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b/_images/fe78d8944a92af13b4e14816d8ff61c81a122a71ad155555eedb2b02251a9030.png differ diff --git a/_sources/index.rst b/_sources/index.rst new file mode 100644 index 00000000..7407b476 --- /dev/null +++ b/_sources/index.rst @@ -0,0 +1,52 @@ +exoplanet: Case Studies +======================= + +These pages contain "case studies" for `the exoplanet project +`_. Each case study is an example of a real world +application of the ``exoplanet`` library for analyzing data in astronomy. They +are implemented as Jupyter notebooks, and you can download the notebook or +launch it using `Binder `_ using the menus at the top +right of each case study. + +For more information about ``exoplanet``, check out the main documentation page +at `docs.exoplanet.codes `_. + +.. admonition:: Tips & tricks + :class: hint + + ⏰ Note that the runtime for some of these notebooks can be as long as half an + hour, but we've tried to keep the studies as self-contained and reproducible + as possible. This computation is generally dominated by the sampling step so + if you want to get a rough sense of the expected runtime for a particular + case study, scroll down to take a look at the progress bar generated by the + call to the ``sample`` function. + + 🐛 If you run into bugs when executing these case studies (or variations on + them) on your own computer, `open an issue on the exoplanet GitHub repo + `_. + + 💡 If you have a conceptual issue or a particularly tricky or interesting + fit, `start a discussion + `_ on GitHub so that + we can all learn together. + + +Case studies +------------ + +.. toctree:: + :maxdepth: 2 + + tutorials/rv.ipynb + tutorials/transit.ipynb + tutorials/astrometric.ipynb + tutorials/stellar-variability.ipynb + tutorials/joint.ipynb + tutorials/tess.ipynb + tutorials/quick-tess.ipynb + tutorials/lc-gp-transit.ipynb + tutorials/ttv.ipynb + tutorials/eb.ipynb + tutorials/rv-multi.ipynb + tutorials/lc-multi.ipynb + Main exoplanet docs diff --git a/_sources/tutorials/astrometric.ipynb b/_sources/tutorials/astrometric.ipynb new file mode 100644 index 00000000..8b4ba267 --- /dev/null +++ b/_sources/tutorials/astrometric.ipynb @@ -0,0 +1,2095 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "92509a83", + "metadata": {}, + "source": [ + "(astrometric)=\n", + "\n", + "# Astrometric fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1343498d-bf19-420d-bc0e-631c76ea9175", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:34.232857Z", + "iopub.status.busy": "2023-07-17T01:17:34.232421Z", + "iopub.status.idle": "2023-07-17T01:17:37.690765Z", + "shell.execute_reply": "2023-07-17T01:17:37.689919Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "8a599053", + "metadata": {}, + "source": [ + "In this case study we'll walk through the simplest astrometric example with `exoplanet` and then explain how to build up a more complicated example with parallax measurements. For our dataset, we'll use astrometric and radial velocity observations of a binary star system.\n", + "\n", + "Astrometric observations usually consist of measurements of the separation and position angle of the secondary star (or directly imaged exoplanet), relative to the primary star as a function of time. The simplest astrometric orbit (in terms of number of parameters), describes the orbit using a semi-major axis `a_ang` measured in *arcseconds*, since the distance to the system is assumed to be unknown. We'll work through this example first, then introduce the extra constraints provided by parallax information.\n", + "\n", + "## Data\n", + "First, let's load and examine the data. We'll use the astrometric measurements of HR 466 (HD 10009) as compiled by [Pourbaix 1998](https://ui.adsabs.harvard.edu/#abs/1998A&AS..131..377P/abstract). The speckle observations are originally from [Hartkopf et al. 1996](https://ui.adsabs.harvard.edu/#abs/1996AJ....111..370H/abstract)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "c08172cd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:37.694459Z", + "iopub.status.busy": "2023-07-17T01:17:37.694031Z", + "iopub.status.idle": "2023-07-17T01:17:38.711789Z", + "shell.execute_reply": "2023-07-17T01:17:38.711032Z" + } + }, + "outputs": [], + "source": [ + "from astropy.io import ascii\n", + "from astropy.time import Time\n", + "\n", + "# grab the formatted data and do some munging\n", + "dirname = \"https://gist.github.com/iancze/262aba2429cb9aee3fd5b5e1a4582d4d/raw/c5fa5bc39fec90d2cc2e736eed479099e3e598e3/\"\n", + "\n", + "astro_data_full = ascii.read(\n", + " dirname + \"astro.txt\", format=\"csv\", fill_values=[(\".\", \"0\")]\n", + ")\n", + "\n", + "# convert UT date to JD\n", + "astro_dates = Time(astro_data_full[\"date\"].data, format=\"decimalyear\")\n", + "\n", + "# Following the Pourbaix et al. 1998 analysis, we'll limit ourselves to the highest quality data\n", + "# since the raw collection of data outside of these ranges has some ambiguities in swapping\n", + "# the primary and secondary star\n", + "ind = (\n", + " (astro_dates.value > 1975.0)\n", + " & (astro_dates.value < 1999.73)\n", + " & (~astro_data_full[\"rho\"].mask)\n", + " & (~astro_data_full[\"PA\"].mask)\n", + ")\n", + "\n", + "astro_data = astro_data_full[ind]\n", + "\n", + "astro_yrs = astro_data[\"date\"]\n", + "astro_dates.format = \"jd\"\n", + "astro_jds = astro_dates[ind].value" + ] + }, + { + "cell_type": "markdown", + "id": "36310478", + "metadata": {}, + "source": [ + "Many of these measurements in this heterogeneous dataset do not have reported error measurements. For these, we assume a modest uncertainty of $1^\\circ$ in position angle and $0.01^{\\prime\\prime}$ in separation for the sake of specifying something, but we'll include a jitter term for both of these measurements as well. The scatter in points around the final solution will be a decent guide of what the measurement uncertainties actually were." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4438fcad", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:38.715830Z", + "iopub.status.busy": "2023-07-17T01:17:38.715417Z", + "iopub.status.idle": "2023-07-17T01:17:38.721532Z", + "shell.execute_reply": "2023-07-17T01:17:38.720802Z" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "\n", + "astro_data[\"rho_err\"][astro_data[\"rho_err\"].mask == True] = 0.01\n", + "astro_data[\"PA_err\"][astro_data[\"PA_err\"].mask == True] = 1.0\n", + "\n", + "# Convert all masked frames to be raw np arrays, since theano has issues with astropy masked columns\n", + "rho_data = np.ascontiguousarray(astro_data[\"rho\"], dtype=float) # arcsec\n", + "rho_err = np.ascontiguousarray(astro_data[\"rho_err\"], dtype=float)\n", + "\n", + "# The position angle measurements come in degrees in the range [0, 360].\n", + "# We'll convert this to radians in the range [-pi, pi]\n", + "deg = np.pi / 180.0\n", + "theta_data = np.ascontiguousarray(astro_data[\"PA\"] * deg, dtype=float)\n", + "theta_data[theta_data > np.pi] -= 2 * np.pi\n", + "\n", + "theta_err = np.ascontiguousarray(astro_data[\"PA_err\"] * deg) # radians" + ] + }, + { + "cell_type": "markdown", + "id": "b085f46c", + "metadata": {}, + "source": [ + "## Astrometric conventions\n", + "\n", + "The conventions describing the orientation of the orbits are described in detail in the *exoplanet* paper; we summarize them briefly here. Generally, we follow the conventions from Pourbaix et al. 1998, which are a consistent set conforming to the right-hand-rule and the conventions of the visual binary field, where the ascending node is that where the secondary is *receeding* from the observer (without radial velocity information, there is a $\\pi$ degeneracy in which node is ascending, and so common practice in the literature is to report a value in the range $[0,\\pi]$). The orbital inclination ranges from $[0, \\pi$]. $i = 0$ describes a face-on orbit rotating counter-clockwise on the sky plane, while $i=\\pi$ describes a face-on orbit rotating clockwise on the sky. $i = \\pi/2$ is an edge-on orbit.\n", + "\n", + "The observer frame $X$, $Y$, $Z$ is oriented on the sky such that $+Z$ points towards the observer, $X$ is the north axis, and $Y$ is the east axis. *All* angles are measured in radians, and the position angle is returned in the range $[-\\pi, \\pi]$, which is the degrees east of north (be sure to check your data is in this format too!) The radial velocity is still defined such that a positive radial velocity corresponds to motion away from the observer.\n", + "\n", + "In an astrometric-only orbit, it is common practice in the field to report $\\omega = \\omega_\\mathrm{secondary}$, whereas with an RV orbit it is generally common practice to report $\\omega = \\omega_\\mathrm{primary}$. The result is that unless the authors specify what they're using, in a joint astrometric-RV orbit there is an ambiguity to which $\\omega$ the authors mean, since $\\omega_\\mathrm{primary} = \\omega_\\mathrm{secondary} + \\pi$. To standardize this across the *exoplanet* package, in all orbits (including astrometric-only) $\\omega = \\omega_\\mathrm{primary}$." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "cdd2fe55", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:38.725031Z", + "iopub.status.busy": "2023-07-17T01:17:38.724591Z", + "iopub.status.idle": "2023-07-17T01:17:38.926917Z", + "shell.execute_reply": "2023-07-17T01:17:38.926092Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Make a plot of the astrometric data on the sky\n", + "# The convention is that North is up and East is left\n", + "fig, ax = plt.subplots(nrows=1, figsize=(4, 4))\n", + "\n", + "xs = rho_data * np.cos(theta_data) # X is north\n", + "ys = rho_data * np.sin(theta_data) # Y is east\n", + "ax.plot(ys, xs, \".k\")\n", + "ax.set_ylabel(r\"$\\Delta \\delta$ ['']\")\n", + "ax.set_xlabel(r\"$\\Delta \\alpha \\cos \\delta$ ['']\")\n", + "ax.invert_xaxis()\n", + "ax.plot(0, 0, \"k*\")\n", + "ax.set_aspect(\"equal\", \"datalim\")" + ] + }, + { + "cell_type": "markdown", + "id": "4ba61c0e", + "metadata": {}, + "source": [ + "The plot on the sky is helpful to look at, but the \"raw\" measurements are the values of $\\rho$ (separation) and $\\theta$ (also called P.A., position angle) that we listed in our data table, and that the measurement uncertainties live on these values as nice Gaussians. So, to visualize this space more clearly, we can plot $\\rho$ vs. time and P.A. vs. time." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6b5eb6da", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:38.930505Z", + "iopub.status.busy": "2023-07-17T01:17:38.930066Z", + "iopub.status.idle": "2023-07-17T01:17:39.217610Z", + "shell.execute_reply": "2023-07-17T01:17:39.216690Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(nrows=2, sharex=True)\n", + "ax[0].errorbar(astro_yrs, rho_data, yerr=rho_err, fmt=\".k\", lw=1, ms=5)\n", + "ax[0].set_ylabel(r'$\\rho\\,$ [\"]')\n", + "\n", + "ax[1].errorbar(astro_yrs, theta_data, yerr=theta_err, fmt=\".k\", lw=1, ms=5)\n", + "ax[1].set_ylabel(r\"P.A. [radians]\")\n", + "_ = ax[1].set_xlabel(\"time [years]\")" + ] + }, + { + "cell_type": "markdown", + "id": "3e783255", + "metadata": {}, + "source": [ + "## Fitting the astrometric orbit with *exoplanet*\n", + "\n", + "To get started, let's import the relative packages from *exoplanet*, plot up a preliminary orbit from the literature, and then sample." + ] + }, + { + "cell_type": "raw", + "id": "ad195029", + "metadata": {}, + "source": [ + ".. note:: Orbits in *exoplanet* generally specify the semi-major axis in units of solar radii `R_sun`. For transits and RV orbits, you usually have enough external information (e.g., estimate of stellar mass from spectral type) to put a physical scale onto the orbit. For the most basic of astrometric orbits without parallax information, however, this information can be lacking and thus it makes sense to fit for the semi-major axis in units of `arcseconds`. But, `exoplanet` is modeling a real orbit (where semi-major axis is in units of `R_sun`), so we do need to at least provide a fake parallax to convert from arcseconds to `R_sun.`" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "292d128d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:39.221548Z", + "iopub.status.busy": "2023-07-17T01:17:39.221291Z", + "iopub.status.idle": "2023-07-17T01:17:56.938914Z", + "shell.execute_reply": "2023-07-17T01:17:56.937970Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pymc3 as pm\n", + "import pymc3_ext as pmx\n", + "\n", + "from aesara_theano_fallback import aesara as theano\n", + "import aesara_theano_fallback.tensor as tt\n", + "\n", + "import exoplanet as xo\n", + "\n", + "from astropy import constants\n", + "\n", + "# conversion constant from au to R_sun\n", + "au_to_R_sun = (constants.au / constants.R_sun).value\n", + "\n", + "# Just to get started, let's take a look at the orbit using the parameter estimates from Pourbaix et al. 1998\n", + "\n", + "# Orbital elements from Pourbaix et al. 1998\n", + "# For the relative astrometric fit, we only need the following parameters\n", + "a_ang = 0.324 # arcsec\n", + "parallax = 1 # arcsec (meaningless choice for now)\n", + "a = a_ang * au_to_R_sun / parallax\n", + "e = 0.798\n", + "i = 96.0 * deg # [rad]\n", + "omega = 251.6 * deg - np.pi # Pourbaix reports omega_2, but we want omega_1\n", + "Omega = 159.6 * deg\n", + "P = 28.8 * 365.25 # days\n", + "\n", + "T0 = Time(1989.92, format=\"decimalyear\")\n", + "T0.format = \"jd\"\n", + "T0 = T0.value # [Julian Date]\n", + "\n", + "# instantiate the orbit\n", + "orbit = xo.orbits.KeplerianOrbit(\n", + " a=a, t_periastron=T0, period=P, incl=i, ecc=e, omega=omega, Omega=Omega\n", + ")\n", + "\n", + "# The position functions take an optional argument parallax to convert from\n", + "# physical units back to arcseconds\n", + "t = np.linspace(T0 - P, T0 + P, num=200) # days\n", + "rho, theta = theano.function([], orbit.get_relative_angles(t, parallax))()\n", + "\n", + "# Plot the orbit\n", + "fig, ax = plt.subplots(nrows=1, figsize=(4, 4))\n", + "\n", + "xs = rho * np.cos(theta) # X is north\n", + "ys = rho * np.sin(theta) # Y is east\n", + "ax.plot(ys, xs, color=\"C0\", lw=1)\n", + "\n", + "# plot the data\n", + "xs = rho_data * np.cos(theta_data) # X is north\n", + "ys = rho_data * np.sin(theta_data) # Y is east\n", + "ax.plot(ys, xs, \".k\")\n", + "\n", + "ax.set_ylabel(r\"$\\Delta \\delta$ ['']\")\n", + "ax.set_xlabel(r\"$\\Delta \\alpha \\cos \\delta$ ['']\")\n", + "ax.invert_xaxis()\n", + "ax.plot(0, 0, \"k*\")\n", + "ax.set_aspect(\"equal\", \"datalim\")\n", + "ax.set_title(\"initial orbit\")\n", + "\n", + "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(6, 6))\n", + "ax[0].errorbar(astro_jds, rho_data, yerr=rho_err, fmt=\".k\", lw=1, ms=5)\n", + "ax[0].plot(t, rho, color=\"C0\", lw=1)\n", + "ax[0].set_ylabel(r'$\\rho\\,$ [\"]')\n", + "ax[0].set_title(\"initial orbit\")\n", + "\n", + "ax[1].errorbar(astro_jds, theta_data, yerr=theta_err, fmt=\".k\", lw=1, ms=5)\n", + "ax[1].plot(t, theta, color=\"C0\", lw=1)\n", + "ax[1].set_ylabel(r\"P.A. [radians]\")\n", + "_ = ax[1].set_xlabel(\"time [JD]\")" + ] + }, + { + "cell_type": "markdown", + "id": "ecd7ec33", + "metadata": {}, + "source": [ + "Now that we have an initial orbit, we can set the model up using PyMC3 to do inference." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5c4fdff3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:56.942885Z", + "iopub.status.busy": "2023-07-17T01:17:56.942595Z", + "iopub.status.idle": "2023-07-17T01:22:34.584652Z", + "shell.execute_reply": "2023-07-17T01:22:34.583824Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [log_theta_s, log_rho_s]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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Thanks to Rob de Rosa for the tip.\n", + " theta_diff = tt.arctan2(\n", + " tt.sin(theta_model - theta_data), tt.cos(theta_model - theta_data)\n", + " )\n", + " pm.Normal(\"theta_obs\", mu=theta_diff, sd=theta_tot_err, observed=0.0)\n", + "\n", + " # Set up predicted orbits for later plotting\n", + " rho_dense, theta_dense = orbit.get_relative_angles(t_fine, plx)\n", + " rho_save = pm.Deterministic(\"rho_save\", rho_dense)\n", + " theta_save = pm.Deterministic(\"theta_save\", theta_dense)\n", + "\n", + " # Optimize to find the initial parameters\n", + " map_soln = model.test_point\n", + " map_soln = pmx.optimize(map_soln, vars=[log_rho_s, log_theta_s])\n", + " map_soln = pmx.optimize(map_soln, vars=[phase])\n", + " map_soln = pmx.optimize(map_soln, vars=[p, m, ecc])\n", + " map_soln = pmx.optimize(map_soln, vars=[logP, a_ang, phase])\n", + " map_soln = pmx.optimize(map_soln)\n", + "\n", + " return model, map_soln\n", + "\n", + "\n", + "model, map_soln = get_model()" + ] + }, + { + "cell_type": "markdown", + "id": "dfddbce6", + "metadata": {}, + "source": [ + "Now that we have a maximum a posteriori estimate of the parameters, let's take a look at the results to make sure that they seem reasonable." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "434ee0d1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:34.588256Z", + "iopub.status.busy": "2023-07-17T01:22:34.587730Z", + "iopub.status.idle": "2023-07-17T01:22:35.214610Z", + "shell.execute_reply": "2023-07-17T01:22:35.213887Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ekw = dict(fmt=\".k\", lw=0.5)\n", + "\n", + "fig, ax = plt.subplots(nrows=4, sharex=True, figsize=(6, 8))\n", + "ax[0].set_ylabel(r'$\\rho\\,$ [\"]')\n", + "ax[1].set_ylabel(r\"$\\rho$ residuals\")\n", + "ax[2].set_ylabel(r\"P.A. [radians]\")\n", + "ax[3].set_ylabel(r\"P.A. residuals\")\n", + "\n", + "tot_rho_err = np.sqrt(rho_err**2 + np.exp(2 * map_soln[\"log_rho_s\"]))\n", + "tot_theta_err = np.sqrt(theta_err**2 + np.exp(2 * map_soln[\"log_theta_s\"]))\n", + "\n", + "ax[0].errorbar(astro_jds, rho_data, yerr=tot_rho_err, **ekw)\n", + "ax[0].plot(t_fine, map_soln[\"rho_save\"], \"C1\")\n", + "\n", + "ax[1].axhline(0.0, color=\"0.5\")\n", + "ax[1].errorbar(\n", + " astro_jds, rho_data - map_soln[\"rho_model\"], yerr=tot_rho_err, **ekw\n", + ")\n", + "\n", + "\n", + "ax[2].plot(t_fine, map_soln[\"theta_save\"], \"C1\")\n", + "ax[2].errorbar(astro_jds, theta_data, yerr=tot_theta_err, **ekw)\n", + "\n", + "ax[3].axhline(0.0, color=\"0.5\")\n", + "ax[3].errorbar(\n", + " astro_jds, theta_data - map_soln[\"theta_model\"], yerr=tot_theta_err, **ekw\n", + ")\n", + "\n", + "ax[3].set_xlim(t_fine[0], t_fine[-1])\n", + "_ = ax[0].set_title(\"map orbit\")" + ] + }, + { + "cell_type": "markdown", + "id": "9d74dc5b", + "metadata": {}, + "source": [ + "Now let's sample the posterior." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b4a6779c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:35.218188Z", + "iopub.status.busy": "2023-07-17T01:22:35.217721Z", + "iopub.status.idle": "2023-07-17T01:23:55.021444Z", + "shell.execute_reply": "2023-07-17T01:23:55.020643Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [log_theta_s, log_rho_s, ecc, cos_incl, phase, m, p, logP, a_ang]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
P10435.634146.06010172.13210707.5654.0012.8401545.01083.01.0
tperi2447860.64120.4032447823.5262447900.5060.5420.3831426.01318.01.0
a_ang0.3180.0080.3050.3350.0000.0001136.0988.01.0
omega1.2350.0151.2071.2630.0000.0001268.01090.01.0
Omega2.7870.0122.7662.8090.0000.0001908.01384.01.0
incl1.6910.0061.6781.7020.0000.0001312.01208.01.0
ecc0.7780.0130.7530.8010.0000.0001204.01108.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "P 10435.634 146.060 10172.132 10707.565 4.001 2.840 \n", + "tperi 2447860.641 20.403 2447823.526 2447900.506 0.542 0.383 \n", + "a_ang 0.318 0.008 0.305 0.335 0.000 0.000 \n", + "omega 1.235 0.015 1.207 1.263 0.000 0.000 \n", + "Omega 2.787 0.012 2.766 2.809 0.000 0.000 \n", + "incl 1.691 0.006 1.678 1.702 0.000 0.000 \n", + "ecc 0.778 0.013 0.753 0.801 0.000 0.000 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "P 1545.0 1083.0 1.0 \n", + "tperi 1426.0 1318.0 1.0 \n", + "a_ang 1136.0 988.0 1.0 \n", + "omega 1268.0 1090.0 1.0 \n", + "Omega 1908.0 1384.0 1.0 \n", + "incl 1312.0 1208.0 1.0 \n", + "ecc 1204.0 1108.0 1.0 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(\n", + " trace,\n", + " var_names=[\"P\", \"tperi\", \"a_ang\", \"omega\", \"Omega\", \"incl\", \"ecc\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c3712f75", + "metadata": {}, + "source": [ + "That looks pretty good.\n", + "Now here's a corner plot showing the covariances between parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "46980c98", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:55.087964Z", + "iopub.status.busy": "2023-07-17T01:23:55.087501Z", + "iopub.status.idle": "2023-07-17T01:23:58.578672Z", + "shell.execute_reply": "2023-07-17T01:23:58.577963Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "_ = corner.corner(\n", + " trace, var_names=[\"P\", \"tperi\", \"a_ang\", \"omega\", \"Omega\", \"incl\", \"ecc\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "dee00e74", + "metadata": {}, + "source": [ + "Finally, we can plot the posterior constraints on $\\rho$ and $\\theta$.\n", + "This figure is much like the one for the MAP solution above, but this time the orange is a contour (not a line) showing the 68% credible region for the model." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "049df130", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:58.585184Z", + "iopub.status.busy": "2023-07-17T01:23:58.584675Z", + "iopub.status.idle": "2023-07-17T01:23:59.063035Z", + "shell.execute_reply": "2023-07-17T01:23:59.062016Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ekw = dict(fmt=\".k\", lw=0.5)\n", + "\n", + "fig, ax = plt.subplots(nrows=2, sharex=True, figsize=(6, 6))\n", + "ax[0].set_ylabel(r'$\\rho\\,$ [\"]')\n", + "ax[1].set_ylabel(r\"P.A. [radians]\")\n", + "\n", + "tot_rho_err = np.sqrt(\n", + " rho_err**2\n", + " + np.exp(2 * np.median(trace.posterior[\"log_rho_s\"].values, axis=(0, 1)))\n", + ")\n", + "tot_theta_err = np.sqrt(\n", + " theta_err**2\n", + " + np.exp(2 * np.median(trace.posterior[\"log_theta_s\"].values, axis=(0, 1)))\n", + ")\n", + "\n", + "ax[0].errorbar(astro_jds, rho_data, yerr=tot_rho_err, **ekw)\n", + "q = np.percentile(trace.posterior[\"rho_save\"].values, [16, 84], axis=(0, 1))\n", + "ax[0].fill_between(t_fine, q[0], q[1], color=\"C1\", alpha=0.8, lw=0)\n", + "\n", + "ax[1].errorbar(astro_jds, theta_data, yerr=tot_theta_err, **ekw)\n", + "q = np.percentile(trace.posterior[\"theta_save\"].values, [16, 84], axis=(0, 1))\n", + "ax[1].fill_between(t_fine, q[0], q[1], color=\"C1\", alpha=0.8, lw=0)\n", + "\n", + "ax[-1].set_xlim(t_fine[0], t_fine[-1])\n", + "_ = ax[0].set_title(\"posterior inferences\")" + ] + }, + { + "cell_type": "markdown", + "id": "e2decdf6", + "metadata": {}, + "source": [ + "As we can see from the narrow range of orbits (the orange swath appears like a thin line), the orbit is actually highly constrained by the astrometry.\n", + "We also see two outlier epochs in the vicinity of 2445000 - 2447000, since adjacent epochs seem to be right on the orbit.\n", + "It's likely the uncertainties were not estimated correctly for these, and the simplistic jitter model we implemented isn't sophisticated enough to apply more weight to only these discrepant points." + ] + }, + { + "cell_type": "markdown", + "id": "82791242", + "metadata": {}, + "source": [ + "## Including parallax\n", + "\n", + "While this is encouraging that we fit an astrometric orbit, a simple astrometric fit to just $\\rho$ and $\\theta$ isn't actually that physically satisfying, since many of the orbital parameters simply have to do with the orientation relative to us ($i$, $\\omega$, and $\\Omega$). The only truly intrinsic parameters are $P$ and $e$. To learn more about some of the physical parameters, such as the total mass of the system, we'd like to incorporate distance information to put a physical scale to the problem.\n", + "\n", + "The *Gaia* DR2 parallax is $\\varpi = 24.05 \\pm 0.45$ mas.\n", + "\n", + "We can use exactly the same model as above with only an added parallax constraint:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "30088e53", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:59.067121Z", + "iopub.status.busy": "2023-07-17T01:23:59.066510Z", + "iopub.status.idle": "2023-07-17T01:24:37.939508Z", + "shell.execute_reply": "2023-07-17T01:24:37.938693Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [log_theta_s, log_rho_s]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
P10435.322138.32310201.63310699.6693.3232.3531822.01645.01.0
tperi2447860.40519.8272447824.6872447898.5160.4310.3052138.01442.01.0
a_ang0.3180.0080.3040.3320.0000.0001992.01581.01.0
omega1.2350.0131.2111.2600.0000.0001905.01659.01.0
Omega2.7880.0122.7652.8100.0000.0002528.01672.01.0
incl1.6910.0061.6791.7020.0000.0002264.01375.01.0
ecc0.7780.0120.7580.8010.0000.0001801.01460.01.0
M_tot2.8440.2622.3753.3320.0060.0042080.01687.01.0
plx0.0240.0000.0230.0250.0000.0002951.01638.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "P 10435.322 138.323 10201.633 10699.669 3.323 2.353 \n", + "tperi 2447860.405 19.827 2447824.687 2447898.516 0.431 0.305 \n", + "a_ang 0.318 0.008 0.304 0.332 0.000 0.000 \n", + "omega 1.235 0.013 1.211 1.260 0.000 0.000 \n", + "Omega 2.788 0.012 2.765 2.810 0.000 0.000 \n", + "incl 1.691 0.006 1.679 1.702 0.000 0.000 \n", + "ecc 0.778 0.012 0.758 0.801 0.000 0.000 \n", + "M_tot 2.844 0.262 2.375 3.332 0.006 0.004 \n", + "plx 0.024 0.000 0.023 0.025 0.000 0.000 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "P 1822.0 1645.0 1.0 \n", + "tperi 2138.0 1442.0 1.0 \n", + "a_ang 1992.0 1581.0 1.0 \n", + "omega 1905.0 1659.0 1.0 \n", + "Omega 2528.0 1672.0 1.0 \n", + "incl 2264.0 1375.0 1.0 \n", + "ecc 1801.0 1460.0 1.0 \n", + "M_tot 2080.0 1687.0 1.0 \n", + "plx 2951.0 1638.0 1.0 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "az.summary(\n", + " plx_trace,\n", + " var_names=[\n", + " \"P\",\n", + " \"tperi\",\n", + " \"a_ang\",\n", + " \"omega\",\n", + " \"Omega\",\n", + " \"incl\",\n", + " \"ecc\",\n", + " \"M_tot\",\n", + " \"plx\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "40ae60b6", + "metadata": {}, + "source": [ + "And make the corner plot for the physical parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c7a478ad", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:20.089157Z", + "iopub.status.busy": "2023-07-17T01:25:20.088684Z", + "iopub.status.idle": "2023-07-17T01:25:21.534689Z", + "shell.execute_reply": "2023-07-17T01:25:21.533961Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = corner.corner(plx_trace, var_names=[\"P\", \"tperi\", \"a\", \"ecc\", \"M_tot\"])" + ] + }, + { + "cell_type": "markdown", + "id": "c0445f0f", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "dd90ab44", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:21.538733Z", + "iopub.status.busy": "2023-07-17T01:25:21.538247Z", + "iopub.status.idle": "2023-07-17T01:25:21.542636Z", + "shell.execute_reply": "2023-07-17T01:25:21.541929Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "5c903782", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:21.546738Z", + "iopub.status.busy": "2023-07-17T01:25:21.546190Z", + "iopub.status.idle": "2023-07-17T01:25:21.550214Z", + "shell.execute_reply": "2023-07-17T01:25:21.549515Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/eb.ipynb b/_sources/tutorials/eb.ipynb new file mode 100644 index 00000000..59ad1a9c --- /dev/null +++ b/_sources/tutorials/eb.ipynb @@ -0,0 +1,2428 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5d636239", + "metadata": {}, + "source": [ + "(eb)=\n", + "\n", + "# Fitting a detached eclipsing binary" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a2d610cf-71d2-4e9d-bcea-d21f18bc2c5d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:56.428619Z", + "iopub.status.busy": "2023-07-17T01:17:56.428366Z", + "iopub.status.idle": "2023-07-17T01:18:03.801858Z", + "shell.execute_reply": "2023-07-17T01:18:03.800660Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "2a8c9a97", + "metadata": {}, + "source": [ + "In this case study, we'll go through the steps required to fit the light curve and radial velocity measurements for the detached eclipsing binary system HD 23642.\n", + "This is a bright system that has been fit by many authors ([1](https://arxiv.org/abs/astro-ph/0403444), [2](https://arxiv.org/abs/astro-ph/0409507), [3](https://ui.adsabs.harvard.edu/abs/2007A%26A...463..579G/abstract), [4](https://arxiv.org/abs/1602.01901), and [5](https://arxiv.org/abs/1603.08484) to name a few) so this is a good benchmark for our demonstration.\n", + "\n", + "The light curve that we'll use is from K2 and we'll use the same radial velocity measurements as [David+ (2016)](https://arxiv.org/abs/1602.01901) compiled from [here](https://arxiv.org/abs/astro-ph/0403444) and [here](https://ui.adsabs.harvard.edu/abs/2007A%26A...463..579G/abstract).\n", + "We'll use a somewhat simplified model for the eclipses that treats the stars as spherical and ignores the phase curve (we'll model it using a Gaussian process instead of a more physically motivated model).\n", + "But, as you'll see, these simplifying assumptions are sufficient for this case of a detached and well behaved system.\n", + "Unlike some previous studies, we will fit an eccentric orbit instead of fixing the eccentricity to zero.\n", + "This probably isn't really necessary here, but it's useful to demonstrate how you would fit a more eccentric system.\n", + "Finally, we model the phase curve and other trends in both the light curve and radial velocities using Gaussian processes.\n", + "This will account for unmodeled stellar variability and residual systematics, drifts, and other effects left over from the data reduction procedure.\n", + "\n", + "## Data access\n", + "\n", + "First, let's define some values from the literature that will be useful below.\n", + "Here we're taking the period and eclipse time from [David+ (2016)](https://arxiv.org/abs/1602.01901) as initial guesses for these parameters in our fit.\n", + "We'll also include the same prior on the flux ratio of the two stars that was computed for the Kepler bandpass by [David+ (2016)](https://arxiv.org/abs/1602.01901)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8cd02d46", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:03.806293Z", + "iopub.status.busy": "2023-07-17T01:18:03.805808Z", + "iopub.status.idle": "2023-07-17T01:18:03.811852Z", + "shell.execute_reply": "2023-07-17T01:18:03.811007Z" + } + }, + "outputs": [], + "source": [ + "lit_period = 2.46113408\n", + "lit_t0 = 119.522070 + 2457000 - 2454833\n", + "\n", + "# Prior on the flux ratio for Kepler\n", + "lit_flux_ratio = (0.354, 0.035)" + ] + }, + { + "cell_type": "markdown", + "id": "21d405ba", + "metadata": {}, + "source": [ + "Then we'll download the Kepler data.\n", + "In this case, the pipeline aperture photometry isn't very good (because this star is so bright!) so we'll just download the target pixel file and co-add all the pixels." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cebe2058", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:03.815648Z", + "iopub.status.busy": "2023-07-17T01:18:03.815145Z", + "iopub.status.idle": "2023-07-17T01:18:13.688802Z", + "shell.execute_reply": "2023-07-17T01:18:13.687810Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import lightkurve as lk\n", + "\n", + "tpf = lk.search_targetpixelfile(\"EPIC 211082420\").download()\n", + "lc = tpf.to_lightcurve(aperture_mask=\"all\")\n", + "lc = lc.remove_nans().normalize()\n", + "\n", + "hdr = tpf.hdu[1].header\n", + "texp = hdr[\"FRAMETIM\"] * hdr[\"NUM_FRM\"]\n", + "texp /= 60.0 * 60.0 * 24.0\n", + "\n", + "# To keep things fast for this example, we're only going to use a third of the data\n", + "np.random.seed(68594)\n", + "m = np.random.rand(len(lc.time)) < 1.0 / 3\n", + "\n", + "x = np.ascontiguousarray(lc.time.value[m], dtype=np.float64)\n", + "y = np.ascontiguousarray(lc.flux[m], dtype=np.float64)\n", + "mu = np.median(y)\n", + "y = (y / mu - 1) * 1e3\n", + "\n", + "plt.plot(\n", + " (x - lit_t0 + 0.5 * lit_period) % lit_period - 0.5 * lit_period, y, \".k\"\n", + ")\n", + "plt.xlim(-0.5 * lit_period, 0.5 * lit_period)\n", + "plt.xlabel(\"time since primary eclipse [days]\")\n", + "_ = plt.ylabel(\"relative flux [ppt]\")" + ] + }, + { + "cell_type": "markdown", + "id": "a76d0d2d", + "metadata": {}, + "source": [ + "Then we'll enter the radial velocity data.\n", + "I couldn't find these data online anywhere so I manually transcribed the data from the referenced papers (typos are my own!)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "37554f0c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:13.693493Z", + "iopub.status.busy": "2023-07-17T01:18:13.693212Z", + "iopub.status.idle": "2023-07-17T01:18:13.996314Z", + "shell.execute_reply": "2023-07-17T01:18:13.995258Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ref1 = 2453000\n", + "ref2 = 2400000\n", + "rvs = np.array(\n", + " [\n", + " # https://arxiv.org/abs/astro-ph/0403444\n", + " (39.41273 + ref1, -85.0, 134.5),\n", + " (39.45356 + ref1, -88.0, 139.0),\n", + " (39.50548 + ref1, -91.0, 143.0),\n", + " (43.25049 + ref1, 105.5, -136.0),\n", + " (46.25318 + ref1, 29.5, -24.5),\n", + " # https://ui.adsabs.harvard.edu/abs/2007A%26A...463..579G/abstract\n", + " (52629.6190 + ref2, 88.8, -127.0),\n", + " (52630.6098 + ref2, -48.0, 68.0),\n", + " (52631.6089 + ref2, -9.5, 13.1),\n", + " (52632.6024 + ref2, 63.6, -90.9),\n", + " (52633.6162 + ref2, -94.5, 135.0),\n", + " (52636.6055 + ref2, 10.3, -13.9),\n", + " (52983.6570 + ref2, 18.1, -25.1),\n", + " (52987.6453 + ref2, -80.6, 114.5),\n", + " (52993.6322 + ref2, 49.0, -70.7),\n", + " (53224.9338 + ref2, 39.0, -55.7),\n", + " (53229.9384 + ref2, 57.2, -82.0),\n", + " ]\n", + ")\n", + "rvs[:, 0] -= 2454833\n", + "rvs = rvs[np.argsort(rvs[:, 0])]\n", + "\n", + "x_rv = np.ascontiguousarray(rvs[:, 0], dtype=np.float64)\n", + "y1_rv = np.ascontiguousarray(rvs[:, 1], dtype=np.float64)\n", + "y2_rv = np.ascontiguousarray(rvs[:, 2], dtype=np.float64)\n", + "\n", + "fold = (rvs[:, 0] - lit_t0 + 0.5 * lit_period) % lit_period - 0.5 * lit_period\n", + "plt.plot(fold, rvs[:, 1], \".\", label=\"primary\")\n", + "plt.plot(fold, rvs[:, 2], \".\", label=\"secondary\")\n", + "plt.legend(fontsize=10)\n", + "plt.xlim(-0.5 * lit_period, 0.5 * lit_period)\n", + "plt.ylabel(\"radial velocity [km / s]\")\n", + "_ = plt.xlabel(\"time since primary eclipse [days]\")" + ] + }, + { + "cell_type": "markdown", + "id": "a8bbd5b4", + "metadata": {}, + "source": [ + "## Probabilistic model\n", + "\n", + "Then we define the probabilistic model using PyMC3 and exoplanet.\n", + "This is similar to the other tutorials and case studies, but here we're using a [SecondaryEclipseLightCurve](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.SecondaryEclipseLightCurve) to generate the model light curve and we're modeling the radial velocity trends using a Gaussian process instead of a polynomial.\n", + "Otherwise, things should look pretty familiar!\n", + "\n", + "After defining the model, we iteratively clip outliers in the light curve using sigma clipping and then estimate the maximum a posteriori parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "faf7d53e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:14.000583Z", + "iopub.status.busy": "2023-07-17T01:18:14.000265Z", + "iopub.status.idle": "2023-07-17T01:34:48.467381Z", + "shell.execute_reply": "2023-07-17T01:34:48.466472Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [log_q, mean_rv]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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xo.QuadLimbDark(\"u2\")\n", + "\n", + " # Parameters describing the primary\n", + " log_M1 = pm.Normal(\"log_M1\", mu=0.0, sigma=10.0)\n", + " log_R1 = pm.Normal(\"log_R1\", mu=0.0, sigma=10.0)\n", + " M1 = pm.Deterministic(\"M1\", tt.exp(log_M1))\n", + " R1 = pm.Deterministic(\"R1\", tt.exp(log_R1))\n", + "\n", + " # Secondary ratios\n", + " log_k = pm.Normal(\"log_k\", mu=0.0, sigma=10.0) # radius ratio\n", + " log_q = pm.Normal(\"log_q\", mu=0.0, sigma=10.0) # mass ratio\n", + " log_s = pm.Normal(\n", + " \"log_s\", mu=np.log(0.5), sigma=10.0\n", + " ) # surface brightness ratio\n", + " pm.Deterministic(\"k\", tt.exp(log_k))\n", + " pm.Deterministic(\"q\", tt.exp(log_q))\n", + " pm.Deterministic(\"s\", tt.exp(log_s))\n", + "\n", + " # Prior on flux ratio\n", + " pm.Normal(\n", + " \"flux_prior\",\n", + " mu=lit_flux_ratio[0],\n", + " sigma=lit_flux_ratio[1],\n", + " observed=tt.exp(2 * log_k + log_s),\n", + " )\n", + "\n", + " # Parameters describing the orbit\n", + " b = xo.ImpactParameter(\"b\", ror=tt.exp(log_k), testval=1.5)\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(lit_period), sigma=1.0)\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + " t0 = pm.Normal(\"t0\", mu=lit_t0, sigma=1.0)\n", + "\n", + " # Parameters describing the eccentricity: ecs = [e * cos(w), e * sin(w)]\n", + " ecs = pmx.UnitDisk(\"ecs\", testval=np.array([1e-5, 0.0]))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sqrt(tt.sum(ecs**2)))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + "\n", + " # Build the orbit\n", + " R2 = pm.Deterministic(\"R2\", tt.exp(log_k + log_R1))\n", + " M2 = pm.Deterministic(\"M2\", tt.exp(log_q + log_M1))\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " period=period,\n", + " t0=t0,\n", + " ecc=ecc,\n", + " omega=omega,\n", + " b=b,\n", + " r_star=R1,\n", + " m_star=M1,\n", + " m_planet=M2,\n", + " )\n", + "\n", + " # Track some other orbital elements\n", + " pm.Deterministic(\"incl\", orbit.incl)\n", + " pm.Deterministic(\"a\", orbit.a)\n", + "\n", + " # Noise model for the light curve\n", + " sigma_lc = pm.InverseGamma(\n", + " \"sigma_lc\",\n", + " testval=1.0,\n", + " **pmx.estimate_inverse_gamma_parameters(0.1, 2.0),\n", + " )\n", + " sigma_gp = pm.InverseGamma(\n", + " \"sigma_gp\",\n", + " testval=0.5,\n", + " **pmx.estimate_inverse_gamma_parameters(1.0, 5.0),\n", + " )\n", + " rho_gp = pm.InverseGamma(\n", + " \"rho_gp\",\n", + " testval=5.0,\n", + " **pmx.estimate_inverse_gamma_parameters(1.0, 5.0),\n", + " )\n", + " kernel_lc = terms.SHOTerm(sigma=sigma_gp, rho=rho_gp, Q=1.0 / 3)\n", + "\n", + " # Noise model for the radial velocities\n", + " sigma_rv1 = pm.InverseGamma(\n", + " \"sigma_rv1\",\n", + " testval=1.0,\n", + " **pmx.estimate_inverse_gamma_parameters(0.5, 5.0),\n", + " )\n", + " sigma_rv2 = pm.InverseGamma(\n", + " \"sigma_rv2\",\n", + " testval=1.0,\n", + " **pmx.estimate_inverse_gamma_parameters(0.5, 5.0),\n", + " )\n", + " sigma_rv_gp = pm.InverseGamma(\n", + " \"sigma_rv_gp\",\n", + " testval=1.5,\n", + " **pmx.estimate_inverse_gamma_parameters(1.0, 5.0),\n", + " )\n", + " rho_rv_gp = pm.InverseGamma(\n", + " \"rho_rv_gp\",\n", + " testval=2.0,\n", + " **pmx.estimate_inverse_gamma_parameters(1.0, 25.0),\n", + " )\n", + " kernel_rv = terms.SHOTerm(sigma=sigma_rv_gp, w0=rho_rv_gp, Q=1.0 / 3)\n", + "\n", + " # Set up the light curve model\n", + " lc = xo.SecondaryEclipseLightCurve(u1, u2, tt.exp(log_s))\n", + "\n", + " def model_lc(t):\n", + " return (\n", + " mean_lc\n", + " + 1e3\n", + " * lc.get_light_curve(orbit=orbit, r=R2, t=t, texp=texp)[:, 0]\n", + " )\n", + "\n", + " # Condition the light curve model on the data\n", + " gp_lc = GaussianProcess(kernel_lc, t=x[mask], yerr=sigma_lc)\n", + " gp_lc.marginal(\"obs_lc\", observed=y[mask] - model_lc(x[mask]))\n", + "\n", + " # Set up the radial velocity model\n", + " def model_rv1(t):\n", + " return mean_rv + 1e-3 * orbit.get_radial_velocity(t)\n", + "\n", + " def model_rv2(t):\n", + " return mean_rv - 1e-3 * orbit.get_radial_velocity(t) * tt.exp(\n", + " -log_q\n", + " )\n", + "\n", + " # Condition the radial velocity model on the data\n", + " gp_rv1 = GaussianProcess(kernel_rv, t=x_rv, yerr=sigma_rv1)\n", + " gp_rv1.marginal(\"obs_rv1\", observed=y1_rv - model_rv1(x_rv))\n", + " gp_rv2 = GaussianProcess(kernel_rv, t=x_rv, yerr=sigma_rv2)\n", + " gp_rv2.marginal(\"obs_rv2\", observed=y2_rv - model_rv2(x_rv))\n", + "\n", + " # Optimize the logp\n", + " map_soln = model.test_point\n", + "\n", + " # First the RV parameters\n", + " map_soln = pmx.optimize(map_soln, [mean_rv, log_q])\n", + " map_soln = pmx.optimize(\n", + " map_soln, [mean_rv, sigma_rv1, sigma_rv2, sigma_rv_gp, rho_rv_gp]\n", + " )\n", + "\n", + " # Then the LC parameters\n", + " map_soln = pmx.optimize(map_soln, [mean_lc, log_R1, log_k, log_s, b])\n", + " map_soln = pmx.optimize(\n", + " map_soln, [mean_lc, log_R1, log_k, log_s, b, u1, u2]\n", + " )\n", + " map_soln = pmx.optimize(\n", + " map_soln, [mean_lc, sigma_lc, sigma_gp, rho_gp]\n", + " )\n", + " map_soln = pmx.optimize(map_soln, [t0, log_period])\n", + "\n", + " # Then all the parameters together\n", + " map_soln = pmx.optimize(map_soln, [mean_rv, log_q, ecs])\n", + " map_soln = pmx.optimize(map_soln)\n", + "\n", + " extras = dict(\n", + " x=x[mask],\n", + " y=y[mask],\n", + " model_lc=model_lc,\n", + " model_rv1=model_rv1,\n", + " model_rv2=model_rv2,\n", + " gp_lc_pred=gp_lc.predict(y[mask] - model_lc(x[mask])),\n", + " )\n", + "\n", + " return model, map_soln, extras\n", + "\n", + "\n", + "def sigma_clip():\n", + " mask = np.ones(len(x), dtype=bool)\n", + " num = len(mask)\n", + "\n", + " for i in range(10):\n", + " model, map_soln, extras = build_model(mask)\n", + "\n", + " with model:\n", + " mdl = pmx.eval_in_model(\n", + " extras[\"model_lc\"](extras[\"x\"]) + extras[\"gp_lc_pred\"],\n", + " map_soln,\n", + " )\n", + "\n", + " resid = y[mask] - mdl\n", + " sigma = np.sqrt(np.median((resid - np.median(resid)) ** 2))\n", + " mask[mask] = np.abs(resid - np.median(resid)) < 7 * sigma\n", + " print(\"Sigma clipped {0} light curve points\".format(num - mask.sum()))\n", + " if num - mask.sum() < 10:\n", + " break\n", + " num = mask.sum()\n", + "\n", + " return model, map_soln, extras\n", + "\n", + "\n", + "model, map_soln, extras = sigma_clip()" + ] + }, + { + "cell_type": "markdown", + "id": "5fbaca43", + "metadata": {}, + "source": [ + "At these maximum a posteriori parameters, let's make some plots of the model predictions compared to the observations to make sure that things look reasonable.\n", + "First the phase-folded radial velocities:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6a1d2f52", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:34:48.471386Z", + "iopub.status.busy": "2023-07-17T01:34:48.471081Z", + "iopub.status.idle": "2023-07-17T01:35:02.401663Z", + "shell.execute_reply": "2023-07-17T01:35:02.400739Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "period = map_soln[\"period\"]\n", + "t0 = map_soln[\"t0\"]\n", + "mean = map_soln[\"mean_rv\"]\n", + "\n", + "x_fold = (x_rv - t0 + 0.5 * period) % period - 0.5 * period\n", + "plt.plot(fold, y1_rv - mean, \".\", label=\"primary\")\n", + "plt.plot(fold, y2_rv - mean, \".\", label=\"secondary\")\n", + "\n", + "x_phase = np.linspace(-0.5 * period, 0.5 * period, 500)\n", + "with model:\n", + " y1_mod, y2_mod = pmx.eval_in_model(\n", + " [extras[\"model_rv1\"](x_phase + t0), extras[\"model_rv2\"](x_phase + t0)],\n", + " map_soln,\n", + " )\n", + "plt.plot(x_phase, y1_mod - mean, \"C0\")\n", + "plt.plot(x_phase, y2_mod - mean, \"C1\")\n", + "\n", + "plt.legend(fontsize=10)\n", + "plt.xlim(-0.5 * period, 0.5 * period)\n", + "plt.ylabel(\"radial velocity [km / s]\")\n", + "plt.xlabel(\"time since primary eclipse [days]\")\n", + "_ = plt.title(\"HD 23642; map model\", fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "id": "c4a87106", + "metadata": {}, + "source": [ + "And then the light curve.\n", + "In the top panel, we show the Gaussian process model for the phase curve.\n", + "It's clear that there's a lot of information there that we could take advantage of, but that's a topic for another day.\n", + "In the bottom panel, we're plotting the phase folded light curve and we can see the ridiculous signal to noise that we're getting on the eclipses." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a2be079e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:35:02.405899Z", + "iopub.status.busy": "2023-07-17T01:35:02.405612Z", + "iopub.status.idle": "2023-07-17T01:35:17.486035Z", + "shell.execute_reply": "2023-07-17T01:35:17.484895Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t_lc_pred = np.linspace(x.min(), x.max(), 3000)\n", + "with model:\n", + " gp_pred = (\n", + " pmx.eval_in_model(extras[\"gp_lc_pred\"], map_soln) + map_soln[\"mean_lc\"]\n", + " )\n", + " lc = (\n", + " pmx.eval_in_model(extras[\"model_lc\"](t_lc_pred), map_soln)\n", + " - map_soln[\"mean_lc\"]\n", + " )\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, sharex=True, figsize=(12, 7))\n", + "\n", + "ax1.plot(extras[\"x\"], extras[\"y\"], \"k.\", alpha=0.2)\n", + "ax1.plot(extras[\"x\"], gp_pred, color=\"C1\", lw=1)\n", + "\n", + "ax2.plot(extras[\"x\"], extras[\"y\"] - gp_pred, \"k.\", alpha=0.2)\n", + "ax2.plot(t_lc_pred, lc, color=\"C2\", lw=1)\n", + "ax2.set_xlim(extras[\"x\"].min(), extras[\"x\"].max())\n", + "\n", + "ax1.set_ylabel(\"raw flux [ppt]\")\n", + "ax2.set_ylabel(\"de-trended flux [ppt]\")\n", + "ax2.set_xlabel(\"time [KBJD]\")\n", + "ax1.set_title(\"HD 23642; map model\", fontsize=14)\n", + "\n", + "fig.subplots_adjust(hspace=0.05)\n", + "\n", + "fig, ax1 = plt.subplots(1, figsize=(12, 3.5))\n", + "\n", + "x_fold = (\n", + " (extras[\"x\"] - map_soln[\"t0\"]) % map_soln[\"period\"] / map_soln[\"period\"]\n", + ")\n", + "inds = np.argsort(x_fold)\n", + "\n", + "ax1.plot(x_fold[inds], extras[\"y\"][inds] - gp_pred[inds], \"k.\", alpha=0.2)\n", + "ax1.plot(x_fold[inds] - 1, extras[\"y\"][inds] - gp_pred[inds], \"k.\", alpha=0.2)\n", + "ax2.plot(\n", + " x_fold[inds],\n", + " extras[\"y\"][inds] - gp_pred[inds],\n", + " \"k.\",\n", + " alpha=0.2,\n", + " label=\"data!\",\n", + ")\n", + "ax2.plot(x_fold[inds] - 1, extras[\"y\"][inds] - gp_pred, \"k.\", alpha=0.2)\n", + "\n", + "yval = extras[\"y\"][inds] - gp_pred\n", + "bins = np.linspace(0, 1, 75)\n", + "num, _ = np.histogram(x_fold[inds], bins, weights=yval)\n", + "denom, _ = np.histogram(x_fold[inds], bins)\n", + "ax2.plot(0.5 * (bins[:-1] + bins[1:]) - 1, num / denom, \".w\")\n", + "\n", + "args = dict(lw=1)\n", + "\n", + "x_fold = (t_lc_pred - map_soln[\"t0\"]) % map_soln[\"period\"] / map_soln[\"period\"]\n", + "inds = np.argsort(x_fold)\n", + "ax1.plot(x_fold[inds], lc[inds], \"C2\", **args)\n", + "ax1.plot(x_fold[inds] - 1, lc[inds], \"C2\", **args)\n", + "\n", + "ax1.set_xlim(-1, 1)\n", + "ax1.set_ylabel(\"de-trended flux [ppt]\")\n", + "ax1.set_xlabel(\"phase\")\n", + "_ = ax1.set_title(\"HD 23642; map model\", fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "id": "566f67a1", + "metadata": {}, + "source": [ + "## Sampling\n", + "\n", + "Finally we can run the MCMC:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "93fa4b3e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:35:17.490107Z", + "iopub.status.busy": "2023-07-17T01:35:17.489493Z", + "iopub.status.idle": "2023-07-17T01:47:06.874383Z", + "shell.execute_reply": "2023-07-17T01:47:06.873357Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [rho_rv_gp, sigma_rv_gp, sigma_rv2, sigma_rv1, rho_gp, sigma_gp, sigma_lc, ecs, t0, log_period, b, log_s, log_q, log_k, log_R1, log_M1, u2, u1, mean_rv, mean_lc]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [5000/5000 10:11<00:00 Sampling 2 chains, 1 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_500 tune and 1_000 draw iterations (3_000 + 2_000 draws total) took 612 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "np.random.seed(23642)\n", + "with model:\n", + " trace = pmx.sample(\n", + " tune=1500,\n", + " draws=1000,\n", + " start=map_soln,\n", + " cores=2,\n", + " chains=2,\n", + " target_accept=0.95,\n", + " return_inferencedata=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "686a0bf7", + "metadata": {}, + "source": [ + "As usual, we can check the convergence diagnostics for some of the key parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6f2d4129", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:06.879004Z", + "iopub.status.busy": "2023-07-17T01:47:06.878052Z", + "iopub.status.idle": "2023-07-17T01:47:06.976939Z", + "shell.execute_reply": "2023-07-17T01:47:06.975914Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
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M21.5700.0251.5231.6190.0010.0001981.01263.01.0
R11.7600.0371.6951.8330.0010.001972.01049.01.0
R21.5040.0551.3961.6020.0020.0011013.0904.01.0
ecs[0]0.0000.000-0.0000.0000.0000.0003020.01416.01.0
ecs[1]-0.0010.005-0.0120.0080.0000.0001762.01297.01.0
incl1.3650.0021.3611.3700.0000.0001020.0839.01.0
s0.4780.0250.4320.5250.0010.0001366.01351.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk ess_tail \\\n", + "M1 2.245 0.032 2.186 2.308 0.001 0.001 2062.0 1303.0 \n", + "M2 1.570 0.025 1.523 1.619 0.001 0.000 1981.0 1263.0 \n", + "R1 1.760 0.037 1.695 1.833 0.001 0.001 972.0 1049.0 \n", + "R2 1.504 0.055 1.396 1.602 0.002 0.001 1013.0 904.0 \n", + "ecs[0] 0.000 0.000 -0.000 0.000 0.000 0.000 3020.0 1416.0 \n", + "ecs[1] -0.001 0.005 -0.012 0.008 0.000 0.000 1762.0 1297.0 \n", + "incl 1.365 0.002 1.361 1.370 0.000 0.000 1020.0 839.0 \n", + "s 0.478 0.025 0.432 0.525 0.001 0.000 1366.0 1351.0 \n", + "\n", + " r_hat \n", + "M1 1.0 \n", + "M2 1.0 \n", + "R1 1.0 \n", + "R2 1.0 \n", + "ecs[0] 1.0 \n", + "ecs[1] 1.0 \n", + "incl 1.0 \n", + "s 1.0 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(trace, var_names=[\"M1\", \"M2\", \"R1\", \"R2\", \"ecs\", \"incl\", \"s\"])" + ] + }, + { + "cell_type": "markdown", + "id": "08e95ad5", + "metadata": {}, + "source": [ + "## Results\n", + "\n", + "It can be useful to take a look at some diagnostic corner plots to see how the sampling went.\n", + "First, let's look at some observables:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e8f68aee", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:06.981821Z", + "iopub.status.busy": "2023-07-17T01:47:06.981244Z", + "iopub.status.idle": "2023-07-17T01:47:08.633525Z", + "shell.execute_reply": "2023-07-17T01:47:08.632319Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "_ = corner.corner(\n", + " trace,\n", + " var_names=[\"k\", \"q\", \"ecs\"],\n", + " labels=[\n", + " \"$k = R_2 / R_1$\",\n", + " \"$q = M_2 / M_1$\",\n", + " \"$e\\,\\cos\\omega$\",\n", + " \"$e\\,\\sin\\omega$\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "4fd825ab", + "metadata": {}, + "source": [ + "And then we can look at the physical properties of the stars in the system.\n", + "In this figure, we're comparing to the results from [David+ (2016)](https://arxiv.org/abs/1602.01901) (shown as blue crosshairs).\n", + "The orange contours in this figure show the results transformed to a uniform prior on eccentricity as discussed below.\n", + "These contours are provided to demonstrate (qualitatively) that these inferences are not sensitive to the choice of prior." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "8d8a10cd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:08.637414Z", + "iopub.status.busy": "2023-07-17T01:47:08.636807Z", + "iopub.status.idle": "2023-07-17T01:47:11.853606Z", + "shell.execute_reply": "2023-07-17T01:47:11.852561Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flat_samps = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "weights = 1.0 / flat_samps[\"ecc\"].values\n", + "weights *= len(weights) / np.sum(weights)\n", + "fig = corner.corner(\n", + " trace,\n", + " var_names=[\"R1\", \"R2\", \"M1\", \"M2\"],\n", + " weights=weights,\n", + " plot_datapoints=False,\n", + " color=\"C1\",\n", + " smooth=1,\n", + " smooth1d=1,\n", + ")\n", + "_ = corner.corner(\n", + " trace,\n", + " var_names=[\"R1\", \"R2\", \"M1\", \"M2\"],\n", + " truths=[1.727, 1.503, 2.203, 1.5488],\n", + " fig=fig,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c4c62c5c", + "metadata": {}, + "source": [ + "## A note about eccentricities\n", + "\n", + "If you looked closely at the model defined above, you might have noticed that we chose a slightly odd eccentricity prior: $p(e) \\propto e$.\n", + "This is implied by sampling with $e\\,\\cos\\omega$ and $e\\,\\sin\\omega$ as the parameters, as has been discussed many times in the literature.\n", + "There are many options for correcting for this prior and instead assuming a uniform prior on eccentricity (for example, sampling with $\\sqrt{e}\\,\\cos\\omega$ and $\\sqrt{e}\\,\\sin\\omega$ as the parameters), but you'll find much worse sampling performance for this problem if you try any of these options (trust us, we tried!) because the geometry of the posterior surface becomes much less suitable for the sampling algorithm in PyMC3.\n", + "Instead, we can re-weight the samples after running the MCMC to see how the results change under the new prior.\n", + "Most of the parameter inferences are unaffected by this change (because the data are very constraining!), but the inferred eccentricity (and especially $e\\,\\sin\\omega$) will depend on this choice.\n", + "The following plots show how these parameter inferences are affected.\n", + "Note, especially, how the shape of the $e\\,\\sin\\omega$ density changes." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "45dfe752", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:11.857898Z", + "iopub.status.busy": "2023-07-17T01:47:11.857411Z", + "iopub.status.idle": "2023-07-17T01:47:12.406793Z", + "shell.execute_reply": "2023-07-17T01:47:12.404592Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "esinw = flat_samps[\"ecc\"].values * np.sin(flat_samps[\"omega\"].values)\n", + "plt.hist(\n", + " esinw,\n", + " 50,\n", + " density=True,\n", + " histtype=\"step\",\n", + " label=\"$p(e) = 2\\,e$\",\n", + ")\n", + "plt.hist(\n", + " esinw,\n", + " 50,\n", + " density=True,\n", + " histtype=\"step\",\n", + " weights=1.0 / flat_samps[\"ecc\"].values,\n", + " label=\"$p(e) = 1$\",\n", + ")\n", + "plt.xlabel(\"$e\\,\\sin(\\omega)$\")\n", + "plt.ylabel(\"$p(e\\,\\sin\\omega\\,|\\,\\mathrm{data})$\")\n", + "plt.yticks([])\n", + "plt.legend(fontsize=12)\n", + "\n", + "plt.figure()\n", + "plt.hist(\n", + " flat_samps[\"ecc\"].values,\n", + " 50,\n", + " density=True,\n", + " histtype=\"step\",\n", + " label=\"$p(e) = 2\\,e$\",\n", + ")\n", + "plt.hist(\n", + " flat_samps[\"ecc\"].values,\n", + " 50,\n", + " density=True,\n", + " histtype=\"step\",\n", + " weights=1.0 / flat_samps[\"ecc\"].values,\n", + " label=\"$p(e) = 1$\",\n", + ")\n", + "plt.xlabel(\"$e$\")\n", + "plt.ylabel(\"$p(e\\,|\\,\\mathrm{data})$\")\n", + "plt.yticks([])\n", + "plt.xlim(0, 0.015)\n", + "_ = plt.legend(fontsize=12)" + ] + }, + { + "cell_type": "markdown", + "id": "0c646fce", + "metadata": {}, + "source": [ + "We can then use the `corner.quantile` function to compute summary statistics of the weighted samples as follows.\n", + "For example, here how to compute the 90% posterior upper limit for the eccentricity:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "6fa3e52d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:12.411258Z", + "iopub.status.busy": "2023-07-17T01:47:12.410446Z", + "iopub.status.idle": "2023-07-17T01:47:12.421082Z", + "shell.execute_reply": "2023-07-17T01:47:12.420096Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "for p(e) = 2*e: p(e < x) = 0.9 -> x = 0.00908\n", + "for p(e) = 1: p(e < x) = 0.9 -> x = 0.00390\n" + ] + } + ], + "source": [ + "weights = 1.0 / flat_samps[\"ecc\"].values\n", + "print(\n", + " \"for p(e) = 2*e: p(e < x) = 0.9 -> x = {0:.5f}\".format(\n", + " corner.quantile(flat_samps[\"ecc\"].values, [0.9])[0]\n", + " )\n", + ")\n", + "print(\n", + " \"for p(e) = 1: p(e < x) = 0.9 -> x = {0:.5f}\".format(\n", + " corner.quantile(flat_samps[\"ecc\"].values, [0.9], weights=weights)[0]\n", + " )\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "a71cd0dd", + "metadata": {}, + "source": [ + "Or, the posterior mean and variance for the radius of the primary:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "af0964b3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:12.427654Z", + "iopub.status.busy": "2023-07-17T01:47:12.427225Z", + "iopub.status.idle": "2023-07-17T01:47:12.435521Z", + "shell.execute_reply": "2023-07-17T01:47:12.434496Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "for p(e) = 2*e: R1 = 1.760 ± 0.037\n", + "for p(e) = 1: R1 = 1.766 ± 0.034\n" + ] + } + ], + "source": [ + "samples = flat_samps[\"R1\"].values\n", + "\n", + "print(\n", + " \"for p(e) = 2*e: R1 = {0:.3f} ± {1:.3f}\".format(\n", + " np.mean(samples), np.std(samples)\n", + " )\n", + ")\n", + "\n", + "mean = np.sum(weights * samples) / np.sum(weights)\n", + "sigma = np.sqrt(np.sum(weights * (samples - mean) ** 2) / np.sum(weights))\n", + "print(\"for p(e) = 1: R1 = {0:.3f} ± {1:.3f}\".format(mean, sigma))" + ] + }, + { + "cell_type": "markdown", + "id": "c595de6e", + "metadata": {}, + "source": [ + "As you can see (and as one would hope) this choice of prior does not significantly change our inference of the primary radius." + ] + }, + { + "cell_type": "markdown", + "id": "07ca0a3d", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "2f34e160", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:12.439850Z", + "iopub.status.busy": "2023-07-17T01:47:12.439510Z", + "iopub.status.idle": "2023-07-17T01:47:12.445321Z", + "shell.execute_reply": "2023-07-17T01:47:12.444290Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:agol20, exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:luger18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "f82b81fe", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:47:12.450245Z", + "iopub.status.busy": "2023-07-17T01:47:12.449920Z", + "iopub.status.idle": "2023-07-17T01:47:12.459782Z", + "shell.execute_reply": "2023-07-17T01:47:12.454185Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a7ed353a-c229-4809-b079-9d2ca202a06b", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "jupytext": { + "encoding": "# -*- coding: utf-8 -*-" + }, + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/joint.ipynb b/_sources/tutorials/joint.ipynb new file mode 100644 index 00000000..b1ef4f8a --- /dev/null +++ b/_sources/tutorials/joint.ipynb @@ -0,0 +1,2533 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "099b2332", + "metadata": {}, + "source": [ + "(joint)=\n", + "\n", + "# Joint RV & transit fits" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "bce60221-8b9e-4049-8a2d-1a3b560d59af", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:28.357968Z", + "iopub.status.busy": "2023-07-17T01:17:28.357751Z", + "iopub.status.idle": "2023-07-17T01:17:33.523590Z", + "shell.execute_reply": "2023-07-17T01:17:33.522235Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "a11901fe", + "metadata": {}, + "source": [ + "In this tutorial, we will combine many of the previous tutorials to perform a fit of the K2-24 system using the K2 transit data and the RVs from [Petigura et al. (2016)](https://arxiv.org/abs/1511.04497).\n", + "This is the same system that we fit in {ref}`rv` and we'll combine that model with the transit model from {ref}`transit` and the Gaussian Process noise model from {ref}`stellar-variability`.\n", + "\n", + "## Datasets and initializations\n", + "\n", + "To get started, let's download the relevant datasets.\n", + "First, the transit light curve from [Everest](https://rodluger.github.io/everest/):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "1c497b4a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:33.527296Z", + "iopub.status.busy": "2023-07-17T01:17:33.526683Z", + "iopub.status.idle": "2023-07-17T01:17:34.223146Z", + "shell.execute_reply": "2023-07-17T01:17:34.222449Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from astropy.io import fits\n", + "from scipy.signal import savgol_filter\n", + "\n", + "# Download the data\n", + "lc_url = \"https://archive.stsci.edu/hlsps/everest/v2/c02/203700000/71098/hlsp_everest_k2_llc_203771098-c02_kepler_v2.0_lc.fits\"\n", + "with fits.open(lc_url) as hdus:\n", + " lc = hdus[1].data\n", + " lc_hdr = hdus[1].header\n", + "\n", + "# Work out the exposure time\n", + "texp = lc_hdr[\"FRAMETIM\"] * lc_hdr[\"NUM_FRM\"]\n", + "texp /= 60.0 * 60.0 * 24.0\n", + "\n", + "# Mask bad data\n", + "m = (\n", + " (np.arange(len(lc)) > 100)\n", + " & np.isfinite(lc[\"FLUX\"])\n", + " & np.isfinite(lc[\"TIME\"])\n", + ")\n", + "bad_bits = [1, 2, 3, 4, 5, 6, 7, 8, 9, 11, 12, 13, 14, 16, 17]\n", + "qual = lc[\"QUALITY\"]\n", + "for b in bad_bits:\n", + " m &= qual & 2 ** (b - 1) == 0\n", + "\n", + "# Convert to parts per thousand\n", + "x = lc[\"TIME\"][m]\n", + "y = lc[\"FLUX\"][m]\n", + "mu = np.median(y)\n", + "y = (y / mu - 1) * 1e3\n", + "\n", + "# Identify outliers\n", + "m = np.ones(len(y), dtype=bool)\n", + "for i in range(10):\n", + " y_prime = np.interp(x, x[m], y[m])\n", + " smooth = savgol_filter(y_prime, 101, polyorder=3)\n", + " resid = y - smooth\n", + " sigma = np.sqrt(np.mean(resid**2))\n", + " m0 = np.abs(resid) < 3 * sigma\n", + " if m.sum() == m0.sum():\n", + " m = m0\n", + " break\n", + " m = m0\n", + "\n", + "# Only discard positive outliers\n", + "m = resid < 3 * sigma\n", + "\n", + "# Shift the data so that the K2 data start at t=0. This tends to make the fit\n", + "# better behaved since t0 covaries with period.\n", + "x_ref = np.min(x[m])\n", + "x -= x_ref\n", + "\n", + "# Plot the data\n", + "plt.plot(x, y, \"k\", label=\"data\")\n", + "plt.plot(x, smooth)\n", + "plt.plot(x[~m], y[~m], \"xr\", label=\"outliers\")\n", + "plt.legend(fontsize=12)\n", + "plt.xlim(x.min(), x.max())\n", + "plt.xlabel(\"time\")\n", + "plt.ylabel(\"flux\")\n", + "\n", + "# Make sure that the data type is consistent\n", + "x = np.ascontiguousarray(x[m], dtype=np.float64)\n", + "y = np.ascontiguousarray(y[m], dtype=np.float64)\n", + "smooth = np.ascontiguousarray(smooth[m], dtype=np.float64)" + ] + }, + { + "cell_type": "markdown", + "id": "bcc719d3", + "metadata": {}, + "source": [ + "Then the RVs from [RadVel](https://radvel.readthedocs.io):" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f71b0e0f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:34.226290Z", + "iopub.status.busy": "2023-07-17T01:17:34.226060Z", + "iopub.status.idle": "2023-07-17T01:17:34.406838Z", + "shell.execute_reply": "2023-07-17T01:17:34.406213Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "\n", + "url = \"https://raw.githubusercontent.com/California-Planet-Search/radvel/master/example_data/epic203771098.csv\"\n", + "data = pd.read_csv(url, index_col=0)\n", + "\n", + "# Don't forget to remove the time offset from above!\n", + "x_rv = np.array(data.t) - x_ref\n", + "y_rv = np.array(data.vel)\n", + "yerr_rv = np.array(data.errvel)\n", + "\n", + "plt.errorbar(x_rv, y_rv, yerr=yerr_rv, fmt=\".k\")\n", + "plt.xlabel(\"time [days]\")\n", + "_ = plt.ylabel(\"radial velocity [m/s]\")" + ] + }, + { + "cell_type": "markdown", + "id": "e3c2eb34", + "metadata": {}, + "source": [ + "We can initialize the transit parameters using [the box least squares periodogram from AstroPy](http://docs.astropy.org/en/latest/timeseries/bls.html).\n", + "(Note: you'll need AstroPy v3.1 or more recent to use this feature.)\n", + "A full discussion of transit detection and vetting is beyond the scope of this tutorial so let's assume that we know that there are two periodic transiting planets in this dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3721d715", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:34.409650Z", + "iopub.status.busy": "2023-07-17T01:17:34.409424Z", + "iopub.status.idle": "2023-07-17T01:17:40.914052Z", + "shell.execute_reply": "2023-07-17T01:17:40.913410Z" + } + }, + "outputs": [], + "source": [ + "from astropy.timeseries import BoxLeastSquares\n", + "\n", + "m = np.zeros(len(x), dtype=bool)\n", + "period_grid = np.exp(np.linspace(np.log(5), np.log(50), 50000))\n", + "bls_results = []\n", + "periods = []\n", + "t0s = []\n", + "depths = []\n", + "\n", + "# Compute the periodogram for each planet by iteratively masking out\n", + "# transits from the higher signal to noise planets. Here we're assuming\n", + "# that we know that there are exactly two planets.\n", + "for i in range(2):\n", + " bls = BoxLeastSquares(x[~m], y[~m] - smooth[~m])\n", + " bls_power = bls.power(period_grid, 0.1, oversample=20)\n", + " bls_results.append(bls_power)\n", + "\n", + " # Save the highest peak as the planet candidate\n", + " index = np.argmax(bls_power.power)\n", + " periods.append(bls_power.period[index])\n", + " t0s.append(bls_power.transit_time[index])\n", + " depths.append(bls_power.depth[index])\n", + "\n", + " # Mask the data points that are in transit for this candidate\n", + " m |= bls.transit_mask(x, periods[-1], 0.5, t0s[-1])" + ] + }, + { + "cell_type": "markdown", + "id": "9c82979e", + "metadata": {}, + "source": [ + "Let's plot the initial transit estimates based on these periodograms:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "4b1f176c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.917248Z", + "iopub.status.busy": "2023-07-17T01:17:40.916872Z", + "iopub.status.idle": "2023-07-17T01:17:41.415886Z", + "shell.execute_reply": "2023-07-17T01:17:41.415218Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(len(bls_results), 2, figsize=(15, 10))\n", + "\n", + "for i in range(len(bls_results)):\n", + " # Plot the periodogram\n", + " ax = axes[i, 0]\n", + " ax.axvline(np.log10(periods[i]), color=\"C1\", lw=5, alpha=0.8)\n", + " ax.plot(np.log10(bls_results[i].period), bls_results[i].power, \"k\")\n", + " ax.annotate(\n", + " \"period = {0:.4f} d\".format(periods[i]),\n", + " (0, 1),\n", + " xycoords=\"axes fraction\",\n", + " xytext=(5, -5),\n", + " textcoords=\"offset points\",\n", + " va=\"top\",\n", + " ha=\"left\",\n", + " fontsize=12,\n", + " )\n", + " ax.set_ylabel(\"bls power\")\n", + " ax.set_yticks([])\n", + " ax.set_xlim(np.log10(period_grid.min()), np.log10(period_grid.max()))\n", + " if i < len(bls_results) - 1:\n", + " ax.set_xticklabels([])\n", + " else:\n", + " ax.set_xlabel(\"log10(period)\")\n", + "\n", + " # Plot the folded transit\n", + " ax = axes[i, 1]\n", + " p = periods[i]\n", + " x_fold = (x - t0s[i] + 0.5 * p) % p - 0.5 * p\n", + " m = np.abs(x_fold) < 0.4\n", + " ax.plot(x_fold[m], y[m] - smooth[m], \".k\")\n", + "\n", + " # Overplot the phase binned light curve\n", + " bins = np.linspace(-0.41, 0.41, 32)\n", + " denom, _ = np.histogram(x_fold, bins)\n", + " num, _ = np.histogram(x_fold, bins, weights=y - smooth)\n", + " denom[num == 0] = 1.0\n", + " ax.plot(0.5 * (bins[1:] + bins[:-1]), num / denom, color=\"C1\")\n", + "\n", + " ax.set_xlim(-0.4, 0.4)\n", + " ax.set_ylabel(\"relative flux [ppt]\")\n", + " if i < len(bls_results) - 1:\n", + " ax.set_xticklabels([])\n", + " else:\n", + " ax.set_xlabel(\"time since transit\")\n", + "\n", + "_ = fig.subplots_adjust(hspace=0.02)" + ] + }, + { + "cell_type": "markdown", + "id": "af40df2b", + "metadata": {}, + "source": [ + "The discovery paper for K2-24 ([Petigura et al. (2016)](https://arxiv.org/abs/1511.04497)) includes the following estimates of the stellar mass and radius in Solar units:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8890b6d0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:41.419296Z", + "iopub.status.busy": "2023-07-17T01:17:41.418718Z", + "iopub.status.idle": "2023-07-17T01:17:41.422077Z", + "shell.execute_reply": "2023-07-17T01:17:41.421467Z" + } + }, + "outputs": [], + "source": [ + "M_star_petigura = 1.12, 0.05\n", + "R_star_petigura = 1.21, 0.11" + ] + }, + { + "cell_type": "markdown", + "id": "3e2904ad", + "metadata": {}, + "source": [ + "Finally, using this stellar mass, we can also estimate the minimum masses of the planets given these transit parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9ee60780", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:41.424770Z", + "iopub.status.busy": "2023-07-17T01:17:41.424564Z", + "iopub.status.idle": "2023-07-17T01:17:41.429189Z", + "shell.execute_reply": "2023-07-17T01:17:41.428567Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[32.69897193 23.69934796] earthMass\n" + ] + } + ], + "source": [ + "import exoplanet as xo\n", + "import astropy.units as u\n", + "\n", + "msini = xo.estimate_minimum_mass(\n", + " periods, x_rv, y_rv, yerr_rv, t0s=t0s, m_star=M_star_petigura[0]\n", + ")\n", + "msini = msini.to(u.M_earth)\n", + "print(msini)" + ] + }, + { + "cell_type": "markdown", + "id": "4c376919", + "metadata": {}, + "source": [ + "## A joint transit and radial velocity model in PyMC3\n", + "\n", + "Now, let's define our full model in *PyMC3*.\n", + "There's a lot going on here, but I've tried to comment it and most of it should be familiar from the other tutorials and case studies.\n", + "In this case, I've put the model inside a model \"factory\" function because we'll do some sigma clipping below." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8000897c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:41.432709Z", + "iopub.status.busy": "2023-07-17T01:17:41.432501Z", + "iopub.status.idle": "2023-07-17T01:27:51.487644Z", + "shell.execute_reply": "2023-07-17T01:27:51.486774Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [trend]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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Parameters for the stellar properties\n", + " mean_flux = pm.Normal(\"mean_flux\", mu=0.0, sd=10.0)\n", + " u_star = xo.QuadLimbDark(\"u_star\")\n", + " star = xo.LimbDarkLightCurve(u_star)\n", + " BoundedNormal = pm.Bound(pm.Normal, lower=0, upper=3)\n", + " m_star = BoundedNormal(\n", + " \"m_star\", mu=M_star_petigura[0], sd=M_star_petigura[1]\n", + " )\n", + " r_star = BoundedNormal(\n", + " \"r_star\", mu=R_star_petigura[0], sd=R_star_petigura[1]\n", + " )\n", + "\n", + " # Orbital parameters for the planets\n", + " t0 = pm.Normal(\"t0\", mu=np.array(t0s), sd=1, shape=2)\n", + " log_m_pl = pm.Normal(\"log_m_pl\", mu=np.log(msini.value), sd=1, shape=2)\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(periods), sd=1, shape=2)\n", + "\n", + " # Fit in terms of transit depth (assuming b<1)\n", + " b = pm.Uniform(\"b\", lower=0, upper=1, shape=2)\n", + " log_depth = pm.Normal(\n", + " \"log_depth\", mu=np.log(depths), sigma=2.0, shape=2\n", + " )\n", + " ror = pm.Deterministic(\n", + " \"ror\",\n", + " star.get_ror_from_approx_transit_depth(\n", + " 1e-3 * tt.exp(log_depth), b\n", + " ),\n", + " )\n", + " r_pl = pm.Deterministic(\"r_pl\", ror * r_star)\n", + "\n", + " m_pl = pm.Deterministic(\"m_pl\", tt.exp(log_m_pl))\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + "\n", + " ecs = pmx.UnitDisk(\"ecs\", shape=(2, 2), testval=0.01 * np.ones((2, 2)))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sum(ecs**2, axis=0))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + " xo.eccentricity.vaneylen19(\n", + " \"ecc_prior\", multi=True, shape=2, fixed=True, observed=ecc\n", + " )\n", + "\n", + " # RV jitter & a quadratic RV trend\n", + " log_sigma_rv = pm.Normal(\n", + " \"log_sigma_rv\", mu=np.log(np.median(yerr_rv)), sd=5\n", + " )\n", + " trend = pm.Normal(\n", + " \"trend\", mu=0, sd=10.0 ** -np.arange(3)[::-1], shape=3\n", + " )\n", + "\n", + " # Transit jitter & GP parameters\n", + " log_sigma_lc = pm.Normal(\n", + " \"log_sigma_lc\", mu=np.log(np.std(y[mask])), sd=10\n", + " )\n", + " log_rho_gp = pm.Normal(\"log_rho_gp\", mu=0.0, sd=10)\n", + " log_sigma_gp = pm.Normal(\n", + " \"log_sigma_gp\", mu=np.log(np.std(y[mask])), sd=10\n", + " )\n", + "\n", + " # Orbit models\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " r_star=r_star,\n", + " m_star=m_star,\n", + " period=period,\n", + " t0=t0,\n", + " b=b,\n", + " m_planet=xo.units.with_unit(m_pl, msini.unit),\n", + " ecc=ecc,\n", + " omega=omega,\n", + " )\n", + "\n", + " # Compute the model light curve\n", + " light_curves = (\n", + " star.get_light_curve(orbit=orbit, r=r_pl, t=x[mask], texp=texp)\n", + " * 1e3\n", + " )\n", + " light_curve = pm.math.sum(light_curves, axis=-1) + mean_flux\n", + " resid = y[mask] - light_curve\n", + "\n", + " # GP model for the light curve\n", + " kernel = terms.SHOTerm(\n", + " sigma=tt.exp(log_sigma_gp),\n", + " rho=tt.exp(log_rho_gp),\n", + " Q=1 / np.sqrt(2),\n", + " )\n", + " gp = GaussianProcess(kernel, t=x[mask], yerr=tt.exp(log_sigma_lc))\n", + " gp.marginal(\"transit_obs\", observed=resid)\n", + "\n", + " # And then include the RVs as in the RV tutorial\n", + " x_rv_ref = 0.5 * (x_rv.min() + x_rv.max())\n", + "\n", + " def get_rv_model(t, name=\"\"):\n", + " # First the RVs induced by the planets\n", + " vrad = orbit.get_radial_velocity(t)\n", + " pm.Deterministic(\"vrad\" + name, vrad)\n", + "\n", + " # Define the background model\n", + " A = np.vander(t - x_rv_ref, 3)\n", + " bkg = pm.Deterministic(\"bkg\" + name, tt.dot(A, trend))\n", + "\n", + " # Sum over planets and add the background to get the full model\n", + " return pm.Deterministic(\n", + " \"rv_model\" + name, tt.sum(vrad, axis=-1) + bkg\n", + " )\n", + "\n", + " # Define the model\n", + " rv_model = get_rv_model(x_rv)\n", + " get_rv_model(t_rv, name=\"_pred\")\n", + "\n", + " # The likelihood for the RVs\n", + " err = tt.sqrt(yerr_rv**2 + tt.exp(2 * log_sigma_rv))\n", + " pm.Normal(\"obs\", mu=rv_model, sd=err, observed=y_rv)\n", + "\n", + " # Compute and save the phased light curve models\n", + " pm.Deterministic(\n", + " \"lc_pred\",\n", + " 1e3\n", + " * tt.stack(\n", + " [\n", + " star.get_light_curve(\n", + " orbit=orbit, r=r_pl, t=t0[n] + phase_lc, texp=texp\n", + " )[..., n]\n", + " for n in range(2)\n", + " ],\n", + " axis=-1,\n", + " ),\n", + " )\n", + "\n", + " # Fit for the maximum a posteriori parameters, I've found that I can get\n", + " # a better solution by trying different combinations of parameters in turn\n", + " if start is None:\n", + " start = model.test_point\n", + " map_soln = pmx.optimize(start=start, vars=[trend])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_sigma_lc])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_depth, b])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_period, t0])\n", + " map_soln = pmx.optimize(\n", + " start=map_soln, vars=[log_sigma_lc, log_sigma_gp]\n", + " )\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_rho_gp])\n", + " map_soln = pmx.optimize(start=map_soln)\n", + "\n", + " extras = dict(\n", + " zip(\n", + " [\"light_curves\", \"gp_pred\"],\n", + " pmx.eval_in_model([light_curves, gp.predict(resid)], map_soln),\n", + " )\n", + " )\n", + "\n", + " return model, map_soln, extras\n", + "\n", + "\n", + "model0, map_soln0, extras0 = build_model()" + ] + }, + { + "cell_type": "markdown", + "id": "d7d02ab9", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Now let's plot the map radial velocity model." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b78425b5", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:51.491791Z", + "iopub.status.busy": "2023-07-17T01:27:51.491190Z", + "iopub.status.idle": "2023-07-17T01:27:51.801139Z", + "shell.execute_reply": "2023-07-17T01:27:51.800497Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_rv_curve(soln):\n", + " fig, axes = plt.subplots(2, 1, figsize=(10, 5), sharex=True)\n", + "\n", + " ax = axes[0]\n", + " ax.errorbar(x_rv, y_rv, yerr=yerr_rv, fmt=\".k\")\n", + " ax.plot(t_rv, soln[\"vrad_pred\"], \"--k\", alpha=0.5)\n", + " ax.plot(t_rv, soln[\"bkg_pred\"], \":k\", alpha=0.5)\n", + " ax.plot(t_rv, soln[\"rv_model_pred\"], label=\"model\")\n", + " ax.legend(fontsize=10)\n", + " ax.set_ylabel(\"radial velocity [m/s]\")\n", + "\n", + " ax = axes[1]\n", + " err = np.sqrt(yerr_rv**2 + np.exp(2 * soln[\"log_sigma_rv\"]))\n", + " ax.errorbar(x_rv, y_rv - soln[\"rv_model\"], yerr=err, fmt=\".k\")\n", + " ax.axhline(0, color=\"k\", lw=1)\n", + " ax.set_ylabel(\"residuals [m/s]\")\n", + " ax.set_xlim(t_rv.min(), t_rv.max())\n", + " ax.set_xlabel(\"time [days]\")\n", + "\n", + "\n", + "_ = plot_rv_curve(map_soln0)" + ] + }, + { + "cell_type": "markdown", + "id": "ade1ac5b", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "That looks pretty similar to what we got in {ref}`rv`.\n", + "Now let's also plot the transit model." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "58b3c7fb", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:51.804372Z", + "iopub.status.busy": "2023-07-17T01:27:51.803812Z", + "iopub.status.idle": "2023-07-17T01:27:52.740987Z", + "shell.execute_reply": "2023-07-17T01:27:52.740275Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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CCCGEEELsl1KpRN9P+iJFkYIb2htwr+2O8gvLWyyTdj8NyjAllOFKNKzUEJ4pnti3bx8OHjyI/v37IykpCQAgk8kgkYg+zXSeiJ6sTZkyBWfPnkWFChUwZMgQVK5cGT4+PuB5Hi9fvsSNGzfw888/49ixY5g2bRq1dBFCCCGEEFKEGQwGXL5yGU17NYV7bXe4N3aHg78D/OEPAGAGhtTbqVBeVKKktiRmDpmJD8d+CE9PT4v1mFrRlEolANhlzQHRC4wEBQXBy8sLYWFhWTZLqlQq1K1bF0qlEo8fP7ZyhG+OCowUDbStCCGEEEIKFmMMhw8fRnJyMpb9sgyP2WNoAjVwq+UGuYdcWI7X8ki5noLUy6lYN2UdXKWuqFevHlxdXbNc965du9C1a1d4enoiMTERPj4+iIuLs8bLypZdFRiJi4vD559/nm3/UScnJ3Tv3h0LFiywYmSEEEIIIYSQghQTE4OkpCSUK1cODVo3QERCBJxKOcG1iiucezrDReYCF7gAAAxpBiRfToZztDNWTliJBn0a5GlIVPqWNXsbrwbYQLLm7++P1NTUHJdLTU1FYGCgFSIihBBCCCGEvKmnT59iy5YtmL9gPkrXKY1ERSKSFclQlFRAEayAbKAMpVDK4jGaZxqkXE9B8qVkhEhC8OTqk3w/vyk543kegH12gxQ9WevSpQsOHTqEuXPnQiqVZroMz/M4cuQIevbsaeXoCCGEEEIIIXn19cSvservVfBo6AH/2f5QOang+Oo/E2Zg0DzTQP1YjdQ7qWhTtg0mfDEBNb+uidTU1Gy7OOaGg4ODxXVqWcuHefPmoVu3bmjTpg2mTp2KBg0aCHMf6HQ6XLhwAbNnz0ZoaChmzJghbrCEEEIIIYSQTKWoUzBq4Sj8de8veNTzQMiYEOE+g9oA9SM1VI9UUD9RQ/1YDU2MBt/O/BaDZg5CQECAxbreNFEDMiZnlKzlwzvvvAOtVovo6GicOHECHMfBxcUFUqkUycnJQrOlr68vgoODMzye4zg8f/7c2mETO9OrVy8oFAqsX78+x2VLlSqFiRMn4osvvij8wAghhBBC7JBWq8X6DeuxbPsyPHN8BtfKrnAu7wxJiAQ+IT4AAF2SDtorWgxvORyNazZG7U9rQyqV4smTJwgODgbHcTk8y5uhlrUCEBkZaXGdMYbk5OQMy8XGxlorJEIIIYQQQkg6jx8/RukKpeFSxQXutd3hWs0Vsk9kKIZiwjK6eB1SrqeA3WY4979zCBoZlGE9JUuWtEq86ZMzGrOWDw8ePBA7BEIIIYQQQkg6er0e9+/fx93ouxi/cjzSiqehwpIKkDi+nljaoDIg9VYqUm6mIOVGCrRPtThw4ADat28vYuRGRaFlzepTeN+5cweJiYnC9ZCQkHxfPDw8oNForP0SyCsXLlxAhQoV4OzsjI4dO2L58uUoVaoUAGD9+vUoW7Ys1q5dixIlSsDFxQVDhgyBXq/PdF0DBgzA8OHDMWTIELi5uaF06dI4c+YM5s+fD39/f/j7+1t0YYyKikKnTp3g6+sLDw8P9OrVC/Hx8cL9q1evRqlSpeDh4YHhw4cL3WlNli9fjkqVKsHZ2RlVqlTBnj17Cvz9IYQQQgixJ1qtFg8fPsQ///wDRaACxTsVR/uN7THx0UTIPpTBvbY7JI4SaF9oEfd3HHpzvXGk8xGETwvH6aWnseGHDdDr9TaRqAFFY8ya1ZO1SpUqYd26dQWyrrVr16JSpUoFsi5bwhhDmi7N6pe8zI+u0Wjw4Ycf4sMPP8TLly/xxRdfYM6cORbLREdH4/z587h79y7CwsLw559/YsWKFVmuc/v27ejQoQNiY2NRsWJF9OrVCzqdDlFRURg5ciRGjx4tJF2dO3eGh4cHHjx4gDt37iAmJkYYYxYREYEhQ4bgxx9/RGxsLGrXro39+/cLz/PHH39g5syZ2Lx5M5RKJWbPno2ePXva5YTrhBBCCCFvIiUlBadPn8aOfTvwTo930HB6Q3wR9gXKzSuHYj2LwaW8CzgJB9UjFV7sfoF7U+9hot9EhP8Qjm/6fYPAYoHw8fFBpUqV0KtXryyru4shfXLm5+cnUiT5Z/VukHlJCN5WKr0K9X+rb/XnPffxOTjLczfRYFhYGGJjYzFlyhQ4OTnh/fffR8uWLXHmzBlhGbVajTlz5sDZ2RmVKlVC7969sW/fPowaNSrTdZYrVw4ffvghAKBt27Y4duwYJkyYAAcHB3z44YeYOnUqXrx4gWfPnuHixYvYt28f3Nzc4ObmhokTJ6Jz587QaDTYvXs3atasic6dOwMABg0ahMWLFwvPs3btWnz66aeoXbs2AKBr165o3Lgxtm7digkTJuTnrSOEEEIIsQsXL17E1atXcfLSSfxx7g+4lHeBc3lnOJV0gryrHD4wFgfhdTxSb6Ui+XIyki8nY9b4WSj/SXm02dgGbm5uIr+K3Ek/Ri2zYoW2TpQxa9u3b8f169ffeD03btwogGhIfjx9+hTu7u7w8vISbqtbt65Fsubl5WVxBiMkJAQHDx7Mcp3mXyCFQgE/Pz+hr7Hpy6ZWq/HgwQN4eXmhWLHXg1nLli0LnU6HmJgYREVFITQ01GLd5cuXF/6+f/8+Dh06hB9//FG4jed5VK5cObcvnxBCCCHELqhUKnTt2hWu7q746/pfcK/jDrdqbnCo7YCStS0LfaifqJFyKwXOcc5oGNQQE8dORJUqVUSK/M2lTyopWculCxcu4MKFCwWyrsIu+SkGJ5kTzn18TpTnzS2e5yGXyy1uk0gse9UaDAaL64yxbLdX+senv26S3ThFjuOg0WgyjI0zH7Pm5OSE+fPn46uvvspyPYQQQggh9orneRgMBmj0GhRvUBwedTzgVtMNoe+/PpnNeCZMRp12Nw11i9fFwT8O2lQ3xoLQoUMH7N27FwBQokQJkaPJO6sna8eOHbP2U9odjuNy3R1RLP7+/oiPj0dycrJw1iJ9Aq5UKhEXFwdfX18AwKNHjxAUlLF8a16VKVMGCQkJeP78uTCB4u3bt6FQKFCiRAkEBgbi4sWLFo+5desWGjRoIDz+6tWrFvc/fvzYKvN9EEIIIYQUFJ7nhZPbiYmJ2PLbFpy8dhKHrh6CWw03uFZzRamxpYTl9Uo9lOFKVJBUQFWvqhg9bDQCAgLg4uIi0isofOavzdnZto+vM2P1ZK1Zs2bWfkpSCOrUqQMXFxfMnz8f06ZNw7Fjx3D8+HHIZK8/Uo6Ojpg5cyYWLlyIBw8eYOvWrZg6dWqBPHelSpUwceJELF++HImJiZgzZw569+4NuVyO9u3bY9asWdi/fz9at26NtWvXIjo6Wnj8kCFD0KFDB/Ts2RPt2rXDqVOn0KlTJxw6dEhI6AghhBBCbI3BYIBEIsG5c+fwxdAvcOvpLTiXcYailAJOIU5QlFRA2kCKoAavT47rEnRQXlTCM9YT277bhupfVhfxFVhf27ZtsW3bNgD2WQ1S9HnWiH1ydXXF//73P3z22WdYunQpOnbsiDFjxlhUe/T09ES1atVQtmxZJCYm4pNPPhEqNr4JjuOwZ88ejBgxAsHBwXBxcUHnzp2xYMECAED9+vWxdOlSDB06FImJiejTpw969OghdIVs06YNFi1ahBEjRuDZs2cIDQ3FypUrKVEjhBBCiM16+vQpgsoEwb2mO9xru8P5U2eUdyufYTlewxvHnt1MQW3P2lgxdQVCR4dmssa3Q7169YS/7TFZ4xiVZyx0SqUSHh4eSEpKgru7u8V9poIZoaGhdjerumlMmqlv8/Tp0/HPP//g1KlTWL9+PSZOnIhnz56JGWKBsudtRQghhBD7YjAYsHbtWsycNxNpgWlwr+sO16qukMhfj+nndTxUD1VQPVBB/VAN1UMVFk9bjKDAIFSoUMGiwNrbKjIyEmXKlAEA3Lx50yam/couN0iPWtZIvjDGUKFCBXTv3h2zZ8/Go0ePsHHjRnz++edih0YIIYQQYrd4nsfCJQsxf8d8eNTzgOdkT3jLvYX71dFqKC8okXwlGX3b9cXmDZsxePBgLNm8hMbeZ8LJ6XUBPXtsWaNkjeQLx3HYvn07Ro0aBW9vb3h4eKB79+4YO3as2KERQgghhNiFxMREXL58GbVr18aa7Wuw5b8tiPOKg0slFwQPeV1m3pSgjWw3Eu3fa4/qE6oLPZuW/bjMLpMQazFP1uyx0iV1g7SCotoN8m1D24oQQgghb8JgMEClUmH0mNF4qn6K/x7/B+cKznCp4AIHXweLZU0J2qj2o/B5188RHh6ONm3aUOtZHqnVaiFhi4qKsony/dQNkhBCCCGEEBtw5MgRTJ8zHVdeXIFzWWc4l3WGUw0nyFxlKIHXiQMzMKgeqqAMV6JjxY4Y0GkAQvuFCtMetW3bVqyXYNcUCgUmTpyItLQ0m0jU8kr0ZO3KlSuoXj13JUR/+uknDBs2rJAjIoQQQgghJPeSk5MRHh6Oxo0bY+ehndhycAv+u/cfFEEKKIIUcOzviFCJZUVGXsND9UCF1DupCOQD8d2Y79BqYCtqOSsE8+bNEzuEfBM9Watfvz6mT5+OiRMnZvnhjImJwYABA3D06NEim6xRb1TbR9uIEEIIebsxxjBs2DDs378fq9auQrF3iuFOwh38uOVHvOBfQHFTAamzFKgJFKtZzOKx2jgt0u6lIe1eGj5u/jHmjJyDg38dRJuv28DLy0ukV0Rsnehj1gICAhAXF4f69etj48aNKFu2rMX9mzdvxsiRI5GYmIiWLVviyJEjIkWaf9n1SzUYDLhz5w78/f3h4+MjUoQkN5KSkhATE4OyZctCLpeLHQ4hhBBC3tD+/fsxefJkrF+/HjVq1LC4T6/XQ6fTwcnJCRs3bsTgMYPhXMEZzuWcjRNRBynASTM2NDA9g+apBuootXBxTXVFxMUIODs7QyYTva2EiCwvY9ZET9YSExMxfvx4rFu3Dk5OTliwYAGGDx+OuLg4DBkyBLt374anpye+++47DBo0SMxQ8y2nDfL06VMkJibC398fzs7O1Pxtg3ieR0xMDORyOUqWLEnbiBBCCCkCTPvzihUr4tatW2CM4eXLl1i3bh2mfDcFLhVc4FLRxVgAxN8hw+MdNA7w4X1w9ehVqKPUKC4vjogzERg5YiQWL14Mnuexf/9+NG/ePMeDcvL2sKtkzeTff//FkCFDcOvWLTRu3BgRERF48eIFunfvjmXLliEgIEDsEPMtpw3CGMOzZ8+QmJho/eBIrkkkEoSGhsLBIeOPNSGEEELsjylZkygk+Hzq59h5eiecyjjBOdQZch/LXjTMwKB6pEJaRBrS7hsvLeu2RIMGDTBr1iwMGzYMK1asEONlEDtjl9UgGzVqhMuXL6Njx474+++/wXEc5s6di4kTJ4odWqHjOA7FixeHv78/dDqd2OGQLDg4OEAikYgdBiGEEELyyWAw4Oeff8bvR3/H5aTLCB4eDEVJBRwDHHEap1Hso9fjzJieGQuARKQiNSIVaXfT0Lppa8ybNw8RERH4+OOPYTAYoNfrAYC6N5JCYTOfqqdPn+LLL7/EwYMHERwcjBcvXmDmzJnQ6XSYNGnSW/EFkEqldjlZHyGEEEKILXr+/DnUajX6DeqH5/LnSPJJgts7bnDs6IhABFosq43TQvVAhbT7aWhUuhFG9BgBPoiHvKUcjRo1sph4+t69ewCM49ooWSOFySY+VT/99BMmT56MpKQkDBkyBIsWLcKDBw/Qv39/TJ8+HTt37sTatWtRp04dsUMlhBBCCCE2iOd58DwPmUyGmzdvombzmnB9xxVu77jB5SMXyB3l8IUvAGOrWerdVKRcT0F5t/I4t/ccHJkjIiIiEBgYmGNPGlNiRskaKWyif6reffddnD9/HsWLF8e2bdvQrl07AEDVqlVx7tw5zJkzB3PnzsW7776L0aNH47vvvhM5YkIIIYQQYm16vR7nzp1DamoqJk6aiGsPrkHuKUeNhjUQnRgNlUQFmacMDr4OcCrlhPLflbd4vC5eh+RryRjYbCBU91UY9MkglC1b1qLFLLcoWSPWIvqn6ty5c/j444+xfPlyeHp6Wtwnk8kwY8YMdOzYEf369cMPP/xAyRohhBBCyFtEp9MhKioK5aqXg0c9D7jXdIdikAIVXSsCAJKRDPdX/5kTWs+upsAvxQ+lXEph29ZtGY4384OSNWIton+qduzYgW7dumW7TK1atRAeHo5p06ZZKSpCCCGEECK2c5fP4b0v34NHfQ9U/LGixbxmTM+gS9LBkGyAXqmHPlEPXaIOugQdQpxCUDekLpq82wSfzP+kwOOiZI1Yi+ifqpwSNRMHBwfMnz+/kKMhhBBCCCFiYYzhfPh5HLp3CKtPr4ZbdTcEDQ4S7k+LTEPSuSSk3krF6vmr8V6n93D//n3UrFkTcrkcR44cQcOGDeHi4lKocVKyRqxF9E/VgQMH8rT8+++/X0iREEIIIYQQa1Or1Rgzbgw2n9oMzwaecKvpBqmTFB51PIz3R6uhuaJBr+q9UCawDDwHeqJ79+5CBW1fX19hXW3atLFKzObJmsFgAACq6E0KhejJ2ocffihMSJgdxhg4jhO+EIQQQgghxH4ZeANGLxqNP27+Afc67ihVt5RwnzZOi6RzSUg6m4TvJnyH4duG5+p40VpMyRrNs0YKm+ifqqZNm2b55Xv+/DkePHgAg8GArl27wsnJycrREUIIIYSQgsAYw5kzZ9CyS0sEtguEY01HyAPk8A7wBgDok/RIupCEdz3fxYZ5G+Ay1sWmEjRz1A2SWIvon6rjx49ne39SUhKmTJmCkydP5rgsIYQQQgixHVu3bsXp06dRpXoVfLPuG3g187IoqW9IM0AZpoR7jDu61umK8cvGF0i1xsJGyRqxFpv/VHl4eGDZsmVo1qwZJk6ciJ9//lnskAghhBBCSDZ4nseZM2cwcPxAeDXzwj+6fxA8NBgAwHiGlOspUNxRYMGQBeg0tJPI0eYdJWvEWuzmU9W8eXOsWbNG7DAIIYQQQkg2rty+ghZftIBXUy+U+7accLv2pRaJpxLRyKMRln27DCVKlBAxyjdjKiZCyRopbHbzqUpNTUVcXJzYYRBCCCGEEDNKpRK3799G68Gt4VnfE2613FBioDERY3oG5WUlEk4k4OreqwgdGypytAWDWtaItdjFp+rcuXPYsGEDAgICxA6FEEIIISTXGGPo378/OI7Dhg0bRI1FqVTCwcEBCoXC4jae5/M0TsxgMCAtLQ1/HPkDG45vwH3JfbhWdkXIyBBhGXWUGon/JmJ0m9GYtGQSJBJJQb4U0VGyRqxF9E9V6dKls70/MTERSUlJYIzhq6++slJUhBBCCCH5FxsbC6VSCScnJ2zatAkAMGPGDCiVSlSsWBGOjo5ITk5GXFwcdDodvL29cf36ddy7dw8dO3ZEcnIyypQpA61Wi+joaMTFxaFWrVq5mstLrVZDq9Xi6NGjuHLlCl68eIHAEoGYMW8GpO5S9OvTD+vXrkfdGnXx34n/AB5ISEgQErZLly7hzp070Gq1uHPnDn7e8DNS5ClwCHCAY4AjHIo7wLmMMxx8HYBagDvcAQDaF1oow5VIPJOIrwd+jdFbRsPLy6vQ3mMxZTbPGiVrpDBwjDEmZgC5OdPi5uaG/v374/vvv4dcLrdCVAVLqVTCw8MDSUlJcHd3FzscQgghhBQymUwGg8GAvXv3okOHDuAcODiXdoZTqBPkvnLIPGTgZBw4KQeO48DreTAdA9MzMB0Dr+cxdMBQHNl9BJdOXIIuQYeJIyai+wfdsWH9Buh0OgwZMgQnTp7AsFHDIPOUoUT5EojXxkPuJYfMU/b6X085ZF4ySOSZH3PxGh6GNAMMKgN4lfFvAJB7yyH3lkPqlHmCyAwMqocqBKQEwP2FO9bMX4OgoKBCe09tSXR0NIKCgiCTydCgQQOcPn0av//+O7p27Sp2aMQO5CU3ED1Ze/ToUZb3cRwHhUIBPz8/m51nIzcoWSOEEELeHgaDATKZDJycg1tNN3g18oJrFVdwsjc/luH1PAxKAxhj4DgOUhcpJI6572JoSDMAHMDJuCyTt8zoEnTQPtdC80wD7XMtVI9UUN1XYdumbejRo0d+Xopde/78OYoVKwYAaNCgAc6ePYs9e/agY8eOIkdG7EFecgPR22tDQkJyXogQQgghxA7wjMeHX3yIwAGB8KjnAanz61Yp3Usd0u6nQfNcg6qlqiL8fDiY3njOXCKXGFvaZBw4uTGR8ijuAY1cA7m3sWVM5iaDRCaBxDtjkmVQGaBP1EOXoBP+Ff5ONP6b8iwFf+76Ez169MCIESMQWiYUEQ8i0PrD1ug3uB+kzlJInCTGmDlAkirB/u37EegaiPWr1+Ph84eYMXMGSpYsabX301aZd3nUarUZbiOkoNCnihBCCCEkH7RaLVatWoWvpn8FlwoucK7gDLd33ODQ2AHe8DYuE6dF4plEJJ5JxMYfN6Lrl10thnQYDAY8ffoUQUFB0Ol0kMvlWLhwISZMmIB3O72LPXv2vH5CKVCvRT2k8qngJBzu3b2HQJ9AtKzfEtMmTcMff/yByrUrw9vbG7Vr1wYATJkyBd9++y0AwEHqgO7duyOzTlU9Hhlbx3ieh0QiQUpKChhjcHNzAwBMmzatUN5De2WemKnVagDI1XhCQvLK6slaTgVFssNxHO7fv1+A0RBCCCGE5F5MTAwOHD6AcT+Pg2sVV7iUd0HFHytaLGNQGaC8YCy0sXflXrT4qkWW65NKpcI4L1MSZ0qQUlNTheVevnyJu3fvon79+lmua9SoURluq1evXu5fHF7XEnB1dc3T4942mSVr1LJGCoPVP1UPHz7M92PtedwaIYQQQuzT33//jfYftIdrZVd4NvSEe213BA8JFu5nPIP6sRqpEalIjUhFXd+66N24Nyaumpivwmimx6SlpQm3eXp6ZpuoZaVDhw7YsGEDatasmefHkqxRskasxeqfqgcPHlj7KQkhhBBCMqXVasEYg6OjY4b7Hj16hN+O/IalR5aiwg8VIPd8nXhpnmmgvKBE87LN0bl+Z7j4uiDCJQIfTP0AlSpVeqOYTAf9ppY1mUyW73nKOI5Dv3793igekhEla8RarP6punDhAsqVK4fq1asDADZu3Ii6deu+8Q8bIYQQQkheGAwG1K5dG6mpqVi1ahX8/PxQrEQx/LL/F/x9+2/EecRBUUIB3/d8AQD6ZD2SziWhqqQqNn+3Gf4T/C3W16FDhwKJK32y5uDgUCDrJQXHPHmmZI0UJqt/qj755BNMnz5dSNYGDBiARYsWUbJGCCGEEKu6e/curl+/DrmfHL0X9oZrNVe4VHSBVCEFKgMKKMDreCSHJ6OKpAq2z98O12Gu+W7lyq303SAza/Uj4uI4DlKpFAaDARqNBgAla6RwWP1TJZFIsGvXLrRv3x6enp4AgISEBDx+/DhXj6dysYQQQgh5E48fP0bNVjUhrSRFmZll4BTiZHG/LkmHlGspSLmeghO/nkD1wdWtGp/poN+UrFHLmm0yTXxuMBgnEVcoFCJHRIoiqydrLVq0wIEDB1CrVi0AxjMTc+fOxdy5c3N8LMdx0Ov1hR0iIYQQQoqYiIgIzF05F9Hu0Xjk8AiBUwKF+5iBIfVOqpCgrZu/Dpe8LmHSgUnw8vKyeqzUDdI+ODs7C61qAODh4SFiNKSosnqy9ssvv+Crr77C5cuXoVar8fjxY3h6euY4ezchhBBCSF5ER0fj992/Y/q26fBq5gWXmi4AXnVv1PNIvZGK5PBkHF9zHKU/Ko3IyEhUqVIFEokEvXv3Fi1uU7Km0+kAULJmq3x8fJCQkCBcp2SNFAarJ2uBgYHYunWrcF0ikWDy5MkYO3astUMhhBBCSBGUmpqKrf/biq/Xfw2/Dn4IGmycx4zxDCk3UpB0Ngmft/oc4yaNg5ubm9B9rVq1amKGLUhf7p/GrNkmX19f3Lt3D4Bxvjyam44UBtFHQk6fPh0NGzYUOwxCCCGEFAHfL/4e3+7+Fn4d/FBiUAkAgD5JD/k1OYY1HYaGnzRE9UXWHYOWV+kLVVDLmm3y8fER/i5ZsiTNB0wKhU0ka4QQQggh+aXT6fDTLz/hh0M/QNFEYZGkxR6IxfEfj6PqyKoiR5l76VvSKFmzTebJWpkyZUSMhBRloidrhBBCCCF5odPpoFKpAAmwZt8aLD20FE41neDe1Tj+3ZSkzegyAyP+HiFytHlnqpZtQt0gbZOfn5/wd+nSpUWMhBRllKwRQgghxKZptVqEh4dj5dqVeCF/gfAX4XAp5wKn0k6QOEjg1szNuNxLLeIOxOHHT39E37/62m23tPQVKKllzTZ99NFH+P777wEAISEhIkdDiipK1gghhBBik1RaFULfDQUfzMO1iiucGziDk3Hwh7+wjD5Zj5TrKajjXAeaOxpsXbhVmB7IXnl7e1tcp2TNNtWoUUP427xLJCEFiZI1QgghhIguJSUF//33H3af2o1t/22Da2VXuFRygd9IP4vltC+0SI1IRdrdNDQObYziiuKYNXMWAgICRIq84CkUCgQFBSEqKgoA4ObmJnJEJDPmVTtLlSolXiCkSKNkjRBCCCEFIjk5Gffv30fVqlUhlUoz7YaYnJyMP//8Ex06dMC+ffswcc5EJHslw6WyC1yruEJeRo7AMq8nrNYn65F6MxX+an8sG7cMdcvXzVAtsSiSSCTC3yVKlBAxEpKdn376CTdu3ECbNm3EDoUUUTb5a6fVaiGTySx+qAghhBAiHp1OJ+yXeZ7H+fPnMXfxXEQlReFB3APIfeSQKCQAAwwpBugSdZCqpDjw+wFEXI7Ail9W4Nq9a3Dwd4BjMUdMPDURzmWd4THBAx54PZkwr+WRdicNKTdSkHIzBcf/dxz1R9QX62WLplevXli4cCEAKjBiy4YOHSp2CKSI4xhjTOwgAGDr1q1Yv349Lly4gKSkJOzatQsdO3YEAMycORMjRoyw2/7ASqUSHh4eSEpKgru7u9jhEEIIIRbUajXi4uIQFBSEffv2ISAgACvWrMDFuxfxKOkRHHwcIPeWQ+Ylg9xLDrmX8W+J/M1PqjKeQfVQhdQbqUi5mYKfJv+EcqXL4d133y2AV2a/GGNCcjxx4kTMmzdP5IgIIQUlL7mB6C1rPM+jZ8+e2LVrFxhjGbpMPHz4EDNnzsSOHTtw+vTpDOVsCSGEEJJ7L168wPXr1+Hs7IzBnw3GI+UjSPwkcAx0NF6KO8LB3wHShlKgIRCC7Kvc6ZJ00MfroYvXwZBmADhA5iaDzFMGmYcMMjcZOKlx325QG6B9oYX2hRbqx2qk3UvD5u82o/PAzrh//z7c3Nzg7++f7fO9LTiOw+jRo7Fx40YMGzZM7HAIISIRvWVt5cqVGD58OBo1aoRZs2bB398f1apVw+7du9GxY0fwPI8FCxZg8uTJmDRpEr799lsxw80XalkjhBAipqdPn6JYsWK4cPkCWvZpCedyzsZLGWdInaVZPk6v1EMbp4Xupc54STBefB19EewZjCa1mqBKxSqoVq0aqlSpIjyO53lERESgQ4cOuB95HxJHCcqElMHSH5ciMTERQUFBCAgIQHR0NJo3b26Fd8B+GQwGSKVZbyNCiP3JS24gerJWv359JCYm4tq1a3BwcMCjR48QGhoqJGsmzZs3R2xsLG7cuGHV+Hbt2oXly5cjPDwcKpUKISEh6Nq1KyZMmJDrVj5K1gghhFgTYwwLFizAql9X4aXTS7hUdIFLBRc4hTgJrVwmvIaHOloNzVMNNDHGS9NqTTGi3wi0a9kOAPDo0SOEhITY7bxlhBBiS+yqG+Tt27cxePDgHOcQadq0KRYtWmSlqIzmzJmDqVOnonjx4hg4cCB8fHxw6tQpzJ8/H3v37sW///4LDw+PnFdECCGEFKKUlBSkpqbi5NmT+H7793jIP4RLBRe4TnSFm8Sy7Lv2pRZpd9OEi5vGDfv+3Id69epluX4qS04IIeIQPVnTarW5mj8kqxLAheXq1auYPn06AgMDcenSJYs+9BMnTsSCBQswZcoULFu2zGoxEUIIISaxsbEoFlIMzuWdX7eclXIC146DH17PTaZ5pkFqRCpSb6ciLSINP87+EcNW0hgoQgixB6Ina6GhoTh9+nSOy/31118IDQ21QkRGP//8M3iex9ixYzMMdp48eTKWLl2KDRs2YMGCBXB2drZaXIQQQoq2lJQUuLi4IDU1FXv27MEHH3yA6OhotO/SHqG1Q6FWqPFE/wTO5Z1RaUUlcBLLE5nmydnXvb7Gj9//iEOHDqF48eJFauJoQgh5G4ierHXu3BkLFizAzJkzMXXq1Az3v3jxAlOmTMGFCxfwzTffWC2uf/75BwDQrl27DPe5ubmhXr16OHHiBC5cuIBmzZpZLS5CCCFFS1RUFNauXYtmzZrhwrULmL54OhwCHIT5yKbdngaHAAd4TPZAPOIBAD54PZWN5rkGqbeNyVmXOl2gT9BjzZo1wtxc34y03r6TEEJIwRK9wIhSqUTdunVx7949+Pr6okyZMjh37hxq164NxhiuX78OjUaDcuXK4fz581YZI6bT6eDk5ASe55GWlgaFQpFhmc8++wxr1qzBsmXLMGLECIv7NBoNNBqNxWsMDg6mAiOEEPIWYYzhzp07uHjxIho3bowXCS/w7+V/8cPPPyBRlwiZhwxybzkc/B3g4Ge8SF2yr/qni9dB81wDTZQGqXdS4RTvhKjbUZDJRD/3SgghJJfsqsCIu7s7/vvvP4waNQrbtm1DbGwsACAsLAwAIJfL0adPH3z//fdWK+ahVCphMBjg4uKSaaIGAN7e3gCA+Pj4DPfNmzcPM2fOLNQYCSGEiE+tViM6OhohISHgeR7XIq5h3up5iJPG4W7iXTj4O0DmKYM8SS6UyHcf4g53ZL1z1sXroH2hhea5xjgn2XMt5Kly7Fq3CxvXbsRnn32GunXrUmVGQgh5C4ierAHGxGfTpk1YsWIFwsLC8OLFC3Ach2LFiqFWrVq5KkBSkNLS0gAg2wqVpu4lpmXNTZo0CWPHjhWum1rWCCGE2CfGGAwGA1JTU3H48GH8e+ZfLF+/HE4lnaAoqTBeghVwLOYI1DY+xhveGdbDa3jok/TGiaST9NAn6KGNNU4S3aFpBwQ6B6JFkxZoPqQ5HBwcMrSYNWnQxBovlxBCiI0QPVnbsmULunbtCicnJ7i7u6Nly5ZihyQUDNFqtVkuo1arLZY15+joKCRzhBBC7JdGo8H2fdsx9JuhcPB3gCLImJQpSitQcXHFTB+ji9dB/UQNT50nQlxD0Lx2c9y+eBvnj52HOkmNo4ePwsvLCy4uLlZ+NYQQQuyN6MnaJ598guHDh6Nr167o27evTSRrHh4ekMlkSE1NhVqtzrQrZFxcHADA19fX2uERQgjJBcYYGGOQSCTQaDRQq9UZutNrtVpIpBLsOLgDyzYtw+3nt42FPfwdjWPJ/B0gcZSg9DelM67fwKCJ0UD9RA3VYxWqF6+OmMsx+KTbJ/jm+28suyl2L+xXSwghpCgSPVl7//33cfjwYaxfvx4bNmxAUFAQ+vbti759+6JSpUqixCSTyVCxYkVcv34dERERqF69eoZlbt26BQCoUaOGlaMjhJCiS6/XIzEx0eJEWEJCAhwdHXHu3DmUKVMGgYGBUCqVcHNzw8uXL+Ht7Q0HBwc8evQIjDE8fPgQLVq0AAAElghE245t8dvvv0HmIUODNg1w9dFVyH3kcPAxJmNyPzkkMgnwHlACJTLExHgGXdyrcWRPNVA9VmFcv3E4tuMYjh46ipYtW+Lo0aNWe48IIYS8PUSvBgkAiYmJ+P3337F9+3YcO3YMBoMBHMehdu3a6NevH3r16mX1Fqxx48bh+++/x5w5czB58mSL+54/f46goCB4eHggJiYm27FtQN4qvhBCyNuGMYY//vgD165dw5xFc6AIUUDuI4fcSw6JQgJOxkEil4CTc+DkHCQy422cnDP+a7rf7DaL65KcC3HwOl4YO6Z9/urfF1o4a53Rul5rqFJUWL16Ndzd3SGXy63wrhBCCCmq8pIb2ESyZi4uLg47duzA9u3bcfr0afA8D7lcjnbt2qF///7o1q2bVeK4e/cuqlatCg8PD4SHhyMoKEi4b+DAgVi/fj2mTp2KWbNm5bguStYIIW8rxhiGDh0KhUKBxYsXC10DDQYDYmJi8N/N/zBq0ShIS0nhXMYZjsULZ7yvQWWAIdkA7UstdC910MXr4KB2QJ/3+8BX5otG1RuhQf0GVGGREEJIobPrZM3cs2fPsHPnTuzZswenTp2CXq+HXq+32vMvX74cX375Jfz8/NC3b194eXnh4MGD+Pfff9GoUSMcOXIky9L+5ihZI4TYMsYYHj16hJCQkGyTFaVSievXr6Nhw4ZISEjAgwcP8ODBA0RHRyMwMBA9e/dESNUQrP7fatx5fgcLflwAlU5lbOVyMGsVk3OQe8vhWMwRMo+MvfE1zzTQxmqhT9DDkGYAr+PBdAxMxwADYNAawPTG60zPIIUUHq4ecJA64N267+JZ1DNcuXQFL1+8BK/lwafyiLgVgcjISNSuXZvGGhNCCBFVkUnWIiMjsWfPHuzfvx+nT5+GTqeDwWCwagx//fUXvv/+e4SFhUGtVqNMmTLo1asXxo0bBycnp1ytg5I1QogtYYzh/v37OH36NKRSKe7evYvZs2ejRasW6NmnJ8KuhGHrjq2YNnsabkfeRmJqIvxL+ON/u/4HzpGDwk0BPaeHRCGB3FMOua8cDr4OkHnIctXl0Byv56GKVCE1IhVpd9OgjlQjJS4FUqkUEokEEokEgLEQiEwmg0QiAc/ziI+PzzHpYozhwYMHCA0NpRYzQgghNsOuk7X79+9jx44d2LFjBy5fvgzAODF2+/bt0adPH3Tvbn8ltShZI4RY28GDB/Hs2TP069cPc+bOwf/2/w8+ZXxw5dEVOPgZC2s4+Dm8HhfmYGz1elO8hoevgy8eXX0EfYoeTMuMLWNaYyuYqZVMr9RD81QDzVMNSpUohWvXrsHJyUlIzgghhJCiyu6StXv37gkJ2pUrV8AYA8dxaNKkCfr06YMePXrA09NT7DDzjZI1QgqWTqeDTCZ7a1tLnj59il27dqF79+7Q6XRwdHTEpp2bMHnhZKGVS+4rf52Q+crzlIgxnoHX8MYuhGre+LeGB9MwGNQGMO2rfzXGpKtSYCWU8SuD//7+DxGXIzBp0iTMmzcPAPD48WMEBwcDMFZ6XLNmDWrUqIGKFSva9e86IYQQkl95yQ1EL91fo0YNXLt2DYCxy0q1atXQp08f9O7dW9jBE0Lyh+d58DyPjRs3QqVSwcvLC1KZFJABu/fsRvWa1eHg6IAdW3agfdv2qFixIpo1awaO4+Dv7w+9Xg+O4yCVSkWJ31Se3Twpe/r0KapUqYIuXbpg7dq1GR6TmpoKZ2dncByX5TyJ+REZGYn4+HjUqVOnQNYHALGxsfjjjz9w6NAh/Pjjj7h69So++eQT9OnTB0uWLAHP8/hm8jdISE1A+N1w3Hl6B94h3lDL1ZB7yfHdg+8g85bBwccBEicJykwvk+Vz8XoeulidseLhq4s+To/xQ8bjh/k/IDQoFP379MeBPQfQr08/9B7YG8uWLQNTMAz/ajh4nsf333+P2rVrg+d5XL9+HcOGDbPoDv5Z3GeIuByBp0+fAgBcXV0tfsdlMhm++OKLAnv/CCGEkKJO9JY1iUSCkiVLonfv3ujTpw+qVq0qZjiFglrWSF4kJyfj7NmzcHZ2Rv369XH37l34+PggPj4eoaGhcHR0BGMMc+bMwZF/joBz4nD22lnI3GVw9XOFzFUGrUQLqbMUUpdXF1cpZO4ySN2kkLlmfo6G1/IwpBpgSDFAn6yHPkkPfbIeBqUBeqUeLd9tCUeDI57df4ZPun2Cnl16IjExEY6Ojli0aBEuXbqERo0a4d69e5g0aRIOHjyICRMmYOTIkTh58iTWrl0rzJ1o6uoWHh6OkJAQ+Pj4ICoqCkuXLsVXX32FgIAA/PPPP2jVqhUAgJNxqFK/Chq3aIwNWzYIJdy7du+Kvfv2GseycgA4GBO7V38bH/z6tkrlKuHahWvQp+hhSDGgWb1m2LZlGxwcHITvZmRkJG7du4Wun3Q1vl9uMsjcjRepuxSchBO69Zlangwpr963FD2mjpsKH1cfKDgFHjx4gA4dOqBWrVrQ6XTY8/cevFC9wMS5E+HgY2zxkvu8Gu/lKTOWmpdw4KQcIIFx/JcUuWoVYzyDPlEPbZzWOCdYnDEh08XqUCO0BiqWqAgJJ8HPP/9caC2SX375JZYvX45OnTphz549CAgIwLNnzwrluQghhBB7ZVfdIE+dOoUmTZqIGUKhy2uydvbsWTx8+BC9evWyQnTEGpKTkzFhwgS0bNkS3bp1Q3JyMuIT47Fh+wYcOXMED54/QAqfIiQEMncZZK4yMPa64h0zMGFOKZm7zHiA7y0rkHFG+cFreOiVxoQOwOt5sF4lHOAg/MureWOC9CoZdHd0R1x0HPg0HoY0g7Hin5qH1FkKmacMXft3xa2oW4hJiTHOt+VRePNaGdTGmJieQeIggdRFConjm7+njGcwpBqM203CQeIoeaP16lP00MXrhIujxhGJTxKF65tXbkaXjl0QFRWFW7duoU2bNpDJrNt5Yvz48Vi0aBFatGiBY8eOISgoCE+ePLFqDIQQQoits6tk7W1g2iCOQY4Y3ns4vhr9FeRyOXx9fTF79my4ublhzJgxwvKms97h4eGoWbOmWGGTV3ieR2pqKnQ6Hby9vXP9uISEBMyaPQsrNq2AU2knOIU6GccSecsh95bnq3JeZhjPjK06Sr3QusOn8dCn6sGnGlvL9Cl69OrYC18N/Qq+Lr5wlDjiqzFfIS01DWPHjsWW/20Bc2S4FXkLEY8jEKeKy9CiZPpb5i6DxMH6CSKv5WFQGYQS7ryOB9MzwPQLxoxdqcGQ+W0wJpRS19etjdm9/7yGN7YwKo0Xg9LY4sgMTChFL5FLIHEyrlPmKjOu21UKiTzr90dIuuJ00L3UGef9itOhVb1WCC0ZimcxzxDgF4B9f+7DwwcPAR5oUrcJfljwA9zc3KBQKBAYGAgAUKlUua5Kaw1TpkzBt99+izp16iAsLAyhoaGIjIwUOyxCCCHEptj0mDWpVIpFixYJyUlexsJwHGfVedYKWunJpXFQfhB71u6B+rH69eWJGu3bt0e5cuXw8uVLYfnbt29TslbADAYDpFIpDAYDJBIJYmNj8fHHH2PQoEH4+OOP8ejJIwwaMQhnrpyB1FkKxr+qYKcxdndbOGchenfrjS0btyAxMRFffPEF4uPjERwcjMePH2P/yf2Yu2YunEoZkzOn0k6osKhCtjFllhDok/QI8Q9BYlIiEpQJ4KTGFiumN8ZjSDXAHe7o0bYH2jZqi4SXCZAWl6JTp044d+4cateujXXr1uGDDz5AqVKloNfrM7SyrFqxSvi7xjs1sowvISEB9+7dw/3799GuXTtwHIfOPTrjzJUzxuTNTQYw45go81ZAMKBH9x64d/cevIt74+T5k0IyI3WSQuoshcRZ8vpvJwkMacaks2JgRbhz7jj8+2GU9CyJOhXqYMOqDQCAI0eOwMXFBZs3b0b16tWhUqkwYMAAAEBcXBycnZ1x7949NGrUyGIC5ri4OEgkEnh5eYHnecQ8jUF8ajy+X/E9dv29C5yUQ7NGzdCrcy8c+fMISviXEIpkZCU8PBze3t4ICgoCYByTtWnTJowePxpKjRLvtngXlapUQlJ8Enbt2IX6Vevjt42/ISgoCMnJyVCpVIiMjESNGjUyjK37YcoP2T43AJtK1AAIryE5ORmAsZIvIYQQQvLP6i1rEokEixYtwtixY4XrecHzfGGEVahM2XO578rB0c8x02V0CcYz7dp4LXQvjd2a2r3bDtVLV8fkLyej/0f98emgT9GgQQMqbZ0DnU6H8PBwVKlSBRKJBGfOnIGbmxsW/rAQe4/tFVq25F5yi7/9SvshhaXk6jl4/asqeWoevIoH52Dsmih1ynjygdfxUD9RQ/VABU2MBpWCK6Ftg7bYtXkXnkQ8wdjRY+Hn5wc/Pz907tw5x+e+fPky5HI5qlSpkte3plC8ePECKSkpKF26NAAgOjoa27dvx6effgoPDw+LZZ88eYLixYtbJI6RkZGoVq0a0tLShNs+/vhjuLi4YPXq1Zg1axamTp1aqK+B53no9Xo4ODgU6vMUdYsWLcL48eNRokQJREdHo0qVKrh+/brYYRFCCCE2xaZb1tInW/aYfOVXwoIEJPFJ6Da0G45eOwpFSQWcSjrBwd8415HcSw5nOAvLX3v1X6XllXBWcxYn/zkJzWYNmr/THB56D7jr3FHCuQT69u6b6YY2GAzQ6XQFVg3P1mg0GsTFxSEpKQnh4eGIUcZAySmxYvMKyLxkGZIy2fsyVHg/61YuU6LGDMZy5IY0g1DsQeIogUTxesyRRCaBxFUCuFqugxkYNDEaqB6poHqgQpcGXfD9xO+hTFDCycnJYhLfaUOm5et116hRI1+PKyz+/v7w9/cXrpcoUUI4GZNeZhVeS5cujUqVKuHixYvCbSqVSmgVc3Z2zvCYgiaRSChRKwDpW9boPSWEEELejOil+x8/fgxvb2+4urpmu9zFixehVqvRqFEjK0VW8O7fv2+RVJ0/fx7169eHxEmCxh0b4/L9y5B7y+ER5AGdk85YWMFbDrmnHBJHCRTBCiiCFbiES8I6mIHhx59+BB/LIzUmFUHFg6CMVyI+Lt7YFY03LmNINUD7QgsP3gPDPx2OYcOGZTr+SqfTQa/X57l7VWxsLJKTk4XWlcyYkscDBw7gxYsXuSrhrdFosGTJErh7uCP8XjiuRF5BYMVAnL5yWkjCTBP8SlyMiVTQ50FZro/X8MZWTFOhhgQd9PHGMUSNazTGoT8OwcHggNu3bqNkyZKIjIzEb7/9hqsXruLTTz/FvgP78NOanyBVSDFmwhicDT+Li9cvgmmNCd70sdNRoVIF8BV4lC9fHtWrVwcAeLh6ZBkTySgtLU3oQkdd6eyHo6Ox5wB1gySEEEIKhujJWmhoKL777rssz8SbrF+/Hn/88Qeio6OtFFnhq1evnjB2CjDOD2UwGODu7o7Lly+jdOnSUKlUSNOmYdDIQbgTdwehtUMh8ZNA46qBylkFOACOxR2B4oDTO05QQw0HOKAYimX5vFuStmDdd+ugjlajUaVGqBRQCfdv30daWhoOHTwkFGQoFVwKWpUW2jQtJoybgPfbvg+FkwIN2jRAgi4BMi8ZZB7Gi6ngBDMwYVyVp5sn4mPjhevMwIQxYHqlHuMWjkP3dt3x3azv4Ofnh1u3biEqOgofffYRdG46OJZwhKKEAo4lHOHo4QhpVSlQFbiHeyhWPuPrYzwTSpbrXupeJ2UJxkIOnlJPPH/0HADw22+/oX79+nB1dcXixYsxf/58qL3VMCQb4FHMAyVLlgRgbPWZMmWK8Bzt2rXDsiXLMjx3SkoKpFKpzY0hslcqlUo4gSPWHG8k70wta6be9ZSsEUIIIW9G9GSNMZbjnD8JCQm4cuWKRfGNosJ8/JmLi4vwt6mrm6kl7tiuYxkey/M8KterjChVFDxKe8DgZAAnN1aoE+Zpkhq78cncZcbulq+qEMo8ZHCp6ILbr/7Dq+FPpetatow5vfpvFVZh1SFjQQr3Ee5wR+7mi/OHf7b3X8RFNP+zOQxK4zxZUhcpSswokemyvJ43VtCL11m0jtUsXROTh0/Gu5XfxfOnzxEcHAyJRJLruaRM73tSUhIA5KvceU4twyRvDAaDce40ULJmT9J3uaZkjRBCCHkzoiRrM2fOxKxZswAYKzyOGzcO48aNy/Fxpgl1iZFEIsHtsNsWt6lUKigUikwTleHDh2PV2lWo3NiY4DkWd4RjCUc4+DsYkzvg9cTCr8ZqmcqTc3JOKHOuV+pfdyFM1INL46BJ0Rgf/qpqocXFbO4tTmK8LvOQGScE9pAbx395v05aeR0P7QstNNEaqKPUaF+vPTq82wHBbsGoV6cewsPDkZycDL1ej1atWlm81lKlSuX5fTSNiTIla3SAKT6e54XxrFRQx35QskYIIYQULFGStU6dOiE+Ph6nTp3C5cuXc1ze0dERVapUwfLlyws/ODuXXTe8FStWYMWKFQCMLRem0vM7l+7E/v37Ub58efj5+cHd3R0nTpxAsWLGroajRo3CoUOHAKkxuZ42eRqmT58OnuezbPXQarU4cOAAfH198fXXX2PcuHHo2rUrGGPC43Q6Hf49+y+++OoLPI57bBxbl2bAsL7D8O2cb+Hs7Jxp0lm7du0CeKdeMx1gpqamAshfyxp5M2PGjEHfvn2F69SyZp/SJ2vULZgQQgh5M6IcldaoUQNLliwBkLGUP7EOqVQKHx8f7NixI9P7mzdvLvx98ODBLNeRFQcHB6EM/ZkzZ4TbOY4THieXy9G8SXPcPn87s1VYjensv6l0PCVr1vfxxx+jZs2auHPnDrp06QKe5ylZs0PpkzU/Pz+RIiGEEEKKBtH7F/36669o3759jstFRUXhxo0bVoiIvG1M5cVNyRp13bI+juNQuXJloZogtazZJ1NrvIn5lA6EEEIIyTvRk7X+/fvnaizar7/+inbt2lkhIvK2MSVrer0eALWsicmUmNGYNftUsmRJi67LoaGhIkZDCCGE2D+bOSr9+++/cfXqVajV6gz3JSQkYNOmTdBqtSJERoq69C1plKyJx5SYUcuafXJ0dIRCoYBKpQIAVKiQ9ST0hBBCCMmZ6EelqampeO+99yzGNWWGMYaePXtaKSryNjG1rJlQN0jxmLesUbJmn0yJGkDJGiGEEPKmRE/W5s6di3///RfFihVD69atoVAosGbNGnTq1Am+vr44duwY1Go1Fi9ejK5du4odLimCqGXNdpgSM2pZs1/169fHuXPnANCYNUIIIeRNiX5U+scff6BcuXIIDw+Hi4sLHj16hDVr1mDgwIHo2LEjeJ7HkCFDsGLFCnTs2JEO3EiBS9+yRsmaeEzdIGnMmv06fvw4WrVqhY4dO+Z6YnpCCCGEZE70o6CHDx+ia9eucHFxyfR+iUSCFStW4Pnz51iwYIGVoyNvg/Qta1l9Fknho5Y1+6dQKPDvv/9iwoQJYodCCCGE2D3RkzUAcHV1Ff42zdOTkpIi3Gaas2vr1q1Wj40Ufelb1qjrlniowAghhBBCyGuiJ2slSpRAWFiYcN3X1xccx+H69esWyzk5OeHJkyfWDo+8BdK3rAUEBIgUCaECI4QQQgghr4merLVt2xZ//vknBg8ejMePH0MqlaJcuXJYu3Yt7t27B8DYyvbHH3/A19dX5GhJUUQta7bDvBukacwaJWuEEEIIeVuJnqxNnToVAQEB+PXXX3Hr1i0AwGeffYbY2FhUrVoV1atXR3BwMK5du0aTYpNCkb5lzc/PT6RIiHmBEVPLGhUYIYQQQsjbSvSyd8WLF0d4eDhWrVqFcuXKAQDGjh2LiIgIrFu3DteuXQMAtGnTBvPnzxczVFJEpW9Zq1atmkiRECowQgghhBDymujJGgAUK1YMM2bMEK5zHIdffvkFs2fPxsOHDxEUFIQSJUqIFyAp0tK3rFWpUkWkSEhmLWuUrBFCCCHkbWUTyVpWAgICqNgDKXTmLWs7d+6kuaFEZN6yptPpAGRMpgkhhBBC3hZWT9ZOnjz5Ro9v2rRpAUVCiJF5MmDqikvEYV4NUqPRAMjYTZUQQggh5G1h9WStefPm+W654DgOer2+gCMibzvzZEAms+nG5iLPfJ41rVYLAHB0dBQzJEIIIYQQ0Vj9yLRp06bUzYzYFPOWNepyJy4nJycAgEqlAmMMACVrhBBCCHl7WT1ZO378uLWfkpBsOTg4oH379khJSUGZMmXEDuet5u7uDsDYDTItLQ0AJWuEEEIIeXtRny/y1uM4DgcOHABjjFp9Rebs7AyJRCJMiA1QskYIIYSQt5fNzDb76NEjzJs3D127dkXDhg0tCpEcO3ZMxMjI24ISNfFxHCe0rplQskYIIYSQt5VNtKwtW7YMX3/9NbRardC6kZiYCABISEhAmzZt0L17d/z2229CAQJCSNHk7u4ufP8BStYIIYQQ8vYSPfM5dOgQRo0aBScnJ0yZMgVr1qwRCguYtG/fHjt27MDq1atFipIQYi1ubm7C356enpSsEUIIIeStJXrL2o8//ggPDw9cvXoVQUFBePTokcX9Xl5e2LVrF6pUqYINGzZgyJAhIkVKCLEG826QQUFBIkZCCCGEECIu0VvWLly4gF69emV7UCaTydCpUyfcuHHDipERQsTg6ekp/E3JGiGEEELeZqIna0qlEiVKlMhxOU9PT2g0GitERAgRU6VKlYS/KVkjhBBCyNtM9GQtICAAt27dynG58PBwBAQEWCEiQoiYQkNDhb/Lli0rYiSEEEIIIeISPVlr1aoVdu7ciX/++SfLZTZt2oTdu3ejdevWVoyMECIG85b2Ro0aiRgJIYQQQoi4OJa+9KKV3b17F7Vq1YJarUbHjh0REhKCH3/8EQMGDICPjw+OHDmCq1evwsXFBRcvXkS5cuXEDDdflEolPDw8kJSUlGEOKUKIJaVSidq1a8Pb2xv//fcfTddBCCGEkCIlL7mB6MkaAPz333/o06cPHj58KNzGcZxQwj8kJASbNm1C48aNRYrwzVCyRkje8DwPjuNoonJCCCGEFDl5yQ1EL90PAO+++y7u3r2LgwcP4uzZs3jx4gU4jkOxYsXQoEEDtG7dGlKpVOwwCSFWQq1phBBCCCE20rJW1FHLGiGEEEIIIQTIW24g+unr4sWLY9GiRWKHQQghhBBCCCE2RfRkTaFQID4+XuwwCCGEEEIIIcSmiD5mbdq0aZg0aRI6d+6MevXqiR1OoTD1NFUqlSJHQgghhBBCCBGTKSfIzWg00ZM1lUqFzp07o2XLlihVqhRq1aoFX19fyGQZQ+M4DgsWLBAhyjfz8uVLAEBwcLDIkRBCCCGEEEJsQXJyMjw8PLJdRvQCIxKJxKJMf3Y4joPBYLBCVAUrMTERXl5eePz4cY4bhFiHUqlEcHAwnjx5QkVfbARtE9tD28T20DaxPbRNbA9tE9tD28QSYwzJyckIDAzMsQK26C1r06ZNK/JzKZk2goeHB31AbYy7uzttExtD28T20DaxPbRNbA9tE9tD28T20DZ5LbcNOKInazNmzBA7BEIIIYQQQgixOaJXgySEEEIIIYQQkhEla1bg6OiI6dOnw9HRUexQyCu0TWwPbRPbQ9vE9tA2sT20TWwPbRPbQ9sk/0QvMEIIIYQQQgghJCNqWSOEEEIIIYQQG0TJGiGEEEIIIYTYIErWCCGEEEIIIcQGUbJGCCGEEEIIITaIkjVCCCGEEEIIsUGUrBFCCCGEEEKIDaJkjRBCCCGEEEJsECVrhBBCCCGEEGKDZNZ8skGDBhXo+jiOw9q1awt0nYQQQgghhBBiCzjGGLPWk0kkEnAch4J6So7jYDAYCmRdhBBCCCGEEGJLrNqyBgBffPEFevbs+cbr2bZtG3755ZcCiIgQQgghhBBCbI/Vk7UyZcqgWbNmb7yesLCwAoiGEEIIIYQQQmyTVQuM1K9fH4GBgQWyrsDAQNSrV69A1kUIIYQQQgghtsaqY9bSGzRoEHr16oW2bdtmu9z06dNx+/ZtbN++3UqREUIIIYQQQoi4RC3dv379ely/fj3H5WJjY7F//34rREQIIYQQQgghtsHqY9ZOnDiBEydOCNcPHTqElJSULJd/+fIlNm/eDLlcbo3wCCGEEEIIIcQmWD1Zu3TpEmbOnAnGGDiOw+HDh3Ho0KFMlzUv8z9kyBBrhkkIIYQQQgghohJlzFpCQgJOnTqFzp07o23btnj33XezXFahUKBKlSr48MMPrRghIYQQQgghhIhL1AIjoaGhmDJlCj799FOxQiCEEEIIIYQQmyRqskYIIYQQQgghJHNWH7OWHmMMO3fuxP79+3H79m0kJiZCoVAgICAApUqVQocOHagLJCGEEEIIIeStI2rLmlKpxHvvvYdz584hqzA4jkOLFi3w559/wtnZ2coREkIIIYQQQog4RE3WRo4cieXLl6NChQoYMmQIKleuDB8fH/A8j5cvX+LGjRv4+eefcf/+fYwZMwaLFi0SK1RCCCGEEEIIsSpRk7WgoCB4eXkhLCwMjo6OmS6jUqlQt25dKJVKPH782MoREkIIIYQQQog4RB2zFhcXh88//zzLRA0AnJyc0L17dyxYsMCKkRUsnucRExMDNzc3cBwndjiEEEIIIYQQkTDGkJycjMDAQEgkkmyXFTVZ8/f3R2pqao7LpaamIjAw0AoRFY6YmBgEBweLHQYhhBBCCCHERjx58gRBQUHZLiNqstalSxccOnQIc+fOhVQqzXQZnudx5MgR9OzZ08rRFRw3NzcAxg3i7u4ucjSEEEIIIYQQsSiVSgQHBws5QnZEHbOWlpaGbt26QaPRYOrUqWjQoAGcnJwAADqdDhcuXMDs2bPh5OSErVu3Zttd0pYplUp4eHggKSmJkjVCCCGEEELeYnnJDURtWXvnnXeg1WoRHR2NEydOgOM4uLi4QCqVIjk5GTzPAwB8fX0z7UbIcRyeP39u7bAJIYQQQgghpNCJmqxFRkZaXDcNtksvNjY208dTsQ5CCCGEEEJIUSVqsvbgwQMxn54QQgghhBBCbJaoyVpISIiYT2+zoqKiEBsbi5o1a4odCiGEEELe0MiRI8FxHJYsWSJ2KCSdw4cPY9q0aVizZg2qVKkidjiEZCBqgRETrVaLM2fO4Pbt20hMTIRCoUBAQABKlSqFevXqZVkp0l7ktcCIqXvn3bt3UbZs2cIOjxBCCCGFJC4uDn5+fgCAhIQEeHp6ihsQsWA65ipfvjwiIiJEjoa8LeymwAgArFy5ElOmTEFiYmKm9xcrVgzz5s1Dv379rBuYDbh48SIla4QQQogdGjlyJK5evYoNGzYIt5kKpxHbk1V9BELEJmqytmnTJgwfPhyAsTJk5cqV4ePjA57n8fLlS9y4cQM3btzAwIED4eTkhB49eogZLiGEEEKKmDlz5kCr1WLWrFkFut5ly5YBAA4dOiTcptfrC/Q5CCFFn6jJ2uLFi+Hq6oo///wTzZs3z3SZw4cPo0uXLli4cOFbl6zZQA9VQmzS6dOnUaZMGRQvXlzsUAghdiw1NRVTp04FAAwbNgzFihUrlOcw0el0Bb5+QkjRJhHzyW/fvo0BAwZkmagBQJs2bTBgwADcvHnTeoGZ2bVrF1q1agUvLy8oFApUqFABkyZNyrLbZl6NGTMG06dPF66bJ2iUrBGS0enTp9GkSRMEBgaKHQohxM6ZTxekUqkKbL3m+2+NRiP8Tcma7aLpoOwPYwx//fUXXrx48UbrSUxMxPbt25GWllZAkRUsUZM1R0dHYdBtdvz9/eHk5GSFiCzNmTMHXbt2xa1btzBw4EBMnToVoaGhmD9/Pho3boykpKQ3Wv/jx4/x448/YtasWdBqtQDeji4SFy9exNGjR8UOg9iY+/fvY+zYsYiKigIAqNVqbNmyJcOP8OHDh8UIr0jT6XQIDw8vtPE0W7ZswR9//FEo6ybkTZgnaykpKQW2XvN9ua0na6dOncLx48cLbf0HDx7E3Llzbf4EdF6SNcaY3Y0/TEhIKFLHmIwxbNiwAe+//z4aNGjwRuvq3r07evXqhVGjRuVqeZVKZd3PMxNRmzZtWI8ePXJcrlu3bqxjx45WiOi1K1euMIlEwgIDA9nz588t7pswYQIDwEaMGJGrdSUlJTEALC4uzuL2Bw8eMAAMAIuPj2eMMZaamirctmXLloJ5MTbG9PoePXpUaM/B83yG2yIjI9msWbPYy5cvhduio6PZ4MGD2aVLl7Jd39dff826d+/ODAZDvuJ58eIFGz16NLt27Vq+Hm/rVq9ezUaMGGHx/iQnJ7OdO3eylJSULB8XGRnJVCoVY4yxoKAgBoA1b96cMcbY1KlTGQBWsWJFi8dMmTJF+Ay9zTL7jKe/X6/X52pdAwcOZADYvHnzsl1u9+7drFWrVuzJkye5jjM2NlbYXmq1OseY//77b3bgwIEcX19OdDoda9q0KRsyZAhjjLFbt26x//3vf2+8XmtIv68oTA8fPmRpaWlWez7GjL+706ZNY1FRUVZ93sxcvHhR+HwuX7482+9Mdr9lmS1rWu+kSZOEv69fv86USmWe4/z999/Zu+++y/7991/GmPEYJSwsLE/r4HmeLVu2jB05ckS4TaPRCLElJibmOa7cMK3/zz//LJT1vylTfD4+Phnu43le2EcxxpjBYGA8z7NGjRqxWrVq5fuY4E3wPJ/n37EnT54wAKxBgwaFFNWbe/nyZa5fV1JSEgsNDRW2XV6OB+Lj49mqVassjgVN65BIJNk+9uLFi2zJkiXMw8MjV/lLdky5QVJSUo7Linq0c/HiRebh4cHWrl2b5TKbN29mPj4+7MaNG1aMjLFhw4YxAGzRokUZ7lMqlczJyYm5ubmx1NTUHNdl2iCOjo7s5MmTjDHjztg8WTMd/Ny8eVO4bfPmzW/8Okw/JMnJyez48eNMr9dnecCk1+tZ165dWevWrdmLFy/y9DxpaWk5PkalUrG7d+8Kr+/QoUOZLhcTE8OuX7+ep+c3t3nzZubt7c2OHz/OeJ5n9+7dYzzPs+LFizMAzNvbm1WvXp2FhYWxDz/8MNMv+n///ceuXLnCdu7cycqXLy8sY9pRXr16lW3YsCHHHxaNRsMmTpzIAgMDc/2DwvM8+/LLL9mMGTMYY4xFRESw+Ph49vDhQ4udxvPnz9np06eF6+Y/POb0ej2bPXs2O3XqVIbnycnjx4/Z+vXr2f3797N8HM/zwmsbN24cO3bsGDMYDKxv375C8rVmzRqm0+ksHnf+/Hlh52F+YGN6j2rVqpXpezZkyJBMb3/y5AnT6/XsxIkTwvfy5s2bFu8ZY8YEcePGjSwsLIxpNJosX3taWppFzL/++iubPHlylu/bvn372KxZs4T7dTodW7NmDbt3716Wz8EYY1u2bGH9+vVjCQkJLDExkU2ePJn99ddfwv1r165l//33n8VjNmzYwPz8/ITPI2PGz5r5j37r1q1Z6dKlc/UbZXo/HR0dGWPGbZpZwmBarlOnTmzRokXM3d2dVahQgcXExDDGGJs3bx5r0qSJxUHto0ePhMdldXCu1+vZxIkTWY8ePYRlN23aJNxvMBiYTqdj8+fPZ+Hh4Tm+nsTERIvPk+mzBoAdOHAgx8dnZvLkyaxz585Mp9Ox//77j127do317duXTZ8+nQ0ePDhfB+Am+/btY9WqVWMXL15ka9euZQDY559/zpKSktjChQuz/QzNmTOHffnll0yr1Wa4b9WqVcIBcmJionDgWb16dQZA2M9VqVKF/fPPP2zcuHFMrVZn+73IyZ49e1jVqlXZnDlz2IIFC4T3JSEhgd25c4edPXtW+C2uUaMGU6vVbOPGjRlOiuYku/f7+fPnbOnSpezZs2fsxIkT2Z6MO3bsmMVnpXXr1pl+x7du3cokEgnbsGFDputJf3IkPj5eWOfYsWOFv2vUqMGkUim7fft2puuZPXs269mzJ4uKihKOe8aNGyc8vkuXLkyn0wnXk5KSWExMDJs4cSKbMGECCw8PZw8ePBCSihcvXjCdTsd4nmfHjx8XHqfVatn58+fZv//+K9wWGRkpvJazZ8+yQ4cO5XiCJSdqtVpY/5IlS95oXQaDQVjXJ598wm7dusVGjRplcfLIPJFJTk5mGzduZGPGjGEnT57MMhE3rdPX19fidpVKxRwcHBgA9vDhQ6bValnVqlVZ7dq1hcc8ePBAWD46OpqtXr0605Mff/31F2vYsCG7cuUKS05Otrhvx44drE2bNpkeQ8XFxbFBgwYJ+2+9Xs/q1q3LGjVqxCIjI1nfvn2Zq6sr+/7777N975YsWWKx3zxz5gzbtm1blie2V6xYwdRqNYuLi8uw/0kvJSWFXbt2LdN13blzhwFgHMexGTNmsHXr1jHGjMdY27dvZ4wxduPGDfbnn38yACw4OJh17NiRxcbGZliX+THOihUrLL635scDL1++ZJ9++mmGYx6TFi1aCI9p27YtU6lUwnWpVMoYM2773377jcXFxTGe54X9aFbPacLzPDt16lSGEzvp35ulS5dafIdzImqyNnv2bNa7d28mkUhYSEgI69WrFxs5ciQbM2YM++STT1j58uWZRCJhH330ERs/fnyGy9dff11osVWsWJEByLIlpFmzZgwAO378eI7rMiVrpoupZWDy5MnCbbdu3WKMMSaXyy0OViIiIhgAFhAQwObNmyd8WHU6HZs7dy6rW7cuu3jxIrt58yY7fPiw8JzmX8wdO3aw9957zyKGjh07srCwMKbVatmLFy/YhQsX2KVLl4T7586dy06fPi0kKqYvjlarZd26dROSjzZt2li0BkZHR7OLFy+y6Ohoplar2ezZs1nJkiUzfMABsK5du1r8yG7ZssUi7piYGBYVFcUAsDp16lgcQGzZsoUVK1aMNWzYkPXv358dO3ZMOLDO7LnM39esLhqNhsXHx7M5c+ZkucyXX37Jrl69KlwfNmwYW7lypcVB6Keffsrc3NzY3bt3WZUqVTKsY8+ePcKyt2/fZhs2bGCnTp1iFSpUYB06dGCVK1cWlt2yZYvFYzt06MAYMx6omN9es2ZNBoB17tyZXblyhQ0YMIBt3bqVHT9+nA0aNEhYbtWqVez58+dMq9WyGjVqsE6dOrGpU6ey9957j9WoUYO99957bPXq1Wzfvn1Mq9VaPAfP8+zw4cPMwcGBrV27lkVFRbGDBw+y1atXZ3iN5s9pfhB07tw5duLECcYYE5K5zC4rVqywSKQBsG7durFbt25l+kP5yy+/WNzeq1cvtn//fuH6/v37Wd++fdn69eszPFdmB30JCQnC/cuWLWOHDh2yWBdjjF2/fp1t3LiRqVQqi7Pzo0ePZq1atRIOSE0//oy9PpD44Ycf2KZNm1ibNm2ExzVr1ow1aNBAuH7v3j129OhR4fqNGzfYtm3bLA7UAOOJnsTERNa+fXvm6enJHj16xC5fvizc/+eff7J58+YxBwcHtn37dpaSksJSUlJYt27dGGA8m5z+vTftzI4dO2bxvmT3/fHw8BD+XrNmDWPMePBi/tuzZcsWptFo2KNHj9i1a9eYXq9nSqWSbdy4MdN1rl+/nsXExLBSpUpZ3P7DDz+wgQMHspUrV7ImTZqwCxcuMMYYCwsLY8+fP2fVqlWzWN7T01P4e9q0aWzs2LHs559/zrDdo6KimIODA2vevLnwe5P+IDe7i0lcXBzT6/WM53n2448/sn79+lm0Wpw6dYqVL1+eBQYGsho1agiPT78tTBdHR0eWkpLCPDw82LRp04T1HD582GK5jRs3Mp7n2V9//cWmT58u3N69e3cGGH/X9+7dm+1rGDt2LHN1dWWffPIJ++OPP5hKpWI8z7MlS5Ywb29vNnnyZKbRaISD/ZIlS7IKFSqwdu3asZEjR2a6zvj4+AzbMP1vFwBWrlw5Nn78eHb79m1248YNdufOHcbY61b2atWqsebNmwvf7U8++UQ4qXDz5k3WqlUrduLECeG7Z3756KOPWJ06dVj//v3Z2bNnmUajYaVLl840psGDB7OkpCThpIX5wRwAtn37dnb79m22bds21q1bN1a1alXhPtN2njlzpnDb0KFDM32eZ8+esT179rARI0awChUqsDFjxmRYxvwELgBWrFgxi9+n69evW3y+zS9OTk4W10eMGCH87e/vn2F500nSNWvWZLq+pk2bMnd3dwaA/f777+z27dvMYDCwly9fsi1btrDDhw+zli1bsqNHjzKe51n//v0zbIO7d++yiRMnskaNGlkkOg8ePGBTp05l77//PtuxYwe7ePEi0+v1TKVSsfv37+f43Vu4cCF78eIFq1KlCmvQoAHT6/WsX79+GZZbsWIFMxgMbOLEiezw4cMWB/1+fn5MrVazqVOnMl9fX4vHjR8/3uIEounSrl074UC8QoUKwndIo9FYHKCXLVtWeAzHcWzp0qWsefPmbPPmzcLtLVu2tNhX/Pbbb6x+/frC/XXq1GGnTp3K8j349NNP2datW1nTpk1ZWFgYW7x4MStZsiS7d+8e+/nnn4Xl9Ho9k8lkDABr3749a9iwIfv555+Zt7c3i46OZgEBAQwAc3V1tVj/vn37WHh4uJBYAcYTcPXq1WMA2MGDB4X4N2/ezNq1a8eCg4MzxLlz507h73Xr1mX6WipVqsRu3rzJjh49yooVK2Zxn+n4N/1jateuzdLS0li7du2E21q1asVmz57N5syZw9LS0jKcGM7swhhjo0aNYoDxZPLQoUOZg4ODxbGZ6XL8+HG2du1aVqJECdarVy+L4/pPPvmE6XQ64ZiyTZs2jDHjiWDzddh8ssZxHJNIJIzjuGwvWS2TU3Nlfmm1WiaVShnHcRnOypsMHjyYAcYDuZykT9ayuqRPqDI7CAbA7t69a3FQ16FDB+HvadOmsTNnzuTq+QBj0mbe6pPdpWfPnhZf+JwuH3/8ca6W++CDDzIkBtldTDvuzC5ff/11rteT/jJ69GjWsWPHfD8+rxeO4/L1uKNHjzKFQpHv55VIJLla7ptvvim0196wYcMcl/nss89yXCb9dya/l3fffZdFRkayu3fvWvzQF9QlLCyMHTx4kDk7O+f6MYsXL2YLFy584+c2P0h4k4upm2puLuvXr7c4o25+adWqlcXJE0dHxwKJz3TwkZ/Ltm3b2Keffmpx2/jx49nZs2czPfGQ3cXUWgVY/jYDxs99Zgd8eb1MmzaNrVq1Kl+PNU/irHVJ/z7k5bJp06Zs73dzc2NXrlzJ9MTYm16GDx/OXF1dhZO3ub2Yn7l/00t+t3N+L7/88kuG7mXZXdInNaaL+fcgu8uOHTssDt7NL5UqVRJO5lvr9efltZsuphbJrO5Pn/TkdOnevXuW70l+Ll26dLHae9i2bdscTwiZX0wtl3m5mLds5uXSs2dP1qtXrxyXMz++LuhL+hNsQO6SNe7VB0wUM2bMeOPqO+aVFAvKy5cv4evrCxcXlywHHE+YMAELFy7EzJkzMW3aNIv7NBqNxYBipVKJ4OBgXBtXEm6OotZ0IVlIZM74MrEvejidR0fFZbHDecsx8GlKuLm5IlUvAahCl11JZM6YIRuN9rojaCc5L3Y4hNitROaMadLRaJe2Hx8orogdDskMY/B2cYCjoyOexifT/spGqZkc05O7oLnjbbR3vCp2OACAZA2PaoseIykpCe7u7tkuK+o8azNmzBDz6bNkKt3p4OCQ5TKOjo4Wy5qbN28eZs6cmeH2krIEuMvoi2yLQhCPdp6P8YXsBOScQexwiDsAJMFXLnYgJK9CEI+auivoLz8KR872Kt8RYi9CEI9GuvP41OUUHLmiU8WvyNEaLyG0v7JpXd1voav0FGScbVTxVBpy31Zm1WStYcOGGDlyJHr16vXG69q6dSuWLVuGM2fOFEBklpydnQFAKKefGbVabbGsuUmTJmHs2LHCdVPLWtu9XpBJ37xlrVevXmjdpjVevozHhK+/ztVjPDw83niqgaw0btwYp0+fLpR151aZsmVx/969fD32m1qpeD9Eg3rS+0Ki1myPNwwif5/d3NwsykoXhDVr14ADh61bt+LIkSP5WkdgYCBiYmIKNC4T5wqN4FymLorrYuDqyOEuXxzqqBtIuWof5fo7de6MPbt3ix1GgejQoQP27t2bp8dMrZ2CdiW1aOKrgmOSMVHr+JcX4tV0kspetWjZAsf+OSZ2GG+dARVVGFxJhRLRRyAtqQc4oPNfnohTv9kxxKpVq/DFF19kuN3Z2TnLOaYGDhqEX9ete6PnLYqcy9SFc4VGKM5iUcLbDWEJCqgfX0PKdZqaKL2goGBERT0R5bl7l1NjeNU0OMbegqy48cDOFvZLegMPIJfHeHkZy/WmOI7LsWJNbi1atKjQxqzpdDph/ENWY9ZMpa5XrFiR4/rSj1mLjIy0qE6W/vLBBx8If2/dupWdPn2aVaxYkW3fvt1ikLr5IMWffvqJde3aVbi+Y8cOlpCQYBGH6b7PP/9cKJBifunfvz/buXMne/r0KWvUqBH75ptvhAIf6S9//vmnRTXEhQsXsj59+rDBgwdnOT7h77//Zu3bt2eff/658LjTp09nWK5ChQrsxIkTQiGKCxcusLCwMLZ7926Lwgmmy++//y68z9OmTWPff/89W79+Pdu6dauwTHbjbU6Nr8HYdHd2bmJNxqa7s8QJbuyvv/5iBoOBtWzZ0mJZ8wH0Z86cYRqNJtu+5VevXmXXr18XrtevX5+1b9+e/fTTT5kuf+vWLTZ06FAmkUiEqoa7d+9m58+fZydOnLAYsN20aVNWvXp1i8HtmQ2ANV/exHyAuvmA2BIlSrB27dqxmTNnstatW7MnT55YjAVZuXIle/nyZa77Z2/evJk1b948w+27d+9mHTt2ZHfv3hUq0wFgnk36spAJ+1iT0UvZhxNWsJAJ+1jl/rNzfJ6yZcuyRo0aZfo8ly5dYq1bt2aAsQDL5cuXWWpqKnv48KFFWXnh82A2gPvJkyds165dbNeuXWzAgAFs4sSJ7NKlSxaFcPCqH7qpyEWlSpUsPpt79+5l165dE25btmxZpoOcL168yFatWsUaNWrEfv311wz3t2vXjsnlcubj48OSkpJYuXLlLO6fPHmyRbXVrC7px0+kL2JjuphXq42Kisowpsv88u2337JBgwax9Z0UjE13Z2GLezM23Z2x6e7MU2EssBAdHZ3p705mF/PfhaCgIIsxCukLIxw4cIAtWrSILV26lA0ePJj169cv02IW9erVY97e3mz69Ons5MmT7Pr16+zSpUssISGBLV26VKjUy/M8u3PnjvDd9/b2zrCuzMZM1KxZ0+K37+7du2zJkiXs5s2bjDHGwsPDhfs6d+7MHj16xHieF4qrBAUFZfq78NNPPwmvOavf1qx+pzt37pzle/zy5csMn6H0xSyuXLnCGGNs4sSJDIDFWNn047KKFy/O4uPjGc/zLCkpKcuxIX5+fhlumzNnTrZjs2bPns3OnTsn7I/v3LnDlixZwh48eCCMmUo/Jqdu3brC3ytWrGAqlYo9efKENW7cONPnyK7wwL1791iJEiUsCgI1adKE9e3bV9inZfb7k9WlcuXK7Ny5cywqKkr4bUp/GfuuA2PT3dnGzgpmmObG2HR35u9iHOfcrl079vvvvzOpVCosX6pUqQz7q8WLF2dYr/mxgOnSsmVLptfrMxTmMV2ePXuW4/jZa9eusX/++YfFxMRkGEu8bdu2TB+jUCiYVCplI0eOzPDZ//vvv9mePXuy3KamS8mSJYVx7NWrV2clSpTI9LnSj6EzFd3J7tKnT59sx8i7Vn+PhUzYx2qP/oV1mfILC5mwj3m3G26xzLfffmtx3TT1EwB24sQJi/GQVapUYY8ePWL//fcfu3PnjsUxnXlFUNMlt+N0y5Qpw/bv3y+MD/7ll1+YWq22KG5kfnn69Cl7/vx5rscdnjt3jl27do2VKVMmw31Tp061OI4OCwtj//vf/7Idd+/l5cW6dOlicZuvry8LCQkRPlsrV65k33//vXB/Vp9dAGxMA+N36dSYSsJ+yccp65oBXbp0YX369Mlwe+PGjS3GW2f2+5qUlCTUtMisYFBmF5srMMJxHBs2bJhwIP4mF9MBbWExHQBfvnw50/tNAxDNS2dnxZSsubu7s/79+wu3mxI+wPJH9datW6xOnTps8eLFOa67RYsWrGzZsrkqr2ta/5QpU5hSqbSoYFenTp0cH9erVy928OBBdvHixRyf6+LFixmqAGXl1KlT7ODBg2zWrFm5mqIhKSmJ9e7dW3ivssPzvEUJWNOPvb+/P9u5cyc7evQoO/V1Lcamu7MzX1VmbLo7i/vaTVjeVFIcMBZ8USqV7P333xfKzzJmLG9veo0JCQnswIEDwvVnz54xxhg7cuSIRRlZvV7PVq9ezQYPHizE5O3tzdLS0phWqxUel555VSzzbR4ZGSm8ztjYWItKZHv37mWtW7dmjx8/tljXsWPH2C+//MJ4nmerV69m586dy/Q5DQYDu3btGluxYoVQcXPq1KlCVTrzz8fnn3+e6TaPjIxkX3zxBQOMO830TNWePBr3YSET9rFGo5ay9l8vZyET9rEW439mTZo0EdY5adIktm3bNlavXj22c+dO4SAuLi6ORUREsNWrV7MPPvgg16XUb9++Law7Pj6excTECNezm95Ao9Gw1q1bW1TnM61v0aJFGUpzr1q1ir3//vtCCeDdu3cLz+Pi4pJh/fv372dNmjRhI0aMYPXq1RPKOptiOnfuHHNwcGDTpk2zmGLg0KFDrHHjxuzWrVuM53m2b98+i5McT548YVFRUWzChAlCwlCjRg0WGhrK4uPj2a5du9izZ8+YwWBgjRo1YvXq1WMGg4HFxMSwqlWrsiVLlgjb0nSixOTIiPLGZO27LsJOccLYkcL9nTp1svh8mO/sevbsKXwPMrNp0yah2tiGDRuYv79/tiWlT5w4YfFcqampeZ6b6OnTpywlJYU1bdqUAZbTjZh/zwEI5dJr1qzJqlatmmmZ8FmzZrGyZctmKFOvVquFct9JSUkZpjiIiopid+/eZTzPs8uXLwtVEo8dO8bu3r3LGDN+Hq9fv846derE3nvvPeG1pj8w+O6774SqwubJmamycXx8PFu2bJlFGXG9Xs+uXr1qMadUVFSUUC00q3mfzMtTA8YCK4wZy3ab7/MWL15sEcuzZ89YeHg4GzlyJNu1a1e22+jRo0ds3Lhx7NGjRywsLEw4sMtKamqqMMenWq1mgwcPZjt37mSMMfbnn38yb29vtm/fPqGwjOn7bXqNPM+zu3fvZphfS61Ws3feeSfD+z1p0iSmVqvZ2rVr2Zo1azJMixAXF2dR9Omjjz5iiYmJwgHmlm7OwnfJ15kTDiZNMY0ePVo4afzkyRPWt29fVrNmTdazZ0/G8zzTaDQWJ+QYYxbFv0yl/RkzVhleuHAh27FjB3vw4AFzdnZmwcHBTKvVMrVaLSSkpmk1TAfI6aczMFVP9fDwEI6Rjh07xubPn88MBgNbvny5MIWG+dQi9+7dY0OHDrWYKmbHjh2sSZMmQqVTU4Vs0yX97/yuXbsYYCxwptPp2NSpU1mbNm2YRqNhP/30E+vSpQtLTExkSUlJbPXq1ezff/9ld+7cYSqVSjgJ89dff7GrV68K68wsEQgJCWFD5v/KQibsY9VGrGKdJv/yat+1TDhh161bN8YYY25ubhbvv/l3JTIykn322WdZHletX7+edezYkSUnJwvrmDhxIouJiWF6vT5Dxc3p06ezyZMnM51Ox9q2bcuGDx+e41QcaWlpLDExkW3fvt2iPL7BYGCPHz9marWa1apVy+LEsOlz+MMPPwjLP3/+3OL+999/P8vn3L9/P3NxcWFff/01W7x4MYuKihJ+e0zzDpsXe0lNTRWSPtPr0ev1bN26dcLvpel9Na/eDICNqm/8Lv07poLwXfJSGO/bvHkz+/zzz1nt2rVZ586dhe/106dPmZeXFxs4cCDbuXOnxe9hcnKy8Bk1PUePHj0stqvpOxUWFsbGjRvHkpKS2JIlS9iGDRvYsmXL2MiRI4UTeDaZrEkkkgK5FGY1SMYY++qrrxhgPOOX3rNnz5hMJmM+Pj65mo/GlKzFxsZabMyzZ88KG1qv17OHDx8KZ2Fzi+f5DPNXZaVv377M2dnZolz+nDlzWIsWLbJsQWSMsYMHD7IRI0Zku0xWTF+a0NDQPD+2sDx+/NjiB/7khLrGZG10Wcamu7PY8e4Wy+v1ehYeHp7tgd6SJUuEOUMYY+zkyZNs3759uY4pJiYm1xMNT5kyJcfJi1NSUtjUqVNznOy7ICxfvpyNHTs2w8Ghm5tbhmUjIyMzPYg17SQ9GvVmIRP2sXdHLmVtxxmTtdZf/8z0ej3TarWFNqHx06dPLQ6Q9+7dm6tpOd5UTEwM++KLLywODPIit/Nh8TzP2rdvb1Fm2pzBYMj0hE9WB+F6vZ7dvHkzw31HRxnPXJ6f007YKSa8fH2yJDIyktWuXZstW7bMYi6ilJQUZjAY2KFDh7KcLzCz2HJiOiv+5Zdf5mqdWUlNTc10GhfzkyImBoMh15ORW4OpuummTZsy3WaMsVzvQ/KK53kWGRnJBg8ezGrVqpXhwLp169aM4zj29OlTxhhjR48ezfEEXE4uX778RpOKm8+TaEqK82L79u1sy5YtTK/Xs0uXLuXqs5CWlsZOnDhhsR2Oze3O2HR3dtrsANP7VWtAnz598hRT+mTt6dOnrF69emz16tXZPi42NjbD99H885OcnJzlb1d0dHShfA80Go1QSdnUmyG9iIiITOcdzIlOpxMSeXNarVbojTF48GC2fv16Fhsby0b9+Jux98fQFUKy1nj0cvbkyRM2f/584b1btmwZA4y9mt7ElStX2LRp0zLM4TVgwIAcT4oXlIiICNa2bVuh51N6ppNuc+bMyXHC8Jw+H/Hx8Wzp0qX5mqzdPFkb+SpZ++/VMR6b7s48HI33ZTfRfW4+QxcuXGDTp0/P13yEeZkU26rVIAcOHFjg6/z1118LfJ0AcPfuXVStWhUeHh4IDw9HUFCQcN/AgQOxfv16TJ06FbNmzcpxXUqlUhgzlr7iy8OHD1G8eHGhYElhYoxBo9FAoVAU+nOZP+fFixdRtmxZeHp6Wu158+LUpAZo4ngLZxN90MDzJWLTAL+FhTO+722wcuVKjBgxAvv27UP79u1z9Zg6derg4sWL8Hj3I3g2/QTF0yLh6sDhriwUFRGNv+d/XshRk4JwbEw1tPB4jAtcDdRll8EzBtX4GLi4uooSj8FgQHh4OGrUqAG5vOBH/6vVaixZsgQffvghqlSpUuDrLwgajQZ37txB1apV37j6ckEzGAxIS0uDm5ub2KHYnOMLPkJz1d84kxSAhh7PAQDr/Kdj9aYd2LZtG0JCQnK9rqlTp2LOnDkAjPtke2eq0u0q0u+Kydil2/BHjBuclY9RzkuKK4YSKKl5iJOLh1ssxxjDrVu3UL58echkBV8q4vTp02jSpAnq16+Ps2fPFvj680Kj0eDKlSuoU6cOJBLxqp+bfutq1qyJRvLrWNbeCWeTfNHAIw4A4DFfifLV6uDChQuixZhdbpCeVQuMFFZiVRjKlSuH77//Hl9++SVq1aqFvn37wsvLCwcPHsS///6LRo0a4Ztvvnnj5ylVqtSbB5tLHMdZNVEzPWedOnWs+px5xTgpAEAC48BT+9+ViWvo0KEYNGhQvk5AMGbcBjwDDMz4YyuV2NYBJskae7WD5AxaQAJoDYA8m6q6hU0qlaJu3bqFtn6FQoEJEyYU2voLgqOjI6pVqyZ2GJmSSqWUqGWB44wHuhL2utJV9x49MWjY2Kweks26itZvqNhJmon5+8qE2zJfrnLlyoUWR+PGjREZGYnAwMBCe47ccnR0RL169cQOA1euXMGRI0cwfPhwLPqoIoB4cGbfpUOHj6BqrQbiBZhHopbut3UjRoxAmTJl8P3332PdunVQq9UoU6YMZs2ahXHjxlk98SGFJF2yRt5cvluKeVOyxmDgjbs/adE6zijSGF4dYPKvkzW3QmjRIqToe3Xiw2y/xEmkYgVDMmFK1oz9D8WNJTQ0VNwAbMw777yDd955BwDQtGkzQLnL4hivSpVqcHFxESu8PKNkLQft27fPdVcuYp/Yq6Z6zqxVh4iFF/7Pg1rW7M6rgxcJb5z2RGcoemf1CbEKUyu1WV8PiYQO2WyJ+a5JaFkTJRKSLdN+yaxlTSK1rxMf4nUoJcRWvGpZk3KmbpD0cysW9qpljTHudcsa/UrZkVcbizfOV5iHOT8JIeZedYM0b1mztwPMoo6Decua8ceOzk3ZoFfHeJbfJfs68UGHQYS86lpiOusidneGtxoza1l7tR1k1LJmN0xj1sDrxQ2EELv3qmeBHR9gFnVcpi1rtL+yNdyr3lNSzqyV2s6+S5SsEWIayM1Rlia21y1rgMF0sEKnKu0HZ9myxtOBCyH5YjrANO8GSWPWbMvrLt4c9YO0ZaZjPDs+8UHJGiGvdoBSqgYpPvZ6G5haOGnMmh3hLMd/EkLyK5Mxa/nsBlmjRo2CCIikY1FgxHSbaNGQrGR24oOStTzIy3wfMTExhRgJeasJY9aMn0cqMCIiocjL659VjpI1+5FunA11KSYknwqwNaBLly745ZdfEB4eXiChESPLAiM0Zs1mvfouSS0qq9pXW5Wo0TZq1Aj379/PcbktW7bY7DwxpAh4VWHrdX9m+rW1NqE7iXnLmuk+USIi+WKquvVq61GxHkLyKd13yXhT/g7ZOI7DZ599hpo1axZIaMTIYp61V5uJxqzZIM6yZY1nzO6qFIuarJ09exbVq1fHTz/9lOn98fHx6NGjB/r16we1Wm3l6MhbQ+gGaTrAJGIRxqyZjQGwr5/Ut5tpnjWOuhQT8mbSle7nGbO71oCiTjjHCLNkjXZYNsc01tOee0+J+s3fuHEjXFxc8OWXX6Jdu3aIjo4W7tu7dy+qVKmC33//HU2aNMHly5fFC5QUaem/yHb4PS46WCYH+bT3sx/pxqxRN0hC8ocTukHa7wFmUScRWjq5190gxQuHZIETukHa73dJ1GStb9++iIiIwKeffoojR46gWrVqWLduHQYNGoROnTpBrVZj1apVOH78OMqVKydmqKQoSzdmjQ4wRcRebwOhGyTt/eyG6cy/hFqpCXkzpm6QdtwaUNRZlO6nljXbJbGs+G2P3yXR29Q9PT3xyy+/4OTJkyhRogQ+++wzbNiwAV26dMHNmzfx+eefix0iKeqEnaLxKo2zEQ8ztciY7fFoa9iRDNNg0NYjJF+KQGtAUWdeDVK4TZxQSHY4+0/WbKZ2ZUJCApRKpVAhMjY2FqmpqSJHRd4K6b7Idvg9LjqEku8cIHQrod2fvXg9Zo2+S4S8mVdj1uz4ALOok2RSYIR2V7bHNNRF9mrb2ON3SfSWtWfPnqFHjx7o1KkTDAYD9uzZg0mTJuG///7DO++8gwULFoDnac4eUojStazREaaIzPZ41A3SDqUrN26PO0VCbIGp1caeiyIUdZxZb5zXey7aYdkaYcya8F2yv20karL2008/oVKlSvj999/x0Ucf4dq1a+jQoQO+/fZb/PvvvwgJCcE333yDevXq4cqVK2KGSoqw1wO5jWifKD6LbiWUrdmPdDtFQkj+vB7/aUTJmu2xaFl79S/trWyP6bskFb15Kv9EDX3EiBGQyWTYvn07fvvtN3h5eQn31atXD5cvX8aoUaNw+fJl1KtXT8RISZHGWX6RacyaiMyqu9CxiR3KUGCEvkuE5E/61gAxYyGZyXSeNfrJszmvK34br9vjd0nUZO2DDz7A9evX0aNHj0zvd3R0xA8//IB//vkHwcHBVo6OvC24dPPZ2OH3uGiinZ/d4Wj8JyEFI101SDrxYXteFxgxG2NNOyzbk74bpJix5JOoBUb27t2bq+WaNm2Kq1evFnI05K3FWZ51oQNM8TCzhJnGANghTgIwsy7F9GUiJH/SjaW2x9aAok5itmuibpC2Sygw8mrHZI/fJbvpwens7Cx2CKSoMg3kFo4w6edWNJn8iNKJSjuSoWWNNh4h+UIFRmze61Y0zqwbJP3m2Rou/Ql5O/wuidqy5u/vn+tlOY7D8+fPCzEa8rYSBp+azmCKGMvbSiqVvvor44w1tPOzIxIJYABkVGCEkDdiag2gljXbZdw3WXb5pt2VDXp1jCe0rNnhSURRk7W4uDgxn56QV9KV7rfDL7K9W716NVq3bo2yNWsiGoBxBCEdndgdzvIAk7YgIfll/BLJ6LtksyRmk2ILLWvihUOyIBGqQb7aXnb4ZRI1WXvw4EGW9z1//hwXL17Ejz/+iH79+mHy5MlWjIy8Tbj0X2Qxg3lLVatWDc+ePcO3G/ZizW3L+2jnZz8yFhihrUdIfnA0Zs3mSSya0UwFRsSJhWSDk1pctcfeU6ImayEhIdneV69ePXTv3h01atSAv78/PvvsMytGR94anOXQTdonioPjOEjMD+5pDIDdSd+l2B7PYBJiE4QpZRiMPQ3od9DWCPsmjjP7raPtZGtM+yUTZod1CWy+wIifnx+6d++OpUuXih0KKaI4Lv3XwP6+yEWGWZcfZppSgTaH/UjXDZI2HiH5xKUbS00nPmwOl/HcokWFSGIbTOM/Tezxq2TzyRoAeHt7IzIyUuwwSFFFLWs243WZfu51y5po0ZA8Mw3kppY1Qt4Il74oAn2XbI75mDUT2l/ZngzJmh1+l+wiWTt8+DDkcrnYYZAiqig0kRcVr7uVWNwoSiwkH0wlkiU0KTYhb+L1mDWzE1jEplDpfvuQPlmjapB5NGvWrGzvT0xMxMGDB3H79m20a9fOSlGRtw61rNkMYT/HXk93Z38/q28vU5dimVCsh7YeIflj+d2xx6IIRZ15Ykal+21XhhPyIsXxJkRN1mbMmAGO48ByaJMsVqwYFi1aZKWoyNsm45g1IhbTjs68cVNCez/7IaHvEiEFIkOPD5HiIFnKrNWTWtZsD5e+GqQd9p4SNVmbPn16lvdxHAeFQoHSpUujffv2cHFxsWJk5K2S7seVWgPEYxyzRkcl9irjQG76LhGSH1y6USr22HWrqDM/zyu0rIkSCckOJ7X/AiM2m6wRYi0Zm8jp51YsxrOSplLVpttEDIjkSfpkjRCSPxnHUosUCMlSppNi0w7L5hSFk4jUZ4UQ6gZpMzL7CaWdnx3JMP6Tth0h+cKlH7NG3yVbYz7PmnCbSLGQrBWF0v1WbVnLqaBIdjiOw9SpUwswGkKM0o9Zs8cvclGRWV5GyZr9KAo7RUJsAu2XbB4VGLEPRaFlzarJWm4LipgzLU/JGiks6bub0Lkx8XBCtxKODk7sEbWsEVIgMpxEtMOiCEWdVJgBm0r327Ki8F2yarI2bdo0+iAT20MHmDbD8veBM/s/sQc0Zo2QApKh8BWxNZlVKqb9le3JWGDE/raS1VvWCLE11HXLdtCYNftWFLqbEGIL0vf4oDFrtifzbpC0nWyNpAgc41m1soK3tzfmzZsnXJdKpVi8eLE1QyAkg4w/rvRjKxaLnd+rfiW077MfGVvWaOMRkh9FoetWUScxKzBCY9ZsV1E4iWjVZC0lJQUPHjwQrjPG8jR+jZDCQC1rtuP1jo4TrtCZSvtB3yVCCggVGLF5nFnpftMGor2V7UnfDdIeW6mt2g0yNDQUa9euxfnz5+Ht7Q0AWLlyJfbt25fjYzmOw9GjRws7RPI2okmxbcbrxOz1oQltDTtCxXoIKRDpT1LRfsn2vN5GHHWDtGEcZ/8ta1ZN1r777jv07t0bV69eBWD8UN+/fx/379/P8bH0BSCFJf0XmYjndapGOz97VBS6mxBiEzj7bw0o6iSSjNsks6IjRFwZK37bH6smax07dkR0dDQiIiKgUqnQsmVLDB06FD179rRmGIRYSJ8M0E5RPK8nGQXAm24TLRySRxnPYBJC8oOTyS2u03fJ9mTesiZWNCQrEqllqmOPJxGtmqwBgKenJ+rXrw8ACAkJQa1atdCsWTNrh0GIIH1rAM/s/yyMvTLf+Qlj1uzwh/VtJZFSgRFCCoIkQ7JG3yVbIzE/uUjzrNmsotDjw+rJmjnzYiOEiCb9QG6aK8o2CKcqRY2C5EGGapC07QjJF6nc0eI6VYO0PeYFsahlzXYVhZY1akIgb730/ZkZjWETjXl/f8rV7E9ROINJiC2QpU/W6Ltkc8xL97+uBknbydZkOMazw21EyRp566WfzwbUsiaa15vi9Y8pDdi2H+mTNSreQ0j+SOUOFtdpzJrtkZglAdSyZruKwklEStbIWy9DpSCJqL2D32qZnpWkvZ/9SPfdKQpVuAgRQ4ZukHZ4gFnUSczHWIPmBbVVkgwn4O1vG9GelJAM42yoNUAspv2c+Vlk+/tZfYvJ0h1g0neJkHyhbpC2j8us2z5tJpvDpR+zZocbiZI18taTZOgGSS1rYrHc+ZnOVIoVDckrLl2yxnP0XSIkP9K3rNFpK9sjzLPGvS4wIqHtZHMyVClOf8xnB+wvYivgeR5r1qxBo0aN4O7uDgcHB5QsWRL9+vXDzZs3xQ6PFLR0Z10yXCdWw5kP2H61+6NuJfZD4uBkcZ0qqxKSPzKH9K3U9DtoayymmhFuEycWkrX0Y6czdou0fVY9Kn38+PEbPb5kyZIFFEnWeJ5Ht27dsHv3bhQrVgwDBw6Ep6cnzpw5g02bNmHnzp04duyYMFccKQKkljtFjlrWbASNAbA3js5uFteZRJ7FkoSQ7MgcFBbXdTydW7c1FtWLaZ41m5W+dH+GKWbsgFWPSkuVKpXvDzLHcdDr9QUcUUYbN27E7t27Ua1aNfz7779wc3t98DF16lTMmTMHX3/9NU6cOFHosRDrYHLL1gBOSgeYYrGo/GjeyEbsgqOLu8V1StYIyR9ZumqQGmZ/B5hFnel41rzVk6oX2x6eWdZS5dJ3i7QDVk3WSpYsmSFZY4wJLW4KhQLe3t7geR4vX76ETqcDAFSrVg0KhSLD+grDmTNn4OrqiokTJ1okagAwdOhQzJkzB2fOnAFjjM6gFBVSh3TXqWVNLJaTjL5qWRMtGpJXGZM1+i4Rkh9yheVJRB2jljVbI4xZM0OHhbbHxdVyvwSJQ+YL2jCr7kkfPnxocV2lUqFjx46oUaMGpk2bhpo1awoJkF6vx/nz5zF79myoVCrs37/fKjH+8ssv+OWXXzK9z9XVFYCxqyTP85DaYXZOMiG3PBGQvsmcWI/FWUlGY9bsjcLFw+I6J7O/nSIhtsAxQ7JGxxu2xrx0P6Nu+zYrw0nE9Cfo7YCop2qmT5+OxMRE7N69G7Vq1bL4kMtkMjRs2BAHDhxAcnIyJk+eLGKkRnv37gUANGvWLNtETaPRQKlUWlyIDZNZJmvUDdIWmM1bQ21rdsPJ1TJZk8qt0yOCkKJGkm6/RMma7XldECuT24jtkMqh483GF0rTV1q1faImazt27EDLli2zXYbjOLRq1Qq7du2yUlSZe/z4McaNGweJRIK5c+dmu+y8efPg4eEhXIKDg60UJcmXdDtFyJwyX44Uutc7OmY2Zo12fvZC4eQEjf71+AAJJWuE5I/MEQb+9VXeDrtuFXVSiXnLmlEmPSOJDdCYF+iRUbKWJ0+fPoWTU84Hxi4uLnj+/Hm+nqNYsWLgOC7HS7FixbJcx82bN9GsWTM8e/YMS5YsQYMGDbJ9zkmTJiEpKUm4PHnyJF+xE+vgpHLoDK8PMFn65I1YjdCtxCxBo1zNfkgkEmgMr69LHejEByH5wnFI1b/+8ePtsOtWUSeRGA+hzXt/UE8Q26Q2vE53ODs8iSjq4JyAgADs2LEDEydOzLKAiFarxR9//AE/P798Pcfnn3+eq26I7u7umd5++PBh9OjRAykpKVi5ciW++OKLHNfl6OgIR0f7y9zfVhKJBGo9IDf1MpHTAabYGCCcqaRkzb5oDWaV0RRu2SxJCMmO2sDB/dUvoT123SrqJGbdIGl/Zds0vBSAsWghJWt51L17dyxevBi1atXCZ599hho1asDHxwccxyE+Ph5Xr17FmjVrcP36dQwbNixfzzFr1qx8x7dkyRJ89dVXcHNzw/79+9GuXbt8r4vYLo7joNYz/J+9+w6PoujjAP699EIgIUCAEAi9Kl16kY4IgnRFCFjoIkWp0qRKVURARIpKkyZNpCNFSugloARC76RAenLz/pF3173c3uVyucvdhe/neebJZXd2d+72bnd/M7OzPu7/v0eKwZrNqHV5ZE2lY0nS/vdAc2dPBmtE5krQOgNI6wspnB3vAjOnU38oNs9X9ihRsGXNbJMnT8aFCxewb98+jBgxQjWPEAI1a9bElClTsrVs06ZNw9ixY1GyZEns2LEDZcuWzdbtU/ZxcnJCvOIRfs4euWxXmFec7smPo2s5omTxX7Dm6qneY4GIMpagaA1wxPtscjp56H6dljWer+xRova/cEfj7niViDYN1ry9vbFnzx7s2LEDv//+Oy5duoRnz55BCAFfX1+UL18ebdq0QadOneS+wdlh4cKFGDt2LKpUqYI9e/YgX7582bZtyn5Sy5rE26+ADUvzalN9bo0NykHmSxFOkFoDXL3yGM9MRAY9ev4SZXz+f5nGHh92x0mlcpEDjNinJOVoqgzWzNOmTRu0adPG1sUAAFy4cAFDhw5FkSJFsjVQE0IgJSUFqampGWcmixJCIN67KBJypVUIeOYPRkJCgo1LZR5nZ2e4uLg4bO3ef8/E5gAjjurJiySUzJ32W3LN5Wfj0hA5rpdJ/712xK5bOR27QTqOZPFfuCNcvW1YEvPYRbAGAMnJyQgLC8PDhw9RpUoVFChgm9aN0aNHIzk5GVWqVMGKFSsM5uvatavFhuRPSkrCgwcPEBcXZ5H1UeakpKRA22Yebv7/16D1KojYmzdtW6gs8PLyQqFCheDm5oCjh0knOsFuJY7qQUwqEJgWrLn5Gh5ll4iM8y9YBMBDAECSE1vW7I16N0ibFYeMSFKEO1oXLxuWxDw2D9aePXuGMWPGYM2aNYiNjQUAbN68Ge3atQMAvPnmm5g5cybeeOONbCnP5cuXAQDbt2/H9u3bDearUaOGRYI1rVaLmzdvwtnZGYULF4abmxsvTrNZUlIS4t2TkMcj7XMX/sWhccBhkoUQSEpKwpMnT3Dz5k2ULl06W7sPW4JydC3es+aYHsX+16XYncEakdmq1W0MXFwLAIhMdKxj+atAvRsk95M9itf8V9mR6uF4PT5sGqxFR0ejXr16+Oeff+Du7o5KlSrh0qVL8vwbN27gyJEjaNGiBU6cOJEtg3xERERYfRtKSUlJ0Gq1CAoKgpeX40X7OYGTkxO0Lhp4uPz/wOvl47DVY56ennB1dcWtW7eQlJRk8JEY9kpj9BU5gmTFg3y98gfbrBxEjs7F219+HZ3KAUbsjYbPBXUYBYqVA57fAAAke/hnkNv+2LQKYPr06fjnn38wbNgwPH/+HL///juE+K9WtkSJEti/fz/i4+Mxc+ZMG5bU+hytBSSniUpI+95p4eTwR1tH/i6pDt3v4PvjVfMiVykAwPXnWrhw6H4i8xV6HQBwK0qLOK3j9fbI6ZTnWnbbt2/uxarLr1MZrGXOli1b0KBBA8yePRuenp6qX/IGDRqgQ4cO2Ldvnw1KSK+KZ3ECt6K1iM9V1NZFeaWpned47nMs+Zr0R6f1cWj9K+/BJcqS17qg5+Z4dPotjoOP2SEnlZY1J56w7FJ0oYb4ZFs86iyLhZOzc8YL2BmbBmu3b99Go0aNMsxXqVIlPHz4MBtKRFmxePFiBAcH27oYJrt69So0Gg1u3boFAeBJrAAyca9at27dEBISYlLehIQEaDQaHDx40KyyviqU3UoE71lzSMElSmFjWAquP9dmnJmIDHNyws8XkhF6Xwutlr8neyO1rGk0TvjvHmsbFogMcnJ2xtIzyTh+N9Uhex/ZtMQuLi5ISkrKMN+LFy8c7t4byrz9+/cjNDTU1sWwCz/99BOePn1q62JkO50TnRy38eznSJo3b445c+Zgz549ti4KUY5RvHhxWxeB0lG2ogmVaWQ/nBWtaQzWMqlixYrYunUrUlJSDOZ5+fIl1q1bh0qVKmVjycgW5s6da/NgzR4Cg9TUVAwbNuyVDNZ0RtcS8ityIBqNBsOGDUOzZs1sXRQih7dnzx4MHz4cffv2tXVRKB0nlSdg28M1BOlTBmgM1jIpJCQEV69eRZs2bXDx4kW5mV+j0SAuLg5btmxBw4YNcefOHfTq1cuWRSUVJ06cQOXKleHt7Y3mzZvj8ePHOvP379+POnXqwMfHB4GBgfjqq68Mrqtdu3bYsWMHBg8ejKZNmwJI+x7MmzcPhQoVwowZMzJc58SJE/HOO+/g66+/RsGCBeHn54chQ4bI8x8/fozWrVvDx8cHFStWxIkTJ+TtAMCDBw/QuXNn5MuXD35+fujZsydiYmLk5ZcuXYrg4GDkyZMHAwcONNotJTY2Ft27d4evry9KliyJbdu26cwPDw9Hq1at4O/vD39/f3Tv3h1RUVEAgLx58yI6OhqVK1fGpEmTAAC//vorKlSogFy5cqF48eJYtGiRwW07NOWJTsNukET0amvWrBlmz57tmM/NzOE0Oi1rPF/ZM7asZcEnn3yCjh07Ys+ePahSpQpKly4NjUaDrl27wsfHBx07dsS5c+fQrl07fPzxx7YsarYSQiA2Njbbk3IkzoykpqaiU6dOaNmyJZ49e4YpU6bghx9+kOffvXsX77zzDvr374+oqCjs2rULixcvxurVq1XXt3XrVhQrVgwLFizQGUxmy5YtOHfuHEaOHGnSOo8ePYrk5GTcunULGzZswLfffouTJ08CAD777DPEx8fj9u3b2L17N5YvX67zmQ8fPhxFihTB7du3ce3aNdy7dw8jRowAAFy7dg19+/bF/Pnz8eTJE1SvXh07duww+PlMnToV58+fx+XLl3Hq1Cn89ttvOvM//vhjFC5cGA8ePMC1a9dw7do1OfA8f/68/HfChAm4efMmevbsiW+//RYvXrzAjz/+iEGDBuHChQsm7StHovvcmv+/4rmPiIjsjLJl7b9ukLYpCxnHlrUs0Gg0+O2337B06VJUq1YNGo0GQggkJCTAxcUFb7zxBpYuXYpNmza9UrUVcXFxyJUrV7anuDjTR28LDQ3F/fv3MXbsWHh4eKBWrVro0KGDPH/NmjWoWLEievbsCWdnZ7z22mvo168ffv7550x9Fl26dEFAQAA0Go1J63R2dsbo0aPh7u6Opk2bIn/+/AgLCwOQFvgNHz4cfn5+CAwMxODBg+Xlrly5ghs3bmDKlCnw8vJCgQIFMHHiRPzyyy8QQmDLli2oWrUq2rdvDzc3N/Tp0wclSpQwWO7Nmzejf//+CAwMRN68eTFy5Eid+Tt27MD3338PNzc35MuXD61atTLYBTQ4OBhPnz5Fs2bNoNFo0LRpUwQEBOD06dOZ+iwdgUbnhfSQ0Vfnt09ERI7BSeUm61fpWtWROHqwZtOHYks+/PBDfPjhh0hOTsazZ8+g0Wjg7+8PFxe7KB6puHv3Lvz8/JAnTx55WpkyZeTX4eHhOHXqlM7AMEKITD/YvFixYplaZ7FixXR+iF5eXoiPj8ezZ88QHx+vc5O2srz37t1DamoqgoKCdLafkpKCp0+f4u7du3o3eCuXTy99/vR5Q0NDMXr0aFy4cAFJSUlISUlBjRo1VNel0WiwaNEiLFu2DPfv34cQAomJiUhMTDS4fUel0WlZ401rRERkn5w0yuesMVizZ47eDdKuoiFXV1cULFjQ1sWwOS8vL7x8+dIm2zVVYmKi3sAwynu4PD098dZbb+ndqyUpW7Ysbt26BQAYN24cxo0bp5pPGbBntE7A8I9QCmyUZVbeI+nu7g4vLy88ffoUnp6eqssbe78Z5VfmjYyMRJs2bdC/f3/s3LkTuXPnxpdffmlw9Lxly5ZhxowZ+P3339GwYUM4OzvrBZU5heo9AIzWiIjIzmiUfR417Aliz9iylgmrVq3K0vI9e/a0UEnsm0ajgbe3t62LYVThwoURExOD6OhouXXtypUr8vySJUti8+bNEELIF+APHz6En58f3N3dce3atUxvM6N1GpM/f364urrizp07qFKlil55AwMDERcXh4iICJQvXx5A2iMjkpKS4O/vj8KFC+t1OwwLC0Pt2rVVt1e4cGHcuXNH/l+5ratXr+LFixcYMWIEcufODQA4c+aMwbKfPHkSDRo0wJtvvim/5/v37xt9v45K/aHYPPkREZF94dD9joMta5kQEhJi1oWXdHH+qgRrjqBWrVrw8/PD119/jfHjx+PUqVPYvn07XF1dAQDdu3fHmDFjMGXKFIwYMQIPHjzAO++8gw8++ABffPGF6jo9PT0RHh6uEwAqmbNOiaurK5o2bYpvvvkGDRs2RFRUFBYuXCjPL1WqFF5//XWMGDECK1euhIuLCwYMGICoqCjs3LkTrVu3xuTJk7Fjxw40a9YMy5Ytw7179wxur3Xr1vjhhx/QuXNnuLi44Ouvv5bnFS1aFE5OTvj777/RtGlTLF26FI8ePcKzZ8+QkpIit+z9888/CAwMRHBwMPbu3YvIyEjExMTg888/R7FixYxu31EpH4ot4cmPiIjsjbPOaCLSA7J5vrJHjt6ylq0l7tmzp15q3bo1hBDw9fVFs2bN0L17d3Tt2hWNGjVCrly5IIRAt27d5FH5yD54enpiy5Yt+P333+Hn54eJEydi+PDh8nx/f3/8/vvv2LJlC/z8/NCoUSO0bdtWJ096H3/8MRYuXIhGjRqpzjdnnUrLli0DkNaK1rp1a3z22WcA/ju4TpkyBUIIBAcHo1SpUkhNTcWKFSsApAWn3377Lfr374/8+fPj4sWL6Ny5s8FtzZw5E2XLlkXZsmVRs2ZNhISEyF06AwMDMX36dPTu3RvFihXD8+fP8euvvyIxMRH169dHQEAAOnbsiM6dO2Ps2LHo378/SpUqhSJFiuCtt97CoEGDMGjQIMyZM0cn4MwJ1G7YJiIisje63SD//4enLbvk6MGaRmRmvHYLi4iIQN26dTFixAgMGTJEp5kSAJKSkjB79mx88803OHr0KEqVKmWjkmZNTEwM8uTJg+joaLnbmyQhIQE3b95E8eLFdQbOoOyj1WrlboiVKlVy+P3gyN+p/acuoc/GWxCJsdAkxQE++TGpQW70atPA1kUjIiKSPYt+ierTD6X98/IpkCsfPq/uhoGdm9u2YKTn4cOHKFSoEADgxo0begPG2YKx2CA9m4aXo0ePRrVq1TBs2DC9QA0A3NzcMGbMGNSsWROjRo2yQQmJKDtplK/+X0Xp7Ox4tWBERJSz6dyzJg0wwget2SVla5ojdlW16VXQ/v37DQ5XrlSjRg0cOnQoG0pEryLlD1et0oCyj9ytRPPfaJDODthlgYiIcjbdwIxD99sz5bWdI+4jmw7dHxMTY9IQ9XFxcTYZyp5eDRqNBsWLF4dWq5UHSCHb0LlnTWpZY00lERHZGbXzlSMGAq8CZcuaDe/+MptNq6xLlSqFlStXGh3G/ebNm1i1apVd9C+lnMvf3x/58+e3dTFIpgHYskZERHZKo3Nukp6zZpuykHGOOKiIkk1b1vr3749BgwahcuXKaNGiBapWrQp/f39oNBo8f/4cFy5cwB9//IHExER8/vnntiwqEWUDnaH7///ahfesERGRnWHLmuNw9FtcbBqsDRgwAM+fP8fUqVOxfft27NixQ2e+EALOzs4YOnSoycOzE5HjUu8GyWCNiIjsi/KeNQENNOBzQe2Vo3eDtGmwBgDjxo3DgAEDsGvXLly6dAnPnj2Tn7tWvnx5tGzZEoULF7Z1MYkoG8iBmcYJcjdItqwREZGdUatcdPTudjmVo7d42jxYA4C8efPivffes3UxiMjGXJylbpBO/w/Y2LJGRET2Rycw+//5ysFjghxL2Q0yV65cNiyJeewiWCMiAgA317RDksbZBSKFLWtERGSfdLs8alSmkb1wc3PDL7/8goSEBIccTM7mV0HffPMNqlWrhly5csHZ2dlgcnFhXOlIVqxYgYIFC9q6GDh48CA0Gg0SEhJsXRQygbvy0QlsWSMiIjulG6txgBF79/777+PDDz+0dTHMYtMIaObMmRgzZoxJN/s54g2BlD3279+P3Llzm/SAdbJv7m6KQ5Jz2ms+Z42IiOyNRu2eNQZrZAU2rbL+8ccf4eHhgXXr1iEyMhJardZoIlIzd+5chIaG2roYZAGuihZ0jXNaKxuH7iciInumYcsaWZFNr4Lu3LmDkJAQdO7cGXny5LFlUSiTIiIioNFosHHjRlSsWBGenp5o1KgRHj58qJp/9+7dqF69Onx8fBAYGIgJEybI81asWIHKlStj1apVCA4Oho+PD7p164bk5GQAgFarxYQJE1CyZEl4eXmhZs2aOHr0KACgXbt22LFjBwYPHoymTZsaLO/OnTtRqlQp5MmTBx07dkRMTIwFPw2yFHc3V71p7AZJRET2SAipIUEaYITBGlmeTa+C8ubNiyJFitiyCHZJCIG4pJRsT+Z0NV2wYAF2796N+/fvw8nJCf3799fLExsbi44dO2LAgAGIiYnBrl27MGfOHGzbtk3OExERgdDQUFy+fBnHjx/Hli1bsHnzZgDA/PnzsWbNGuzatQtRUVHo2bMn2rZti9jYWGzduhXFihXDggULsG/fPoPl/PXXX3HixAlcvnwZV65cwejRozP9Xsn6dLpB/h8HGCEiIrskXTc5SfdYM1gjy7PpPWtNmzbFkSNHbFkEuxSfnIoK4//M9u1emdwSXioXy8YMHDgQgYGBAIChQ4eiS5cuel1Wvb29cffuXfj4+ECj0eC1117D66+/jtDQULRt2xYA8OLFC0ydOhXe3t6oWLEiXn/9dYSFhQEAli1bhmHDhqF06dIAgMGDB2P+/PnYvn07unbtalI5P//8c/j7+wMA+vXrh/nz52fqfVL20Blg5P+cnZxVchIREdkJdoMkK7JplfXMmTNx5coVTJw4EUlJSbYsCpmpbNmy8utixYohMTERz54908u3fv16VKpUCV5eXvDw8MDx48eRmJgoz8+XLx98fHzk/728vBAfHw8ACA8Px6effgoPDw853b59G3fu3DG5nBUqVJBflyxZEvfu3cvU+6Ts4eLiAqFN1ZnmypY1IiKyR/9vWdP8f/Ri3mNN1mDTlrX58+ejadOmmDZtGhYuXIiKFSuiQIECqnk1Gg3WrVuXzSW0DU9XZ1yZ3NIm282s1NT/LqyFfNDSrVnat28f+vfvj9WrV6NDhw5wdXVFgwYNdPI4GbkvydPTEz/++CM6duyY6fKprV8IAQ8PD7PXRdbj5OQEaLWAojWN3SCJiMg+6d4+4u7Kx0yR5dn0WzV79mxoNBoIIfDs2TP89ddfBvO+Sk3LGo0m090RbSU8PBxVq1YFANy6dQuenp5yd0PJyZMnUbZsWXTp0gUAkJCQgLCwMNSrV8+kbZQsWRIXLlzQCdYiIiIQHBxscjmvXbuG6tWry2WWum6S/REiFRr81x2SwRoREdmldPf6uzFYIyuw6bdq+fLlttw8WcCiRYvQoEEDuLq6Yt68eWjTpo1eYB0cHIy7d+/izp07cHNzw+jRo1G4cGGTuyL27dsXo0ePRuvWrVGzZk1s3LgRvXv3RlhYGIoWLQpPT0+Eh4cjOjra4Kiis2fPxuLFixEXF4elS5eiQ4cOWX7vZCVC955HF2fes0ZERPZPbURjoqyyabDWq1cvW26eLKBHjx5o0qQJwsPDUbt2bSxcuFAvT6dOnfD777+jQoUKyJ8/P2bNmoVWrVqhT58+GDlyJMqXL290Gx9++CHu3LmDd999F9HR0ShXrhw2b96MokWLAgA+/vhjjBs3Dnv27MG5c+f0lndyckL37t1RpUoVPH/+HK1bt8bYsWMt8v7JCtINUMOWNSIisk/sBknWpxHmjNduJTExMXj48CEKFy6MXLly2bo4FhMTE4M8efIgOjoauXPn1pmXkJCAmzdvonjx4g51H1VERASKFy+OsLAwlCtXztbFIQVH/U5Jig5ZAyfP/34nx4bVRuEC/kaWICIiyn7Fhm2Axs1T/v/3PpVQuUwxG5aIHIWx2CA9m1dZJyYmYvr06Shbtiz8/PxQvnx57N+/X57fu3dvhIeH27CERJSdNOm7QbqwGyQREdkfjdAdvZj3rJE12PRblZiYiKZNm+Lvv/+GEAJ+fn6IioqS54eHh2PlypXYs2cPTp48icKFC9uusESUPfTuWbN5nRIREZG+dI+a8XDnPWtkeTa9Cpo7dy6OHTuGTp06ITw8HKdPn4ayV2bJkiXx66+/4sGDB5gxY4YNS0rpBQcHQwjBLpBkeemCNT4Um4iI7FH6niDurgzWyPJsGqytXbsWVatWxdq1a1G8eHHV4fm7d++Ot956Czt37rRBCYkou2nSD4XMbpBERGSH0neD5GiQZA02DdZu3LiB5s2bZ/gMtRo1apg8zDsRObr/aipFajJHgyQiIruk17LGYI2swKZXQVqtFi4uGd82l5KSYlI+InJ8ypY1kZoMV3YrISIiO6SBbrDmwWCNrMCmwVrZsmWxZ88eo3lSUlKwefNmlClTJptKRUS2pFNTmZqaYcs7ERGRLTjp3WPN8xVZnk2DtS5duuDUqVPo06cPIiMj5enSxdm5c+fQrl07hIWFoVu3brYqJhFlI43yIaPaFNsVhIiIyAgnKHuCpLBykazCpsHasGHDULduXaxYsQIBAQFo0KABNBoNBg8ejPz586N69erYtWsX3njjDXz66ae2LCoRZRNlsKZJNywyERGRvXBi5SJlA5sGa25ubti3bx/Gjh0LPz8/3L17F0II3L59G8+ePUOBAgUwduxYHDhwAO7u7jYrZ0pKCmrVqgWNRoOQkBCblcORrFixAgULFrR1McgB6QRrgsEaERHZJ2cNKxfJ+mw+aoe7uzu++uorfPXVV7hx4wYeP34MjUaDggULolixYrYuHgBg0qRJOHnypK2LQQbs378fuXPnRo0aNWxdFLIAnWAt3c3bRERE9sJJw8pFsj6btqz98ccfuHr1qvx/iRIlULt2bdSqVctuArVjx45h+vTpqF69uq2LQgbMnTsXoaGhti4GWYgyWHPiyY+IiOyU8imgDNbIWmwarHXq1Am///67LYtg1IsXL/DBBx+gcOHCGD9+vK2LY1ciIiKg0WiwceNGVKxYEZ6enmjUqBEePnyomn/37t2oXr06fHx8EBgYiAkTJsjzVqxYgcqVK2PVqlUIDg6Gj48PunXrhuTkZABpj3iYMGECSpYsCS8vL9SsWRNHjx4FALRr1w47duzA4MGD0bRpU9VtnzlzBnXq1IG3tzfKlCmDdevWWfjTIEtS3gOgcz8AERGRHVF2g+T5iqzFpsFa9erVcf78eVsWwahPP/0UN2/exPLly5E7d+7s27AQQFJs9ieR+QPNggULsHv3bty/fx9OTk7o37+/Xp7Y2Fh07NgRAwYMQExMDHbt2oU5c+Zg27Ztcp6IiAiEhobi8uXLOH78OLZs2YLNmzcDAObPn481a9Zg165diIqKQs+ePdG2bVvExsZi69atKFasGBYsWIB9+/bpbTsuLg5vv/02OnbsiOfPn2PhwoXo1asXwsLCMv1eKXsoT3jOPPkREZGdclEM1e/MbvtkJTa9Z23ZsmXo0aMHBgwYgD59+qBq1apwdnbOeMFssHHjRqxYsQJDhgxB06ZNcfDgwezbeHIcMK1w9m1PMuY+4OadqUUGDhyIwMBAAMDQoUPRpUsXaLW6Byxvb2/cvXsXPj4+0Gg0eO211/D6668jNDQUbdu2BZDWijl16lR4e3ujYsWKeP311+WAatmyZRg2bBhKly4NABg8eDDmz5+P7du3o2vXrkbL9+effyIxMRFDhw6Fs7MzmjdvjvXr18PLyytT75Oyj4uiplJZa0lERGRPnBVNHnzEGlmLTVvW3n//fQghsGrVKtSqVQtubm7ImzcvChQooJcCAgKyrVwPHjxA3759Ub58ecyYMSPTyycmJiImJkYn5VRly5aVXxcrVgyJiYl49uyZXr7169ejUqVK8PLygoeHB44fP47ExER5fr58+eDj4yP/7+Xlhfj4eABAeHg4Pv30U3h4eMjp9u3buHPnToblCw8PR1BQkE4lQLt27ezmnkjS5+783xnPhSc/IiKyU8pzlAsrF8lKbNqypjYoRFRUlEW3UbBgQTx69CjDfAEBAXj48CGEEAgJCUFMTAx2794NDw+PTG9z+vTpmDRpkjnFTePqldbKld1cM9/alJr63w214v/dKNM/FHLfvn3o378/Vq9ejQ4dOsDV1RUNGjTQyePkZLjewNPTEz/++CM6duyY6fI5OTnptfSRffNwVQRrNq1OIiIiMsxVcZJyZbBGVmLTYO3mzZtW38Ynn3xiUsuWdE/at99+i927d2PKlCmoVq2aWdscPXo0hg0bJv8fExODoKAg01eg0WS6O6KthIeHo2rVqgCAW7duwdPTE/7+/jp5Tp48ibJly6JLly4AgISEBISFhaFevXombaNkyZK4cOGCTrAWERGB4ODgDJctUaIEIiIikJSUBDc3NwDAqlWr8Prrr6NKlSombZ+yl5fbf62gzgzWiIjITpUMLop/b6VVCLvZx108lAPZNFgztSva7du3kZJi3pPhJ0+ebHLeS5cuYdSoUahfvz5GjRpl1vaAtGfH2fIh3tlp0aJFaNCgAVxdXTFv3jy0adNGr2UtODgYd+/exZ07d+Dm5obRo0ejcOHCuHfvnknb6Nu3L0aPHo3WrVujZs2a2LhxI3r37o2wsDAULVoUnp6eCA8PR3R0NPLkyaOzbOvWreHt7Y2pU6di9OjROHHiBPr168fn5tkxT1dnIG0gULgxWiMiIjsVXLgAcCttFGw3Z/bbJ+uw6ZWQs7Mz5s6dm2G+GTNmGByW3ZI2btyIhIQEHDlyBC4uLtBoNHJ68803AQArV66ERqNB48aNrV4eR9CjRw80adIEhQunDYiycOFCvTydOnVC69atUaFCBdSpUwdt2rTBuHHjsHnzZowcOTLDbXz44YcYMGAA3n33XeTOnRszZ87E5s2bUbRoUQDAxx9/jIULF6JRo0Z6y7q7u2Pv3r3YuXMn/Pz88Mknn+Cnn35CpUqVsvjOyVo8FDcBePKmNSIislM+Hq7yaw8Ga2QlNm1ZEyYOFX/r1i08ePDAyqUB6tSpg+HDh6vOu3PnDtavX4+KFSuiVatWKFmypNXL4wjq1KmDy5cv600PCQlBSEgIAMDV1RVr167VyyN1i5TyKylH33RycsLkyZMNtpIOGzZMp9tpehUrVsSpU6eMvAuyJ56uzkC89JonPyIisk95vNzk1+6sXCQryfZg7ZtvvsE333wj/z9t2jR89913BvNHRUUhOjrapPuTsqpFixZo0aKF6ryDBw9i/fr1qFGjBmbPnm31shC9qjxd/2vw9+ZNAEREZKf8vP+75cXTmQOMkHVke7BWuXJlvPbaazh27Bg0Gg2eP3+O58+fG10mX758OgEeEeVc3m7/HZZyudu08Z+IiMggX+//Rgz3djWSkSgLsv1KqHHjxmjcuDGEEHB2dsbYsWPx0UcfGczv4eGRrc9YI9MEBweb3I2VKDPyev13WCrsx4eXExGRffLL9V+wlovd9slKbFZtrdFoMGHCBLRs2dIhHlAsBZhEZF2FfP47LFUIymfDkhARERlWLF8u+XWAJ68RyTps2sdowoQJOv+npqbi3r17KFCggFkPoyYixxfg643HGyZAiFRU+3CNrYtDRESkytvdFY83TIZLngIoOqSzrYtDOZRdPcQoIiICxYsXx+7du21dlGzHVjuyFEf/LuXLlw/x4SeRcOM0ChUqZOviEBERGRQffhIvzmyHqytvWiPrsLu79x39QjOzpB93XFwcPD09bVwaygni4uIAwGFPHJUrV0blypVRoEAB5MqVK+MFiIiIbMxRz7lk/+wuWHvVODs7w9fXF48fPwYAeHl5QaPhTaqUeUIIxMXF4fHjx/D19YWzs2MOe+/q6oqzZ8/auhhEREQmq1mzpq2LQDkUgzU7ULBgQQCQAzairPD19ZW/U46KFRZEROQIHjx4gOfPnzvEYHnkmBis2QGNRoNChQqhQIECSE5OtnVxyIG5uro6bIsaERGRoylYsKDDV5CSfbOrYC0wMBAHDhxApUqVbF0Um3B2duaFNhERERERAbCzYM3DwwONGjWydTGIiIiIiIhszi6G7r916xamT5+Od999F3Xr1sVff/0lzztw4IANS0ZERERERGQbNm9ZW7BgAb744gskJSVBCAGNRoOoqCgAQGRkJJo3b45OnTph9erVcHKyi9gy06THEcTExNi4JEREREREZEtSTGDKI8tsGqzt3r0bQ4YMga+vL7744gsUK1YMH330kU6e1q1b47fffsObb76Jvn372qikWfPs2TMAQFBQkI1LQkRERERE9uDFixfIkyeP0TwaYcOnUL/11lv4+++/cfHiRRQpUgS3bt1C8eLFsWXLFrRr1w4AkJKSgooVK8Lf3x/Hjh2zVVGzJCoqCn5+frh9+3aGO4SyR0xMDIKCgnDnzh3kzp3b1sUhcJ/YI+4T+8N9Yn+4T+wP94n94T7RJYTAixcvULhw4Qx7Dtq0Ze3UqVPo1q0bihQpYjCPi4sL3nnnHSxZsiQbS2ZZ0k7IkycPv6B2Jnfu3Nwndob7xP5wn9gf7hP7w31if7hP7A/3yX9MbcCx6U1gMTExCAwMzDCfr68vEhMTs6FERERERERE9sGmwVpAQADCwsIyzHfmzBkEBARkQ4mIiIiIiIjsg02DtaZNm2LDhg3Yv3+/wTw///wztmzZgmbNmmVjySzL3d0dEyZMgLu7u62LQv/HfWJ/uE/sD/eJ/eE+sT/cJ/aH+8T+cJ+Yz6YDjPz777+oVq0aEhIS0K5dOxQrVgzz589HSEgI/P39sXfvXly4cAHe3t44ffo0SpcubauiEhERERERZSubBmsA8Pfff+P9999HRESEPE2j0cjPHShWrBh+/vln1K9f30YlJCIiIiIiyn42D9YAIDU1FX/++SeOHz+Ox48fQ6PRoGDBgqhduzaaNWsGZ2dnWxeRiIiIiIgoW9lFsEZERERERES6bDrACBEREREREanL1odilyhRwuxlNRoNwsPDLVgaIiIiIiIi+5Wt3SCdnLLWkKfVai1UEiIiIiIiIvuWrS1rN2/e1Jv21VdfYd++fRg8eDDq1KmD/PnzQ6vV4uHDhzhy5AgWLVqEDh06YPr06dlZVCIiIiIiIpuy6QAjS5YswdSpU3H+/Hn4+fmp5nn69CmqVq2Kzz//HJ9++mk2l5CIiIiIiMg2bDrAyPfff4+2bdsaDNQAIF++fGjbti1++OGHbCwZERERERGRbdk0WPv3338RGBiYYb4iRYrgxo0b2VAiIiIiIiIi+2DTYM3LywuHDh3KMN+xY8fg6emZDSUiIiIiIiKyDzYN1po0aYK9e/eiZ8+eOHPmDFJSUuR5Wq0WFy9eRN++ffHHH3+gUaNGNiwpERERERFR9rLpACM3b95EvXr18PDhQ2g0Gjg5OcHHxwcajQYvXrxAamoqhBDw8/PD0aNHUa5cOVsVlYiIiIiIKFvZtGWtePHiOH/+PIYNG4aSJUtCq9UiKioKkZGRSElJQZEiRdCvXz+cPXuWgRoREREREb1SbNqyll5iYiKeP38OIQR8fX3h5eVl6yIRERERERHZhF0Fa0RERERERJTGpt0giYiIiIiISB2DNSIiIiIiIjvEYI2IiIiIiMgOMVgjIiIiIiKyQwzWiIiIiIiI7BCDNSIiIiIiIjvEYI2IiIiIiMgOMVgjIiIiIiKyQy62LsCrQKvV4v79+/Dx8YFGo7F1cYiIiIiIyEaEEHjx4gUKFy4MJyfjbWcM1rLB/fv3ERQUZOtiEBERERGRnbhz5w6KFCliNA+DtWzg4+MDIG2H5M6d28alISIiIiIiW4mJiUFQUJAcIxjDYC0bSF0fc+fOzWCNiIiIiIhMuj2KA4wQERERERHZIQZrREREREREdojBGhERERERkR1isEZERERkRXv37sXevXttXQxSce3aNXz++ed4/PixrYtCVnL16lVs2LABQghbF8UsHGCEiIiIyEpiY2PRvHlz+bWXl5eNS0RK1atXR2xsLC5evIhdu3bZujhkBeXLlwcA7Nq1Cy1btrRxaTKPLWt2aOvWrfj6669tXQwiIiLKohcvXsivExISbFgSUhMbGwsAOHHihI1LQtYWGhpq6yKYhS1rduidd94BANStWxf169e3cWmIiIjIXMquV6YM001EpMSWNTv24MEDWxeBiIiIssBR75MhIvvAYM2O8QBPRETk2NiyRkRZYVI3yFWrVll8wz179rT4OomIiIiIMouBNNkrk4K1kJAQi3+JGawRERFRThUTE4OXL1/qtKxptVoblojo1eaoAbnJA4w0a9YMdevWzfIGjx07xmeNEBERUY7m6+sLIYTOCHS8vYGIMsvkYK1ly5YYNmxYljc4Z84cBmtERESUo0mB2alTp+RpbFkjoszK9gFGhBCsWTIRPyciIiLHpjyX87xORJllUrAWHx+Pzz77TP5/1apVCAsLy3C5X375BfPmzdOZNmzYMMTHx2eulEREREQOSNmaxmDNfjnq/UyU85kUrLm7u8PJ6b+sISEh+OOPPzJc7uTJk/jqq690N+jkBHd390wWk4iIiMjypk2bhgkTJlht/cpgjd0g7RcDabJXJt+zdvv2bURERMj/h4eH46+//jKY/9mzZ9i5cycSExOzVEAiIiIia4iLi8PYsWMBAAMGDEBAQIDFt8GWNSLKCpODteXLl2PSpEnQaDTQaDRYvHgxFi9ebHQZIQSaNWuW5UISERERWVpKSor82lqVywzWHAO7QeZ8jrqPTQ7WhgwZgsqVK+Ovv/7C/PnzUaJECQQFBRnM7+HhgYoVK+KLL76wSEFfRTyoExERWU92nGfZDZKIssLkYM3X1xft27dH+/btMX/+fAwYMMAiQ/kTERER2UJqaqr82lq17hwNkoiywuRgTenmzZvImzevpctCRJQhIQQ2btyI1157DWXLlrV1cYjIgSm7QVorkGI3yJztwYMH8Pb2Ru7cuW1dFMqhzArWihUrBiDtC/rnn3/i6tWriIqKgoeHBwICAhAcHIwWLVrA39/fooUlItq1axc6d+4MgBc+RJQ1ypY15WtLYjfInOvp06coXLgwAJ6PyHrMCtaEEBg1ahTmz5+PlJQUnS+o1I3A3d0do0aNwvjx4y1T0hzq7t27cHV1lUeg4o+dyLiTJ0/aughElEMoW9aUr7NKeS5ny5pjMKcb7OnTp61QEiJdZgVr33zzDWbNmgU3Nze0bdsWFSpUgL+/P7RaLZ49e4bLly9j9+7dmDRpEvLnz4/+/ftbutw5QmxsrDxIi1arhUajYa0bUQZ4sUNElmKtljUGa68Ga7XGknXk+NEglX744Qfkz58fhw8fRpkyZVTzXLlyBY0aNcLChQsZrBlw7949+XVqaipcXFx4IzIREVE2sVbLmqGuj6yQzVkYrNlWdHQ0Bg0ahPfffx+tWrUyez179uzB559/jh9//BE1atSwYAktw8mchW7evIlevXoZDNQAoEKFCujZsydu3LhhduFyOmWEL/3geSAnMo6VGERkKdZqWTMUoGXm+CWEwNSpU/Hnn39arFxkWZYM8CnzvvzyS/zyyy9o3bq1SfkN/f5atGiB8+fPo2XLlpYsnsWY1bKWK1cueHl5mZSPo+MY5uT0X6wsnSR4IUpERJQ9lBfb9tYNcuvWrRg3blyml6Psw5Y127J0g9Dz588tuj5LMatlrUGDBibd5H/y5Ek0adLEnE28El7VYC05ORlxcXG2LgbZmX379uH111/H8ePH5WmRkZE2LBFZyvfff4/ly5fbuhhEepQX29bqBmkocMtIeHi4xcpjTHR0NKKioqy2/oULF6Jz585ITk622jZshcGabWX283fUe9bMCtZmz56N8+fPY/z48YiNjdWbn5SUhKlTpyIsLAxff/11lguZUym/NNJJ4lXoBlmmTBl4e3vj5cuXti4K2ZFmzZrh4sWLcjeELVu2IG/evBg1apROvlehQiO73b9/H/Pnz0d0dLTF1/3w4UMMHDgQffr0yZEXa+TYrNWyZolukNkRCKSmpsLX1xd+fn5ITEy0yjYGDRqEDRs2YM2aNVZZv6WYcyHvSN0gk5KSctz509K/EXsN5szqBjlt2jRUqVIFU6dOxZw5c/D666+jQIECcHZ2xtOnT3H+/Hm8fPkSzZs3x7Bhw/SW12g0WLduXZYL7+gyalnLaT8qSUREBADg7NmzaNCggW0Lo5CSkgIXF7N+EmRBMTExAIDPPvsMADBz5kzMmDHDhiXK+Ro3box///0Xx44dw/r16y26bmUrenJyMlxdXS26fmMeP34Mb29veHt7Z9s2ybHY89D92RGsKX+fjx49QtGiRa22LenYnhMsX74ciYmJJt0SZA8eP36MokWLok2bNti4caOti2MRK1aswJEjRzK1zMqVK9GoUSPUqVPH7O0mJCSgQ4cOaNWqFYYMGWL2ejLDrCvTn376CRqNBkIIxMfH48SJE6r5du/erTrdXiNXW3pVBhhRnqjsofuAVqvFuXPnkJSUhMaNG2PSpEkYOXKkXr5+/fohPDwcu3btgrOzs1nbevnyJXLlypXVItulS5cu4e7du1kajUkifb6GLupzaiWGLf37778AgG3bthnNt2PHDnz33XdYtmyZ/CDYjCgrQLKzZe3Zs2cICAiAm5ub1VoMyPFlxwAj5naDVAaPp06dwvDhwzF79my88cYblikkdK/HrH1szSnH7sTERPTp0wdAWmWiI/jll1+QmJiITZs22booFnHw4EH07t0708tdvXoVdevWzdJ3ceXKldi1axd27dpl38Ea7z2wDLXAJacczAyx5RDG+/btw6RJk7BkyRKUL18eADB37lx8/vnncp5Ro0apBmtLliwBABw/fhz16tXL9La3bduGdu3aYcKECZg4caJ5b8COvfbaawCAixcvolKlSgDSvst3795FkSJFMlVBIwVrbOXMfhkdf95++20Aad2aTD3pK3sQJCUlmV+4TJIeVitt8/bt2/jnn3/QrFmzbCsDqfv7778xcOBAfPPNNzbvXeEoLWtSgDZy5EgcOHAAiYmJEELAw8PD5PUlJyejU6dOqFu3rnyeexV681iastLpxYsX8mshhN02RiiPwznBlStXsrT8ggUL0L17d+TLly9Ty508eVK+HsxOZl0N9erVy9LleCW9isGa8iCX3cGadJHWqVMnXL58GQAwa9YsvXxJSUlwc3NTXYe5J3PpWYOTJk3KkcGa5Nq1a3KwNm3aNIwbNw5TpkzB2LFj9fJqtVosWrQI9evXR+XKleXpUpCWnd3lKI2pv8n79+8bnJeUlIRNmzbhzTffREBAgM4xLaNg7cGDB3KL3e3btxEUFGRSedSkbwEvVqwYAGD//v148803zV6vtQkh8M8//6B06dJWv8DSarVYsmQJatWqhWrVqll1W0oNGzZESkoKGjZsaPNznjIg+uCDD3Ds2DEUL15cNa+xc0N6xp6z9uLFC/j4+GS4DrXzTVhYGLRaLQIDAxEXF4fo6GiTj5WbN2/G1q1bsXXrVjlYU75/tqypMxaEKT8/rVZrds8ba3OEYO3mzZsICgoyqaI2qxUrn376KTZv3oz9+/frTM8o2K5Vq1aWtmuuLO+9pKQkXL16FcePH8e5c+fw4MGDHN+Vz1w1atTApUuX5P/VgjVbf3ZxcXFW7TJkrZu5lS5cuIA+ffrgzp07qvMfPnwov1Y7sCrvs0xNTcWePXvk/8092djrAdzSlBcy0pDT0t/0VqxYgUGDBqFKlSo60zMK1hz1hG9JV65cwfDhw/HkyRODeb744gt07NgxU8cUUz9baZ03btzA6tWr5f8TEhIwcOBAdO/eHQULFkRcXJzO7zyjYG306NHya+meRXMpt6W8V+avv/4ya32pqamIj4/PUpkMSUpKQmhoKLRaLaZOnYpy5crptPhb2nfffYcdO3bgt99+w4ABA1C9enWrbUuNPQ3KoCzLw4cP0bZtW9V8v/32G9zd3fHrr7+atF5DwVq3bt2QO3duXLx4UXW51NRU+bur9jlpNBrEx8fj2bNniI+Px927d00qDwDVQb0cLVg7duwYzp49a4HS6FO7UB87diyKFCmChw8fQgiBgQMH4ssvv5TnK/eRsfcnhMDTp08tUs4xY8ZgwoQJANKOuZMmTZJ7Ehhiy2AtNTUVN2/eNJpn8+bNKFGiBNq3b2/yOrPqwIEDNruP8uXLl1i7dq3pCwgznTlzRrz11lvCw8NDODk56SRvb2/RqVMncfnyZXNXn6NER0cLAAKAeP311+Xp169fl6dfv35dCCHEs2fP5Gm//PJLtpbzxYsXIm/evEKj0YinT59aZRuRkZHy+9u5c6dVtiGtv169eqrT/f39RXR0tNBqtaJIkSLydGWSzJs3T2f6vn37Ml2ef//9VxQqVEhv3YZotVrRu3dv8cUXX2R6W4bExMQIrVZrsfUppaamyu/tjz/+kKerfZ5Kffv21Zkvvc6bN68QQohatWqpLj927FiTP0tLOn36tNi+fbvB+S9evBC3b9/OlrJ4enoKAOLtt982mEf6jI4ePZrh+qS8zs7OJuWrXr26+O233+T/V6xYIYQQonjx4jr7vU+fPiI8PFz+/+rVq6rr1Wq14ttvvxV58uSR8zZt2jTDchuSnJysU46ePXvKrydOnGjWOqtXry5cXV1FdHS0EEKIqKgo8cUXX4h169aJ7777TiQlJZld3vfee08AEFOmTMnwd5PezJkzxSeffKL6+3706JF48eKFzrTQ0FCd/Si9fv78uThx4kSWjxP//vuv2Lhxo9H1ZPY9WtOuXbsMHv+VMlvmJ0+eyPmHDBmit40PP/xQdbmWLVsKf39/ERkZKTp37qy3XKFChcTLly/l/8PDw4UQafs6I8uWLdN7D48fP9a7DrE0af3z58/P0nqePn0qr2v9+vUiOTlZnDp1SqSkpBhd7smTJ0bzSOvMly+fwXnDhw8X165d09sfQ4cOlV8bOwZMnTpVABBr167Vm6fVag2eO+Li4sTcuXPFv//+K4QQ4v79+/L24uLixLBhw0z6Xn7//fc2+c3duHFD5zwRHx+vmq9+/fpyviZNmoiHDx8aXe+sWbMM/m4TEhLE4sWLxc2bN+Vpatd5UlJ+pqaeA6Vk7vHy/fffl9chnVOMbtecjRw/flx4eXkJjUYjnJycRKFChUSlSpVEhQoVREBAgNBoNEKj0QgfHx9x9uxZczaRoyiDtZIlS8rT//33X3n6tWvXhBBCnD17Vp5m6WAtLi7O6PxLly7J216zZo1Fty1RnsC2bdtmMF9WLhik9efJk0d1upT69u0rihYtqvrjvXTpkrh+/brOxQwAsXfvXiGEEJs3bxYDBw7M8ALt0KFDJl0IKF25csWkA0F8fLzOwcgQ6QTTpk2bDPOqCQ0NFffv3zc4Py4uTi7vwIED5ZOK8j0PGjRIPHv2TGe5Dz/8UOczkV7nz59fCKF78Fb6+OOPjX6WGe2TkydPikmTJonExETjbzwd5XdDTf78+XUunmJiYkS/fv3E/v37Da5Tq9WKZs2aCT8/PxEXFycePnwoevbsKVavXi2EECIxMVG0a9dOzJkzR7UsUmCbXkpKipxn9+7dJr83jUZjUr7XXntNZ//26dNHZ74y/fPPP/Lrixcvqq53z549esulD9bu3LkjgoKCxLRp0zJ8P19//bXOupRBoLnBmrT81q1bRUxMjPjkk090tvH111+btV7lunPlyqWzzsuXL4uyZcuKX3/9VXW52NhYOe+VK1d05kkVfz4+PjrTf//9d9X9JFUo7dq1y+z3oXwvAET//v2NlhmAiImJEbNmzTLpWGaqc+fOiffee09cv35dHDhwQJw+fdpg3u3bt5t0jM7MMVyItOBJefxTO/8Y285PP/2kup8KFy6sc00RHh6ucyE+adIkg2VSrlPy4MEDvesQS5PWP2/evCyt5/LlyzqfRY0aNQQAMXr0aNX8UVFRcjDTrFmzDMuXPliLioqS5w0fPlycO3dOb38MHjxYfn3ixAkxePBg8eTJE4PbcHV11ZvXoUMHAUAsWbJEb97nn3+uc2xWHk+VFZcZfS8XL16sk2/ChAninXfeEcnJyXp59+7dKzp37iwePnwotFqtSEhIMLpuY6pWrapTRi8vL5GUlCR++OEH8emnn8rXOA0aNNDJ16NHD6PrnTFjhsHf7cSJEwUA4e3tLYRIO8+q/ZaktGTJEvm1FKzFxMSI7777Tty7d09nu+mXVQs+nz9/nuE1rHIdVgvWmjdvLjQajZgwYYLeBZgQaRfkY8aMERqNRrRu3dqcTeQoygNrqVKlRHR0tFi7dq04c+aM3olWuQMtGaxNmzZNAGkXbmoHEiF0A8WVK1dmav27d+8WCxYsMJpn586dokePHvI2Nm3apJovJCRElC9f3mANTEak9efNm1dERESIvn37iqtXr6r+SNO3BGSUpAtf5Y/cmN69e+utw9iFgxBpLThS3tjYWNG0aVMxdOhQ0aVLF52WHekgePr0aREXFyc2bNig+qMfPnx4pi4ylMqVK5fhss+fP9d7j8rAX0qfffaZznLK1o7du3fr5H38+LF48803VbetdnB+/PixmDx5svjll1+Eq6ur+Pbbb8XTp09FmzZtxIYNGwwu/9dffxl8X+fOnRMXLlzQW85QRUb674R0kjX22Slr9OrWravTmnj16lWxatUqo5+B8kL8/Pnz8ntV1rzv2LHD4PbVPhMh0i40161bpxf4SnnKli2rs0zv3r311qN8Hxl997/55hu95dIHa8pjR0bSn/iVQVBWg7X0re1Satu2rVnrVa7bx8fH4LFHjbJiJ33FqDIAfvnypVixYoV49OiRwWBNSgMGDBCRkZFmV5ilX98PP/wghBBi0qRJonjx4kKj0ejM/+ijjwQAERAQYPI2UlNTxbFjxwxWQLq6upr0+QmhHryqXdeYsi7lZ/bw4UM5f//+/fW2MWjQINV1GNs3QFqwpuyBo2y5Vh5rz549KxITE8XUqVNFaGioEEK3Ze3w4cN6vw3pOiQiIiLD452plMFgVoM1tZYtY/ukffv2OnkMfael+VJFoUR5jvriiy90rpGMpY4dOxrcBgBx8uRJuaUvKSlJnq4WyKXvYXLx4sVMfQaSH374QSef9FqtpU+a161bN9GnTx+h0WjEjRs3DK57y5Ytok2bNqq/m/S/dwA6rW2bN2/WqxQHIJo3b66znpcvX4qNGzfKPQWklkq195++oldZeamWvvvuO/m1FKyFhIQIIO0aMT4+Xvzzzz86n42UIiMjdcoptdR//vnnRveHch1WC9by5MkjunbtmmG+zp0767VuvIqUwVrp0qXF22+/LQDo1DhINc7KHfjzzz8LrVYrxo0bJzZv3qy33pcvX4q1a9eqBjX//POPCAkJESVKlBB79+7V+4KdO3dOb5mTJ0/K83/88UchhBBr1qwRP//8s17ev/76S7z11ltytwlpObWL37i4OLF69Wq9Mqxfv17185Lmb926VQiRFmiOGDFCdfvXrl3TayFR+zF6eHioTi9VqpRJB18pjR8/XmcbY8eO1St/amqqfCCWfvDKpLaM0qlTp+S8yhqf9Ack5bTu3burHuCEUA8atFqt6NSpkxg2bJjOtJiYGPl/5fdWWvbUqVOiYsWKOl1YlQGHsdS+fXudckldv9RSvXr1RIsWLeT/k5KS5BOt2mehzCsl6SJQecBW+37ExsbqfWbK7rrpl5N+G+lJ85cuXSr++usvUa1aNb1ypqdWqy+l33//XeckorYtT09PvWlHjhzRacHesmWLePr0qRg1apQICwvTWc/ly5fFuHHj9D5TqRJjypQpqtstUaKEzjIhISEiPj5e9X0oa8P//vtv1c9h5syZestJwVp8fLxeS15G6tWrp5Pfy8tLfp1RsPbtt9+qXqBm9P1u1apVhuWSPH/+XCxatEjubi6tQ9kCaOh3r5S+pl9ZefTXX3/J06VW7AoVKogtW7YYfR+NGzcWAESHDh30tvfixQu94+2yZcvEl19+afRzunnzpsHtFS5cWH49depU8fjxY73t7tixQxQpUkTMmTNHbNu2TcydO1cA+sc76cJJbTtqF+pDhw7Vq/kHIIKCgvTyGtsXEyZMEABEcHCwfDGpPJ+mb4UF0oJiifI8n9H3LDAwUK/rYkbLABD169cXCxcuNJpHug6RrlGk1KNHD/Hnn3+KhIQEERsbKw4fPqz6eWq1WnHx4kW5tSZ9xcbcuXP1lkkvNTVVb1pMTIwYPny4+PnnnzP8ffTo0UN069ZNtTXF19dXtVu4NF8K1sLCwvS6JI8ePVqcOHHCpM+6ePHiettIH7SMGjVKCKF7rlH7bqUP1pSVuWqfQVJSkrhw4YLQarVi586domvXruL58+fixx9/1MknvZ4yZYpITEwUWq1WDhqkebVr15Zfu7u7y+fC5ORkMWLECPlaRrku5X58/vx5hsFazZo1Vd9LkyZNdNYldRusXLmyEEKIyZMn6y0jfe8aNmyoM+3OnTtG99f8+fPl1y4uLkIIIfz9/eVp0jFCmU9KT58+FdevXxc9e/YUly9fFhUqVJDnSb+RDRs2CAA6t7Yo12G1YM3b21tMnTo1w3xTp07V64LxKlJe9EpdpdInKXhSTlu5cqXOxVx60gXJrFmz9OZldDDp2bOn3jJHjx6V5y9atEgkJCTI/9+5c0cIkXYwXrdund4BQnq9fPlyvfUaCoikrl6S8+fP63Qb3LNnj84BV9nNR7mefPny6dSwmnIwlZLyIs7UpKwpHDlypM570Gq1onLlyqJcuXIGa3PGjBmj9xmlpKSIjz/+WHz66aciMDBQzmuoX7axZv0rV66IwYMHy10XR44cKc+TLrSU96188MEH4oMPPhDNmjUTwH8n7PQtZkIIne+vRHngzSgpqd2PoUxt2rTR+f+tt97S27/G9nnz5s3l1w8fPhT58+dXvWhSuzA/cuSIPP/ly5c621C770LZ5Um62DX0viXpu4OlT7t27RLffvut6jqkacqaWGna3Llzxe3bt+X/165dK9cw586dW86/fv16g/tIel2tWjXV7QYFBZm8z5UXCYcOHVL9LNROvHXr1hVCCJ1746S0fv168cEHH4i9e/fqdf8TQoi6devq5FdW1kycOFF8+OGHYvbs2XrL3b17V+d3LsmoG42x/ZyQkKDXm6FVq1byMuPHj5df+/r6Glx3SkqKaN68uc69Tobut0pNTRX79+9XXY8pAYHa+5F6ghQtWlT1OzF58mSdFl1lUtuHUsqXL5/O/2q9cUwp45o1a+RyqOWbMGGC+P3338XEiRPFpUuXdLqTmbIvTZ23bNkyvWl9+vRR3UZMTIz4448/RJUqVUzeJ0WKFNE5B2X0PpSpTp06RudLrbPKlgll6tq1q+jWrZsA1FvJpGCwV69eqvstfXfu9K5duyb8/f31KomUx0FDqWfPnuLFixfy/4Yu0IsUKaKzbmVlkhSsqS03duxYna77xlJwcLDee/Pz89PL9/LlS51WUrXvljJYu3Pnjjh27JjB7f7555/igw8+EAB0AvP+/fuL5cuXy/+nvzbx9vaWj5nKXjHKCkcg7bpQCN3zY0xMjPx64MCBcrk7duxosJzKa4by5cur5mncuLEQQuj0QJNSRESEXEGiTAULFhRRUVE6vXKM9VZQS1Kwpra/1NKjR4/ka9yCBQuKypUry/Ok68P0+1d5nz9gxWCtWrVq4pNPPskw34cffiifcF9l6Vso1JLUPUg5bfny5fIFNJDWCnTw4EG9dVatWlXs2LFD50BoypdMaiF4+fKlCA8PFwcPHpTnvfvuuzoXAlKriFRDoEzKrjhLliwR+/btEzdv3hTx8fE6X9z0KW/evDotOennHzt2TKeLyoEDBwzmnTt3rtxlKzM/THNScHCwzv/Vq1eXb+5W7pdt27apLt+vXz/5fbx8+VIsXbpU7mOdPikP1Mofu1pLpZSkbi3u7u5iypQpomDBgvK88uXLi5cvX+oE5mopJCREp3VG2m76/b506VIREBBg8me3ePFi+d6et956y2je9F1YpO9E+jIZ2ueGLjjSJ7Vgbe3atTp5lPcGSBVVd+/eFbNmzRLPnz/XCbDVklJqaqpo2LChXutP+rR7926dmrw///xTLF26VKdWHYBei+OUKVN0LuBWrFihVxZjxyRlIFa9enWdspu6n429JyGEuHXrlk7r/ujRo1XzV65cWa/lTy11795dCJF2EaEMnKXk5uYmvzbUvVYIITZu3CjPk7rApqSk6Ew3dT9LpBO58oZ5Q8sbC9bUBggw1N3P2EV5ZoK1adOmiejoaJ0gVvmdGzNmjEnrUXbBMiWdOXNGHDt2TJw6dSrD751U25/ZizK1i0Bj+1I577333hMrV64UPXr00LvYlM6rymm9evVS3Ub6FmNTUqFChXQCkbCwMJOXff31143Ol7pLZnRsAtJ+U9L34MmTJ3rfObXAvU+fPjoVsr/99pv8+e7bt08nr7J7mSnHAAA695gpr0vSp6SkJFGkSBGdQR4A48GaciCRjFL6Cg0hhF6lREbfu7i4OL0WTiCtdcaU9RQrVkx+3bZtW7Fy5Ur5f2VFfPqkHPhLLUVHR+vsa+V+++ijjzI8xgG63/vSpUur5ilVqpSIjIxUHVdg3bp1Br8TP/zwg2jatKnJ+yp9kipAjR2LlUmqJDKU0h9nhNDtjix9phkxK1hbvXq18PX1NTra4z///CP8/PzEli1bzNlElmzatEk0adJE+Pr6Cnd3d1GmTBkxatQovb6lxjx8+FAMGTJElCxZUri5uQk/Pz/RsmVLsWfPnkyXx5Rg7eTJk0II3S/40qVL9fJJN5kq5ykvag8fPqy3HmNp5cqV8o86ox+pEEJ89tlnRvN06dJFfq12v5ZaevnypV5NAwCdbjxA2oHdUFc2IG3Ercy8d0un5ORknfsUMvoslSNbZSYJIXS6DmU2devWTadmzFCS7mmQkrJvfVbT7du3xRtvvJHl9UjU5qn1g1dLan321Vo0pTRmzBidQVXUgkpD5UxMTBRz5swxqVxbt26Vu3spk7J7hpSUNb6dOnXSmZf+/q3Vq1ebfJFYo0YNnc/FEvteGXSsWLFCfPfdd6r39GQ2SfdoZXTRLg1KoNwvau9PqkAzdI+aWoqNjRVPnz4Vffv2FSdPntTpGaG8JSCr71WtS7CUlBesamnTpk2Z2lajRo30fg+7d+9W7V5vKKl1HzI1ZRSMSC3uuXPnztR6d+zYYXT+V199JW7cuCH69eunc+9oRkmtZU1ZQZDVJN2LLf1vieOolKTWMlOCNSml72kjJbVBVdSSsd/E+PHjxZIlS8Snn35q0rqUFYB///23wXzKe9GUKX/+/AYHdmnbtq3Jn0lgYKC4efOmTmW0qZWappyDMpvatWun04XU2L1/WUkffPBBpo9x6bvUm5LWrFljsILP1KDYWEpNTc308cRQklqilfs3fRButWDt8OHD4qOPPhKenp6iZ8+eYvHixWLTpk3i999/F8uWLRMff/yx8PHxER999JHYsWOHarKWr776SgBptU9Dhw4VU6ZMES1bthQARMWKFUVUVFSG67h7964czbdp00Z89dVXYujQoaJAgQJCo9HIN0ybypRgDdAPTpT3q6Tf2cpuPtL7A/67D8waP8RDhw5lGKxJQ4pnJm3YsEHn4ldKrVu3Vs2fvmVBmdRGlcuu5OLiYnJeIYQYMWKEWdtJSUkRefPmzVJZ03dvUEtbt2612md15coVvUEqzEkvX74UO3fuVJ1XsWJFk9Yxb948sWjRIrm7oxAiwwsNte6UGe3vQ4cO6bTwZJTWrVsnZs+eneXPKKNWP2OpVKlSomHDhmLkyJGqA8nYU5Lu28woKYP4AQMGyI8TSN/V8fjx40IIYbCbjlqqW7eu0XsxpQGCsvpepXszzFnW1FZCSya1wQBMTaa0yglhek24tVOfPn1U78G0VPL09MxUoJzZlP76wtykHJwqo+2pDUiVU9LkyZOFEMLk43DDhg3Fp59+mqmWvIxS+/btxa+//pot7/ftt982uds4AIMjchtLhgI1S6V//vnHrGtZtfTOO+/o/K+8RUFKVgvWpCH7pb9qydg8JycnczabofPnzwsnJydRuHBhvWeOSPftGBqBSUnqa5u+3/SdO3eEv7+/8PT0zNTzlEwN1tIntVp1QL+mUVlrt2nTpkz9UDKbLHkAUSZTW6SYIG7dumXWvXaZTYbu/bBEMrVbS3amgQMHZtgqYW4SQhi8b8VQWrFihUVqVzM7iM6rmAYNGqT3zMVSpUoJIYTBZzEaSiVLljQ631jXcFPT06dP9Vq+TU0Z3bdkjaS8Ly+zyZRKLSFEliuwmNJSZGRktn5HUlJSeIxSSabeH2dK6tChg/jll1+yrezKewczSlnpJZRTktWCtUaNGonGjRtnKVnDgAEDBADVG8djYmKEp6en8PHxUR39TfLgwQPh7Ows/P39VZ/DJN27ItWWmMLcYE3tORIAdAaMAPS7Qaj1c7ZUSl9LYKmk7E/NZL3UvHnzDIfuflVT0aJFxaJFi6yy7gsXLoiuXbtmaplFixZZtYaeKeNkbGAMJtOT2r11lkz37983eUAAJvtKluwimpOSckTDrCZTbwmwVGrUqJHJeQsUKGDzz9rWyWrBmr2Smt0NPXhV+gJJg3SokQYWUHtOhhBCHDhwQADIVMBpbrCWPiiTkvTwUkvWvJiaLNF1TS0ZG5KXyXJJehZUZgYFeVWSocc72DIZGj2WiYmJiSnnpuzoPcNkH8mUYM0FJhgzZgzatGmDevXqmZLdqCNHjmDnzp2YNm1altellJycjH///RcajQalSpVSzVO6dGkcOnQIFy9eRKNGjVTzXL58Wc5raB0AcPHiRYNlSUxMRGJiovx/TEwMAKBYsWJwcnLK+M383/r161G8eHHVeVWrVsU777yD/fv3m7w+S8idO7fBMmXFnTt3rLJe0lWwYEFERkaifPny8PLysnVxyAS5cuWydRGIiIjIgrRaLW7dumVSXpOCtRkzZiBfvnwWCdZOnDiBmTNnWjxYi4mJQWpqKry9veHh4aGaJ2/evACA58+fG1xPZGQkAMDf39/oOqR8aqZPn45JkybpTZ80aZJFL5ATEhIwc+ZMi63P1nLSe7Fne/fuxYABA2xdDCIiIqJXUlxcHEJCQkzKa1KwBgAajcbc8mSLuLg4AICbm5vBPO7u7jp5zVmPtA6tVouEhATVwHD06NEYNmyY/H9MTAyCgoIwYcKETLWsGbN27VokJCSYvKOJAGDfvn3w9fXFJ598gtOnT9u6OGTHPDw8kJCQYOtiEJEFbd68GR06dLB1MYheeVqt1uS8JgdrI0aMwIgRI8wqUHaQWqySkpIM5pEuPIy1bmW0HmkdTk5OBlvw3N3d5aBOydTmzoxUq1YNb7zxBs6ePYubN29aZJ1kf1q1aoVdu3ZZbH01atSQu5rGxMTwu0NG9evXD4sXL7Z1McjGatSogdDQUFsXgywkb968mT7216xZE6dOnbJSiYgoIyY18xQtWtTiydLy5MkDFxcXxMbGGqwNfvr0KQAgX758BtcjzXv27JnRdRjqJmkJ5cqVMzq/d+/eAIy3ImangwcP2nT7Xl5emaqhcBTK+x4tQVkBkZXvTosWLSxRnBzp448/tnURLEZ5nKxQoYINS0K2tHPnTqtvY8iQIVbfBqUxVMlszIQJE6xQEsqM4OBgWxchSxy9/LZmUrAWERGBmzdvWjRZmouLixzkXLt2TTVPWFgYAKBKlSoG11OpUiUAwNWrV81eR1YFBgYanFeiRAm8//77AEy74D569ChOnTqFiIgIk7f/xhtvmJy3dOnSZnXtnDdvHqKjozPMV6hQoQzzxMXFZamb7rhx41SnV6tWLcNlX3/9daPzDV3kenp6ZrhuS3dBS05Oll+7urqatY4+ffpgxowZliqSzfXq1UtvWpkyZcxenykXnbNnzzZ7/ZLq1asbrXSyBF9fX/n1unXr0Lp16yyvs3bt2llehzWdOnUKy5cvt8i6lL+x48eP6813cXHB559/bpFtmePDDz80KZ+Pj0+m1mtO13xTjodA2gBXlto/6TVt2tQq67U3ar1+AGDUqFEGlwkODpavO0zRoEGDTJeLjDMnyDambdu2Fl2fMcOGDcPNmzfRqVOnbNumrSxYsMAq67XMDVR2omXLlgCA7du368179OgRQkND4e/vjxo1ahhcR+PGjeHm5oYDBw6o3tu2Y8cOAGld1LJi4sSJBucZO3Fdv34dfn5+AAwfdCWbN29G3bp1UaNGDRQrVkye3qNHD5PLaaiFUbJt2zazWmmaNGmC3LlzG5zfuXNnfPDBB7h+/TqGDh2KWrVqGRzlU5KZIFNJ7SK0Xbt2qjXK7du31/n//PnzWLRokcF1r1q1Cv369dObbuhC+9ixY/Lr5ORkbNy4ESVKlEDjxo3h7e1tcDumULasKS8kjbV0p6+UEEJk+L2ztKxe0FauXFnn//feew8JCQm4evUqunTpopdfGXCtW7dO7/t9/vx51e3069cP5cuXV50XFBQkv9Zqtfj333/18mTmPpKhQ4eqTh84cKDJ68iIdJwB0r4vzs7OWVqfi4uL3YxsOWvWLHz//feYPXu2zv3FNWrUQEhIiEXK2bx5c/l1rVq1dI7BTk5OuHXrFr7++ussb8dcb731VoZ5+vTpk6mLxNDQUCxfvjzTXf6dnZ3xww8/GM3TqVMnREVFISQkRD4uZebWjMjISKMVYHv37jU4b8yYMSZvJzPu3LljlfUaY+j4PX36dIPLmFK5N2zYMHTu3BmhoaEZ9g6iNGqVzCNHjkS3bt30KlMsPXpz3759Dc5bt24dHj9+bPK6Mmp9L1CggLzet99+G4ULFzZ53cZYs1KgWbNmZi0nDUJocSY/LMwB/PPPP8LNzU3kz59f3LlzR2deSEiIACC+/PJLedr9+/dFWFiYiIyM1Mnbu3dvAUCMGjVKZ/rly5eFl5eX8PPzE0+fPjW5XOmfsyYtCwPPXGjSpIn8OiUlRVy9elUUL15cbN++XWe9Dx48kPNJ709KaqR5U6ZMUd1u3bp1xRdffCF++OEHAUBUrlzZYDlXrVolHjx4IIQQIjU1VbRq1UoEBgaKGjVqGHxfycnJ8utnz54JIYSYOnWqal5Dli1bppfXy8tLCCFERESE6N69uxg7dqxYs2aNeO+990x6xsWJEycMbj/99F69esmv3333XSGEUF1eSufOnRN3797Vm161alXV/KGhofLrOnXq6L3/devWmf0sj6JFi8rrkfYxAFGyZEm9vMOHDxfly5cXly9f1pnes2dPcf36dZO3uXnzZtXp0gNs8+bNm+E6oqKizHq/zZs3F8nJyUKr1epMV/7e//rrL73lfvnlF/n1o0ePhBBChIeH63w30i8zfvx41e/M/v37RVRUlE4Zpk+frrqO5ORk+dijlpo1aya/XrVqleoz2IwdVwwlQ89y27hxo/z6+vXr4p133jH7u1e7dm1x6dIl0bRpU5Pyv/HGGyave/r06WLq1KliyZIl8rM2M0pKKSkpYvDgwWL9+vXytKSkJL1jambT0aNHxcyZM8WFCxeEEEKMHz9enjds2DDV70v58uX11vPy5csMt2XOg+537dolnJycdKbdv39f9XMydZ3nz5+Xl5k9e7bJy40fP16sWrXK4PyZM2fq7LP4+Hixe/dunXOKsfTTTz9l+F6MzZswYYLq9Kz8JqpXr27W7xWAGDNmjBg7dqzedHd39wyXTX88NOX9h4eHi/fff9/oek+ePCl/xj179tSZ9/3332dYrnPnzun8f/r0aZ3zoampbdu2qtMz831Upnfffdfo/Ny5c5v9HVDbF9euXRNCCPH8+XOd6fXq1TN7O2rp8OHDBuft378/U9/Ny5cvi7Nnz4qiRYvqzevVq5feNba53/v0qX///hb9TJRp8uTJetOmT5+u87/ab8KcZwa/cg/FFkKIBQsWCCDtAmTo0KFi8uTJ8pe8Xr16Ij4+Xs4rXXgvWLBAZx1PnjyRH/7cokULMWXKFDFo0CCRO3du4eLiIjZt2pSpMqUP1iSGdtybb76pl1fNs2fP5HxnzpyRH9htaDlp3ldffaW6XYlWqxWbN28Wt27dMljOn3/+2WC5Pv/8c4Prv3Dhgjhx4oSc999//1X9QRgSExOjl1866Rl7z126dDH4kEm1E0L65aWkfBB5QkKCEEIYPaFcvHhR3LlzR/6/du3aolatWqJLly6q+S9cuCC/btGihd772bt3r9GDibFUsGBBeT2pqanydOUF7k8//aQTeKQ/mfTo0UPcvn1b/r9bt25Gt6nVanW+l1K6d++e+O2338Tjx49FcHCwzryVK1fq/J+YmJjpgx8A0alTJ/l9fPLJJwKAWLNmjc7nefHiRb3lduzYIb+WKhWEEOLQoUPi8uXLQgiht/9evnyp+p1RXsBI06ZOnar63RJCiKioKPHBBx+InTt36s1v3ry5fHEdHh4uAgMDdeZ/++23euvt06eP3npq1aql839ERIT8WvnQ+6tXr8qvb926JTp27Gjws37nnXfE/fv3RcGCBVXnS5+b8thmLO3evVssWrRIjBw5Ujg7O4vOnTur5gsKCtLZnykpKSI1NVXn2Jg+de/e3eDxQmn+/Pmqyw8YMEDnNy2ltWvXiiVLlsj/X7p0SWd9yu/x0KFD5enKyhxlBZz0+zJ0cZ3+u6M2fc+ePQaXOXz4sHBzc5P/lyq90q9Xbd1qFTwajUau3JA4OzubtL8nTZpk9CLHGEPLJCYmioSEBPk4nVF+Y/NOnz4tAIgKFSroTH/x4oXYunWriI+PF8OGDTPpvQIQI0aMEHfv3jW6TWPpyy+/FJGRkaJAgQLytF9//VWULl1aJ1/6Y6ux92msLLdu3dKr/Ex/XD58+LD8GXft2lVnXlJSktH3kytXLpO/e+lTt27dxNatW4Wvr6/47bffxFtvvaWaz5SAMX3q0aOHuHfvXob7wtj89McK5fkz/fsbMWKE/L61Wq1o166dPE9ZWWdOUl6ndOvWTfVaSkrPnz/P1Hfz4sWLQgihWuGi1WpVf7fGHvodEBCg8zkpk3TuDQ4O1gmWhgwZYnJ5u3fvnmGeSZMm6U1L/52cNm2aXp7r16/L1xumVEYDr2iwJoQQO3fuFE2bNhV58uQR7u7uokKFCmLy5MkiLi5OJ5+hYE2ItEBo+PDhokSJEsLNzU3kzZtXtG3bVvz999+ZLo+hYE1Zy6ysnWnQoIFeXjXKGtfTp08LIYTYt2+fXquiRMr71Vdfqf5QDFH7cmX0Ofj7+5u0frUDYUbSXxBev37dYN61a9eK+vXri7t37xq8gFMexD788ENx8OBBeXll64K7u7vo27evXjmVNYLpa1rDwsJ0LoZfvHghtFqtwVa/q1evim+//VYEBgaKsLAwvfejrA27d++eePjwoU7L3sGDB0WlSpWEj4+P3rqDg4N11iVNf+2114x+9soA8b333hOPHj2S/79586bRg1D6baltJ/3F6E8//SS/Dg8PN+liVdkaLaWQkBCdbdy7d0/vvaX/TjRu3Fi+MDN2EE1MTBSDBw9WfT/K9Umtz8rpkydPzvAzUZvfvn178fTpU7nmtUSJEvK8SZMm6S1Xv3591RaB9C3ByhpcZbCmbGW5f/++agVDgwYNxPXr10VSUpIQQv+3KaUbN24IIYRo3LhxhvsSgM4xLC4uTpw6dUqed+vWLfl1YGCg6v5R+/yqVKkirl+/LlJTUw0uo/Tw4UORJ08enUCxQ4cOBtd/6tQpcenSJfn/f//912CZPvvsM53pkydPFmPGjBFCCFG9enXh4uIiHjx4IF/oSMspA8itW7fqfHfStwAcP35ctZwARJkyZURiYqLw9PSUp+XJk0cvv2TUqFHy9+zGjRsiISFBzjNlyhQRERGherxS2/batWv1pk2ZMkWnRTuj34ahbRQvXjzDZaRjdGhoqBg3bpxOfmPbDwsLE/fv35dbMb/++mud9RoL1qpXry6/rlmzZoafUUZp4sSJQgghjh07Jk+LjIzUef9A2nXBzJkzdSoZ02+zWrVqcsuloe3dv39f7wI3fX7pAl8IIdq3b28wb7FixeTXFy9eFEOHDpW/O2r7XDntgw8+0AsIbt++LYQQ8m9FeV2l7Nmh7E2ilnr06KE37ezZs0YrftasWSPi4uLk/4OCgsSaNWvk/729vYUQQqdSRIi0SkLpfJTR91yaJwUAQFpwW6lSJfHRRx8ZLNuMGTN0yikJDw8XKSkpQoi0819MTIwYPny4ajl+/vlnERAQIAYMGGD0s5N6DygrqzL6Hbq6uhpdZ/rPpkOHDmLChAkiMjJSzJw5U9y+fVu0bt1aJ/+ZM2fkBhtjyVgr8YYNG8S9e/fExIkTDb4XqQdZ+l5GUo+JxMREsXLlStVKPbX0ygZr9sZQsKY8uSpryJQ138Yoa6tOnTqVYTmkvJMnTxa3bt3SOzlmtByQVpPwyy+/ZLgt5fsxtv7U1FSdrpPpa8rVKLvFde3aNcP8EkO1e8qL8wMHDugtJ83z9PQUgwYN0ns/ytaZM2fO6Kw7LCxMaLVa0bBhQ/HWW2/JJxS1Fh3gv4taQ06ePCnnVdZix8bG6tRgqR2MKlSooPq+tm/fLgDjF76NGjWSP5+nT5/Ky6bvNmVon69YscLod0E578cff5RfSxfWxrZx9uxZkZSUJG7evCkOHjwoTx80aJDRz1KydOlSeZnDhw/rfB9iY2MNLqd8T0pS14z0rc9SXulCK6PfR/r5PXr00Jmv7DKntly5cuXEy5cvxQcffCDmzZsnTz937pzc26By5co6NayLFy8WDRs2FCtXrhSPHz+Wpz948EC1gqF+/fo6286XL5/qPpJ6NDRs2NDovjT0WSgrdZTBe+HChQ3un0KFCumsU7qgyIz4+Hid7Slba9OX+e+//9YJJNUqzaR56YM1pZSUFL3v3fHjx8WuXbuEEEJs2rRJ7Nq1S6SmpopBgwaJFStWCCGESE5O1gnE79+/r1pOAPLFWq5cueRp+fLlE0II8d133wngvxZgIdIuhK9du6ZzjNmyZYv4+OOP9Vqu1N5v+n1bqVIlnWnTp08Xq1evlv+/du2aTguJMdK6KleurNNNyZDU1FTx+PFjIYTIVLCmpHZcMNSjBEirdPL19RV+fn56x/g//vhDL7+yRUUtffXVV0IIodMLQKvV6rWsSYGMssukEEKnUlFJCqSDg4N1KgMeP34s5s6dq/eZSK/bt2+vsx7lvitZsqROXmVQm55UeeDn5ydPU27z5s2bet0lpR5Akvr166uWcfny5fLr/fv3iz/++EPkypVLtGvXTmzcuFHnd96nTx/xxx9/yPs6o++F9L90zJf+9/T0FEII4eHhYfA9BwQECCCtZVqNtJyycrBu3bpCCGHwNgMAOkGjKaKjo8V3330n/zYkWq1Wp9JaLUkVU2q9EQzRaDQ6+Q4fPix3FZcaUDJaT2hoqNBoNDo9FZKTk1UDb2X64IMPDM6TekQoKzrbtGkjfx+ESLuWfPLkiU4ZlbeZKEnzq1Sporct6RzFYM1OGArWlDXVQUFB8mtl1zJjlAcXZddCQ6S80sWicpqxbSkPsqZS+2IakpqaKhISEsTq1avlCwxT38usWbNMLpOy6x+QFkjdvn3b5GDN1dVV7Nq1SwD/ddsQQogrV67IeS5fviwHP9L/QgjVrgBq96JIXWMMOXv2rJxX2UUvvU6dOukdEMaOHauT5/79++LcuXNCCCFu375tNDBJSkqST4qpqamiTJkyolSpUiIlJUWn/Onvf1JSttqkV61aNXleRESE8Pb21rlnL/3n9PTpU/HNN9+ofl5S1wOp331GXrx4Ia/39OnTOt+HxMREg8sZ63YstTQpSXn37dsnhBDit99+M/r7UH5eAMScOXN05it/Y0pSzXXfvn3lacog4sqVK+LBgwdi0qRJ4u7duyI+Pl6ep7wvVlmjfP/+ffHFF1/o7Ydq1arpbFu6F9HQb1/Za8BYUnP8+HH5okDKp+zam56y9QdIuyfQXNI6lJVD6e/3OnLkiHjy5InOZ2ZoPaNHjza7LMYozzVSq276z1bq7iiE0Kl8KlSokDw9fXdGcxnaty9evND5nc2cOVPv4vLly5eicePGet/79G7fvi2++OILcevWLZ1uSaZ48uSJKFq0qBg5cqTB8lasWNGkdSl7HJh67pMo8zo7OxuszJOSFEhHRkYKIK1FXIi0+6eVx2BpP6YP1pQVxelJvxNlxeDz58/1KjuV5f7kk0901qFs3ZKOhTt37hSjRo0SKSkpYuvWrXJvIKUzZ86It956Sz4vCZHWhd3T01NEREQIIfQrOtMHa8rKX2UZDx06JKZPn64zboFUaZF+P8yYMUMnT0b7Vfr/119/1fnf3d1dCCF0WrDTu3TpkqhatarYunWr3jwhhChcuLAAoHO+qVevnhBCqFaWFi1aVJQpU0YcP348U78FY7Zt26b6/ufNmyfGjRsn50t/T5exbSvzSMcqrVYrIiIi9HoUGFuP8hYEQ+tPn5T3I48bN04nwJe+Z8p7jI2R8qSvTJWcOHFCfPrppyIqKkocOHBA3Lp1S4SFhYkPPvhA7jHCYM1OGArWlK0fpUqVkl8fPnxYfPbZZ2LPnj0ZrltaxpQBT6S8EyZM0JtmrBVCyjNkyJAMtyG5cOGCTq2tJQ4YSvPmzRONGzc2+EM1RHkikyhbw5RdICXSPKnm69ChQzoXM8p7e+7fv6/Tlz+j2vyLFy/q3EP48OFDo/mV97TFxMQYzKesmb19+7b44YcfjNaAZ1ZycrJ8Upe2s2LFCp0b/n19fXWWUbaqpKcM1oRIa9FQnkiV3yO1gVeUHj9+LI4dO2bye1EGK2FhYToXkca6zGm1WjF37lzx559/mrSd27dvi927d+tMU3Z/Tu/hw4di1apV4s8//xRjxozRCwClWswqVaroTL97966YO3euiIqKkqcpT+rh4eE6+ZUXI8oAIyUlRbi6ugonJyeRlJQkoqOjRZcuXcSmTZvk/OkvZJUXJWrfaeVJEYBO611mjhVLly4VPj4+4q+//jKaz1LHH2kd7733njzt/PnzOus/ePCgzgVt+m73Qggxa9YsUaVKFaMVLVn1ySefiF69eumVXUrKFnTld3/evHkWL4uvr6/RfStNmz17tk73SHMpB6wylbIiTWrVV3bFrlGjhsnrMvf7LOXLlSuX3Apt7GKzTZs28rLR0dE6xwatViu2bdsmVq9eLU9LH6wp7z81RNl9XzqWSL/9+fPn65QxfbCmHIjLEpSVZmFhYTqfhXRxLalTp47Otnft2mXyd1taTuqqnn66of0q/S91N5T+d3NzE0II4e3tbfbnERUVJc6cOaOz3gYNGsjz79y5Izp06CDPS0pKkr9DU6ZM0btP2xxJSUmidu3aol+/fjq3WKSnrLjO6P3OmjVLALr36aWXleO3sd+P8l5uaQyKJUuW6HRtlroYe3h4mLQd5bnBVFJsYPVgTeoTL0lJSRE//fSTGDRokPj66691+jC/yqQdsn37dp2uMcoDmrL5ODOf2/37943es6UkrV9t5Lrvv/8+w+VM7VYmSUlJ0enrbA/i4+NFlSpVxIABA+RpytYqtWBt4cKFAoD47bffVNepDPbSd5tKP8iAmtTUVFG2bFlRsmTJDGv/laMzql0MSlq2bJltn7u0Henzkf6X7oGRXL9+XdSuXVts2bJFbx3pg7X0Lly4IP766y9x4cIFoy2A5tBqtaJBgwaiWrVqIiUlRScgtrY8efKYva2UlBSxe/du1ZG20lO2+Kh1z9u/f79q5VBsbKxqhciyZcuEn5+fOHLkiM70jC5U69atq3OBLkRaF8dFixbJlRYBAQEZvh8h9GvF1WTlZK80ZMgQ4eTkpHdfVqtWreT1S+fDW7duZdidOTspP4OgoCCdQW+ESLsQPn36tMn38mXGqVOndG6yr1q1qmrZ5s2bJ44cOZLlfSVdyEtd78whHV9Wr14tSpcuLQ+eYAplF/Gvv/5aANAJmgyRetlI3RuFSBup1tCgPum7HWYkfbCm7HlhiFarFW3atBGtW7fWCWiVxwPpfs70n9GjR49Ep06d9CqnLOGff/7R+SzSXy9duHBBBAcHi+XLl2d63d9//72oWbOmXqv49u3b9Qa+UlZ6SNPWrVun87+Li4sQQre7cVZI62jYsKHOdEsHx8YYC9aUZVT7XihptVpx/fp1gwOQCKHbeyGzjAVrynv9jH1HQ0NDM2wIkdZj6sBVSlYP1uLi4kT9+vV1uoIJIUSbNm2Ek5OT0Gg0QqPRiOLFi8v9Ol9lhnaI8qbf1NRU8ejRI71aIkuStqXsBiBN++677zJcTrq4yox+/frZVbCmRhmsHTp0SDXPixcvDC6vHMFNMmDAAPHuu+8aPRApJScn64xUaohyCHm1rnYS6REHUvcYa5LKI3Xvk/7PnTu3yevIKFizNq1WK1+sShcpH374odW326ZNGwFA71hqacoujWoDrZhD7butPCGOHTtW70I1fa23UnJysli/fr3JXaFNYalgTQih2jKtrBQx9bee3aTySfe5ZDdlz4P01wPSdGkk09mzZxvsDmYqqWuvLSh7FqiNRGlIYmKiOHHihGrALK1PObKm9NgYU6UP1pSD5mSFVqs16ULTkpTnwLVr12brtitXrixvW9mzRZomVVhKLbzS/aTGelBkhlTZtWrVKp3pym591mZqsCbdA5sVYWFh4osvvjArjjAWrCkHazl69GiWyiiNyiwF6pmRmWDNBWaYM2cOjh49iq5du0Kr1cLJyQlbt27Fzp07UaFCBUyfPh2hoaGYMmUKZs+ejRkzZpizmRxP+aBJJycn+cGB1iaE0Jtm7EHh+/fvx/bt2zFo0CCLbMveqD2YMj1jD8ktWLAgjh49ijx58sjTFi5cmKkyuLi4wMUl459j8eLF0atXL/j4+Bh9UGlISAhKlCih91Braxg/fjyuXr2Kxo0bW31b1qLRaOTvgUajwfbt27Nlu8uXL8fs2bPRp08fq25H+d2y1EPNM/rdTJkyRW/a22+/jb///hv58+fXm+fi4oLOnTtbpGzWoPa5KY9vphxHbMlWx+LixYvD3d0dPj4+8Pf3V80jPXB9+PDhWd5eYGBgltdhLhcXFzx58gRarTZTvzM3Nze88cYbRvM4OzsjNTUVAJCcnJylcrZu3Rq//fZblh+0rNFokDt37iytI7OUxzJTHuxuSVu2bMGUKVMwdOhQ+Pj46M2vWLEigLSHqPfv3x9+fn4ALHds2L17Ny5fvoyaNWtaZH3mWLp0Kbp164bJkydbfVvlypXDzJkzLb7e58+fy6+NXduZ4sKFC7h06ZJVH9ANAGYFaxs2bECtWrWwZs0aedqvv/4KjUaD5cuXo2bNmmjbti3OnDmDHTt2MFgzICgoKFu3FxwcjIiICLz77rvytOvXr+PGjRuoVauWweXefPNNvPnmm2ZtU6vVmrWcrZh7UK1bt66FS6JOo9FgxYoVGeZzcnLKtuBp0qRJ2bKdnCh//vxWORmllzt3bkyePBlCCIMXzNlhxIgRKFasmNnHE3vjCJVRkuy+qJa4ubkhMjISTk5OBo+vGQUqjiRfvnxWWa8U0AJASkpKltbVq1cv+Pr6OuTnrvweG6uwtIbg4GD8+OOPetMvXbqEBw8eoHz58vI0KVADgKJFi+LixYtZ3r63t7fqPsvOiqKuXbuiVatWOpXTapTfV3vz9OlT+bVyn5kjb968aNiwYVaLlCEncxa6ffs2mjVrJv8vhMDevXtRokQJnYi/Ro0auHnzZtZLmUMNHToUPXv2xKZNm7Jle5cvX0Z4eDiqVq0qTytZsiSaN29utW2OGzcOfn5++OKLL6y2jaxSHujsvXbckTjSheyr4Msvv8T48eOzZVuGWond3Nzw/vvvo3DhwtlSjv379yMoKMhqLaX2fEEiWbNmDapVq4ZFixbZrAyenp6qLU3Xr1/Hvn37jPbsoDTK71pWW9acnJzQoUMHm7ZCmsvX1xcbNmzA5s2b4eHhYeviAEhrUVNeE6e3YcMGNGnSBPv378/GUlmPsUDt559/Rr58+bLtutYcCQkJ8uvsDvjNZVbLWmxsLDw9PeX/z58/j8jISHTt2lV35S4uDteykp08PT2xcuXKbNuel5cXSpQokW3bA9JqlJ48eWLXFzUM0IgsK6tdSyzlzTffxO3bt622/vnz56Nx48b4/PPPrbaNrOrWrRu6detm62KoKlmyJEqWLGnrYjiErLSs5bRzXMeOHW1dhEwpU6YM9u3bZ+tiZIsePXrg/ffft+vvnDJYcxRmBWsFCxbE1atX5f9/++03aDQatGzZUiffjRs3VO9NoFeLPQdq6dnzAcbR8LN8db0qLSVly5bF/fv3+V0nq3NyckLXrl2xbt06u+6pQtnP3o4/9lae9OLj421dhEwzqxtkgwYNsGHDBixZsgQ//vgj5s2bh/z586NVq1Zyntu3b2Pz5s2oXbu2xQpLZA32fmBxNL/++ivy5s2Lbdu22boolM1OnTqFkJAQrFq1ytZFyTY8flB28PT0xOrVq3H//n20bt3a1sUhO1K5cmVbF8GhZPd4EZZgVsva2LFj8fvvv2PAgAHytK+//lrukx4eHo6aNWvixYsXGDhwoGVKSpQNeOGVde+99x66d+/Oz/IVVKNGDSxfvtzWxSDKcXx8fODk5IRChQrZuihkZ/r374/4+Hij9829qpSjqEpGjx6NEiVK2PXow+mZFayVx9eaJQAAKspJREFUL18e586dw7JlyxAVFYU2bdqgTZs28vyCBQvC1dUVy5Yty5ZRUoiyggOMWB4/RyIiy1EbKp4ISBskY+TIkbYuhl3ZuHEjVq9ejcWLF2PmzJkoWrQoPv30UwBpv6UlS5bYuISZY1awBqTdGDxt2jTVed7e3njw4AGcnMzqZUlERERE/8dgjch07777rvyYqlmzZuHKlSvyPEesTLZaNMVAjRwFW9aIiMie2csIq0SOyNGv7UxqWWvSpInZG9BoNK/MkKXkmBz9R0xERDkbW9aILMMRr/lMCtYOHjxo9gYc8UOhVxe/r0REZG8YrBGZz9Gv7UwK1g4cOGDtchDZjKP/iImIKGf68MMPsWzZMowYMcLWRSHKERzxms+kYK1Ro0Zmrfzu3buIjo42a1kiW3DEHzEREeVMS5cuxYIFC+Dp6WnrohA5LEcfm8Cqo4AsX74cLVu2tOYmiLLM0X/ERESUM2k0miwHajyv0avO0X8DZg/dDwC7du3ChQsXkJCQoDcvMjISP//8M5KSkrKyCSJ6BTj6gZSIiIjsnyNeb5gVrMXGxqJVq1Y4duyY0XxCCHTp0sWsghFlF7asEREREeVMjn5tZ1awNm3aNBw9ehQFCxZEs2bN4OHhgR9//BHvvPMO8uXLhwMHDiAhIQHz5s2TH0pHZK8c/UdMREREROocvVLerGBt06ZNKF26NM6cOQNvb2/cunULP/74I3r37o127dpBq9Wib9++WLhwIdq1awdnZ2dLl5vIKhzxR0xEREREGXPE6zyzBhiJiIjAu+++C29vb/WVOjlh4cKFePToEWbOnJmlAhJZm6PXuBARERGROke/tjN7NMhcuXLJrz08PAAAL1++lKe5ubmhffv2WLNmTRaKR0RERERElHWOGLiZFawFBgYiNDRU/j9fvnzQaDS4dOmSTj5PT0/cuXMnayUksjK2rBERERHlTI5+bWdWsNaiRQts3boVH330EW7fvg1nZ2eULl0ay5Ytw/Xr1wGktbJt2rQJ+fLls2iBiSzN0X/ERERERKTO0SvlzQrWvvzySwQEBGD58uUICwsDAHz88cd48uQJKlWqhMqVKyMoKAgXL17kQ7HJoTjij5iIiIiIciazRoMsVKgQzpw5g8WLF6N06dIAgGHDhuHatWv46aefcPHiRQBA8+bNMWPGDMuVlsgKGKARERER5UyO3rJmVrAGAAULFsTEiRPl/zUaDX744Qd89dVXiIiIQJEiRRAYGGiJMhJlG0f8ERMRERFRxhzxOs/sYM2QgIAABAQEWHq1RFbj6DUuREREhvC8Rq86R/8NmBWsXblyJVP5K1SoYM5miIiIiIiIzObolfJmBWuVKlUy+c1qNBqkpKSYsxmibOHoP2IiIiIiypnMCtaKFi1q8KL2yZMniIuLg4uLC+rWrcuLX7J7/I4SERER5UyOXilvVrAWERFhdH5YWBjGjBmDuLg4bN261ZxNENmEI/6IiYiIiChjjnidZ9Zz1jJSvnx5bNiwAU+ePMH48eOtsQkii3H0GhciIiIiUufo13ZWCdYAwNnZGa1bt8a6deustQkiIiIiIiKDHL1S3mrBGgBotVo8fPjQmpsgyjJH/xETEREZ0qJFCwCAi4vFn9ZERNnAasHavXv3sHbtWvj5+VlrE0RERERkRL169XDy5Ek8ePDA1kUhsglHr5Q3q5qlSZMmRudHRUXh0qVLSE1NRe/evc0qGFF2cfQfMRERkTE1a9a0dRGIbMbRr+3MCtYOHjxoUr63334bc+fONWcTRNnG0X/ERERERJQxR7zmMytYO3DggMF5Go0GHh4eKF68OPLnz292wcy1efNmfPfddzhz5gzi4+NRrFgxvPvuuxg5ciR8fX1NWkdwcDBu3bplNM+DBw9QsGBBC5SY7Ikj/oiJiIiISJ2j96AyK1hr1KiRpcthEVOmTMGXX36JQoUKoXfv3vD398fhw4cxY8YMbNu2DUePHkWePHlMXt+sWbMMzsudO7clikx2wNF/xERERESUM+WYoYEuXLiACRMmoHDhwjh79iwKFCggzxs1ahRmzpyJcePGYcGCBSavc8SIEdYoKhERERERZQNHr5Q3KVjLaEARYzQaDfbt22f28qZasmQJtFothg0bphOoAcDYsWPx7bffYuXKlZg5cya8vLysXh5yHI7+IyYiIiIidY5+bWdSsGZoQBGNRgMhhNF52fUB7d+/HwDQsmVLvXk+Pj544403cOjQIZw6dSrT3TifPn2K1NRU5M+fH05OVn00HdmAo/+IiYiIiChjjnjNZ1KwpjagyKpVq7Bx40b07NkTderUQf78+eWHYB85cgRr1qxB79690b9/f4sXOr3k5GT8+++/0Gg0KFWqlGqe0qVL49ChQ7h48aLJwdrYsWPx008/yQ/29vPzw3vvvYepU6dm6t43chyO+CMmIiIiInWO3oPKpGAtfXCzYcMGbN26FefOnUNwcLBe/p49e+KLL75ArVq1ULt2bZQvX94ihTUkJiYGqamp8Pb2hoeHh2qevHnzAgCeP39u8npXrlyJ/v37o2zZsnj48CEWLFiAhQsX4q+//sKxY8eQK1cu1eUSExORmJioUz6yX47+IyYiIiKinMmsPn2zZs1Chw4dVAM1SalSpdChQwezn7NWsGBBaDSaDFPBggURFxcHAHBzczO4Pnd3dwCQ8xozYsQIzJw5E1euXMH48ePRtWtXDBkyBOfPn0f16tVx8eJFzJw50+Dy06dPR548eeQUFBSUyXdPRERERERZpayIN3T7lj0zazTIK1eu4J133skwX4kSJbBu3TpzNoFPPvnEpBap3LlzywOGJCUlGcyXkJAAACYNLjJo0CDV6d7e3pg8eTLatGmD9evX46uvvlLNN3r0aAwbNkz+PyYmhgGbHWPLGhEREVHO5OjXdmYFa87Ozjh79myG+S5dugRnZ2dzNoHJkyebnDclJQUuLi6IjY1FQkKCalfIp0+fAgDy5ctnVnkkVatWBQBEREQYzOPu7i635BEREREREZnDrG6QderUwaZNmzB+/Hg5CFKKiorC9OnTsX79etSsWTPLhcyIi4sLypUrBwC4du2aap6wsDAAQJUqVbK0rZSUFACmtdCRY3D05nEiIiIiUufoLWtmBWvTp0+Ht7c3pk6dioIFC6JYsWKoVq0aqlevjuLFiyN//vwYN24cXF1dM9VClhXSkP3bt2/Xm/fo0SOEhobC398fNWrUMLqebdu2oXHjxpg2bZrq/F27dgFAhushx+HoP2IiIiIiypgjXvOZFaxVqVIFJ0+eRIcOHeDu7o47d+7g3LlzOHv2LG7dugUnJye0bNkShw8fRp06dSxdZlV9+/aFm5sbvvnmG9y9e1dn3qhRo5CSkoIBAwboDELy4MEDXL16FVFRUfK0UqVK4fDhw5g+fTouXLigs56IiAhMmjQJANCvXz/rvRmyGUf8ERMRERGROkfvQWXWPWsAUK5cOWzYsAGpqakIDw/Hs2fPIISAr68vSpUqZXRkRmsoXbo05syZg8GDB6NatWro0aMH/Pz88Oeff+Lo0aOoV68exowZo7PM6NGjsXLlSixYsEAeVKR8+fL4+uuvMWLECLzxxhvo0qULypQpg0ePHmHVqlWIiYnBwIED0bFjx2x9f2Q9DNCIiIiIciZHv84zO1iTODs7o0yZMpYoS5YNGjQIJUuWxJw5c/DTTz8hISEBJUuWxOTJkzFixAiDz2BLb/jw4ShXrhwWLlyInTt3YvXq1fD19UWdOnXQr18/tG/f3rpvhIiIiIiIXnkaYUJ74KpVq1CzZk354darVq3K1EZ69uxpXulyiJiYGOTJkwfR0dHInTu3rYtD6URGRsoPTb9+/TpKlixp4xK9emrUqIHTp08DcMwuCkRERGSfoqOj4evrCwC4ceMGihcvbtsCIXOxgUktayEhIZg9e7YcrIWEhGSqSfFVD9aIiIiIiMi2HLFLpEnBWq9evVCpUiX5/549ezrkmyVSw+8yERERUc70Sgwwsnz5cp3/V6xYYY2yENkEgzUiIiKinMnRr/PMGro/I8+ePZMfHk1ERERERESZZ3aw9scff+Ddd9/VmbZ3714UK1YMBQoUQL58+TB37twsF5DI2hy9xoWIiIiI1Dn6dZ5ZQ/cfOXIE77zzDpycnKDVauHk5IQHDx6gQ4cOiI2NRdWqVXHz5k18/vnnKFOmDN5++21Ll5uIiIiIiMgoRw/WzGpZmz9/Pry9vREaGgonp7RVLFmyBLGxsZg8eTJOnz6N69evIzAwEIsXL7ZogYkszdFvPCUiIiKinMmsYO3kyZPo2LGjzgiR27Ztg6enJ4YMGQIAyJs3Lzp06IDQ0FDLlJTIShy9xoWIiIiI1Dn6dZ5Zwdrjx49RqlQp+f/IyEicO3cO9evXh4+Pjzy9UKFCiIyMzHopibKJo/+giYiIiCjnMCtYc3d3R0xMjPz/nj17IIRAixYtdPLFxMToBG9E9ogBGhEREVHO5OjXeWYFa+XLl8f27duRkpICrVaLb775BhqNBm3bttXJd+jQIRQrVswiBSUiIiIiInqVmBWsvffee7h06RJKlSqFEiVK4Pjx42jdujXKlCkDAIiNjcXnn3+O48ePo0OHDhYtMJGlOXqNCxERERHlTGYN3T9o0CBcuXIFP/30E1JSUlCzZk2sXLlSnv/o0SPMmTMHVapUwbBhwyxWWCIiIiIiIlM5+kjfZrWsOTk5YfHixYiOjsbDhw9x4sQJ+Pv7y/NLlCiBb775Bn/99Re8vLwsVlgia2DLGhERERHZI7Na1iSenp7w9PRUnTd48OCsrJoo2zBYIyIiIsqZHP06z6yWNcmtW7cwffp0vPvuu6hbty7++usved6BAweyXDgiIiIiIqJXldktawsWLMAXX3yBpKQkCCGg0WgQFRUFIO25a82bN0enTp2wevVqODllKSYksipHr3EhIiIiInWurq7yaz8/PxuWxDxmRVG7d+/GkCFD4OnpiXHjxuHHH3/Uu3mvdevW+O2337B06VKLFJSIiIiIiCgzXFxccPToURw4cAC+vr62Lk6mmdWyNn/+fOTJkwcXLlxAkSJFcOvWLZ35fn5+2Lx5MypWrIiVK1eib9++FiksERERERFRZtStW9fWRTCbWS1rp06dQrdu3VCkSBGDeVxcXPDOO+/g8uXLZheOiIiIiIjoVWVWsBYTE4PAwMAM8/n6+iIxMdGcTRAREREREb3SzArWAgICEBYWlmG+M2fOICAgwJxNEBERERERvdLMCtaaNm2KDRs2YP/+/Qbz/Pzzz9iyZQuaNWtmduGIsoOzs7P82hFvPCUiIiKinMmsAUbGjBmDDRs2oGXLlmjXrh2KFSsGANiyZQsOHz6MvXv34sKFC/D29saoUaMsWmAiS3NxccGuXbuQkJAAf39/WxeHiIiIiAgAoBHpx9w30d9//433338fERER/61Mo5GH8C9WrBh+/vln1K9f3yIFdWQxMTHIkycPoqOjkTt3blsXh8ju1KhRA6dPnwYAvceAEBEREeUkmYkNzH4odp06dfDvv//izz//xPHjx/H48WNoNBoULFgQtWvXRrNmzXS6lxERGcIHkxMRERHpMztYA9Lu9Xnrrbfw1ltvWao8REREREREBDMHGClUqBBmz55t6bIQERERERHR/5kVrHl4eOD58+eWLgsRERERERH9n1nB2vjx4/HTTz/h5MmTli4PERERERERwcx71uLj49G+fXs0adIEwcHBqFatGvLlywcXF/3VaTQazJw5M8sFJSIiIiIiepWYNXS/k5OTzjD9Rjeg0SA1NdWswuUUHLqfyLiaNWsiNDQUAIfuJyIiopzN6kP3jx8/nkNtExERERERWZFZwdrEiRMtXAwiIiIiIiJSMmuAESIiIiIiIrIuBmtEZHMNGjQAAHavJiIiIlIwqxskEZElTZkyBYGBgXjnnXdsXRQiIiIiu2HWaJCUORwNkoiIiIiIgMzFBuwGSUREREREZIcYrBEREREREdkhBmtERERERER2iMEaERERERGRHeJokNlAGsMlJibGxiUhIiIiIiJbkmICU8Z5ZLCWDZ49ewYACAoKsnFJiIiIiIjIHrx48QJ58uQxmofBWjbImzcvAOD27dsZ7hDKHjExMQgKCsKdO3f4OAU7wX1if7hP7A/3if3hPrE/3Cf2h/tElxACL168QOHChTPMy2AtGzg5pd0amCdPHn5B7Uzu3Lm5T+wM94n94T6xP9wn9of7xP5wn9gf7pP/mNqAwwFGiIiIiIiI7BCDNSIiIiIiIjvEYC0buLu7Y8KECXB3d7d1Uej/uE/sD/eJ/eE+sT/cJ/aH+8T+cJ/YH+4T82mEKWNGEhERERERUbZiyxoREREREZEdYrBGRERERERkhxisERERERER2SEGa0RERERERHaIwZqVbd68GU2bNoWfnx88PDxQtmxZjB49GlFRUbYu2ivhn3/+Qe3ataHRaBASEmIw36NHj/DZZ5+hVKlScHd3R968edGqVSvs3bs3+wqbg2m1Wvz444+oV68ecufODTc3NxQtWhQ9e/bElStX9PLfuHEDH374IYoWLQo3NzcUKFAAHTt2RGhoqA1Kn3PFxsZiwYIFqFOnDgoUKAA3NzcUKVIEXbt2xZEjR/Tyc79kr5SUFNSqVcvg8Yv7w/pWrFgBjUZjNPXr109nGe4X64uKisKIESNQsmRJeHh4ICAgAG3btuVxywaCg4Mz/I1oNBocPHhQXob7JHM4GqQVTZkyBV9++SUKFSqEbt26wd/fH4cPH8aff/6JihUr4ujRoyY/vZwyRwiB7777DiNHjkRSUhJSU1PRq1cvrFixQi/vvXv3ULduXdy+fRtt2rRB7dq18fz5c/z666948uQJlixZgo8//jj730QOodVq0bFjR2zZsgUFCxZEly5d4Ovri2PHjmHv3r3w9PTEgQMHUKtWLQDAhQsX0LhxY0RHR6NLly547bXXcO/ePfz8889ITEzE5s2b8dZbb9n4XTm+yMhItGrVCidPnkTVqlXRokULeHp64uzZs9i2bRuEEPj555/x/vvvA+B+sYUvv/wSU6ZMAQC94xf3R/ZYsWIFevfujebNm6NFixaqeapUqYJmzZoB4H7JDvfv30f9+vURERGBd999F1WrVsXNmzexevVqpKSkYMuWLfJnzP1hfUuXLkV0dLTB+XPnzsXjx48RFhaG0qVLc5+YQ5BVnD9/Xjg5OYnChQuLR48e6cwbOXKkACAGDRpko9LlfN27dxcARNeuXcW8efMEANGrVy/VvB07dhQAxJQpU3Sm37lzR/j7+wtPT09x+/btbCh1zrR8+XIBQLz22msiJiZGZ964ceMEANGwYUN5Wo0aNQQA8csvv+jkPXfunHBzcxMBAQHi5cuX2VL2nGzw4MECgOjTp4/evKVLlwoAIigoSJ7G/ZK9jh49KpydnUX16tVVj1/cH9lDOn5NmDDBpPzcL9bXqlUrAUCsW7dOZ/rBgweFl5eX6Ny5szyN+8O2Nm3aJACI4cOHy9O4TzKPwZqVDBgwQAAQs2fP1psXExMjPD09hY+Pj4iNjbVB6XK+hg0bipUrVwoh/jvZqgVrDx48EM7OzsLf318kJibqzR87dqwAICZPnmztIudYH3/8sciVK5f49ddf9ebdu3dPABAuLi5Cq9WKkydPyoGdmvfff18AEKtWrbJ2sXO8lStXitGjR4uIiAi9eTExMQKA0Gg0Ijk5mfslm8XExIgSJUqIoKAg8fvvv+sdv7g/sk9mgjXuF+s7d+6cACDeeuutDPNyf9hWZGSkKFSokAgODpavdblPzMN71qxk//79AICWLVvqzfPx8cEbb7yBFy9e4NSpU9ldtFfC1q1b0bNnzwzzHTp0CKmpqWjcuDHc3Nz05ktdW6T9SZn3ww8/4MWLF3jvvff05uXKlQtAWldJrVYrf86Guhtxf1hOz549MW3aNBQrVkxv3sWLFwGkde9ycXHhfslmn376KW7evInly5cjd+7cevO5P2wnISEB9+/fR2xsrN487hfr27x5MwCgc+fOANJueXjy5InqOADcH7Y1cuRIPHjwAIsWLYKXlxcA7hNzMVizguTkZPz777/QaDQoVaqUap7SpUsD+O+iiCzL1HsBL1++DOC//ZEe95N1bdu2DQDQqFEjODs7c3/YSExMDG7evInTp09jzpw5aNOmDQIDA7F06VIA/J1kp40bN2LFihX49NNP0bRpU9U83B/Z78yZM2jSpAl8fHwQGBgoV7ru3LlTzsP9Yn1nz54FAJQtWxaTJ09GQEAAChQoAD8/P1SsWBGbNm2S83J/2M6VK1fw448/ok2bNmjVqpU8nfvEPAzWrCAmJgapqanw8vKCh4eHap68efMCAJ4/f56dRaN0IiMjAQD+/v6q86X9JOUjy7l9+zZGjBgBJycnTJs2DYDp+4O/G8v66aefUKJECdSoUQOjRo1Cq1atcO7cOVSvXh0A90t2efDgAfr27Yvy5ctjxowZBvNxf2S/bdu2wdfXF0uWLMHq1asREhKC0NBQvP3221i+fDkA7pfscOfOHQDA2LFj8dNPP2HEiBFYs2YNPvvsM/zzzz/o2LEj94cdGDduHIQQmDlzps507hPzuNi6ADlRXFwcAKh2q5O4u7vr5CXbyGhfSftJq9UiISHBYPBNmXPlyhW0adMGDx8+xIIFC1C7dm0Apu8P/m4sq23btihWrBiePXuG/fv3Y+PGjTh27Bg2bNiAmjVrcr9kAyEEQkJCEBMTg927dxs91nB/ZJ9q1arhq6++Qs2aNXVua+jevTtatmyJbt26YciQIWjfvj33SzZ48eIFACAiIgLnzp2Dr68vAKBbt26oV68eOnfujOHDh6Nr167cHzYSGhqKzZs345133kHFihV15nGfmIfBmhVIfXOTkpIM5klISNDJS7aR0b6S9pOTkxMDNQvZs2cPOnfujJcvX2LRokU6zygydX/wd2NZJUuWRMmSJQEAH330EQ4dOoQmTZqgS5cuCAsL437JBt9++y12796NKVOmoFq1akbzcn9kn9dffx2vv/666ryuXbtizpw5OHXqFHbt2sX9kg1cXNIuWz/77DM5UJN06tQJZcuWxbVr13D48GHuDxuZM2cOAGDQoEF687hPzMNukFaQJ08euLi4IDY2Vv7ipff06VMAQL58+bKzaJSO9Pk/e/ZMdb60nww12VPmfPPNN2jdujU0Gg127Nih9zBZU/cHfzfW1ahRIzRq1AgRERE4ePAg94uVXbp0CaNGjUL9+vUxatSoDPNzf9iPqlWrAkhr6eF+sT6pm1xAQIDqfKkl5/bt29wfNhAZGYnNmzcjMDAQTZo00ZvPfWIeBmtW4OLignLlygEArl27pponLCwMQNpoa2Q7lSpVAgBcvXpVdT73k+VMmzYNn332GYKDg3H8+HHVkVK5P7JHcnIyVq9ejQULFhjMI50s7969y/1iZRs3bkRCQgKOHDkCFxcXaDQaOb355psAgJUrV0Kj0aBx48bcH3YkJSUFQFpLAPeL9VWoUAFAWjCmJj4+HgDg4eHB/WEDO3fuRGJiIlq3bg0nJ/0Qg/vEPAzWrES6EN2+fbvevEePHiE0NBT+/v6oUaNGdheNFKQh+w8cOKDaR3rHjh0AoDOaEWXewoULMXbsWFSpUgXHjx9H2bJlVfNJv5sdO3ZACKE3n/vDMlxdXTF8+HB8+umn8uhc6Ukn08KFC3O/WFmdOnUwfPhw1dSlSxcAaS0G0r043B/ZQwiB7t27o0aNGqoDHiQnJ8tDjNeoUYP7JRtIn7FyFE5JSkoKLly4ACCt+yr3R/bbvXs3gLRrKzXcJ2ay1QPecrp//vlHuLm5ifz584s7d+7ozAsJCREAxJdffmmj0r1ajD0UWwghevfuLQCIUaNG6Uy/fPmy8PLyEn5+fuLp06fZUNKc6fz588LV1VUUKVJEPHnyJMP8b775pgAgFi9erDN93759wsnJSZQsWVIkJSVZq7ivjIEDBwoAomXLliIhIUFn3s8//ywAiLx584qXL18KIbhfbOXAgQOqxy/uj+zRvXt3AUCEhISI1NRUnXljx46VH/Cr1WqFENwv1paYmChKlCghAIg1a9bozJs1a5YAICpXrixP4/7IXq+99poAIM6ePWswD/dJ5mmEUAltySK+++47DB48GPnz50ePHj3g5+eHP//8E0ePHkW9evWwd+9eDlphBXfu3MG6devk/0NDQ7Fu3TrUqFEDXbt2lae3bt0aFStWxNOnT1G/fn1cu3YNLVq0QMOGDfHw4UOsWrUKcXFxWL9+PTp06GCLt5IjtGnTBjt37sTbb7+NRo0aGczXtWtXBAUF4fr162jQoAEePXqEjh07omrVqrhx4wZ++eUXuLq6Yvfu3ahTp042voOcKTo6Go0bN8a5c+dQqlQptGnTBr6+vjhz5gy2bdsGFxcXrF69Wn74LPeLbRw8eBBvvvkmevXqhRUrVsjTuT+yx5MnT1C7dm3cuHEDlStXRosWLeDj44Pdu3fjyJEjCAgIwN69e+XuXdwv1vf333+jefPmiI+PxwcffIAyZcrg1KlT2LJlC3x9fbFv3z55kB7uj+zl7e2NuLg4PHv2TL6/MD3uEzPYOlrM6Xbu3CmaNm0q8uTJI9zd3UWFChXE5MmTRVxcnK2LlmNJNdEZpeXLl8vLPHv2TAwfPlyUKFFCuLm5ibx584q2bduKv//+23ZvJIcoVqyYSfvjwIED8jJ37twRH3/8sShSpIhwdXUVAQEBolu3buLKlSu2eyM5UFxcnJg+fbqoVq2ayJUrl9wC+t5774nQ0FC9/Nwv2c9Qy5oQ3B/Z5enTp+KLL74Q5cqVE+7u7sLDw0OUK1dOjBgxQjx8+FAvP/eL9f3zzz+iR48eolChQsLV1VUULlxY9OnTR4SHh+vl5f7IHklJSfL5PDEx0Whe7pPMYcsaERERERGRHeIAI0RERERERHaIwRoREREREZEdYrBGRERERERkhxisERERERER2SEGa0RERERERHaIwRoREREREZEdYrBGRERERERkhxisERERERER2SEGa0RERERERHaIwRoRETmcgwcPQqPRoHHjxrYuilERERHQaDQ6adeuXRkuFxISAo1GgxUrVli/kJlw9epVvfdz8OBBWxeLiCjHcrF1AYiIiIzZvHkzoqOjERISIk8rWbIkZs2ahaCgINsVLBNKlCiB/v37AwDKlStn49KYr0CBApg1axYAYN26dQgNDbVxiYiIcjYGa0REZNcmTpwIPz8/nWAtKCgII0aMsF2hMsnRymtI3rx55fdx6dIlBmtERFbGbpBERGS3oqKicOnSJVsXg4iIyCYYrBERkV0KCQmBn58ftFotDh06BI1Gg+DgYADq96xJ09q3b49Hjx7h/fffR/78+ZErVy7Ur18fx48fBwAcOnQIjRo1go+PD/LkyYN3330X9+/f19t+YmIiZsyYgapVq8LLywu5cuXC66+/jmnTpiEhIcEi7/H7779HpUqV4OHhgQIFCqBr1664efOmwfxRUVEYNWoUypcvD09PT7i7u6NEiRIYOHAgHj9+LOf79ddfodFo0KpVK4Praty4MTQaDbZv3w4AeP78OT7//HN53d7e3ihVqhQGDBhgtExERGQ97AZJRER2qVu3bvD09MTixYvle77y5MmT4XJJSUlo1qwZSpQogSFDhiA0NBS///47WrVqhV9++QXvv/8+unTpgsaNG2Pr1q3yPXH79u2T15GQkIBmzZrh6NGjqFGjBj777DOkpKRgz549GDt2LLZv3459+/bB09PT7Pc3ZcoUfPnll8ibNy/69+8PHx8fhIaGom7duqhWrZpe/tjYWNSrVw9XrlxBo0aN0K1bNyQnJ2Pnzp34/vvvsXv3bpw9exa5cuXCu+++i9y5c2PPnj24e/cuihQporOu+/fv4/DhwwgICECrVq2QnJyMxo0b4+LFi2jRogU6d+4MFxcXnD17FosXL8amTZtw8uRJFC1a1Oz3S0REZhBERER26sCBAwKAaNSoUYbTpWnOzs5i6NChOvk7duwoAAg3Nzdx6NAheXpCQoIoVKiQACCePHkiTx83bpwAIHr27Cm0Wq08PSUlRXTu3FkAEFOmTMmw/Ddv3lQt/9OnT4W7u7twdXUVly9f1pk3a9YsAUAAEMuXL5en//TTTwKAaNKkiV6ZKleuLACIhQsXytM/+eQTg+WcN2+eACCGDRsmhBDizz//FABE586d9fJ+//33wtXVVcyePVtneq9evQQAceDAgQw/ByIiMg+7QRIRUY6i0Wgwbtw4nWkNGzYEANSrV09+DQDu7u6oXbs2ACA8PBwAIITAkiVL4OzsjDlz5kCj0cj5nZ2dMWPGDADI0rD6u3btQmJiIlq0aIEKFSrozPvss8/g5+ent0yzZs3w559/YsGCBXplatu2LQDgwoUL8vTevXsbLOfatWsBAL169QIAREZGAgBcXPQ73PTr1w8JCQkYPnx4Zt4iERFZALtBEhFRjhIUFIS8efPqTPPx8QEAVKpUSS+/NE+6D+3GjRt48uQJAgMD8fLlS7x8+VInv5OTE/z8/HD9+nVERUXB19c302WUBk2pWrWq3jwXFxfUqFEDe/bs0Xtf0qMKUlNT8ezZM8TFxcnLKN8DANSuXRvly5dHWFiYfJ8ekPbstxMnTqBKlSp4/fXXAQANGjRAnjx5sGbNGmg0GvTp0wf16tWDh4eH/Dw1IiLKfmxZIyKiHCV9oAZADjaMzRNCAIA8UMe9e/dQvHhx1SS1RD18+NCsMj579gwA4O/vrzo/f/78qtOXL1+OKlWqwM3NDQEBAXJ5Jk6cqJpfal1bvny5PC19qxoAFC5cGLt370bFihWxevVqNGvWDL6+vmjatCkWLVqE+Pj4TL9HIiLKOrasERERKUjBW1BQEL799lujeQsXLmzWNqTA0FCLlVar1Zs2bdo0jB07Fl5eXujfvz/eeOMN+Pj4QKPRYOfOnVi6dKneMh988AHGjBmDDRs24LvvvkOuXLmwbt06uLi44L333tPJ+8Ybb+DixYs4cuQIdu7ciT179uDAgQPYv38/5syZg3379qFYsWJmvV8iIjIPgzUiIiKFggULAkgbfbF9+/ZW2YbUdfL58+eq89O32KWkpGDmzJkAgO3bt+PNN9/UmW/oWXQFCxZE69atsW3b/9q7n5CoujCO418xrya16I9lBGWLgVxUrkOp3OTCCCkwqKxFCIYgCG5KJCQwylQqCBGk0JA2BgkNA4KzcaMmQRaRszAK2oQLs4UIve9qpoapF3zHsUt8P8s7555z7ux+3Oc8d4yxsTGOHDnCq1evOHXqFLt27coYn5eXR1VVFVVVVXR1dfHhwwdaW1sZHR2lvb2doaGhtT6qJCkLlkFKkvSTsrIydu/ezeLiIrOzs78ck0gkslqjvLwcSG8IkrSyssLLly/Trn358oWlpSW2bNmSEdQAxsfHf7tWshRyZGSE4eFhIL0EEmB1dfWXgW///v2pEsrf/ReSpNwxrEmSQquoqAj4ccZro1y5cgWAa9eusbq6mvbbyMgIkUgkI/CsxcmTJ8nPzycajaa6UCbdvXuXr1+/pl0rKSkhCAKWl5dZWFhIXf/+/Ts3btzg/fv3wI+ujj+rra2lpKSEWCzG0NAQ27dvT3WPTKqvr+fQoUM8f/484/5kcEw2N5EkbRzLICVJoRWJRAiCgLm5Oc6dO8fWrVvp6+vL+brXr19nfHycWCxGRUUFdXV1bNq0iZmZGV68eEFpaWnG5wHWYu/evbS0tNDT08PRo0dpaGiguLiYmZkZpqamqK+v5+nTp6nx+fn5XLp0iYGBAaqrqzl//jwA0WiUb9++8eTJE6qrq4nFYrS3t6fCF0BBQQEXLlygt7eXT58+cfXqVYIgSNtPR0cH8XicM2fOUFtby+HDhykoKGB+fp7R0VEKCwuzel5J0v/jmzVJUmjt2LGD+/fvU1payrNnz4jH4xuy7ubNm5mYmODWrVsEQUBvby9dXV28ffuWpqYmpqeniUQiWa1x584dbt++zbZt27h37x4PHjwgCAImJyfZt29fxvi+vj7a2toA6O7uZnh4mMrKSiYnJzlx4gTNzc0UFhbS39/P58+f0+5NlkJCZgkkQEVFBdPT0zQ2NjI3N0dPTw+dnZ3E43Hq6uqYmpqisrIyq+eVJK1d3j/JllSSJGldLSwscODAAY4dO7ZhQfNXlpeX2blzJ5FIhNevX6/LnJcvX+bx48dMTExw/PjxdZlTkpTON2uSJP3lBgYGWFlZobm5+U9vRZK0BoY1SZL+YvPz83R2drJnzx4uXrz4p7cjSVoDG4xIkpRjHz9+pLu7G4CzZ89SVlaW8zUfPnxIIpFgcHCQpaUlHj16RHFxcVZzLi4uMjg4CMCbN2/WY5uSpP/gmTVJknIkeWbtZ9FolJqampyvffDgQRKJBOXl5dy8eZPTp09nPee7d+9S34hL8syaJOWOYU2SJEmSQsgza5IkSZIUQoY1SZIkSQohw5okSZIkhZBhTZIkSZJCyLAmSZIkSSFkWJMkSZKkEDKsSZIkSVIIGdYkSZIkKYQMa5IkSZIUQv8CLt2V2EJvx6QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_light_curve(soln, extras, mask=None):\n", + " if mask is None:\n", + " mask = np.ones(len(x), dtype=bool)\n", + "\n", + " fig, axes = plt.subplots(3, 1, figsize=(10, 7), sharex=True)\n", + "\n", + " ax = axes[0]\n", + " ax.plot(x[mask], y[mask], \"k\", label=\"data\")\n", + " gp_mod = extras[\"gp_pred\"] + soln[\"mean_flux\"]\n", + " ax.plot(x[mask], gp_mod, color=\"C2\", label=\"gp model\")\n", + " ax.legend(fontsize=10)\n", + " ax.set_ylabel(\"relative flux [ppt]\")\n", + "\n", + " ax = axes[1]\n", + " ax.plot(x[mask], y[mask] - gp_mod, \"k\", label=\"de-trended data\")\n", + " for i, l in enumerate(\"bc\"):\n", + " mod = extras[\"light_curves\"][:, i]\n", + " ax.plot(x[mask], mod, label=\"planet {0}\".format(l))\n", + " ax.legend(fontsize=10, loc=3)\n", + " ax.set_ylabel(\"de-trended flux [ppt]\")\n", + "\n", + " ax = axes[2]\n", + " mod = gp_mod + np.sum(extras[\"light_curves\"], axis=-1)\n", + " ax.plot(x[mask], y[mask] - mod, \"k\")\n", + " ax.axhline(0, color=\"#aaaaaa\", lw=1)\n", + " ax.set_ylabel(\"residuals [ppt]\")\n", + " ax.set_xlim(x[mask].min(), x[mask].max())\n", + " ax.set_xlabel(\"time [days]\")\n", + "\n", + " return fig\n", + "\n", + "\n", + "_ = plot_light_curve(map_soln0, extras0)" + ] + }, + { + "cell_type": "markdown", + "id": "1a81495b", + "metadata": {}, + "source": [ + "There are still a few outliers in the light curve and it can be useful to remove those before doing the full fit because both the GP and transit parameters can be sensitive to this.\n", + "\n", + "## Sigma clipping\n", + "\n", + "To remove the outliers, we'll look at the empirical RMS of the residuals away from the GP + transit model and remove anything that is more than a 7-sigma outlier." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b96bbd27", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:52.743904Z", + "iopub.status.busy": "2023-07-17T01:27:52.743529Z", + "iopub.status.idle": "2023-07-17T01:27:52.924601Z", + "shell.execute_reply": "2023-07-17T01:27:52.924004Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model, map_soln, extras = build_model(mask, map_soln0)\n", + "_ = plot_light_curve(map_soln, extras, mask)" + ] + }, + { + "cell_type": "markdown", + "id": "c2f1a0a3", + "metadata": {}, + "source": [ + "Great! Now we're ready to sample.\n", + "\n", + "## Sampling\n", + "\n", + "The sampling for this model is the same as for all the previous tutorials, but it takes a bit longer.\n", + "This is partly because the model is more expensive to compute than the previous ones and partly because there are some non-affine degeneracies in the problem (for example between impact parameter, eccentricity, and radius/radius ratio).\n", + "It might be worth thinking about reparameterizations (in terms of duration instead of eccentricity), but that's beyond the scope of this tutorial.\n", + "Besides, using more traditional MCMC methods, this would have taken a lot longer to get thousands of effective samples!" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d3e54906", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:28:39.880223Z", + "iopub.status.busy": "2023-07-17T01:28:39.879855Z", + "iopub.status.idle": "2023-07-17T01:38:36.127211Z", + "shell.execute_reply": "2023-07-17T01:38:36.126550Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_full...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [log_sigma_gp, log_rho_gp, log_sigma_lc, trend, log_sigma_rv, ecs, log_depth, b, log_period, log_m_pl, t0, r_star, m_star, u_star, mean_flux]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [5000/5000 08:21<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_500 tune and 1_000 draw iterations (3_000 + 2_000 draws total) took 505 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "import multiprocessing\n", + "\n", + "with model:\n", + " trace = pm.sample(\n", + " tune=1500,\n", + " draws=1000,\n", + " start=map_soln,\n", + " cores=2,\n", + " chains=2,\n", + " target_accept=0.95,\n", + " return_inferencedata=True,\n", + " random_seed=[203771098, 203775000],\n", + " mp_ctx=multiprocessing.get_context(\"fork\"),\n", + " init=\"adapt_full\",\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "28ba74b7", + "metadata": {}, + "source": [ + "Let's look at the convergence diagnostics for some of the key parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "f1060607", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:36.130483Z", + "iopub.status.busy": "2023-07-17T01:38:36.129930Z", + "iopub.status.idle": "2023-07-17T01:38:36.233914Z", + "shell.execute_reply": "2023-07-17T01:38:36.233345Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
period[0]42.3630.00042.36342.3640.0000.0002944.01339.01.00
period[1]20.8850.00020.88520.8860.0000.0002919.01647.01.00
r_pl[0]0.0780.0040.0700.0860.0000.000423.0835.01.00
r_pl[1]0.0560.0030.0500.0620.0000.000317.0423.01.01
m_pl[0]27.3425.75116.78638.1390.1160.0822385.01335.01.00
m_pl[1]22.0774.42313.59430.0200.1050.0741837.01041.01.00
ecc[0]0.0360.0290.0000.0870.0010.001815.0781.01.00
ecc[1]0.1000.0900.0000.2820.0040.003620.01102.01.00
omega[0]0.1702.013-3.0672.9220.0770.054944.01793.01.00
omega[1]-0.3701.054-2.5901.8960.0380.027784.01299.01.00
b[0]0.5900.0450.5090.6620.0020.001574.0755.01.00
b[1]0.5400.1010.3390.7120.0070.005222.0162.01.01
log_sigma_gp2.1440.6251.1763.3930.0210.0161246.0793.01.00
log_rho_gp4.5430.4233.8225.2980.0140.0101225.0806.01.00
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "period[0] 42.363 0.000 42.363 42.364 0.000 0.000 2944.0 \n", + "period[1] 20.885 0.000 20.885 20.886 0.000 0.000 2919.0 \n", + "r_pl[0] 0.078 0.004 0.070 0.086 0.000 0.000 423.0 \n", + "r_pl[1] 0.056 0.003 0.050 0.062 0.000 0.000 317.0 \n", + "m_pl[0] 27.342 5.751 16.786 38.139 0.116 0.082 2385.0 \n", + "m_pl[1] 22.077 4.423 13.594 30.020 0.105 0.074 1837.0 \n", + "ecc[0] 0.036 0.029 0.000 0.087 0.001 0.001 815.0 \n", + "ecc[1] 0.100 0.090 0.000 0.282 0.004 0.003 620.0 \n", + "omega[0] 0.170 2.013 -3.067 2.922 0.077 0.054 944.0 \n", + "omega[1] -0.370 1.054 -2.590 1.896 0.038 0.027 784.0 \n", + "b[0] 0.590 0.045 0.509 0.662 0.002 0.001 574.0 \n", + "b[1] 0.540 0.101 0.339 0.712 0.007 0.005 222.0 \n", + "log_sigma_gp 2.144 0.625 1.176 3.393 0.021 0.016 1246.0 \n", + "log_rho_gp 4.543 0.423 3.822 5.298 0.014 0.010 1225.0 \n", + "\n", + " ess_tail r_hat \n", + "period[0] 1339.0 1.00 \n", + "period[1] 1647.0 1.00 \n", + "r_pl[0] 835.0 1.00 \n", + "r_pl[1] 423.0 1.01 \n", + "m_pl[0] 1335.0 1.00 \n", + "m_pl[1] 1041.0 1.00 \n", + "ecc[0] 781.0 1.00 \n", + "ecc[1] 1102.0 1.00 \n", + "omega[0] 1793.0 1.00 \n", + "omega[1] 1299.0 1.00 \n", + "b[0] 755.0 1.00 \n", + "b[1] 162.0 1.01 \n", + "log_sigma_gp 793.0 1.00 \n", + "log_rho_gp 806.0 1.00 " + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(\n", + " trace,\n", + " var_names=[\n", + " \"period\",\n", + " \"r_pl\",\n", + " \"m_pl\",\n", + " \"ecc\",\n", + " \"omega\",\n", + " \"b\",\n", + " \"log_sigma_gp\",\n", + " \"log_rho_gp\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "35477ada", + "metadata": {}, + "source": [ + "As you see, the effective number of samples for the impact parameters and eccentricites are lower than for the other parameters.\n", + "This is because of the correlations that I mentioned above:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "ad4cba3c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:36.236964Z", + "iopub.status.busy": "2023-07-17T01:38:36.236431Z", + "iopub.status.idle": "2023-07-17T01:38:38.164847Z", + "shell.execute_reply": "2023-07-17T01:38:38.164279Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "_ = corner.corner(trace, var_names=[\"b\", \"ecc\", \"r_pl\"])" + ] + }, + { + "cell_type": "markdown", + "id": "02b667de", + "metadata": {}, + "source": [ + "## Phase plots\n", + "\n", + "Finally, we can make folded plots of the transits and the radial velocities and compare to the posterior model predictions. (Note: planets b and c in this tutorial are swapped compared to the labels from [Petigura et al. (2016)](https://arxiv.org/abs/1511.04497))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "d7c8beec", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:38.168428Z", + "iopub.status.busy": "2023-07-17T01:38:38.167974Z", + "iopub.status.idle": "2023-07-17T01:38:38.585630Z", + "shell.execute_reply": "2023-07-17T01:38:38.584334Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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F3GemmTyJsjHZliWg6edkZ2dX6Dr29vY66z5pxowZ+Oyzz/I9LyCH8qnqSgCQKxQwx9RKAFAplfmefzJeoflHBoPeg0oIiCfKRCaXQy7Tf0t6xSgAlaqAdeQKQFb86/WNVacshACyU4F/vwf+/QGo2Qlo/j8gsAVQgvdHRBLJTgdO/qb+/ibH/ve8TJreKwUda/U5/pVm+8aIUWd5EcdizWGx2G2g9O+5qG3gqWVKVRnVD5m023oZe/DggQAgnJ2dC11n7NixAoD47LPP8i3LysoSKSkp2ltcXJy2d//ChQuFQqHQXjVQ1NUHUl8yX9yVceZyJUVxZVrUfvS9+q/EsSqVQlzaKsTSV4WIdPvvtvQ1IfJyS/T+iKiMxR8V4vMq2u+tclolcePn/uL2hUOShFPUsdZczilldYWfMa7Y1ufcpilTTbwc4qAEcnNzhY2NjQAgMjMzC1xn0KBBAoD44Ycfit3e05dI6jM+kzHHgjL0S1PUB95cvgxPxlpUmRZ2oNH3fZQq1rsXhFg9XIjJnuqD8vV9JX5/RFSGfn9D/V39sobYP6e/cLUv3bHYVMfhJ9cpq3OKoTE+GYe+SV9p91WabWjK9Pz580yiDFGnTh0BQJw8ebLA5c2aNRMAxP79+4vdVknHmTBmDU1pvzSFfeCNkQCV9RgphR1o9PlSGyXWVUPVB+atE0r7VojIVHIyhZjqJ0Skm7hzYkupv/elPQ5bwrG2pDGWdqDn0iZiJdkGB9s00JgxYwQAMW3atHzL7ty5I2xsbIS3t7fIzs4udlsl/U8wty9NQR/4smqKKyv6/pIrVaxnV6uTqG8blDJaIjKZy9sf10KFil07d5bqWFxWtSbFMfWgxVIMGmqMGTf02QaTKANdvnxZ2NnZCR8fn3wFPHDgQAFAfPrpp3ptS4qaqLIY6dtYCVBZTT9jDKWKNTNFiMle6gP0/SvGD46ISm/jaPV3dN27ZjPjgjk0gZk6RnPFJKoU5s6dKwAIHx8f8cEHH4gpU6aIFi1aCACiRYsWhfaXepoh/wmW8KXR7MdSEiCzsOQV9QF6/3dSR0JET1OphPjqGfV39OImIUTpjsWmbhEoibJIcqzxfFBWSZRVjRP1pM2bN+Orr77C0aNHkZWVherVq6Nv37748MMP4ejoqNc2NINtlnScifj4eMTExCAkJMSgofWjoqIQERGhHXRs/vz5Bo8wS0ZyaD6w+SMkuz2L9N4rjTZlAhEZwZ2zwE8tAIUd8PENwM4JQOmOxeZ0HC7tOaU8MvT8XVJWm0QZQ1n9JxSEXxrzsmL+l+iTMA15KgG/rx7hi+8WMLElMhf/fAnsmgaEvgy8udJom+Vx2HIxiTIDUiZRZD7i4+MRGBiI0xGOqF1RgTdXZ2DFeYHY2FgeWInMwfw2QMIJoOs3QKNBUkdDZqCszt9WNwExkbFpJthceykPANCthi0nKiYyF+n31AkUANTIP/E8kSkxiSIqhmaG8Q2Pk6jOoTZwsC35DONEZAJXtqnvfWsDbpWljYXKHSZRRMXw9/fHggULcOwO8OCRCq72Mqz6egyb8ojMwYWN6vtar0gbB5VLTKKI9BAeHo7rsbHIrdYBANA5WOKAiAjIzQKu7VY/rtlR0lCofGISRaQnf39/VGrz+Iq8C+sBXpNBJK3YfUBeJuDsA1SqL3U0VA4xiSIqieptAbktkHYbuH9R6miIyreLj5vyanYCZDJpY6FyiUkUUUnYOQNBL6ofX9wkbSxE5ZkQwKXN6sc1u0gbC5VbTKKISuqZxx1YNb+Ciajs3T0HpN9Rj1Ie3ErqaKicYhJFVFI1O6nvbx8HMpMlDYWo3NIMbRD4onaaF6KyxiSKqKTcKqs7sgJA0lVpYyEqrzR9EoNbShsHlWtMoogM4fV4oM2k69LGQVReJV5T33txvBGSDpMoIkNoDtwPmUQRSeLh4yTKM0jSMKh8YxJFZAhtEhUraRhE5VJ2OpCRqH7syZookg6TKCJDaA7cSbGShkFULml+vDi4A44eUkZC5RyTKCJDaJoQ2LGcqOxpmtE9q0kbB5V7TKKIDKFpzktLUM/fRURlR1MTxU7lJDEmUUSGcPIGbJ3Vj5NvSBsLUXmjuSqWSRRJjEkUkSFkMnYuJ5KKtjmPSRRJi0kUkaE0SRTHiiIqW0kc3oDMA5MoIkN5cqwoojKnzIN4GAcASMh2kDgYKu+YRBEZijVRRGVuxcI5kEGJ7DyBgNrNEBUVJXVIVI4xiSIylHaYAyZRRGUhPj4eC2dNBADEJqugVKkQERGB+Ph4iSOj8opJFJGhPJ/oWK5SSRoKUXlw5coVBHuoH8ckqb9zSqUSMTEx0gVF5RqTKCJDuQcAMgWgylGPF0VEJhUaGooQbwUA4OpDdRKlUCgQEhIiZVhUjjGJIjKUwgZw91c/ZudyIpPz9/dHr/aNAQDXHgooFArMnz8f/v7+EkdG5RWTKKLS8Ho87QTHiiIqE8Fu6hqo8A+nIjY2FuHh4RJHROUZkyii0uAVekRlRwhtrW/dVt1YA0WSYxJFVBocK4qo7GQ+BHLS1Y89A6WNhQhMoohKR1MTlXhN2jiIygNNja+LL2DrKG0sRGASRVQ6mrGiHjKJIjI57Zx51aSNg+gxJlFEpaFJorJSgMxkKSMhsn6aJMqbSRSZByZRRKVh7wo4easf8wo9ItNKilXfc+JhMhNMoohK63Hn8rP7NnL6CSJTSnrcbK65oINIYkyiiEop5vHIyb9+NxWBgYGcEJXIVDRJlBeTKDIPTKKISiE+Ph6/bTkIAKjmKYeKE6ISmUZuFpB+R/2YzXlkJphEEZXClStXEJOoBABU91R/nTghKpEJJN9Q39s6/9cPkUhiTKKISiE0NBSxKQIAEOKl/jpxQlQiE9CMEeUVBMhkkoZCpMEkiqgU/P39MfyTWerHbjI42HJCVCKT0Fz96sXhDch8MIkiKqU3hr4PlcIBCrkM10/s4YSoRKagHWiTncrJfDCJIiotmQxyryAAgJ9dprSxEFkrbXMekygyH0yiiIxB08TAiYiJTINjRJEZYhJFZAyaA3sSkygio1OpgIePr87j8AZkRphEERmDpomBU78QGV9aAqDKAWQKwD1A6miItJhEERmD5tdx0lVJwyCySpofJ+7+gMJG0lCInsQkisgYNM15D28AQkgbC5G14ZV5ZKaYRBEZg0dV9X1eJpB+T9pYiKyNpibKm2NEkXlhEkVkDDZ2gKOX+vEjJlFERpWWoL53qyxtHERPYRJFZCwuvup71kQRGdejB+p754rSxkH0FCZRRMbi8vgA/+i+tHEQWRvNDxNnH2njIHoKkygiY9Ec4JlEERmXJolyYU0UmRcmUUTGojnAszmPyHiE+O+HiXMFaWMhegqTKCJj0dZEPZA2DiJrkp0GKLPVj9kniswMkygiY9EmUayJIjIaTS2UrTNg5yRtLERPYRJFZCxsziMyPjblkRljEkVkLJqDfDo7lhMZjbZTua+0cRAVgEkUkbE4PzHEAad+ITKOR7wyj8wXkygiY9H0iRJ5QOZDaWMhshbagTbZnEfmxyqTqMuXL6NZs2aQyWQYOHCg1OFQeWHrANi5qh/zCj0i49AOtMmaKDI/VpVECSEwd+5c1K9fH0ePHpU6HCqPeIUekXFpO5ZztHIyP1aVRL355psYNWoUunXrhtmzZ0sdDpVHro87v3LUciLj0HyXXJhEkfmxqiTq1q1bWLp0Kf744w94eHhIHQ6VR7xCj8i40u6q79mcR2bIRuoAjGn9+vVwd3eXOgwqz7RX6LE5j8gotB3LWRNF5seqaqKYQJHkXJ4Y5oCISic3C8hJVT9mcx6ZIauqiSqt7OxsZGdna/9OTU2VMBqySGzOIzIezY8RmQ3g4CFpKEQFMduaKD8/P8hksmJvfn5+RtvnjBkz4O7urr0FBAQYbdtUTrA5j8h4nrwyTyaTNhaiAphtTdSwYcP0qglyc3Mz2j7Hjx+P0aNHa/9OTU1lIkUlo+m3wfnziEpPk0S5slM5mSezTaKmTJlS5vu0t7eHvb19me+XrIh2EmI25xGVmnagTfaHIvNkts15RBZJc7DPywByHkkbC5Gl0zbnsSaKzBOTKCJjsncF5Hbqx7xCj6h0ONAmmTkmUUTGJJOxSY/IWNicR2bObPtElVRcXBxWrFih/Vszd965c+d0poDp1KkTateuXebxUTniUhFIjWdNFFFpsTmPzJzVJFFXr17F2LFj8z1/9OhRncmIK1SowCSKTIuTEBMZB5vzyMxZTRLVpk0bCCGkDoPovwM+m/OISofNeWTm2CeKyNi0NVFMoogMplICGYnqx2zOIzNlUBJVkhqf27dvG7ILIsvFUcuJSi8jEcDjc42Tt6ShEBXGoCSqRYsWuHr1arHrLV++HHXr1jVkF0SWi1fnEZWepibX0QtQWE3PE7IyBiVRBw8eRL169fDjjz8WuDwpKQm9evVC//79kZWVVaoAiSyOdhJi1kQRGUzz/XHxlTYOoiIYlEQtW7YMzs7OePfddxEWFoZbt25pl23YsAG1a9fGqlWr0LJlS5w8edJYsRJZBjbnEZWedniDCtLGQVQEg5Kot956C5cuXUJ4eDh27NiBunXrYtGiRRg8eDBeffVVZGVl4aeffsLu3bsRGhpq7JiJzJumOS8rGVDmShoKkcXSDm/ATuVkvgy+Os/DwwMLFizAP//8gypVqmDo0KFYunQpunfvjvPnz2PYsGHGjJPIcjh6ApCpHz96IGkoRBZLO7wBkygyX6Ue4uDhw4dITU2FEAJCCNy/fx+PHnHiVSrH5ArA6XETBJv0iAzD5jyyAAYnUXfu3EGvXr3w6quvQqlUYt26dRg/fjz+/fdfPPfcc/jiiy+gUqmMGSuR5XB93BmWY0URGYbNeWQBDEqifvzxRzzzzDNYtWoV+vTpgzNnzuCVV17B559/jv379yMwMBCffPIJmjRpglOnThk7ZiLzp71Cj0kUkUE4WjlZAIOSqJEjR8LGxgYrVqzAb7/9Bk9PT+2yJk2a4OTJk3jvvfdw8uRJNGnSxGjBElkMXqFHVDrpnHyYzJ9BSVSXLl1w9uxZ9OrVq8Dl9vb2mDNnDnbt2oWAgIBSBUhkkTj1C5HhhPjvBwgnHyYzZtAwsBs2bNBrvVatWuH06dOG7ILIsnESYiLDZaUAKvXwIPHJOfD3kDYcosKYfAJiJycnU++CyPxom/OYRBGV1Mql8wAAqdkCgdVrIioqSuKIiApmUE1UxYr6t1HLZDLcvXvXkN0QWS5tcx77RBGVRHx8PL6fOQm9BjrhbroKKpUKERERCAsLg7+/v9ThEekwKIl68IADCBIVSdOcl8Ykiqgkrly5Ap/HDRj3HgkAgFKpRExMDJMoMjsGJVHXr18vdNndu3dx7NgxfPPNN+jfvz8mTJhgcHBEFkvTnJfxAFCpALnJW86JrEJoaCh8XdTfl7uPkyiFQoGQkBApwyIqkEFJVGBgYJHLmjRpgp49e6J+/fqoWLEihg4danCARBZJM06UUKrn0HPykjQcIkvh7++P8L7dgNRtuPdIQKFQYP78+ayFIrNksp/HPj4+6NmzJ7777jtT7YLIfNnYA/Zu6sfpbNIjKomGoVUAAB17vI3Y2FiEh4dLHBFRwUzaxuDl5YVr166ZchdE5otjRREZ5vF3Jqh2Y9ZAkVkzaRK1fft22NramnIXRObLRTN/HmuiiEpEO/kwB9ok82ZQn6gpU6YUuTw5ORlbt27FxYsXERYWZlBgRBZPc4XeI17NSlQiaY+HxeHkw2TmDEqiJk+eDJlMBiFEkev5+flh9uzZBgVGZPE0v6LZJ4qoZDQ/PDhvHpk5g5KoyMjIQpfJZDI4ODigWrVq6NSpE5ydnQ0OjsiicRJiopLLzQRy09WPNVe5EpkpoydRRPQYm/OISk7TH0puCzi4SxsLUTE4AiCRqbA5j6jk0p/oVC6TSRsLUTH0qokqriN5UWQyGT799FODX09ksTTNeemcO5JIb5rmb3YqJwugVxKlb0fyJ2nWZxJF5ZamPweb84j0p2nOYxJFFkCvJGrSpEmQsVqVqGQ0J4G8TCA7HbB3kTYeIkugaf7mGFFkAfSuiSKiErJzARQOgDJL3UTBJIqoeNrhDXhlHpk/vTqWe3l5YcaMGdq/FQoFvv76a5MFRWQVZLInpn5JlDYWIkuhHa2czXlk/vRKotLT03H9+nXt30KIEvWPIiq3XDT9ojh/HpFeOOULWRC9mvOCg4MRFRWFw4cPw8vLCwAwb948bNy4sdjXymQy7Ny5s3RRElkqzYkgg53LifTC5jyyIHolUV9++SX69euH06dPA1AnRlevXsXVq1eLfS07pFO5pm3OY00UkV60NVFMosj86ZVEdevWDbdu3cKlS5eQmZmJdu3a4Z133kHv3r1NHR+RZeMwB0T6U6meqIlicx6ZP72nffHw8EDTpk0BAIGBgWjYsCFat25tssCIrAJrooj0l5UMQKV+7MSaKDJ/Bs2d92QncyIqghNrooj0pvmxYe8G2NhJGwuRHjh3HpEpOXMSYiK9ab4nrIUiC8EkisiUNH2iOAkxUfE45QtZGCZRRKb05BAHKpW0sRCZO16ZRxaGSRSRKWlOBkL5uNMsERWKV+aRhWESRWRKNvaAnav6cQanfiEqEmuiyMIwiSIyNWdO/UKklwzWRJFl0WuIg5s3b5ZqJ1WrVi3V64ksmktF4OF1JlFExeGUL2Rh9EqigoKCDJ6+RSaTIS8vz6DXElkFDrhJpB9OPkwWRq8kqmrVqvmSKCGEtobKwcEBXl5eUKlUSExMRG5uLgCgbt26cHBwMHLIRBbGyVt9/4h9ooiKpBkKhEkUWQi9kqjY2FidvzMzM9GtWzfUr18fkyZNQoMGDbRJVl5eHg4fPoypU6ciMzMTf//9t9GDJrIorIkiKp4y778rWDnYJlkIgzqWR0ZGIjk5GWvXrkXDhg11aqlsbGzwwgsvYNOmTUhLS8OECROMFiyRRWISRVS8J69edfKSLg6iEjAoiVq5ciXatWtX5DoymQzt27fHmjVrDAqMyGo4c/48omJpfmQ4egNyhbSxEOnJoCQqISEBjo6Oxa7n7OyMu3fvGrILIuvBmiii4nHKF7JABiVRvr6+WLlyJbKysgpdJycnB6tXr4aPDzsIUjnHcaKIiqdpzuPwBmRB9OpY/rSePXvi66+/RsOGDTF06FDUr18f3t7ekMlkSEpKwunTp7Fw4UKcPXsWI0aMMHbMRJZFUxOVmaTuPKsw6GtHZN04WjlZIIOO5lOmTMHp06exc+dOfPjhhwWuI4RA48aNMW3atFIFSGTxHJ/oJJuZxOYKooJwjCiyQAYlUc7Ozti+fTv+/vtvrFu3DmfPnkViYiKEEPDw8MAzzzyDLl26oGfPnpDLObMMlXMKG3UilZmkPlEwiSLKj0kUWaBStSt06dIFXbp0MVYsRNbL2edxEsUr9IgKpBmMVjM4LZEFKHU1UW5uLk6fPo1t27bh3r17xoiJyPrwCj2iorEmiiyQwUlUYmIiIiIi4O3tjQYNGqBTp044ePCgdnnbtm1x+PBhowRJZPE4VhRR0TjlC1kgg5KolJQUtGjRAj///DNyc3NRp04dneXXrl3Dvn378PLLL+PSpUtGCZTIorEmiqhomh8YTKLIghiURM2YMQOXL1/G6NGjkZSUhHXr1kEIoV1erVo17Nq1C5mZmfjiiy+MFmxxVCoVFi5ciBYtWsDNzQ12dnaoWrUq+vfvj/Pnz5dZHET5MIkiKlxuFpCbrn7MIQ7IghjUsXzt2rVo2bIlZs+eDQA6c+dptGzZEt27d8fOnTtLF6GeVCoVevTogbVr18LPzw+DBg2Ch4cHDhw4gF9++QV//fUXoqOj0bRp0zKJh0iH8+POsk/OD0ZEahmPa6FkNoCDu7SxEJWAQUnUzZs30bt372LXq1OnTpnNnbds2TKsXbsWdevWxf79++Hq6qpd9umnn2LatGn46KOPsGfPnjKJh0gHa6KICvfkQJsF/CgnMlcGNefZ2NggJyen2PXS0tLg4OBgyC5K7MCBA3BxccG4ceN0EigAeOedd7TrPNnsSFRmNElUOq9gJcpH0x/Khf2hyLIYlETVrl0b69evR15eXqHrpKenY8WKFfk6nZvKggULkJaWhjfeeCPfMhcXFwDqJj+VSlUm8RDp0NZE8eo8onw4vAFZKIOSqIEDB+LixYvo0qULzpw5o01MZDIZMjIysHbtWrRq1QpxcXEYMGCAUQM2xIYNGwAArVu3hkKhkDgaKpc0nWVz0oC8bGljITI3mh8XTuxUTpbFoD5Rw4YNw44dO7Bq1SrUr18fMpkMMpkMffr0QXa2+gQhhMCrr76KoUOHGjXgkrp58yY+/PBDyOVyTJ8+vch1s7OztfEDQGpqqqnDo/LCwQOQKQChVJ8w3KtIHRGR+WBNFFkog2qiZDIZVq5ciZ9//hkNGzaETCaDEAJZWVmwsbFBkyZN8PPPP2P16tUFXrmnDz8/P21yVtTNz8+v0G2cP38erVu3xp07d/Dtt9+iWbNmRe5zxowZcHd3194CAgIMip0oH5nsv1/Z7FxOpEs7RhRrosiylGruvPDwcISHhyM3NxeJiYmQyWTw9vaGjU2pNgtAXdulT02Qm5tbgc9v374dvXr1Qnp6OubNm4fhw4cXu63x48dj9OjR2r9TU1OZSJHxuFQEHt1lvyiip7EmiixU6bMdALa2tkXWCBliypQpBr/222+/xZgxY+Dq6oq///4bYWFher3O3t4e9vb2Bu+XqEjOrIkiKlAGa6LIMumVRC1btqxUO+nfv3+pXl8S06dPx4QJE1C9enX8/fffqFmzZpntm6hImhNEBmuiiHSksyaKLJNeSdTAgQMN6tskhIBMJiuzJOqHH37AhAkTUL9+fWzfvh0VKvBXDZkRDrhJlJ8QuoNtElkQvZKo/v3750ui7t+/j02bNsHT0xONGjWCj48PVCoV7ty5g2PHjiEtLQ19+/Ytsz5Fp0+fxgcffAB/f38mUGSetM15rIki0spJB5SPr4pmTRRZGL2SqCVLluj8HRsbixdeeAGzZ8/Ge++9l2/spZycHMyePRvffvst9u/fb7RgizJ+/Hjk5uaifv36+eJ9Up8+fdhZnKTBmiii/DQ/KmwcATtnaWMhKiGZMGAelH79+iEtLQ0bN24scr2uXbvCwcEBf/31l8EB6isoKAg3btwodr3o6Gi0adNGr22mpqbC3d0dKSkphV4FSKS3S5uB3/sClRsCw6KljobIPMQdAaI6AG4BwOizUkdDVqKszt8GjRO1a9cuNGrUqNj1GjVqVGYT/sbGxkIIUexN3wSKyOgejxOV+eAm4uPjJQ6GyExoamY5bx5ZIIOSqNTUVKSnpxe7XkZGhl7rEZUHf25S1z6JR/cRGBiIqKgoiSMiMgMcI4osmEFJVEhICJYuXYpLly4Vus7169exbNkyBAcHGxwckbWIj4/HkPfGAwCcbGVwVKgQERHBGiki7RhRTKLI8hg02OY777yDkSNHol69enj55ZfRoEEDeHt7QyaTISkpCadPn8bmzZuRnZ2NsWPHGjtmIotz5coVpGWrkJEr4GQrQ0VnGa4nKxETEwN/f3+pwyOSjnbKF29p4yAygEFJ1IgRI5CUlITPP/8cGzduxN9//62zXAgBhUKBDz74AGPGjDFKoESWLDQ0FHK5HPceCQR5yODjLMfNNHWtLlG5xuY8smAGT/syceJEjBgxAlu2bMHZs2eRmJgIIQQ8PDzwzDPPICwsDJUrVzZmrEQWy9/fHwsWLMD9Q+8hyAOo5KrA/M9+ZC0UEZMosmClmjvPy8sLb7zxhrFiIbJq4eHhyMRaIO4fLPp+Frzah0sdEpH0HiWq7zlaOVkggzqWE5FhHL3VA7162eVJHAmRmUi/p753YhJFlsfgJOrbb79Fw4YN4eLiAoVCUejNxqZUlV1E1kU79UuitHEQmQOVilfnkUUzKMP54osv8Mknn0Cfwc4NGBCdyHppfm1z6hciICsZEEr1YzbnkQUyqCZq4cKFcHBwwIoVK/Dw4UOoVKoib0T0GOfPI/pPxuMaWTs3wMZe2liIDGBQTVRcXBzCw8PRq1cvY8dDZN20SdQDaeMgMgfaK/NYC0WWyaCaKC8vL16aTWQIzclC05mWqDzjvHlk4QxKotq3b499+/YZOxYi66epicp4ALC/IJV3HCOKLJxBSdQXX3yB8+fPY/LkycjJyTF2TETWS1MTJZTqTrVE5Zl2yhc255FlMqhP1DfffIP27dtj+vTp+OGHH1C7dm1UrFixwHVlMhlWrFhRqiCJrIaNPWDvBmSnAml3AEdPqSMiko6mWZs1UWShDEqiZs+eDZlMBiEEEhMT8c8//xS6rkwmMzg4Iqvk5g/cPw+k3AIqPiN1NETSSb2lvnfjFGFkmQxKohYvXmzsOIjKD4/HSVRqvNSREEkr+fF3wD1A2jiIDGRQEjVgwABjx0FUfrhVUd+n3JI2DiKppdxU32u+E0QWxihz56WmpuLy5ctIT083xuaIrJv74xNGKpMoKsdyHqn7BgL/fSeILIzBSVR2djZmzJiBmjVrwtPTE8888wx27dqlXT5o0CBcvXrVKEESWRVN00UKm/OoHNPUxNq6AA7u0sZCZCCDmvOys7PRvn17/PvvvxBCwNPTE8nJydrlV69exdKlS7F9+3YcPnwYlSuz0yCRlqbpIjlO2jiIpKTpE+jOgZvJchlUEzVnzhwcOHAAPXv2xNWrV3Hs2DGdiYarV6+O5cuXIyEhATNnzjRasERW4cnmPA64SeWVpibWg0kUWS6Dkqg//vgDDRo0wB9//IHg4OAChzHo168fOnfujE2bNpU6SCKroqmJUmYDGUnSxkIkFU1zHjuVkwUzKIm6du0aXnrppWLHgGrUqBFu3WLnWSIdNvaAk7f6MYc5oPKKzXlkBQxKolQqFWxsiu9OlZeXp9d6ROUOO5dTeZfCJIosn0FJVM2aNbF9+/Yi18nLy8OaNWtQo0YNgwIjsmqaEwfHiqLySjPQJpvzyIIZlET17t0bR44cweDBg/Hw4UPt85rmvZMnT6Jbt264cOEC+vbta5xIiayJJolicx6VR0L8N04aa6LIghmURI0ePRovvPAClixZAl9fX7Rs2RIymQzvvvsufHx88Pzzz2PLli1o0qQJRo0aZeyYiSwfRy2n8izzIZCXqX7MefPIghmURNnZ2WHnzp2YMGECPD09ER8fDyEEbt68icTERFSsWBETJkxAdHQ07O3tjR0zkeXjqOVUnmn6Qzl6AbaO0sZCVAoG9/q2t7fH1KlTMXXqVFy7dg337t2DTCaDn58fAgMDjRkjkfXRdCzngJtUHrEpj6yEQUnU5s2bERwcjFq1agEAqlWrhmrVqhk1MCKrpmnOS70NqJSAXCFtPERlSXtlXoC0cRCVkkHNeT179sS6deuMHQtR+eHqB/XXTwWk35U6GqKyxZooshIGJVHPP/88Tp06ZexYiMoPuQJwraR+zM7lVN5oa6I4vAFZNoOSqKioKFy9ehUjRozA0aNHoVQqjR0XkfXzeNyUwWEOqLzhlC9kJQzqE/Xmm28CAJYtW4b58+cDANzd3QscnVwmk+HuXTZXEOXjXgWIA0ctp/In5fEFFWzOIwtnUBJ19OjRfM8lJyeXNhai8oVjRVF5pFICqQnqx0yiyMIZlERdv37d2HEQlT8ctZzKo/R7gMgDIANc/KSOhqhUDEqi9B0H6ubNm8jLyzNkF0TWjzVRVB5prsxzrQQoOEE9WTaDOpYrFArMmTOn2PVmzpyJ9u3bG7ILIuunqYnigJtUnmivzGNTHlk+g5IoIYRe6924cQMJCQmG7ILI+mlOIhn3gbxsaWMhKitMosiK6F2X+u233+Lbb7/V/j19+nR8//33ha6fnJyMlJQUBAUFlSpAIqvl5A0o7AFltnrkcq9gqSMiMj3tQJsc3oAsn95JVL169VC3bl0cOHAAMpkMSUlJSEpKKvI1FSpU0Em8iOgJMpl6BvuH19UnFiZRVB5oaqLcWBNFlk/vJKpNmzZo06YNhBBQKBSYMGEChgwZUuj6Dg4O8PX1NUqQRFbL3V+dRLFzOZUTOQ+uww7AgzxHVJA6GKJSKvGlETKZDJGRkQgLC9P7Kj0iKoRmAtYUdi4n6xcVFYXO106hkqscnfoMwfApeQgPD5c6LCKDGdSxPDIyEs2aNdP+rVQqcfPmTWRlZRktMKJyQdMvJJU1UWTd4uPj8b/hw+DrIgMA3EhWIiIiAvHxHCeNLJdBSdTTYmNjERwcjG3bthljc0TlB8eKonLiypUrqOQiIJfJkJUncD9DQKlUIiYmRurQiAxmlCQK0H/YAyJ6guYyb86fR1YuNDQUgR4KAEBcigqAeszBkJAQKcMiKhWjJVFEZABtEsU+UWTd/P39MfkD9cVIcanqC5Tmz58Pf39epUeWi0kUkZQ0zXnZqUB2urSxEJlYmwbqWqdnm72E2NhYdioni8ckikhKDm6Anav6MTuXk7V73PfPr8bzrIEiq2CUJKpKlSqIjo5GixYtjLE5ovJF27mc/aLIynHKF7IyRkmiHBwc0Lp1a3h7extjc0Tli8fjEwprosjaMYkiK1OqJOrGjRuYMWMGXn/9dbzwwgv4559/tMuio6NLHRxRucAr9Ki80E75wnnzyDqUeMRyjblz5+Kjjz5CTk4OhBCQyWRITk4GADx8+BAvvfQSevbsid9++w1yObteERVKM4cYx4oia5adDmSnqB9z8mGyEgZlN9u2bcN7770HR0dHTJw4EQsXLsw3TlSnTp2wcuVK/Pzzz0YJlMhqaUctZ00UWTFNc7WdK+DgLm0sREZiUE3UN998A3d3d5w+fRr+/v64ceOGznJPT0+sWbMGtWvXxtKlSxEREWGUYImskqZpI5lJFFkxNuWRFTKoJurIkSPo27dvkZeo2tjY4NVXX8W5c+cMDo6oXHB/omM5R/4na6WpifJgp3KyHgYlUampqahSpfhfEx4eHsjOzjZkFwZ59OgR5s6di+bNm6NixYqws7ODv78/+vTpg3379pVZHEQl4lZZfZ+XCWQ+lDYWIlPR9PljTRRZEYOSKF9fX1y4cKHY9Y4fPw5fX19DdlFiDx8+RLt27TBq1ChkZ2dj8ODBmDBhAho1aoS//voLrVq1wvLly8skFqISsXUEXPzUj+9fkjYWIlNJfDzRsGegtHEQGZFBSVT79u3x119/YdeuXYWu88svv2Dt2rXo0KGDwcGVRGRkJA4fPozBgwfj+PHjmDlzJiIjI7F27VrMnz8fQgiMHz++TGIhKrFK9dT3d05LGweRqdw+ob73e07aOIiMyKAk6pNPPoGdnR3CwsLQo0cPfPvttwCAtWvXYuzYsWjQoAEGDhwIJycnjBs3zqgBF6ZRo0YYP348Jk2alG9Znz59AADx8fHIy8srk3iISkSTRCUwiSIrlPMISLqqfswkiqyIQVfnhYaGYtu2bXjzzTexZs0a7fNLly7VDnUQGBiIX375BaGhocaJtBj9+/cvdNmZM2cAAPXr14eNjcFDYxGZTqXHJ5bbx6WNg8gU7pxV3zv5AK5l08WDqCwYnFE0b94cV65cwdatW3Hw4EHcu3cPMpkMfn5+aNasGTp06ACFQmHMWPWWmpqKxMREJCUlYffu3Zg2bRqqVKnCMavIfGl+nd+/DOTlADZ20sZDZEyaZurK9aSNg8jISlUto1Ao0LlzZ3Tu3NlY8RjFokWL8MEHHwBQD7XQs2dPzJ07FxUqVCjyddnZ2TpXE6amppo0TiItj6qAvRuQnQrcv/Bf8x6RNUg4pb6vVF/SMIiMzWznY/Hz84NMJiv25ufnl++1r7zyClavXo2ff/4ZvXr1wurVq/H888/jyJEjRe5zxowZcHd3194CAgJM9faIdMlkgF9d9WPNCYfIWtx63KmcPw7IysjE0/O1FKBatWqG70Amw9WrV0v8ukmTJulVE+Tm5oYpU6YUuc6ePXvQrl07VK1aFRcuXICDg0OB6xVUExUQEICUlBS4ubmV7A0QlVDaqvfgemYJ0p/tB5feP0kdDpFx5OUAn1cCRB7w3inAM0jqiKgcSE1Nhbu7u8nP33olUaWdQFilUpXq9cbQrl07REdHY/PmzejYsaNerymr/wSiqKgo7P5uBH7p7oADcUpceOFbhIeHSx0WUeklnAbmtwTsXYFxcepaVyITK6vzt159oq5fv57vualTp2Lnzp1499130bx5c/j4+EClUuHOnTvYt28f5s2bh+7du2PGjBlGD/ppubm5WLlyJRITE/Huu+8WuI6mP1R8POcnI/MSHx+PYcOGoaaX+u96vnK0GR6BsLCwIqdWIrIImuZpv+eYQJHV0SuJCgzUHWF2/vz52LZtG06dOgVPT0+dZTVq1ECrVq0wbNgwNGjQACEhIRg1apTxIi6Ara0txowZgzt37qBdu3aoXbt2vnUuXrwIAKhcubJJYyEqqStXrkClUuFSIpCZK+BsJ0Owu0BMTAyTKLJ82ivzGkgbB5EJGNRO9+OPP+KVV17Jl0A9qUKFCnjllVewYMECg4MriR49egAAxowZk2++vl9//RVnzpyBl5cXWrduXSbxEOkrNDQUcrkcKgGcuacEADSqYoOQkBCJIyMygtsn1fccZJOskEFJ1JUrV/SagNjf3x/Xrl0zZBcl9vnnn6N+/frYunUr6tSpg/fffx+TJ09Gt27d8Pbbb8PGxgY//fQTnJ2dyyQeIn35+/tjwYIFUCgUOJag7j/4cf9OrIUiy6dSAnfUgx1rB5QlsiIGJVFOTk7Ys2dPsesdOHAAjo6OhuyixNzd3XHgwAHMmDEDbm5uiIqKwvTp03HixAm88cYbOHjwIHr16lUmsRCVVHh4OGJjY9HuDfX4Zs9VkP5iDKJSS7oG5GUCCnvAu2xmryAqSwYlUe3atcOOHTvQv39/HD9+XGc+OpVKhTNnziAiIgKbN28u0+YzR0dHjBs3DseOHUNaWhpycnIQFxeH5cuX4/nnny+zOIgM4e/vj5qte6r/SDgFFH/hLJF503Qq960NKDjlFlkfgz7VX3zxBfbt24dff/0Vy5cvh1wuh6urK2QyGdLS0qBUKiGEgKenJ6ZPn27smImsV8VnAciBrGQg9RbgziY9smDaTuX1JQ2DyFQMqokKDg7GqVOnMHr0aFSvXh0qlQrJycl4+PAh8vLy4O/vj+HDh+PEiROoVauWsWMmsl62DkCFGurHCaeljYWotDSdyjlSOVkpg+tXfXx8MHv2bMyePRvZ2dlISkqCEAIeHh5wcnIyZoxE5UuVBsCDi+qmkFrmNS8lkd6E0B0jisgKGWXuPHt7e1SqVAmVK1dmAkVUWppf7ZxDjyxZ6i11szTkj5upiayP2U5ATFRuaX61a5pCiCyR5keAT011MzWRFWISRWRu/Oqq79MTgIwkaWMhMlQCRyon68ckisjcOLgB7lXVj9mkR5ZK89nlIJtkxZhEEZkjzSXhTKLIUt0+ob7nlXlkxZhEEZkjTRJ1h8MckAV6lAik31E/9q0jbSxEJsQkisgc+T3+9X7rhLRxEBng/pmdAIBcV3918zSRlWISRWSONP1IHl4DstOljYWoBKKiojBnbH8AwJqD1xEVFSVxRESmwySKyBy5VATcA9SPL26UNhYiPcXHx2PYsGHoUUsBADh0S4mIiAjEx8dLHBmRaTCJIjJXDd5W3x/6Sdo4iPR05coV1PQCGlWxgVIl8PuZXCiVSsTExEgdGpFJMIkiMlcN3gIgU1/ldP+y1NEQFSs0NBTvNrEDAOy4loeEdAGFQoGQkBCJIyMyDSZRRObKvQoQ1FL9+PACaWMh0oO/rzfCm7gAAL45lAuFQoH58+fD399f4siITINJFJE5a/aO+v7UH0BeNgB1v5Po6Gj2MyHzc24t7EQO8hy98fGCLYiNjUV4eLjUURGZDJMoInMW+jLg6A3kpAHn1yEqKgqBgYFo164dAgMDeeUTmZfH/fdsGoejTdv2rIEiq8ckisicKWyAhuoO5tn75mLYsGFQqVQAAJVKxSufyHzcvwQknAQgAxoNkjoaojLBJIrI3DVWN4fY3zuNYHehs4hXPpHZOPS4315wa8CtsrSxEJURJlFE5s6jKlD1BQDA/5rY6yzilU9kFnKzgNN/qB83GyFtLERliEkUkSV43MF8RHN3ONiqBzLklU9kNs6vA3LSAScfILSD1NEQlRkbqQMgIj3U7AQ4eMI+6yHid/yEM6oQhISEMIEi86AZELbhAECukDYWojLEmigiS6CwBRq8CQDwvrwCbdq0YQJF5uHBFeD2cQAyoPFgqaMhKlNMoogsReMh6vv4w8C9C9LGQqSxZ5b6PqileoBYonKESRSRpfAKVl/5BACbPpQ2FiIASLoOnP1L/bjlGGljIZIAkygiS9JxJgAZELsPuHFA6miovNv0ESBUQOWGQPU2UkdDVOaYRBFZEt9ngZqd1Y83jQWEKHp9IlO5dRyI2aZ+3PlLaWMhkgiTKCJL02kWILcB7p4FLm6UOhoqrzaNVd+HdAD8G0kbC5FEmEQRWRoPf6DBW+rHWycAKqW08VD5c2U7cOsoIJMDnVgLReUXkygiS9RhMmDrCCTfAI4vlToaKk9UKmDLOPXj5/oA3tWkjYdIQkyiiCyRoyfwwij1453T1NNuEJWFMyuAxBhA4QC8PE3qaIgkxSSKyFK9+AHg6A1kJgIH5kodDZUHeTnA9snqx82GA84VJA2HSGpMoogsla0j0G6C+vG+OUBGkrTxkPU7MBdIvwPYuwOtxkodDZHkmEQRWbLnBwIeQUBuBrDxA6mjIWuWdhf453En8jbjAHsXaeMhMgNMoogsmVwBdHvclHd+LRC7X9JwyIqtHwnkZQLeIUDTCKmjITILTKKILF21VsAzr6gfrx0BKPOkjYesz5XtwJXHA2u+9pM6eSciJlFEVqHrN4CtE5AcC+ydLXU0ZE3ycoD16itBH4W8guiYdMTHx0scFJF5YBJFZA2cKwAdItWP984BknmSIyPZNRVIu41smQMChv2Odu3aITAwEFFRUVJHRiQ5JlFE1qLxMOR4hgLKbGT9OVjqaMgaJF0DDv4IABixLhkPM1UAAJVKhYiICNZIUbnHJIrISkQtXoymX5yCUiXgcPsQdnw3SuqQyJIJAayOAFR5SHUNwaITOTqLlUolYmJiJAqOyDwwiSKyAvHx8Rg2bBhOJuRhwXH1ye65uMW4FXtF4sjI0sTHxyM6OhqJu74H4g8DMgUywr6GXK57ulAoFAgJCZEoSiLzwCSKyApcuXIFKpW6qeWj7dm4/0iFis5y2G5kbRTpLyoqCoGBgej3SnvYbv9E/WTTCPjVaYUFCxZAoVBfladQKDB//nz4+/tLGC2R9GRCCCF1EOYqNTUV7u7uSElJgZubm9ThEBUqPj4egYGB2kSqY4gCm990Vi/suRio87qE0ZElePIztH+wE14IsMG1hyrYfXAS/kHVtevExMQgJCSECRSZtbI6f7MmisgK+Pv769QUbL8OXHZqrF64YRSQfl/C6MgSaGozP2phhxcCbJCrFHh9RQZiYuO06/j7+6NNmzZMoIgeYxJFZCXCw8MRGxuL6OhoxMbGosYHGwA3fyA7DfjzbXVHYaJChIaG4lkfBaa0sQcATNubjbMPZOz3RFQEJlFEVkSnpsDWEei9FJDJgZv/AgfnSR0emTH/Sn7YPyoQ9jYyHLudhxn7lez3RFQMJlFE1sy/EdDiffXjHZOBRF6SToXYMh4eeQ+gUtgj5/XFuHY9FuHh4VJHRWTWmEQRWbt2E4GKtQFlNvD7G4AyT3sZOwdLJADAtT3AkZ8BAPJOX6J5x96sgSLSA5MoImsnVwB9lwMKe+DBJVz+qiMCAwM5fQeppd8DVg4EIIDq7YHn+0sdEZHFYBJFVB54BQNd1BMT18g4grfrqr/6nL6jnFOpgOU9gcwkwNkH6BkFyGRSR0VkMZhEEZUXDfsjoWJrAMC8Lo6o7aP++nP6jnJs4wdAwilAbgO88Sfg6Cl1REQWhUkUUTmi7Potzt5TwtFWhk1vOsHJltN3lFun/wSOL1E/7jgTqNJQ0nCILBGTKKJyxL9qMM7U+wzJWSpUdZdjTV8nzP/pJ3YiLm/uXwLWP54SqHYPoMlQaeMhslA2UgdARGWrX8QY3Pu3CsTW4Xi5mg1Q7Z7UIVFZyskAfu0B5GUC3qFAd44fRmQo1kQRlUMVm/eFrOUY9R97vwTOr5c2ICobQgC/9QZS4gA7Z+Dt1YCNvdRREVksJlFE5VW7iUC1NoBQAauHAreOSx0Rmdq6kUDsXvUo9j0WAx5VpY6IyKIxiSIqr2QyoN8f6iadvCzg19eBFA51YLX++Qo4+av6cYcpQM0waeMhsgJMoojKM1tHYNAm9RhBmQ+BxV2A7HSpoyJjO/MXsGuq+nGjcKDFu9LGQ2QlrDqJysvLQ9OmTSGTyTBw4ECpwyEyTy4VgQEbAVsnIDkW+KU7oFJKHRUZy81DwNoRAAQQ0gHo8pXUERFZDau+Ou+zzz7D4cOHpQ6DyPxVrAX0/U191Vb8YeCvwUCvJRy92tIlXgOW91LPm+hbB+j7O/9PJaJUKpGbmyt1GFbD1tYWCoVC6jCsN4k6cOAAZsyYgeeffx7Hjh2TOhwi81e9LdB1DrDhPeD8WqT/MRQu/RZKHRUZKjkeWNwRyE4BXCsBAzYANnZSR1XuCCFw584dJCcnSx2K1fHw8ICfnx9kEv4wsMokKi0tDW+//TYqV66MSZMm4dVXX5U6JCKLEHVSiVt7sjGptT1cLq3E2dl3UOfDjVKHRSWVdheIeglIvws4eAAD/wacvKSOqlzSJFAVK1aEk5OTpCd8ayGEQEZGBu7dU49xV6lSJcliscokatSoUbh+/Tq2b99uFtV9RJYgPj4ew4YNg0qlgrMdMKa5Peqk70Xq6jFwe539aCxBfHw8rp8/huanx8Em/TZg76a+cMC7utShlUtKpVKbQHl7e0sdjlVxdHQEANy7dw8VK1aU7FxvdR3LV61ahSVLlmDUqFFo37691OEQWYwrV65ApVIBAD7clo3vD+cAANxOLwR2z5QyNNJDVFQU6oYGwm/DW7BJv40cmT0wcCPgW1vq0MotTR8oJycniSOxTppylbKvmVUlUQkJCYiIiMAzzzyDmTNLftDPzs5Gamqqzo2ovAgNDYVc/t8h4d3NWYg6/vjgtHsGsHeOzvrx8fGIjo5GfDzHlpJafHw8Rv9vGA4MdkSotxzpOSq0XvgQ8UrWfpgDNuGZhjmUq9kmUZrOYsXd/Pz8AKjbSAcOHIjU1FT8+uuvcHBwKPE+Z8yYAXd3d+0tICDA2G+LyGz5+/tjwYIF2mpxhUIBdPsOqNtbvcLOz4Bd0wCoaz0CAwPRrl07BAYGIioqSqqwCUDs2SM4PMQRz/gokJEr8PIvGTgYn4eYmBipQyMr8dNPPyEoKEjqMMyO2faJGjZsmF41QW5ubgCA7777Dtu2bcO0adPQsGFDg/Y5fvx4jB49Wvt3amoqEykqV8LDwxEWFoaYmBiEhITA398fEOGAUAJnVwH/fIm0ezcwbNgibdOfSqVCREQEwsLC1OtT2UqKRbPTH8OmgjqB6rw8A//Gq6BQKBASEiJ1dFTOJCUlYfXq1RgyZIjUoZQJs02ipkyZove6Z8+exbhx4/Diiy9i3LhxBu/T3t4e9vacjJPKN39/f91kSCYDekQBDu7A0UVwvfgnVvSwR++VmRCPV1EqlYiJiWESVdbunAWWdoVN5kNkyxzQ4Zck/BunhEKhwPz58/n/QWVu165dWLhwYblJosy2Oa8kVq1ahaysLOzbtw82NjY6zX1t27YFACxduhQymQxt2rSRNlgiSySTAV2/Blp/DADo+awttr/tBNvHRxDWekggdj+wKEw9XY+zD+xH7MWfB64jOjoasbGxCA8PlzpCMqKy7oN46NAh1KtXD87OznjppZe0wwkAwPLly/Hss8/CxcUFwcHBmDdvHgBg5cqV6Nu3Lw4fPgwHBwdcu3YNWVlZGDp0KCpVqgQ3Nze0bNkSZ8+eLZP3UBbMtiaqJJo3b44xY8YUuCwuLg5//vknateujY4dO6J6dV7qS2Swtp8Azj5QbRqL9tVscGiIM176NQtffKdb6xEfH48rV64gNDSUtSFGkK88z64C1ryjHoncoyoweBvgVgn+AMvbCkVFRWmHH5HL5ViwYIFJk2SlUomePXuiX79+OHToEE6dOoUePXrAxsYG169fR//+/bF161a0b98eu3btwssvv4wWLVqgV69eOHfuHLZs2YKDBw8CULcqHTp0COfOnYOLiwv+97//YcCAAdYzCLawctHR0QKAGDBgQIlfm5KSIgCIlJQU4wdGZMnOrBbKz7yFiHQTuTOrCXH7lHbRwoULhVwuFwCEXC4XCxculDBQy/d0eZ6c/aoQke5CRLoJ8UMzITIeShwhFSYzM1OcP39eZGZmGryNuLg47f+/5qZQKERcXJwRI9V18OBBIZfLRXJysva5kSNHisDAQKFSqURSUpLO+pUqVRKLFi0SQggRGRkpmjZtql2Wk5MjUlNTtX9v3bpVKBQKkZubW+o4iyrfsjp/W0VzHhGVsTrdIe+/DrB3h03mA/Xo2KdW6AzYCfzX6ZzDIBjmyfK0UwAb+9qjXlo0AAFUbwcMjQYcPaQOk0zoyfHbNDR9EE0lPj4enp6ecHd31z5Xo0YNAOphBebNm4fq1avD0dERDg4OSEhIQHZ2doHbunfvHgYOHIgKFSrA3t4eXbt2hVKpRF5ensniL0tMoojIMEEtgHcOAN6hQF4WsCYCqs3jyvyAby0K6vOiOYFWdZPh7DvO6BRqC5VK4EZAD+Ct1YBtyYdyIcvy9PhtgOn7IGZnZ+dLcjTf66ioKMycORMLFy5Eeno6srKyimxC7tu3L1JTU3Hy5ElkZ2dj8+bNJotbClafRLVp0wZCCCxZskTqUIisj4c/8M5+oEZHAAJVb21A9AAnuD9xkSs7nRevsHG3QkND0bWGDU6944xQbwUe5Qj0W50FRdgUdWd/snoFjd9m6isvK1eujNTUVKSkpGifO3/+PADg8OHDaNmyJdq2bQuFQoE7d+7g9u3bhW7r8OHDGDZsmDbe48ePmyxuKVh9EkVEJmZjD/T7A2g9DpDJ0SbIBpffdUFYdQUvtddDoU2gN2Phf/wLrOvnDA8HOeJSVGi6KBMvfzCP5VnOhIeHIzY2tsyuvGzatCk8PT0xa9YsZGdnY9++fdi4UT0ReVBQEC5evIiHDx/ixo0bGDVqFAIDA3Hr1i0A6jntEhISkJSUhOzsbAQFBeHQoUPIzc3Fli1bsG3bNgDQrm/pZEIIUfxq5VNqairc3d2RkpKiHdSTiIpweRuwehiQ9RACMjyq2QMuvecDCqu4ENgkoqOj0a5dO53nnq0gw5EPa8ApMwEAkFm5GY4Gj0LwM/WYQFmQrKwsXL9+HcHBwQbNoiGlvXv34p133sG1a9fwwgsvoHPnzvjuu+9w8uRJ9OnTB/v27UNQUBDmzZuHo0ePYuLEifjyyy/RoUMHvPTSS0hMTMT27dvx6NEjRERE4P79+wgLC8P8+fPRpUsXXLx4EZcuXYKvr6/BMRZVvmV1/mYSVQQmUUQGePQA+LM/cGO/+m+v6kDf5UDFZ6SNy0zFx8cjMDBQWxM1prkdprWzh4ONDFA4AB0mA83fkTZIMoglJ1GWwBySKDbnEZFxOVcABm0CXv4cUNgDSVeB+a2ArROBPOlmWzdXmj4vz/jY4GC4E2a/7KBOoLxrAMP/YQJFZMaYRBGRabwwEojYo756T5kD/DsX+K6+usmP/pOXg3C/izg70g1N/W0gIAcaDQH+dxDwqSl1dERUBCZRRGQ6FZ8B/ncYaDkGsHEAUuOB33oBy3sD6Xeljk5659cD39QFjiyAXJUHeIdANngz0PUrQK6QOjoiKgaTKCIyLbkcaD8JGHEICHxR/dyVrcC39YHN44DsdEnDk0TcEWDhy8CfbwPpdwBbJ6DNJ8DIo0DVZlJHR0R64iUzRFQ2vIKAQX8Dp/8Etk4AHt0DDs0DTv4GNBkCtPoYsLUvdjPmqKi5AnWW2aYAWz8Bru2BegYPANXaAd3mqsfcIiKLwpooIipbz/UG3jsFNB8J2LkC2SnA3q+Ar58B9nwJ5GRIHWGJFDZQ5pPLRvXtgONja0A1rwVwbTcAAVSsDbzxJ9B/DRMoIgvFIQ6KwCEOiEzsUSKwcwpw5k8g93HyZO8GPPMK0OJ9wKeGpOEV5+nhCQD1iNKxsbGAKg8fd62BkY1t0aSKAgq5eoTxXLeqsG0/UZ1MctRxq8YhDkyLQxwQUfnm7A10+1bdF6huL3XfoOxU4ORyYF5zYEkXdefr3CypIy1QQZPDVnZWQbl1EryXd8Dy1x3RPMAGCrkM1x8q8b+/M7G//jdAvT5MoIisAPtEEZH03KsAPRYCqQnA/m+Bs6uBR3eB2H3qm4ufesLj53oDQa0AOyepIwbw3+SwlV0E+tWxwWu1bNHATwHHuFUAAKVK4OhtJb4/nIM/zuVByBQYX4PDFhBZCyZRRGQ+3CoBnWYC7T8Fji0Fji8D7l9UX8F2dpX65lZFfQVbtXbqxMrdH1DYmiScQjuMZz4EHlyGf8wO3JpaFy7p1+Bi90TNkq0zUK0NNj0MRvfpX0CpVHIeQSKom+AcHR0RHR2NNm3aFLnu7t270bZtW2RmZpptcyiTKCIyP3bOQPMRQJNhwM1/gVO/qWukkm8Cqbf+S6hsnQHPIKBSPSDoRaDis+oR0528S11bFRUVhYhhw+BuL1DRRY6vJo1B57oVgJsHgQeXgJRbAFTwAwA7GZQyO+RVqAX757qra8zc/fEKgNhu7yAmJgYhISFMoIisDJMoIjJLOrVAr81Tjyd1fS9wegVw+ziQEg/kPgLunVPfTv0GyG3VSZSzD+BWWZ1gOfsALhXVTYIOboBNAcMoqFTqbWUkAun3kJpwFfIN32PH2w7wdZahorMMXvfnAdFP9WOydwO8qgEhHaCo2wuKCjXU42I9wd/fn8kTkZViEkVEZicqKgrDhg2DSqWCXC7HggULEB4eDtTqpL5lJgP3LwNXdwI3DwAPYoC0O4AqF0hLUN/unM6/YYW9euT0pzt1q5TqqwOFEgDgBmBQ/fxNhEq5PRTewYBfHaBaWyCgGeAZaLLmRCIpyGQy/P7775g9ezbOnTuHdu3aYf78+RgyZAj27duHmjVrYtWqVQgKCgIArF27FpGRkYiJiYGPjw9Gjx6NUaNGAQAePXqEIUOGYPPmzfD29sbMmTN19pWUlIRRo0Zh586dSE9PR7t27fDjjz+iSpUqZf22DcIkiojMSnx8vDaBAgCVSoWIiAiEhYX9V6Pj6AFUbaK+CQGk3wMeXgcSTgH3zgOJV9XTymQmAzmPHg+fIABltvpWFLktVDaOiL+fjPuPBG6mqHDxgRKn7gl88+sa+D3TVN3cSFRSQvw3lEdZs3Uq0RWhP/30EzZs2ID09HTUrVsXnTp1wrJly1C9enW0atUKX331FebOnYvTp0+jV69eWLlyJbp06YK9e/eia9euCAkJQefOnfH555/j1KlTOHfuHBwdHTF8+HCd/QwcOBA2NjY4f/48FAoF3nnnHQwaNAjbtlnGHJtMosxcmzZtkJWVhYMHD5ZqO5rOfJGRkZg8ebJxgitETEwMnnvuOTRp0gS7d+/WPp+bm4tvvvkGS5YsQWxsLCpVqoTu3btj0qRJcHV1LXR7iYmJ+Oyzz7B+/XokJCTA19cXvXv3xtSpU+Ho6KhdLzY2FqNHj8aOHTugUCjQunVrfPfdd6hatap2nQ0bNmDWrFk4ffo0lEolGjVqhMmTJ2s7OC5ZsgSDBg0qMI6VK1eiZ8+epSucx3r27AkPDw8sXLhQ79cIITBz5kwsXLgQcXFx8Pf3R0REBD7++OMiX5ecnIwPP/wQ69evR2pqKp599llMmTIFXbt2LfG2161bhylTpuDcuXNwdXXFa6+9hq+++qrQcViWL1+Ot956q0Sfu4KGDVAqlYiJiSm4WUwmA1x91TfNlClCqDt/ZyQCOenqpsBH94G0u0BmUv5tKGz/a/Jz8oLc1gn/rtuMIe+NR3r2f53C/eq10+s9EBUoNwOYXlmafX9yu0TJf79+/VCpUiUAQK1atfD888+jQYMGANTnpYsXLwIAFi1ahA4dOuC1114DALRr1w5du3bFihUr0LlzZ6xZswYjRozQ1ix9/PHHWLlyJQDg3r172LBhAy5cuABPT08AwMyZM1G1alXcuXPHKG/b1JhEmbnVq1dLHUKJCCEwZMgQ5Obm5ls2ZswYLFy4ED/++CNatmyJY8eOYejQobh9+zaWL19e4PZUKhU6duyI9PR0REVFITg4GHv37kVERATu3LmDX3/9FYA6UWjTpg3q1auHf//9FxkZGXjnnXcQFhaGc+fOQS6XY926dejevTsmTJiAqKgopKenY/z48QgLC8Px48dRu3Zt7X4TEhLyxaL5kpeWUqnEzp07sWDBghK9burUqZgxYwYWLFiAFi1aYP/+/YiIiACAIhOpHj16IDY2Fn/++Sf8/Pzwyy+/4LXXXsOePXvQokULvbcdHR2N119/HWPHjsWff/6J69evY8SIEejTpw82b96cb7/379/He++9Bxubkh1mNMMGPD2AZUhIiP4bkckAJy/EJ2XgypV4db+qOi1LFEefiDpo0aUfO4VTuRQQEKB97ODgoNO85uDggKws9dht169fxzPPPKPz2pCQEOzfvx+AumY5ODhYu6xGjf8G0L127RoAoH79+jqvVygUiIuLM84bMTVBhUpJSREAREpKitShlFpmZqYAICIjI026n3nz5gk/Pz/Ro0cP0bp1a+3zKSkpwtbWVkyePFln/U8++UTIZDLx8OHDArd37Ngx4e7uLnbv3q3zfHh4uHB1dRUqlUoIIcSUKVOEn5+fyMjI0K5z+fJlsXLlSpGZmSmEEKJPnz7ipZde0tlOXFycACC+/PJLIYQQixcvFqb+Wuzfv1/I5XKRlJSk92sePXokXFxcxPjx43WeHzdunHB3d9e+x6ft2bNHABBbt27Veb5Zs2bi5ZdfLtG227ZtK5o3b66zzpYtWwQAceDAgXz77tOnj+jSpYsIDAws8edu4cKFQi6XCwBCJpOJhQsXluj1T29DLpcXuo24uDixa9cuERcXV+J9EBUlMzNTnD9//r/vp0olRHa6NLfHx0p9ABCbN2/W/t20aVOd7/DHH3+sPb6HhYWJDz74QOf148eP1y63tbUVa9as0S5LTk4WAER0dLQ4efKkACAePHhQYBzR0dECQKHHt3zl+4SyOn9zxPJSCgoKwrBhw7TNRg4ODmjcuDGOHDmis96WLVvQunVreHl5wc3NDZ07d8aFCxe0y5csWQKZTIbNmzejWrVqaNy4MQB1tWmzZv/N6p6dnY3x48cjKCgIdnZ28PX1xcCBA3Hv3j2d/U2dOhWVKlWCo6MjXnzxRZw+XUAnWyOLj4/HRx99hO+++w4uLi46y1xdXXHr1i18+OGHOs9XqVIFQgg8evSowG02bNgQycnJaN26tc7zcrkcCoUCssdt/KtWrUL37t11mvdCQ0PRs2dP7fgif/zxR752dvnjK6lsbY3XMfjJ5sGCbNmyBY0bNy5Rzdb+/fuRnp6OLl266DzfqVMnpKSk4MCBAwW+buvWrXB0dES7du3yvW7Xrl3IycnRa9tZWVn4559/8q3Trl072Nvb56uJWr9+PTZu3Ijvv/9e7/f45Gd28eLFWLt2LQDg/fffV3cqL4HC+lXFx8frrFfUvHdERieTqZvUpLiZaIT86tWra5v2NC5evIjq1asDACpXrqxTq3T+/Hnt46CgIMjlcp3zU25uLm7fvm2SWE2BSZQRbN68GYcPH8bmzZvxzz//QKlUokuXLkhPTwcA7NmzB126dEHlypWxb98+7Nq1C9nZ2WjdujUePHigs63p06dj0aJF2LBhQ4H7Gjp0KH788UdMmTIFFy5cwJIlSxAdHY3OnTtDPJ4GcdGiRZg0aRKGDx+O06dPY9y4cRg5cmSx78PFxaXI282bN4t8/fDhw9G2bVv06tUr3zKZTAYfHx84O+u2ya9fvx7+/v56X4mRl5eH1atX4/fff8fEiRMBqL90586dQ7Vq1fDJJ58gODgYFStWxBtvvIH79+8Xuq34+Hi8++67CAoKwltvvaXX/o1h69atCAsLK9FrLl26BADaA5OGponr6YPYk6+rWrVqvia1kJAQ5OXlISYmRq9tx8TEQKlU5lvH1tYWVatW1dl/SkoK3nnnHUydOlV79U5xCvrMTp06FQAMmveqqH5VGvomWkRUuLfeegvbtm3Dxo0bkZeXh61bt2Ljxo3o378/APWPsQULFuDOnTt48OABZs2apX2tu7s7+vbti48//hjx8fHIzMzE+PHj8dJLL2nPZ+aOfaKMID09HQsXLtTWeMyePRvt27fHtm3b8Prrr2PmzJkICgrCr7/+CoVCAQD47bffEBgYiAULFuCTTz7RbqtPnz6F1mLcunULv/76K2bOnKn9gFavXh1z5sxBz549sX//frz44otYtGgRmjRpgsjISADqGpmcnBz06NGjyPdx8uTJIpdXrlx4h8jly5dj7969Or8yivP9999j69athfaHetoLL7yAQ4cOwdXVFV9//TWGDBkCQH2JbF5eHr755hv07t0bq1evxvXr1zFq1Ch06NABJ06c0NY4AcDGjRvRq1cvZGVl4aWXXsK+ffvg7e2ts68JEyZg3bp1SEhIQPXq1fHxxx8XW376SEpKwtGjRzFnzpwSvS41NRUA8nXA1yQYKSkphb6uoE77T75On20Xto5mvSf3/+GHH8Lf3x/vvfde8W/sMUM/s4XRp19ViTuwE1E+zZs3R1RUFMaNG4d+/fohODgYv/32m7b14IsvvsDgwYNRs2ZNeHl54ZtvvsHGjRu1r587dy5GjhyJ2rVrQy6Xo3nz5li3bp22lcHcMYkygsaNG+sMSd+wYUMA6qvFAODQoUPo0aOHNoECAF9fX9SuXRvHjx/X2VajRo0K3c+xY8cghEDLlrodZF944QUAwPHjx/Hiiy/i7NmzeOONNwpcpygl6rj7BE0H4i+++ELvGqVvvvkGo0ePxoQJE/LFWpgVK1YgKSkJ27Ztw8iRI5GQkIBPP/1U24m9WrVq2uSkQYMGsLW1Rbdu3bQdyjXatm2LkydP4vr165g+fTpatmyJ3bt3o2rVqnB0dETlypVha2uLX375BRkZGYiKikLPnj2xbNkyvP322wXGVrt2bdy4cQMAkJOTA6VSqdOkuXnzZrRs2RLbtm2Dq6srmjZtqtd7tjS7du3CsmXLcPToUZ3EtTiGfmYL4+/vjwULFiAiIqLQKVeM0oGdyAo9XQv09NXhT4/1NGDAAAwYMKDAbbm5ueGvv/7See7JC4+8vLzw22+/FfjaNm3amH2NFJvzjMDDw0Pnb83JMzk5GYC6NmDp0qX5msdOnTqV7yqwp7f1JE1tgLu7u87zmhqDtLQ07X1BfZJM5d1330W9evW0V3MVRQiBjz76CKNHj8bMmTMxbdo0vfcTEBCAevXqYezYsZg2bRo+++wzJCQkaN//0wloq1atAACnTp3Sed7Z2Rk1a9ZEx44dsWXLFqSnp2sPCn369MGtW7cwefJkNGjQAC1atMCiRYvw4osvamtJCrJp0yacPHkSJ0+exPDhw9GoUSPt3ydPntTGtnXrVrRv317bvDZ9+nSdz8T06dML3L7mc6H5DGhoaoAK61/l4eGR7zVPv06fbRe2jmY9T09PZGRkYOjQoZgwYQLq1q1bYDyFMcVnNjw8HLGxsYiOjkZsbGy+flWaREvz44Zz2xFRSbEmygg0ycvTf2tObJ6enggLCytwnBx7+wKmoCiE5kT2dNON5m/NcmdnZ2Rk6A7opknoivL0Sexp58+f1xlzSWPFihWQy+U6nbNVKhWEELCxscGiRYu0zY/jxo3DN998g19++QVvvvlmsTFdunQJR48ezbdunTp1oFQqcenSJbRp0wZ+fn5IStId/0dTw+Dm5gaVSoX169cjKChI53JaJycnVKtWrdhmyHr16uHw4cOFLg8MDNQ+9vLygqOjY4E1Gtu2bcOkSZO0fw8fPhy9e/fWeW1BatWqBUA9Bpdm7BYAuHz5MgDg2WefLfR1GzZsQG5urs7/z+XLl2FnZ4fq1atrO3EWte3q1avDxsZGp08RoB5/7ObNm3j77bdx5MgRXLt2DVOmTMGUKVO06yiVSkyZMgXTpk3D1atXdcpKw9DPbHGKm3IlPDwcYWFhHMaAiAzCJMoIDh06hMzMTO2VYceOHQPw34mvWbNmOH/+fL6T6sWLF/XueAuoa1rkcjn++ecfNG/eXPv8vn37AEB7Rd8zzzyDQ4cO6bx27969xW7f0D5RZ86cyffcxIkTcevWLSxevFh7Ylq6dClmz56NFStW6D1o5eHDh9G/f3+EhoaiSZMm2uc1tUua5sPOnTtj48aNyMrK0jatat7zc889B7lcjjFjxqBmzZrYtGmTdjuZmZm4cuUKOnbsCEDdfp+Tk4NPP/1UJ44jR47ojG9iiNOnT+P27ds6ncq9vLwKTZye1KJFC7i7u2PDhg06zblr166Ft7e3zufhSV26dMHUqVOxfft2dO7cWfv8unXr0LFjR9ja2uq1bVtbW3To0AEbNmzQKZvNmzcjJycHr7zyCmrUqFHgZyEsLAyvvvoqRowYUehnyNDPrDFwbjsiMphJB1CwcPqMMxEYGCgqVaok+vXrJ86cOSMOHTok6tevLypXrixyc3OFEELs3btXKBQK8c4774hTp06Jy5cvi5kzZwqFQiHWrVsnhPhvfKILFy7obL9169aiadOm2r8HDx4s3N3dxW+//SauXr0q1q1bJypXrizatm2rXWfu3LkCgJgxY4a4cuWKWL9+vWjSpEmZjBOlMWDAAJ1xotLT04W3t7fo16+fSEhIyHfTjO906NAhUbNmTbF3714hhHockFq1aomaNWuKLVu2iKtXr4pff/1VeHh4iLCwMO32L1++LFxdXUW3bt3ExYsXxbZt20RgYKDOuEZLliwRAMT48ePF+fPnxYkTJ8Trr78uFAqF2LdvnxBCiO+++07IZDIRGRkpLly4IM6cOSNGjBghAIjly5fr9d4jIyN13rvGrFmzRI0aNUpalFqzZ88W9vb2YunSpSI2NlYsXrxY2Nraiu+//167zurVq0XNmjXFtWvXtM917dpVBAUFiejoaHH16lXxwQcfCDs7O3Hs2LESbfvff/8VNjY2YuzYseLq1ati165domrVqqJnz55Fxq3POFHm8JklMraixjGi0jOHcaKYRBVB3ySqT58+4uuvvxZVq1YVdnZ2olGjRuLo0aM6623fvl20aNFCODo6Cnt7e9G4cWPx119/aZfrm0RlZ2eLjz/+WAQEBAgbGxtRqVIlMWLECJ0YlUqlGDdunPDx8RH29vbihRdeEKdOnRL29vaSJVG7d+8WAAq9LV68WAjx3+BqTw70Fh8fL95++23t+6lRo4YYP368SEtL09nn0aNHRZs2bYSjo6Pw8PAQgwcPzvd/t2TJElG/fn1hb28vKlSoINq1ayf++ecfnXWioqJEgwYNhKurq3B0dBRNmzbV+b8yVPv27cXIkSNLtY05c+aIatWqCVtbWxESEiJ++OEHneUFfY7S0tLE8OHDteXXtGlTER0dXeJtCyHE1q1bxfPPPy/s7e2Fr6+vGDVqlM4ApwXRJ4kyh88skbExiTItc0iiZEKYedd3CaWmpsLd3R0pKSmFjlUTFBSEZs2a4Y8//ijj6IiIyJxlZWXh+vXrCAoK0hkImIwjMzMTsbGxCA4O1rlCHtDv/G0MvDqPiIjIBDQXczx90QQZh6ZcjTnjREmxYzkREZEJKBQKeHh4aKflcnJysphBJM2ZEAIZGRm4d+8ePDw8dMZgLGtMokpJM6AmERHR0/z8/AAg3/ymVHoeHh7a8pUKkygiIiITkclkqFSpEipWrKgzUjeVjq2traQ1UBpMooiIiExMoVCYxUmfjIsdy4mIiIgMwCSKiIiIyABMooiIiIgMwD5RRdCMQ1rQzPVERERknjTnbVOPJ84kqgiJiYkAgICAAIkjISIiopJKTEyEu7u7ybbPJKoIXl5eAICbN2+a9D/B2qWmpiIgIABxcXEmHX6/PGBZGg/L0jhYjsbDsjSelJQUVK1aVXseNxUmUUWQy9Vdxtzd3fmBNgI3NzeWo5GwLI2HZWkcLEfjYVkaj+Y8brLtm3TrRERERFaKSRQRERGRAZhEFcHe3h6RkZGwt7eXOhSLxnI0Hpal8bAsjYPlaDwsS+Mpq7KUCVNf/0dERERkhVgTRURERGQAJlFEREREBmASRURERGQAJlFEREREBmASBWDNmjVo3749PD094eDggJo1a2L8+PFITk4u0XaOHj2KAQMGIDQ0FA4ODnB1dUWjRo3w+eef49GjR6YJ3swYqyxjYmIwZMgQBAYGws7ODm5ubmjWrBm+//57KJVK0wRvRoxVjgCgUqkwe/ZsODg4QCaTITY21ujxmgtjlNvdu3fx/vvvIyQkBPb29vDy8kLHjh2xY8cO0wVuhoz1GSxPn7/CGKMsy/sxETBOORr9PC3KualTpwoAolKlSuKDDz4Q06ZNE2FhYQKAqF27tkhOTtZrO0uXLhUKhUI4OTmJAQMGiKlTp4oPPvhABAQECACiXr16IjMz08TvRlrGKsu9e/cKZ2dnAUB06tRJTJ48WYwcOVJ4e3sLAKJ79+4mfifSMlY5CiHE1atXxYsvvigACIVCIQCI69evmy54CRmj3OLj40XVqlUFANGlSxft97hixYpCJpOJBQsWlME7kZ6xPoPl6fNXGGOUZXk/JgphnHI0xXm6XCdRp06dEnK5XFSuXFncvXtXZ9nHH38sAIiRI0cWu53bt28LOzs74eLiIs6dO6ezLD09XdSoUUMAEFFRUUaN35wYqyyVSqWoVq2aACCWLFmis+z27duiQoUKAoDYtWuXUeM3F8YqRyGEOHbsmHBxcRE+Pj5i3bp1IjAw0GpPYsYqtx49eggAYtq0aTrPx8XFCW9vb+Ho6Chu3rxp1NjNjbHKsjx9/gpjjLIs78dEIYxTjqY6T5frJGrEiBECgJg9e3a+ZampqcLR0VG4urqKR48eFbmda9euic8++0z8/PPPBS4fPXq0ACA+/fRTo8RtjoxVlufOnRN+fn6iVq1aBS4fOnSoACCmTJlilLjNjbHKUQgh1qxZIzp27CgSEhKEEMKqT2LGKLeEhAShUCiEt7e3yM7Ozrd8woQJVv3Z0zDWZ7A8ff4KY4yyLO/HRCGMU46mOk+X6z5Ru3btAgCEhYXlW+bq6oomTZogLS0NR44cKXI7wcHBmDRpEoYMGZJvmRACZ8+eBQA0atTICFGbJ2OV5bPPPouEhARcuHChwOUuLi4AYLV9AIxVjgDQtm1bbNq0CX5+fkaP09wYo9z27NkDpVKJNm3awM7OLt/yDh066OzLWhnrM1iePn+FMUZZlvdjImCccjTVebrcJlG5ubm4cuUKZDIZQkJCClwnNDQUAHDmzJkSbfvmzZu4dOkSNm7ciFdeeQXbtm1DREQEunXrVuq4zZEpy/JJSqUSmzZtAgC0a9fO4O2YK2OXo7u7O2QymVFjNEfGKrdz587prGvINiydMT+D5eXzV5iyOC5a+zERMF05Gus8bVOita1IamoqlEolnJ2d4eDgUOA6Xl5eAICkpKQSbfu5555DSkoKACAoKAi///47+vbtW7qAzZgpy/JJn376KS5duoROnTqhVatWBm/HXJVVOVobY5Xbw4cPAQDe3t5FbkOznjXiZ9B4yqIsrf2YCJiuHI11nraqmig/Pz/IZLJib35+fsjIyACAAqvtNTQTF2rW1dfy5cvx+++/Y8qUKXBwcMAbb7yBESNGQKVSGf7mypi5lCWgrmodP348ZsyYgVq1auGXX34x7E1JwJzK0VoZq9yK245mGyqVCllZWQbFau74GTQeU5alJR8TS8pU5Wis87RV1UQNGzYMqampxa7n5uYGJycnAEBOTk6h62kOlJp19dWlSxft43HjxqFbt26YN28ennvuOQwfPrxE25KKuZRlRkYGBgwYgL/++gvPP/88Nm7cWGhNgTkyl3K0ZsYqt+K2o9mGXC4v9BexpeNn0HhMVZaWfkwsKVOVo7HO01aVRE2ZMkXvdfPy8mBjY4NHjx4hKyurwIPigwcPAAAVKlQwOCZbW1uMHz8eW7ZswZIlSywmiTKHsoyPj0e3bt1w4sQJ9OjRA8uWLbO4A7c5lKO1c3d3N0q5aZYlJiYWuFyzDWs+YRmrLMk0ZWkNx8SSKovPZGnO01bVnFcSNjY2qFWrFgDg0qVLBa6juRqifv36RW7r1KlTWLBgAQ4dOlTgcs1/bHx8vIHRmjdjlqVGfHw8WrVqhRMnTmDixIlYuXKl1R8sTFGO5YGxyq1OnToAgIsXLxq8DUvHz6DxGLssy+MxETBeOZrqPF1ukyjgv8slN27cmG/Z3bt3cfToUXh7exd7yeO///6LiIgIzJ49u8Dlmv/gypUrlzJi82WssgTUnQPbt2+P2NhYLFiwAFOnTi03V/kYsxzLE2OUm2Zog+jo6AL7Vvz9998AgI4dOxopavPEz6DxGKssy/MxETBOOZrsPF2iUaWszOXLl4WdnZ3w8fERcXFxOssGDhxY4MBbt2/fFhcuXBAPHz7UPhcXFyfs7e2FXC4XO3fu1Fk/LS1N1K9fXwAQM2bMMNl7kZqxylIIIfr06WP15VUYY5bj06x5sMOSllthZTZo0CABQIwbN07n+XPnzgknJyfh6ekpHjx4YLL3YQ6MVZZPs+bPX2GMVZbl+ZgohHHK0VTnaZkQQpQs7bIu33//Pd599134+PjgrbfegqenJ7Zu3Yr9+/ejRYsW2LFjh04b7MCBA7F06VLMnTsXI0eO1D6/aNEiDBs2DEIIvP7666hTpw4SExOxZs0axMfHo2nTpoiOjoajo6MUb7NMGKMsjxw5giZNmsDR0RGRkZFQKBQF7isgIAB9+vQpk/dV1oz1mVyxYgXi4uK0f0+fPh0PHz7EJ598Ak9PTwDq/gZDhw4tuzdnQiUpt8LK7MGDB3jxxRdx6dIlvPzyy2jVqhXu3LmDZcuWISMjA3/++Se6d+8u1VssM8Yoy/L2+StMacuSx0Q1Y3wmTXKeLlk+aJ02bdok2rdvL9zd3YW9vb149tlnxZQpU0RGRka+dQcMGCAAiLlz5+ZbdvDgQdGrVy9RqVIlYWNjI1xcXETjxo3F7NmzRVZWVlm8FcmVtiwXL14sABR7a926dRm+q7JnjM9k69atiy3HwMDAMnpHZUPfcivqe5yYmCjGjBkjqlWrJuzs7ISXl5d45ZVXxL///ltWb8MslLYsy+PnrzClKUseE/9jjO+3sc/T5b4mioiIiMgQ5bpjOREREZGhmEQRERERGYBJFBEREZEBmEQRERERGYBJFBEREZEBmEQRERERGYBJFBEREZEBmEQRERERGYBJFBEREZEBmEQRGcHu3bshk8nQpk0bqUMxmtjYWMhkMgQFBUkdSrm1ZMkSyGQyDBw4sFTbCQoKgkwm097GjRtXZvs2BT8/P533M3nyZKlDonLKRuoAiCzNmjVrkJKSonNyqV69Or788ksEBARIF5iReXl54csvv4S7u7vUoRjk4cOH+PbbbzFw4ECLTQQbN26ML7/8EnXq1NF5Pjo6GqdOncL7779fou19+eWXAICmTZsaK0RJREZG4tGjRzh69ChWrFghdThUjnHuPKISqlevHjw9PbF7926pQ6EirFmzBq+//jqio6OtqoYQAF599VWcOnUKsbGxeq0fFBSEGzduoCSH+yVLlmDQoEEYMGAAlixZYligJqaJMTIykrVRJAk25xGVQHJyMs6ePSt1GKSHvXv3Sh2CSQghsH//fqnDICIwiSLS28CBA+Hp6QmVSoU9e/bo9BcqqE+U5rnXXnsNd+/exZtvvgkfHx+4uLjgxRdfxMGDBwEAe/bsQevWreHq6gp3d3e8/vrruH37dr79Z2dnY+bMmWjQoAGcnJzg4uKC5557DtOnT0dWVpbe7+P8+fN46623ULVqVdjZ2cHT0xP16tXD1KlTkZGRoV2voD5RmucaNWqEnJwcTJw4EdWqVYO9vT38/PwwdOhQJCcn59tnVlYWpkyZgtq1a8PR0RHu7u7o3LkzDh06VGCMf/75J9q2bQsPDw/Y29sjODgYI0aMKLBcnqaJ8euvvwYAtG3bFjKZTFub0qZNG8hkMpw+fRqjRo1ChQoV0Lt3b+3rlUol5s2bh2bNmsHNzQ22trbw8/NDz549ceLEiXz70/Q3Sk9Px9KlS9GgQQM4OzvD3d0dXbp0wblz5/K9ZtOmTejYsSN8fHxga2sLX19ftGrVCkuXLtVZ7+l+SZMnT4ZcLkdiYiJu3Lih7RNUGrt27UKrVq3g4uICd3d3tGnTBrt27Sp0fX3LJy4uDgqFAp6enoV+PidPngyZTIYPP/xQu+3vvvsOTZs2hZubG+zt7REQEIAePXpYbVJMlo19ooj01LdvXzg6OuKnn35CtWrV8M477+jVXygnJwcdOnRAtWrV8N577+Ho0aNYt24dOnbsiF9//RVvvvkmevfujTZt2mD9+vXaPlc7d+7UbiMrKwsdOnTA/v370ahRI7z//vvIy8vD9u3bMWHCBGzcuBE7d+6Eo6NjkbHExMSgadOmyM3NRc+ePVGrVi1kZmZix44dmDRpErZu3Yp//vkHcnnxv6969eqFa9euYcCAAXj06BF+++03LFy4EPfu3cO6deu062VmZuLFF1/E8ePH0bVrV/Tr1w93797FsmXL0Lx5c6xatQrdu3fXrj9mzBjMmTMH/v7+GDhwINzd3XHkyBHMmzcPq1atwr59+xAaGlpoXJq+XPPmzcO1a9cwfPhwVK9eHY0bN9ZZ76effsLu3bvx3nvvISQkRPt8eHg4li5ditDQUPzvf/+Dk5MTDh8+jFWrVmHTpk3Yv38/GjRokG+/X3/9NebOnYsBAwagW7du2LJlCzZt2oQTJ04gJiYGTk5OAIA//vgD/fr1Q8WKFdGnTx9UrlwZ9+/fx5o1azBw4EBcvHgRM2bMKPC9vfzyy8jNzcX06dPh6emJTz75pNj/p6JER0cjLCwMQgi8+eabCAkJweXLl/Haa6/h9ddfL/A1+pZPQEAA2rdvj+3bt2P16tV444038m1L059JkyT+73//w/z581G7dm2MGDECbm5uiImJwapVq7B+/XqsXbsWXbp0KdV7JjIqQUR6i46OFgBE69ati31e85xCoRAffPCBzvo9evQQAISdnZ3Ys2eP9vmsrCxRqVIlAUDcv39f+/zEiRMFANG/f3+hUqm0z+fl5YlevXoJAGLatGnFxj9+/HgBQPzwww86z6tUKtGnTx/h5OQkDhw4IIQQ4vr16wKACAwM1K6neU6hUIgOHTqIrKws7bL4+HhhY2MjZDKZSExM1D4/ZswYAUCMHz9eZ5+nTp0SNjY2wtvbW+Tk5AghhNixY4cAIOrUqSOSk5N11v/uu+8EANGhQ4di36cQQrRu3VoAENHR0QU+HxgYKB4+fKiz7Nq1awKA8PT0FElJSTrLRo4cKQCIXr166TwfGBgoAAh/f38RHx+vfT4vL0/UqVNHABBr1qzRPt+8eXMBQJw7d05nO6mpqaJ69eqicuXKIiMjQwghxOLFiwUAMWDAAO16Bf2/FEcT49Oef/55AUAsWLBA5/mDBw8KhUKRb98lLZ/ffvut0P+zEydOCACiYcOGQgghHj16JGxsbERAQIDO50oIIU6fPi1sbW3Fq6++qvO8pnwiIyP1KQYio2NzHpGJyWQyTJw4Uee5Vq1aAQBatGihfQwA9vb2aNasGQDg6tWrANR9YObPnw+FQoGvvvpKp/lGoVBg5syZAKBX59+HDx8CAGxsdCuhZTIZfv31Vzx69AjNmzcvdjtKpRKff/457O3ttc9VqVIFtWvXhhACMTExAACVSoXFixdDLpdrm2w0nnvuOXzxxRd4//33tXH99NNPAICpU6fmq+X73//+h8DAQOzcuRPx8fHFxliczp07w8PDQ+c5Ly8vREdHY+3atfD09NRZ9tprrwEATp8+XeD23n33XVSpUkX7t0KhQPv27QEAly9f1j5f2P+Bq6srLl68iFu3bhVbo2gMt27dwrFjx+Du7o5BgwbpLGvatCk6deqU7zUlLZ/u3bvDw8MDu3btws2bN3XW/+OPPwAAAwYMAACkpaUhLy8PgLrsnlS3bl1kZGRg7dq1JX+jRCbEJIrIxAICAuDl5aXznKurKwDku3T9yWWafiTXrl3D/fv34efnh/T0dMTGxurc5HI5PD09ERMTU2B/pCd16dIFMpkM7733Hj755BOcOHECKpUKQP6TelEUCkWBTVqaxCczMxOAOhFMSkoqsAwAYPTo0Zg4cSIqVqwIANp+YhUqVMj3Pm/evIlnn30WQggcPXpU71gL07BhwwLjb9OmjTaxTU5Oxo0bNxAbG6s9wRfWv6dRo0YFbg/4rzwAoGvXrgCADh06YO7cubh+/bp2WUn+D0pLc4FE3bp1C9xvQcl0ScvHwcEB/fr10ybTT1qxYgVsbW21zXy+vr5o3Lgx4uLi0KpVK6xYsQJJSUna9cuybIj0xSSKyMQKSh40tUlFLROPL0e/d+8eAHXNQXBwcIE3Te3GnTt3ioyla9euWLRoEVxdXTFjxgw0bNhQ27F63bp1el8C7+HhAVtbW71jf7rWojCa9Vu2bFng+9y8ebNe71MfFSpUKPD5ffv24aWXXoKDgwM8PT0RFBSE4OBgdOzYscjtaRLBJz1dHgAwc+ZMvP/++7h37x5GjRqFatWqaTvOHz9+vBTvqGQSExMBAN7e3gUu9/HxKfD5kpaPppZr6dKl2nI4ePAgYmNj0blzZ53/h7///hudOnXCv//+i759+6JChQpo2LAhIiMj9bqogKisMbUnMnOaE3FAQAC+++67ItetXLlysdsbOHAg+vTpgy1btmDr1q3Yvn07Vq5ciZUrV6JTp05Yt25dgQmSITQd1LOzs/VaX/Nely5dCjc3t0LXe+6550odW0E1G//88w/at2+PvLw89OzZEy+99BK8vb2hUChw8+ZNvPfee6Xer0KhwNdff41x48Zh48aN2LZtG3bu3Il58+Zh3rx5mDp1ar7mX1PQJDSFXd2nqaF8kiHl07hxY9SuXRvnzp3D7t270bZtW22Hck1TnoaPjw82bdqEixcvYsOGDdi2bRv27duHEydO4KuvvsLq1avx8ssvl/atExkNkygiM+fn5wcAePTokbbfSWk5Ojqie/fu2qviDh06hMGDB2Pz5s1YtmwZwsPDjbIfX19fAMD9+/f1Wt/Pzw83btxAgwYNULduXaPEUBJffPEF8vLyMGnSJHz22Wc6y/bt22fUffn6+iI8PBzh4eHIy8vDqlWrEBERgcjISPTu3Rs1atQw6v6epukP9mST2ZMKqu0ztHwGDx6MMWPG4I8//kCrVq3wxx9/wNvbu9Ar7WrVqoVatWph7NixSElJwbfffovIyEiEh4cjLi5Oz3dIZHpsziMyc0FBQfD19UVSUlKhzT2ajtzFSU9PL3Ddpk2bai+rN2aTUnBwMCpUqIAHDx4UOEjpZ599htdee027TNOpfvv27QVu78m+N6ag6czfrVu3fMsKi6mk7t27l69pysbGBn369MHgwYOhUqlw6tQpo+yrKM888wwAdd+ogmqdChrQ09Dyeeutt2BjY4O//voLW7ZswZ07d9CvXz/Y2dlp1xFC4OrVq0hPT9d5rbu7OyZNmoQGDRogPj5e74ScqCwwiSIqAQcHBwD/9ScpK0OGDAEAfPLJJ8jNzdVZ9vvvvyM0NDRf08jTlEolqlWrhsaNG+PGjRv5lh87dgwAjDr/n0wm08Y1a9YsnWUxMTGYNWsWdu/erR2nSVMDNmfOHCQkJOisf/HiRdSvXx+1atXSK5Ey5P/K398fAPIlfH///TeWL18OQN2ZWt++Y087ffo0fH190atXr3wd1FUqFU6ePAmg6P8DzftKTk4uMPnRV7Vq1VCrVi0kJSXh999/11m2f/9+nXHKNAwtn4oVK6JLly5ISkrCqFGjAORvyps7dy5CQkIQGRmZb79JSUm4fv26dkBaInPB5jyiEggNDYWdnR3Onj2Lvn37wtXVFd98843J9zthwgTs2LEDW7duRf369dG9e3fY2Njg6NGj2LRpE/z8/IrtR6NQKDBr1iyEh4drt1GtWjXk5eVpt1O1alUMHTrUqLF/+umn2L59O3755RfcvHkTHTp0wL179/Drr78iMzMTP/zwgzYxeOmll/Duu+9i7ty5qFevnnZQyitXrmDlypXIycnB4sWL9bpSq3bt2ti6dSs++ugj7N69G02aNMHbb79d5GsGDx6MnTt3YuTIkTh+/Dh8fHxw5MgRREdHY8eOHXj55ZeRkpKCwYMHo2fPniUe+PG5557DoEGDsHjxYtSuXRuvvPIKfH19kZKSgu3bt+P48ePo0qWLtkauIL6+vtrava5duyIwMBAff/yxQZMsz5w5E927d8fgwYMRHR2NoKAgXL58GatXr8bw4cPx448/Gq18Bg8ejHXr1uHatWt49tln813NOGjQICxatAhz5szBv//+i9atW8PNzQ0JCQlYs2YNkpOTMWvWLJ3aKyLJSTM8FZHlmj9/vvDz8xN2dnYiJCREpKenFznY5vPPP59vG0UNEjhgwIACB4nMyMgQM2fOFPXr1xdOTk7Czs5OBAcHixEjRoi4uDi944+OjhY9e/YU/v7+wt7eXjg6Oopnn31WfPjhh+Lu3bva9YoabNPb27vAbRc2wGVqaqoYP368qFGjhrC3txdubm7i5ZdfFrt27SpwO3/88Ydo27at8PDwEDY2NsLX11f06NFD/Pvvv3q/zzt37oj27dsLBwcH4e7uLmbPnq0T44YNGwp83c8//yzq1KkjHB0dhZ+fn+jVq5c4c+aMEEKIZcuWCT8/P+Hs7CymTJkihPhvIEvNOk+KjIws8P85KipKtG7dWlSsWFHY2NgINzc30axZM/HNN9+I7Oxs7XoFDbYphBDr1q0TQUFBwtbWVlStWlVcuXKlyLIobLBNIYRYv369aNasmXBychIuLi6iRYsWYtOmTeLvv/8ucN8lLR+N3Nxc4evrKwCIL774osBY0tLSxGeffSbq168vPD09hY2NjfDx8RGdOnUSa9euzbc+B9skqcmEMLBemoiILEJQUBBu3LhhcDOksbz44os4fPgwbt68qb1gojSWLFmCQYMGITIyEpMnTy59gEQlxD5RRERkcsePH8f+/fvRo0cPoyRQROaASRQREZlUZmYmIiIiIJPJ8k3/Q2TJ2LGciKicmD17NgD1kBYtW7Y0+f42btyII0eO4I8//sDly5cxevRoPP/886Xe7rx58/Do0SOjTP9DVBpMooiIyomxY8cCAD7++OMyS6Lmz5+PKlWq4PPPP8f48eONst3PPvsMd+/eNcq2iEqDHcuJiIiIDMA+UUREREQGYBJFREREZAAmUUREREQGYBJFREREZAAmUUREREQGYBJFREREZAAmUUREREQGYBJFREREZAAmUUREREQG+D+rKsL/JeS9ZgAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flat_samps = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "gp_mod = extras[\"gp_pred\"] + map_soln[\"mean_flux\"]\n", + "\n", + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " # Get the posterior median orbital parameters\n", + " p = np.median(flat_samps[\"period\"][n])\n", + " t0 = np.median(flat_samps[\"t0\"][n])\n", + "\n", + " # Plot the folded data\n", + " x_fold = (x[mask] - t0 + 0.5 * p) % p - 0.5 * p\n", + " m = np.abs(x_fold) < 0.3\n", + " plt.plot(\n", + " x_fold[m], y[mask][m] - gp_mod[m], \".k\", label=\"data\", zorder=-1000\n", + " )\n", + "\n", + " # Plot the folded model\n", + " pred = np.percentile(flat_samps[\"lc_pred\"][:, n, :], [16, 50, 84], axis=-1)\n", + " plt.plot(phase_lc, pred[1], color=\"C1\", label=\"model\")\n", + " art = plt.fill_between(\n", + " phase_lc, pred[0], pred[2], color=\"C1\", alpha=0.5, zorder=1000\n", + " )\n", + " art.set_edgecolor(\"none\")\n", + "\n", + " # Annotate the plot with the planet's period\n", + " txt = \"period = {0:.4f} +/- {1:.4f} d\".format(\n", + " np.mean(flat_samps[\"period\"][n].values),\n", + " np.std(flat_samps[\"period\"][n].values),\n", + " )\n", + " plt.annotate(\n", + " txt,\n", + " (0, 0),\n", + " xycoords=\"axes fraction\",\n", + " xytext=(5, 5),\n", + " textcoords=\"offset points\",\n", + " ha=\"left\",\n", + " va=\"bottom\",\n", + " fontsize=12,\n", + " )\n", + "\n", + " plt.legend(fontsize=10, loc=4)\n", + " plt.xlabel(\"time since transit [days]\")\n", + " plt.ylabel(\"de-trended flux\")\n", + " plt.title(\"K2-24{0}\".format(letter))\n", + " plt.xlim(-0.3, 0.3)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "c13287ad", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:38.588464Z", + "iopub.status.busy": "2023-07-17T01:38:38.588101Z", + "iopub.status.idle": "2023-07-17T01:38:39.058512Z", + "shell.execute_reply": "2023-07-17T01:38:39.057527Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " # Get the posterior median orbital parameters\n", + " p = np.median(flat_samps[\"period\"][n])\n", + " t0 = np.median(flat_samps[\"t0\"][n])\n", + "\n", + " # Compute the median of posterior estimate of the background RV\n", + " # and the contribution from the other planet. Then we can remove\n", + " # this from the data to plot just the planet we care about.\n", + " other = np.median(flat_samps[\"vrad\"][:, (n + 1) % 2], axis=-1)\n", + " other += np.median(flat_samps[\"bkg\"], axis=-1)\n", + "\n", + " # Plot the folded data\n", + " x_fold = (x_rv - t0 + 0.5 * p) % p - 0.5 * p\n", + " plt.errorbar(x_fold, y_rv - other, yerr=yerr_rv, fmt=\".k\", label=\"data\")\n", + "\n", + " # Compute the posterior prediction for the folded RV model for this\n", + " # planet\n", + " t_fold = (t_rv - t0 + 0.5 * p) % p - 0.5 * p\n", + " inds = np.argsort(t_fold)\n", + " pred = np.percentile(\n", + " flat_samps[\"vrad_pred\"][inds, n], [16, 50, 84], axis=-1\n", + " )\n", + " plt.plot(t_fold[inds], pred[1], color=\"C1\", label=\"model\")\n", + " art = plt.fill_between(\n", + " t_fold[inds], pred[0], pred[2], color=\"C1\", alpha=0.3\n", + " )\n", + " art.set_edgecolor(\"none\")\n", + "\n", + " plt.legend(fontsize=10)\n", + " plt.xlim(-0.5 * p, 0.5 * p)\n", + " plt.xlabel(\"phase [days]\")\n", + " plt.ylabel(\"radial velocity [m/s]\")\n", + " plt.title(\"K2-24{0}\".format(letter))" + ] + }, + { + "cell_type": "markdown", + "id": "d102a073", + "metadata": {}, + "source": [ + "We can also compute the posterior constraints on the planet densities." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "745012cb", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:39.061736Z", + "iopub.status.busy": "2023-07-17T01:38:39.061165Z", + "iopub.status.idle": "2023-07-17T01:38:39.193042Z", + "shell.execute_reply": "2023-07-17T01:38:39.192430Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "volume = 4 / 3 * np.pi * flat_samps[\"r_pl\"].values ** 3\n", + "density = u.Quantity(\n", + " flat_samps[\"m_pl\"].values / volume, unit=u.M_earth / u.R_sun**3\n", + ")\n", + "density = density.to(u.g / u.cm**3).value\n", + "\n", + "bins = np.linspace(0, 1.1, 45)\n", + "for n, letter in enumerate(\"bc\"):\n", + " plt.hist(\n", + " density[n],\n", + " bins,\n", + " histtype=\"step\",\n", + " lw=2,\n", + " label=\"K2-24{0}\".format(letter),\n", + " density=True,\n", + " )\n", + "plt.yticks([])\n", + "plt.legend(fontsize=12)\n", + "plt.xlim(bins[0], bins[-1])\n", + "plt.xlabel(\"density [g/cc]\")\n", + "_ = plt.ylabel(\"posterior density\")" + ] + }, + { + "cell_type": "markdown", + "id": "92eac7cf", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "947ee22a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:39.195819Z", + "iopub.status.busy": "2023-07-17T01:38:39.195588Z", + "iopub.status.idle": "2023-07-17T01:38:39.201736Z", + "shell.execute_reply": "2023-07-17T01:38:39.200442Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:agol20, exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:luger18, exoplanet:pymc3, exoplanet:theano, exoplanet:vaneylen19}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "72b23361", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:38:39.204152Z", + "iopub.status.busy": "2023-07-17T01:38:39.203948Z", + "iopub.status.idle": "2023-07-17T01:38:39.207416Z", + "shell.execute_reply": "2023-07-17T01:38:39.206792Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d5e7dabe-1767-4f8a-971e-6847f2e7e8a9", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/lc-gp-transit.ipynb b/_sources/tutorials/lc-gp-transit.ipynb new file mode 100644 index 00000000..c73d4bfa --- /dev/null +++ b/_sources/tutorials/lc-gp-transit.ipynb @@ -0,0 +1,967 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8c379cee", + "metadata": {}, + "source": [ + "# Simultaneous Fitting of a Transit with Stellar Variability" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "05836e22", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:34.814785Z", + "iopub.status.busy": "2023-07-17T01:17:34.814425Z", + "iopub.status.idle": "2023-07-17T01:17:40.063600Z", + "shell.execute_reply": "2023-07-17T01:17:40.062912Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet as xo\n", + "\n", + "xo.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{xo.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "e6b8e55e", + "metadata": {}, + "source": [ + "Previous case studies have looked at [fitting transits](https://gallery.exoplanet.codes/tutorials/transit/), as well as [using Gaussian process models](https://gallery.exoplanet.codes/tutorials/stellar-variability/) to fit stellar variability. This case study looks at how we can combine these two features of _exoplanet_ to simultaneously fit the stellar variability and transit in the Kepler 1627 Ab (KIC 6184894). This system is in a [40 million year old open cluster](https://github.com/lgbouma/rudolf/blob/main/paper/ms.pdf), so it's a good example of the kind of analysis required for young transiting planets." + ] + }, + { + "cell_type": "markdown", + "id": "2021c769", + "metadata": {}, + "source": [ + "# Datasets and initializations" + ] + }, + { + "cell_type": "markdown", + "id": "b38bfa55", + "metadata": {}, + "source": [ + "First, let's download the long cadence light curves from MAST using the `lightkurve` package." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "4a387e61", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.067017Z", + "iopub.status.busy": "2023-07-17T01:17:40.066389Z", + "iopub.status.idle": "2023-07-17T01:17:40.485271Z", + "shell.execute_reply": "2023-07-17T01:17:40.484613Z" + } + }, + "outputs": [], + "source": [ + "import lightkurve as lk\n", + "import numpy as np, matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4c3b43c9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.488893Z", + "iopub.status.busy": "2023-07-17T01:17:40.488267Z", + "iopub.status.idle": "2023-07-17T01:17:54.227789Z", + "shell.execute_reply": "2023-07-17T01:17:54.227022Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Get long cadence light curves for all quarters. Median normalize all\n", + "# quarters, remove nans, and run a 5-sigma outlier clipping.\n", + "lcf = lk.search_lightcurve(\n", + " \"6184894\", mission=\"Kepler\", author=\"Kepler\", cadence=\"long\"\n", + ").download_all()\n", + "lc = lcf.stitch().remove_nans().remove_outliers()\n", + "\n", + "# Require non-zero quality flags, since we have an abundance of data.\n", + "lc = lc[lc.quality == 0]\n", + "\n", + "# Make sure that the data type is consistent\n", + "x = np.ascontiguousarray(lc.time.value, dtype=np.float64)\n", + "y = np.ascontiguousarray(lc.flux, dtype=np.float64)\n", + "yerr = np.ascontiguousarray(lc.flux_err, dtype=np.float64)\n", + "texp = np.median(np.diff(x))\n", + "\n", + "# Normalize around zero for GP fitting. Keep in units of relative flux, rather\n", + "# than say ppt.\n", + "mu = np.nanmedian(y)\n", + "y = y / mu - 1\n", + "yerr = yerr / mu\n", + "\n", + "# Visualize the data.\n", + "# Plot #0: full dataset\n", + "# Plot #1: a 100 day slice\n", + "# Plot #2: center it on the known Kepler ephemeris.\n", + "plt.plot(x, y, \"k\", lw=0.5)\n", + "plt.xlim(x.min(), x.max())\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "plt.title(\"Kepler 1627\")\n", + "plt.show()\n", + "\n", + "plt.plot(x, y, \"k\")\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "plt.xlim([550, 650])\n", + "plt.title(\"Kepler 1627\")\n", + "plt.show()\n", + "\n", + "plt.plot(x, y, \"k\")\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux\")\n", + "plt.xlim([120.6, 121]) # transit is here\n", + "plt.ylim([-30e-3, -5e-3])\n", + "plt.title(\"Kepler 1627 b\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "977b6056", + "metadata": {}, + "source": [ + "# A simultaneous transit and Gaussian process model\n", + "\n", + "That planet is really hidden! Fortunately, Kepler observed ~140 transits, so we can do a lot better than the single transit that we can (maybe) see in the second plot there. To do that, let's build a model that accounts for the spot-induced signal through a GP, and the transit signal separately." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "931b62a1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:54.231341Z", + "iopub.status.busy": "2023-07-17T01:17:54.231099Z", + "iopub.status.idle": "2023-07-17T01:27:04.099116Z", + "shell.execute_reply": "2023-07-17T01:27:04.098433Z" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [log_dQ, log_Q0, log_prot, f, sigma_rot]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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These are usually determined from spectroscopy\n", + " # and/or isochrone fits.\n", + " logg_star = pm.Normal(\"logg_star\", mu=4.53, sd=0.05)\n", + " r_star = pm.Normal(\"r_star\", mu=0.881, sd=0.018)\n", + "\n", + " # Here \"factor\" is defined s.t. factor * 10**logg / r_star = rho\n", + " factor = 5.141596357654149e-05\n", + " rho_star = pm.Deterministic(\n", + " \"rho_star\", factor * 10**logg_star / r_star\n", + " )\n", + "\n", + " # Limb-darkening: adopt Kipping 2013.\n", + " u_star = xo.QuadLimbDark(\"u_star\")\n", + " star = xo.LimbDarkLightCurve(u_star)\n", + "\n", + " # To get Rp/R*, fit for log(depth). This requires an impact parameter\n", + " # prior from 0 to 1, because otherwise there's a sqrt(1-b^2) in the\n", + " # conversion that doesn't make sense. See\n", + " # https://github.com/exoplanet-dev/exoplanet/blob/e99d1bd68654f21efbbf8400a83889a470d2baf7/src/exoplanet/light_curves/limb_dark.py#L73\n", + "\n", + " b = pm.Uniform(\"b\", lower=0, upper=1)\n", + "\n", + " log_depth = pm.Normal(\"log_depth\", mu=np.log(1.8e-3), sigma=1)\n", + " depth = pm.Deterministic(\"depth\", tt.exp(log_depth))\n", + "\n", + " ror = pm.Deterministic(\n", + " \"ror\",\n", + " star.get_ror_from_approx_transit_depth(depth, b),\n", + " )\n", + " r_pl = pm.Deterministic(\"r_pl\", ror * r_star)\n", + "\n", + " # Orbital parameters for the planet. Use mean values from Holczer+16.\n", + " t0 = pm.Normal(\"t0\", mu=120.790, sd=0.02, testval=120.790)\n", + " period = pm.Normal(\"period\", mu=7.203, sd=0.01, testval=7.203)\n", + "\n", + " # Let the eccentricity float, and use the eccentricity distribution\n", + " # from https://arxiv.org/abs/1807.00549 as our prior.\n", + " ecs = pmx.UnitDisk(\"ecs\", testval=np.array([0.01, 0.0]))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sum(ecs**2))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + " xo.eccentricity.vaneylen19(\n", + " \"ecc_prior\", multi=False, shape=1, fixed=True, observed=ecc\n", + " )\n", + " # Alternative choice:\n", + " # xo.eccentricity.kipping13(\"ecc_prior\", fixed=True, observed=ecc)\n", + "\n", + " # Define the orbit model.\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " period=period,\n", + " t0=t0,\n", + " b=b,\n", + " rho_star=rho_star,\n", + " r_star=r_star,\n", + " ecc=ecc,\n", + " omega=omega,\n", + " )\n", + "\n", + " transit_model = mean + tt.sum(\n", + " star.get_light_curve(orbit=orbit, r=r_pl, t=x[mask], texp=texp),\n", + " axis=-1,\n", + " )\n", + "\n", + " # Convenience function for plotting.\n", + " pm.Deterministic(\n", + " \"transit_pred\",\n", + " star.get_light_curve(orbit=orbit, r=r_pl, t=x[mask], texp=texp),\n", + " )\n", + "\n", + " # Use the GP model from the stellar variability tutorial at\n", + " # https://gallery.exoplanet.codes/en/latest/tutorials/stellar-variability/\n", + "\n", + " # A jitter term describing excess white noise\n", + " log_jitter = pm.Normal(\"log_jitter\", mu=np.log(np.mean(yerr)), sd=2)\n", + "\n", + " # The parameters of the RotationTerm kernel\n", + " sigma_rot = pm.InverseGamma(\n", + " \"sigma_rot\", **pmx.estimate_inverse_gamma_parameters(1, 5)\n", + " )\n", + " # Rotation period is 2.6 days, from Lomb Scargle\n", + " log_prot = pm.Normal(\"log_prot\", mu=np.log(2.606418), sd=0.02)\n", + " prot = pm.Deterministic(\"prot\", tt.exp(log_prot))\n", + " log_Q0 = pm.Normal(\"log_Q0\", mu=0, sd=2)\n", + " log_dQ = pm.Normal(\"log_dQ\", mu=0, sd=2)\n", + " f = pm.Uniform(\"f\", lower=0.01, upper=1)\n", + "\n", + " # Set up the Gaussian Process model. See\n", + " # https://celerite2.readthedocs.io/en/latest/tutorials/first/ for an\n", + " # introduction. Here, we have a quasiperiodic term:\n", + " kernel = terms.RotationTerm(\n", + " sigma=sigma_rot,\n", + " period=prot,\n", + " Q0=tt.exp(log_Q0),\n", + " dQ=tt.exp(log_dQ),\n", + " f=f,\n", + " )\n", + " #\n", + " # Note mean of the GP is defined here to be zero, so our \"observations\"\n", + " # will need to subtract the transit model. The inverse choice could\n", + " # also be made.\n", + " #\n", + " gp = GaussianProcess(\n", + " kernel,\n", + " t=x[mask],\n", + " diag=yerr[mask] ** 2 + tt.exp(2 * log_jitter),\n", + " quiet=True,\n", + " )\n", + "\n", + " # Compute the Gaussian Process likelihood and add it into the\n", + " # the PyMC3 model as a \"potential\"\n", + " gp.marginal(\"transit_obs\", observed=y[mask] - transit_model)\n", + "\n", + " # Compute the GP model prediction for plotting purposes\n", + " pm.Deterministic(\"gp_pred\", gp.predict(y[mask] - transit_model))\n", + "\n", + " # Track planet radius in Jovian radii\n", + " r_planet = pm.Deterministic(\n", + " \"r_planet\",\n", + " (ror * r_star) * (1 * units.Rsun / (1 * units.Rjup)).cgs.value,\n", + " )\n", + "\n", + " # Optimize the MAP solution.\n", + " if start is None:\n", + " start = model.test_point\n", + "\n", + " map_soln = start\n", + "\n", + " map_soln = pmx.optimize(\n", + " start=map_soln, vars=[sigma_rot, f, prot, log_Q0, log_dQ]\n", + " )\n", + " map_soln = pmx.optimize(\n", + " start=map_soln,\n", + " vars=[\n", + " log_depth,\n", + " b,\n", + " ecc,\n", + " omega,\n", + " t0,\n", + " period,\n", + " r_star,\n", + " logg_star,\n", + " u_star,\n", + " mean,\n", + " ],\n", + " )\n", + " map_soln = pmx.optimize(start=map_soln)\n", + "\n", + " return model, map_soln\n", + "\n", + "\n", + "model, map_estimate = build_model()" + ] + }, + { + "cell_type": "markdown", + "id": "f6dea074-5e06-41fb-ab65-a0ed7a82852f", + "metadata": {}, + "source": [ + "Good! The log probability has increased at each step, which is typically what we want to see during optimization.\n", + "In the following cells, we'll define a plotting function that we can then use to visualize the model and the best-fit estimate." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "de5e0a74", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:04.102678Z", + "iopub.status.busy": "2023-07-17T01:27:04.102168Z", + "iopub.status.idle": "2023-07-17T01:27:04.114344Z", + "shell.execute_reply": "2023-07-17T01:27:04.113679Z" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "import matplotlib as mpl\n", + "\n", + "\n", + "def plot_light_curve(x, y, soln, mask=None):\n", + " if mask is None:\n", + " mask = np.ones(len(x), dtype=bool)\n", + "\n", + " plt.close(\"all\")\n", + " fig, axes = plt.subplots(4, 1, figsize=(10, 10), sharex=True)\n", + "\n", + " ax = axes[0]\n", + "\n", + " if len(x[mask]) > int(2e4):\n", + " # see https://github.com/matplotlib/matplotlib/issues/5907\n", + " mpl.rcParams[\"agg.path.chunksize\"] = 10000\n", + "\n", + " ax.scatter(\n", + " x[mask],\n", + " y[mask],\n", + " c=\"k\",\n", + " s=0.5,\n", + " rasterized=True,\n", + " label=\"data\",\n", + " linewidths=0,\n", + " zorder=42,\n", + " )\n", + " gp_mod = soln[\"gp_pred\"] + soln[\"mean\"]\n", + " ax.plot(\n", + " x[mask], gp_mod, color=\"C2\", label=\"MAP gp model\", zorder=41, lw=0.5\n", + " )\n", + " ax.legend(fontsize=10)\n", + " ax.set_ylabel(\"$f$\")\n", + "\n", + " ax = axes[1]\n", + " ax.plot(x[mask], y[mask] - gp_mod, \"k\", label=\"data - MAPgp\")\n", + " for i, l in enumerate(\"b\"):\n", + " mod = soln[\"transit_pred\"][:, i]\n", + " ax.plot(\n", + " x[mask],\n", + " mod,\n", + " label=\"planet {0} [model under]\".format(l),\n", + " zorder=-10,\n", + " )\n", + " ax.legend(fontsize=10, loc=3)\n", + " ax.set_ylabel(\"$f_\\mathrm{dtr}$\")\n", + "\n", + " ax = axes[2]\n", + " ax.plot(x[mask], y[mask] - gp_mod, \"k\", label=\"data - MAPgp\")\n", + " for i, l in enumerate(\"b\"):\n", + " mod = soln[\"transit_pred\"][:, i]\n", + " ax.plot(x[mask], mod, label=\"planet {0} [model over]\".format(l))\n", + " ax.legend(fontsize=10, loc=3)\n", + " ax.set_ylabel(\"$f_\\mathrm{dtr}$ [zoom]\")\n", + " ymin = np.min(mod) - 0.05 * abs(np.min(mod))\n", + " ymax = abs(ymin)\n", + " ax.set_ylim([ymin, ymax])\n", + "\n", + " ax = axes[3]\n", + " mod = gp_mod + np.sum(soln[\"transit_pred\"], axis=-1)\n", + " ax.plot(x[mask], y[mask] - mod, \"k\")\n", + " ax.axhline(0, color=\"#aaaaaa\", lw=1)\n", + " ax.set_ylabel(\"residuals\")\n", + " ax.set_xlim(x[mask].min(), x[mask].max())\n", + " ax.set_xlabel(\"time [days]\")\n", + "\n", + " fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "2996e230", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:04.117188Z", + "iopub.status.busy": "2023-07-17T01:27:04.116832Z", + "iopub.status.idle": "2023-07-17T01:27:06.899519Z", + "shell.execute_reply": "2023-07-17T01:27:06.899030Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_light_curve(x, y, map_estimate)" + ] + }, + { + "cell_type": "markdown", + "id": "b158181f-d27e-4b5d-b39d-7e3ea35f082d", + "metadata": {}, + "source": [ + "This looks more or less like what we're hoping for. The full Kepler time-series is dominated by the spot-induced variability, but the GP does a good job at removing it. In some cases, we might want to exclude the outlier points here as well, but for now there's no obvious need to do this.\n", + "\n", + "Let's take a look at the phase-folded data:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a75079d2-72a8-42e1-a588-5d93e707b7ae", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:06.904354Z", + "iopub.status.busy": "2023-07-17T01:27:06.903729Z", + "iopub.status.idle": "2023-07-17T01:27:07.131178Z", + "shell.execute_reply": "2023-07-17T01:27:07.130516Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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OxtVEUAVjTUBdXIvS3oyw2I5GQSOBtZ2iJ4JCcO2g95lKpbC8vIzOzs6r9uoLB50AAc2Br6hoNBoolUrodLptGY3eqMzfTmfETsZW6Qb15PSNdB5vxbPeClT2zWC76knV67AZCMbaDcCNXED8ewNbx761UyMNjQTWdnkmQSHYHND7JK++SqW66rm8GQ86AQK2AtWKynaLpPGxUZm/Xc4IAbXRSE5vR+fx1eJWoLJfD9tZT6J1uLq62vRvBGPtOuNGLiD+vefm5gBgy9i3riXScL1pe6vvVUtgRaNRxGIxJBIJli53o6Int7pCsFnrg79GNRrNNe+Bm+mgEyBgq7CTHBsbPce2a4R9u0YYbgRuBTm9k/bYtaDRur7RJS3rQa/XQyQSNf19wVi7ztgsRftqFhr/3slkEgCartPZKK5WWFxPY7bZe/G/B5QL42+kN7ieQnCjhc/1wGauj1vlQBMgYLthMxXmarm3mXJwozJiO8qU63Gm1przW+E82s642Y3S9db1jSxp2Yq1Lxhr1xmb4Xm72oXGv7darV7z2WbjaoTF9YwaNXuv6hoLnU53w2vVqvugbOeQ/2Zis9fHzX6gCRCw09FI8amWexaLBX6/n/3dTI3ZekrVRmXEdpMpW32m1mtw3ux5JBh1Aq4G663rzSppuRqCoa3QxYQ+a9cZtIA20gOqGlfbm4N/79HRUYyOjl7TOLYC17PPV7P32i69xxr1QdlO/Vq2ErXehdDfTICAmxN8mTc7O7tmj1fLueqi/UZycL1r3yzY6vOr1tnT7Hl0q7yDnYrtfLY2s671+tp98ZrdE1ezPrdKFxMiazcA1+p5u5boXPW9t4uRRtiMNJJmPSHN3mu7pLY08gZt11qJzUb1uwCa9+AKqA/Buy1gO2I9D3i13LPZbCyyRp9f7bU3Ezdyf231+VXv7GnmPLrV66+3M7Z7ts61rOtmf3s163OrdDHBWNuB2C7Gw1bhWozZjQqYZu+1HVJbGgkBvb7c2NPr9cJms93wsW4l+O9iZWWl4jPhsN84+A06k8kkRkZG0NXVdaOHJUBAU/W51WehXq9v6my8Xg6u7aD0buX5VU8faeY8ulWcjDsJtLdisVjFv2/Hs/Va1nUzv72a9blV+rlgrO1QbAfjYatxrSQq9Pd2zJW/mns3EgLRaBR+vx9isRh+v/+mWx/15ks47K8d8XgciUQCy8vLAIBLly7ddOtHwM5ELZlXy/jp6Oio+E2zDrjr4fR0uVzwer1Qq9XQaDTbUum9VlTPebPn0c3ueN5p4O+tRCIBAHXZr2+FbIyrXZ9bcX4Kxtp1BNG/38yLe7OwGSQq9PdmXr9ZbKQofiP3ricErkc6yY0Szo3mSzjsrx1arZaxwwJl8qHrqVDeCoe+gKtHtczbTFm31U4JMlpCoRBCoRA6OzsZAcdGr7OT9shG3hG9A6qP2inPuNPeSTOoJlOjhvW1nMM3Olp8vbDZMoK/bjZC3S8QjFxHzM/Pr1uouJ0LOq8nNlqkSfMGoCkCl60k5NhoUfxm3Huri8hvZCH4evNVr4h4M7AZ+3G772m9Xo+RkRGYTCZ0dnZCo9FctwilQDAgYKPYLoRPzSAej0Oj0aCzsxMmkwkWi2XDcmon7pGNvqOd9ow7bbzNovo9tbe31zxbrweh2XY/N68G17JuhMjaDUItT9Ot5K1YDxtJb1svLab6u/F4HKVSac39NgsbLYrfjHtvdYSpWU/pVngbb1Sq42bsx52yp7u6uipqfQBcFy+3QDAgYKPYSdF0kl0ajQYajQbt7e0bvgalKSeTyese9b5abPQd7TQ5sNPG2yyafW9bfSbvlHNzo6heN5Rq2gwEY+0GoVQqVShD0WgU09PTSKVSaxpV34zh9vWwEWG/EUOC39y6ulfZZmE9QbZVysZWpvQ0I5y3SsBeT+WMv9c240C+0Yf6RmQHPx3peh2UQs3hzYXNPqvqXW8jsm6zxrTZdcbNolQqsXrSUCiE3t7eLRvvRq/T6LONvKOdJgc26kyuV2e+HfW6Zt7bdnEON0I0GoXL5QJQjhBuhzkulUoV9auk6zcDEcdx3BaO7Ybh+9//Pv7qr/4KZ8+eRTqdRnd3Nz7ykY/g93//92EwGJq6htfrxde+9jX86Ec/wvLyMtRqNY4cOYLPfvazeOCBB5oeSywWg16vh9PphEgkQqlUwsLCAvOU9fb2wu/3syJ/SkWqbi4J4KbxMGwmqo2wenO0srKyhua5XgRuM8a0HQXxtWC9Z7qe87sVqGXM82nArzWydjXXuJaD3ul04tKlS+xgqL53vWvw32MikYBKpcKuXbu2bB3fjHvlZketd3ata73WPTZ6vepxbdaYNvvZNoKVlRXMzc0xfaG/v39duXo9nnsr3vd2kAPNjqOZ79VzEJdKpWs+W25mbMa5OTY2xpwcnZ2dGB0drVi713ut1WJdNhgMTE7pdLqGv78pI2tf/epX8aUvfQkOhwOf+tSnYDab8dprr+GP//iPcfz4cbzxxhvrviCXy4Vjx47B6XTi/e9/P37lV34FoVAI3/72t/HQQw/hG9/4Bn7t135tQ+PS6/XQ6XS4fPlyhaesWCxCr9ez3HaVSsUWZzU1ucvluiov180MvpenVCoxr0z1HDQbHdqMOdzqwvWtwHrPvt4zbdQ7ut3Wa60UBaVSCeDqPXPX4oGsF+FqJvIVjUZx6dKlCmIDvneykSFH3j+O4xAOh9HZ2YnZ2dktUyjqravttj4ElFFr/QHY9MyQjaZe8xVgGle9a/B/00x2xXpj2cq1qtVqK7zwzUSdNiui3+g6V3OPZiNxVzOfm/EONpJV0MwZz5+jRCLBWhnwoyv0vUYGXzNG4c0kK681chePxytIs5LJZMXevxEplrQWaC+LxRujDLnpjLULFy7gv/yX/4K2tjacO3cOVquVffa5z30Of/Inf4I/+IM/wJNPPtnwOr/7u78Lp9OJr371q/jiF7/I/v2JJ57A6Ogofvd3fxcPP/wwOjs7r3nMarWa/f9qxYmvACcSCSQSCaTT6TWL7GbN8W0W9KyN5mA9AdBoDneKMLzacW7G+tmIgN2O67XWXttImkI9XK3hXk8ZqlYApqen10S+4vE41Go1QqEQgPJhRUpeI0OO2OvUajWWlpZgNpubUig2G9txfdxqqCdLqtely+VCOp1GKpWqyAzRarVr3uNGUs9pP5In2mKx1Bwj//rVCnAtBxLfw12dyVJvTI0cUetFsGuNeaORm40qrpvlmGx0nWp5qVQqEY1Gm4oyNdrTG/kev8Z2M+TFZqet8+eIIqNAWedLJpPrGuDNOuYafWczI4XXE9fi8NZqtRXnn1qtZnO82e+42Xm71lTfm44N8hvf+AZKpRKeeOKJCkMNAL74xS9CqVTiW9/6FlKpVN1reDwe/OAHP4DZbMZ/+k//qeKzjo4OfPrTn0Y6ncY3v/nNqxpje3s7Y4fq7OzE8PBwXQZDUoBtNhssFkuF8shfdBtl57kWpp2tZOm5lms3Mwd6fX3mwFpKyMrKCpxO545gfmqGaYg/v/z/v9H1Uw+N5rfR9a/2fpuJZvfataDe+q717/UY1eh/SdlMpVJr3jd540nOjIyMVHjE+Q4iviHH9/51d3dXUAtfzzqS7bg+biU0kiX11kGtzJBqx8KlS5ealqN6vR4Wi4UpuX6/f81v+NcnBZg/Tv6e5o8pkUhgaWkJwWAQS0tLSCQSDddYrevQPJHjY3l5ed3rNMsGV/09ABtivK033o2Oo9F16DPKPkin0w2v1eyebuZ71eOn2qT1rr0eNptplD9/IyMj7EzRaDQYGRnZFNbqRt9pVie4fPkyxsbGrlrH2Uqd8Gqg1+sxOjqKgwcP4uDBgxUpkFfDVFrvzD558iSeffZZzM3NYXZ2Fk6nk+mM1b9Zb0+uh5susvbiiy8CAN773veu+Uyr1eLIkSN45ZVXcOrUKdx77701r/HKK6+gWCzivvvug0wmW/P5Aw88gP/6X/8rXnzxRXzpS1/a8BhpIVVb4+uF26vzeOt5uao/q8a1eK036kXcCOql19QrEq32aFyr56JRFLPZlIUbiWZSdWh+5+bmAJQPDfJ487HVivl2LShvZq9dLSiPnpRPOkDq7cd6kUr69+npaRYVANamSNfzxvMNOcqd5x9k/PqYkZGRDTFW8Z/1Wry023V93CpoJEuq1xZwJapRLzOEjCOz2VzzmvUgFoths9nq/oa/TjQaDXp7e9dE7qo99ETYEQ6HMTk5ieHhYYjF4obEHY2ijPUi2LXQrFd/M7z/jSITtRyTzaQn1rpHPB5HOp1ed6zN7ulmvreeMXa18uJa0+/qXZO/Fjc7QtroO83qBF6vl2VZbLRx+3bNguA7J6v/vZl3TAQlfr+f6Un8UoSxsTGcP38e0WgU4XAY7e3tTFesF7G/lmjhTWWs5fN5zMzMQCQS1W08OTg4iFdeeQUXL16sa6yNj4+z79a7BgBcvHjxqsd6NS+t0SJrJsWPPrvag2C9OpiNgDYCcMUIq3WA+P1+Vt/n9/vXVXCvRdDyf69UKtkB1GzKwnrPWz2uzU47WE+w8+eXPNAajQaJRAKlUgk2m21L2DFrYSsOxY2gFhEB/++tGJ/L5aqoVaWeS+spxrXurdfrsWvXLrYH6qVI1/vtRp6N9sHY2BgUCgW0Wm3DGr56TpdaNUL19sCNXh+3OtaTJdVra2BgYE10g75nsVjg9XphNpsRDodZzcZ6DkVaL9Xj4n9+NSmCYrEYnZ2dKJVKGB4ehtFoRGdnJxKJRM12FY0clI0cH7WwmQbLtaDZ8oqNXqvRWDeyp9erFa6+J7VE2Ax5sZ5udi1phRvV+5qZs/Ucc83oBORwID1nI+utGYOw2feyWXWHJDuqa1ibfQ/rGbFUE6dQKBCNRpFOpxEMBtHd3c10K/rfWmUKV4ObyliLxWIoFotQq9VQKBQ1v2MymQCAecJqIRwOA0CFF7DWNeh71chms8hmsxXj2iys5+Wq9VmtugE+ms1nr+dF3OgGq2bqISOsWrDQPfj/v1bdDo2Nnn8jHqF6wpQ/Z/U8ts1et57yyo9yWSyWugeT0+lkhcldXV1178sX2rWIVvjzS2lw/LqNhYUFWCyW6xbFuBYv07Wg1n6oJdSv1/iuVjGr51wA1nfA1Hu2eDxeQWbg9XohFouRSCQwNTWFTCYDk8lU4Tgh0LqvlneTk5MIBoMVhCUajQZyuRxOpxMcx0EkEmFkZKRifd+o9SFgY84/+oxv1PPlGT86ptFoKtIka6E6ql1d51ZLnm6EdZYMrO7ubma4AeVzyO/3M6Orq6uLpTqtrq5CqVRiaGioYZRxvfVa6/v1zqGtdFY0IzvWc2g1eqZG921GSd7I+JvJTtosNFsf1shQuNb713sHV+OYo7OHHA78fbsZtVgbibrVyzzZCBrVsDaKHldjPSNWqy3XxKlUKthsNhiNRuzevZvp/aFQCBzHMd2qWiZeDW4qY43q0GqlLhLkcnnFd6/mOnSNUqmETCazxjD82te+hj/8wz9sfuDvoLpgdqOCup5wrVaexGJxww186dIlnD17FmazGXa7nW2wWl5EABveYOSVIJAR1tHRsSa9xu/31ywSvVbP43pC5GoPy1rXbZRTTsZSMplEOp1eMw6n04lXX30VADA1NYV77rlnXYMNqF1szX8mPoMbKSuNxnEtuFGFy80SJJBBwv+82XHWMqT5BzZfyWxvb2fKoFqtZt7ga1HMajkXgLV9HJtF9b6y2WxszOl0mnm8+Y4TemZ+lA+4ErX1+XzIZrMIBoNsbGazGcFgEJlMBktLS9BqtUgmk4KBto3QrPOPL+NqybPqVMX1ZEv1/hSLxRXG2LWmCPL3GznhYrFYRRbHpUuXoNfr4XK5EA6HEYvFEIvFYDQaMTo6yuaB9uxGjEX+vDZDwFLtdNss1JMd5IDl04x3dXUxRbTeebkZ49vIu70RsqLR+NYju7masfINGI7jmCNtIwbgeg5+vk5Q71nWY8Wsd35t5H3Wyjyh3zR7jvHvx8+Iqhc9rqcjNDJi6ZlHR0fZGPkGrsvlgkKhqMjG2gzd6qYy1lQqFQAgl8vV/U4mk6n47tVch64hFotrRvA+//nP44knnmB/x2KxdVkjG9UTXQ0bEj9awFeegCuF1/WiOC+88AJisRiWlpZw8OBB2Gy2Nco+XaO6DQGldjUCeSVqGWHV46q1Ieh710rtWv139TWu5jCodd16hqXX62VGK0W6qsdRHWn0er0NjbV6Y+DPG//6lEpXHXG72sOlGs2yWV1tWslG7gtcScXjgwwSQrOGfy1DWq/XN2Saq65VvVqFrxr8/XAtXt1a+0qv10OpVLLIGFC5Z4HKNafRaKBUKqHT6ZhxRzJiZWUFSqUSc3Nz0Gq1WFhYgNfrRTabhclkgsvlEoy1bY5GMq6WPCMnXK00ST7WS33k/32tKYLVcjAajWJxcZH9rVar2XOqVCrodDpEIhGYTKYKA4ffM2k9uVwLfCPX5/Nhfn4efX19a87w9bIvrgW19vzKykpFNN3pdGL37t1bXrdd693eKGdfLTQaH98pvhG2x0bPxjdggsEg2traar6Deg7CZlDtPKjl4K/1vmuVDlTjWvZqPB6v27pmvUghcCUjKpFIIBaLMYcsMSjzz/1aaZK1jNh688ZHOp2GVCplDLmEa9WtbipjTa/XQyqVIplM1ox4AUAgEAAAtLa21r0OfUae4HrXqJcmKZfLWfStWfAPQH49EVA7fFutjJJSRPB6vUilUsyLb7FYoNPp1t3EdC3arMFgsGKDXa03q3qD1TPCCPyIxZ49e2pe81o8a1tVE1DruvUMS2LSIg9cLfpjm82Gqakpdj1+sf21Phu9E4vFgkKhsIZJ7VoRjUYxPT0Nn88HkUjEFKBqJakZpWejRczVCiXRixOqPdh6/cYKv2kchFQqhQsXLqCvr4+RKWQyGXZg10rT3ezCbLp2dW/GemlN612n+u/29va6ZD+1akjonul0mtUI2e12aLVaJBIJuN1uKBQK5PN5tLa2NnSgCdg+aCTj+PKMPiPQ/qvVs2+91Ec+rtVRVwt6vR4jIyMVtWlarZY5FILBIBwOB6RSKdtH5JABrkTiNjoWrVaL8+fPY25uDul0GkajkbUMoTPc5/MhHA5vSdYD//mr97PP52PvWafTwefzXVPddrPjqEde00wa3WY7/eqNj+Tg8vIynE7nmvZLzZRObFT+V+t4ND9UU0nONKPRWDOtfD3Uy47g32ujY19vr/LfRXXmiVarXZOeC1xZD+fPn4dSqcTAwAB7zlrrx+/3QywWY3l5GUajES6XC0ajEYuLi7BarXUdELUcOuutG77zJRwOMzvAaDSy+/CzXvhsy+vhpjLWpFIphoeHcenSJUxNTeHAgQNrvjMxMQEALJWhFii9b3JysubnzVxjo6hVTwTUL/6tVkaroVQqce7cOWa09vb2Vnju6y08m81W4UkcHBxsKEDqpXbxUS8Xud51N5r6Vw/1npFvpGw2oUY94VTreenfKHRO77lamdHr9eA4DqOjo03NQzPKTC3BbLVakUwm0dvbu2EhVe/6Pp8PZ8+eZeuqmnGtWaVno6lP1QplNapTqzaiaNF80OGZSqXg9XrR3t6OhYUFdpDTv9F4+HA6nbhw4QJEIhHsdvu6z7SRd1DP+3utSk+9OWq0n/hrsbe3tyKCOTAwgFQqBYPBwEgeaskPAdsLjeSLTqdjDV/5n7lcrorUsOq1vl7qI9CcJ/9a0NXVVdNp09raimAwyHoO0ud851YtR1SzSKVS4DiOOZfJwUNnuNvtRi6XqyDRuJZnb0aW6PV6dHV1sVo9lUqFrq4u2Gy2DZ+X692v1nul75HjiZx5SqXymgyfzXCQURSW4zjMzc1BoVBApVKxdLlmnOJAc2caX7/q7OxcYwBWk75xHMfW6noOhOp5r5cdUR0koMgbvZP11n6tMTidToyNjSEcDqO1tZUZl5R5UiqV1vQ61WqvkON5PB6cPXsWOp0Oq6urFTpirfVD6YwejwfpdLrCCGzGAdHsuqnOMCBjkOayOuulur1YI9xUxhpQpuy/dOkSfvSjH60x1rxeL06fPg2z2YzDhw/XvQZR9r/00ktIpVJrPL5PP/00AODhhx/etHFXh10BMIWwVvFvLU82fa7VapnCyHEcgCsKOVB/4UWjUYjFYvT396NUKmFgYAAymawi0lNr3L29vSwKBoB5DWg81bnICoUC7e3tdQXa7OwsgsEgOySaSf2rRqNn5Htw1xPW6xl8kUgE6XS6omZpPUWi1uEUj6+lP45Go8xobXZchPXGUCuSa7PZmKLFv89GG5Tq9XqmnKVSKdhsNigUCnR2dlZcG0DTSs960cJac1rPQ1vr942uVf0Z/zqjo6NYXFxEe3s77HY7vF4vjEYjc1xYrda6dYhk5B08eJBFnOqNp1H0sd6zkwyIRqPsXdTzIjZTGF+rJnZychJOp5MdSrXWB38t0lrnp3hZrdYtS/ESsDWoli/VjIkWi6VCxlDt8crKCoxGY02Sq/X292ZGoZt1SESjUWQyGYjFYsZkSfeujsTVqxNtJE/i8TisViurB5PL5ejp6amIYisUCuRyOZZStdGoVqNyiVqpZTQuh8OB0dFRppAPDw9flWGzHiFHvc+j0ShisRg8Hk9F+jXpI3yZtZ58I2zU6Vfrecg4osyrdDoNlUqFZDLZNCkGPRsZI/Waiuv1tds88cdPJSUKhQJutxsOh4PNVb3nqzXv9bIjav3G4/HA5XJBpVIhFAo1bHtRDafTiWeeeQbT09MIhUIwmUzYtWsXAODOO++EVqvF66+/jmAwCLlcjn379lWMxev1srknh2k9HbH6mTiOg8/nY44R6nW3nnFdb93UO3urMwxo/PysF0rPbBY3nbH2G7/xG3jyySfxl3/5l/jkJz9Z4Z373Oc+h0KhgN/6rd9i5CFutxvRaBR2ux0GgwFAOb3xF3/xF/H3f//3+MpXvoKvfe1r7BqXL1/G3/7t38JoNOKTn/zkhsbmcrnAcdy6Hgj+AtBqtTWVzEYRHLqXSqWqmVpUa+EBV4R4OBxGd3d3U/np0WiUhZkXFhYAlD0V/Lo7p9PJjN5UKgWn0wmpVAqv1wu5XF5h7FDaFBV022y2plL/aCw0HxSxqfb8bERY1yv+JoWWvDsUNWomAlhP8a6lrExPTwMoe17T6TTOnz9fcX8a19UoLvUiufQZf374qJe7XqtecmVlBeFwGAqFAkNDQzUpgWspPbWUkUbe/Or7V68pQrO9VRopF9XzYTAYcPfdd1e8U2KIontWGzu0N+h7HMc1zMdvFH1sRCueTqeRSCRw9uxZGI3GCiZG/hzXKowHUOHJrvWOFxYW8NZbbyEQCKCjo4MpFY3WYi3DbSvSugRcPzidTvz4xz9GNBqF0WhEe3s75ufnoVarWQq+RqOB0Whkdcp+v3/NWmi0P5tVlqpR6/ONGH7xeLyCVItfk02yhWROLZlcnVVSHRnRateSdtF1+We4QqEAx3E1a8KbdS7VKpeoPvv55zaAplmQaxl7/EgI/36N5Cn/vdKYUqkU5HI5cwjxx0xysZF84+Nayx/4xhE50gcGBiASidDV1cXG1miu+DIbAAqFAgDUzKqha9Vb26Ts0/rZt28fwuFww7OUnqP672qCt0Z7UCQSQS6XM7KoaidsI3i9XmQyGcjlcuTzeeao5jgO09PTiEajOHv2LPt+T0/PGjlRKBSQyWSYfltPR+Q7LhOJBCQSCYAyeSA/NbEWqvVw/roplUq4fPlyzR5stfR4+psMdKCcQkvM8s3gpjPWBgcH8fWvfx2f+cxncPDgQfzSL/0SjEYjfvrTn+KNN97AnXfeiS984Qvs+5///OfxrW99C08++SQef/xx9u9/+qd/ihMnTuCP//iPcfbsWdxzzz3weDz4h3/4B+RyOfzTP/1T3Zq1elhYWMDCwkLDXOJaB0m9DVRrE9MC4R8A/PTEao8OgDVCtVZxbK0CVqDMJkgeLX6tXTKZZP+lDaVWq1EsFgFcSe+cnZ2F2Wxm6Y5isRh2ux1DQ0NYXV1Ff39/U1G1Wgo7P5pHnp+NCGv+nHg8HoyPj6O7uxuLi4sVoXTyrNXz7tQyIqemppBOpysY8KojQaVSCcFgELFYjJHa6HQ69k7Xi5LUMmr4NUe1Irl8wULvm1DP+1ct+Pnzq1AoYDAYGkZO6qUfVYMvBPke7Or3NDc3B5PJtCaFtlG0kebG4/FAIpHUndtIJILx8XHGlEpjoF5SlNagVCornrda+SDnhUqlQk9PD4uk+v3+moZ8MplkRrvRaGTPXN33cHJykhn0VL8LlA/Xzs7OmrTp1Xuf2Bvpb1oLfMzOzmJ6epql6CwvL6Otra1hanijdKdanwvY/ohGy9T2y8vLCIVCFWdLOBxGOp3GyMgIDAYDRCIRTCYTrFYrK/Ln9x9qtD+12spm7QMDAw2zJ0h2LSwsrEm/34jDjs4LqkPSaDQVmSPkqKS6pWq5wc8qWVlZweLiIiwWS8V46p3vlALn8/mgVCoZIQJ/nmo5a+j+tYylWs9H36FaW6VSyZ4jkUhAp9M1vAbfAenz+aBSqViWwXptgvjnMZ0vVK9OegWl59fSV6rlW7FYXGOQ8rGeU4Ceh5+KB1yJjJRKJSSTSRiNRphMJnR1dUEsFiMejyMYDCKbza6bgUIym6LMZrO5pjxulNHDd9gC5RpPfg/a9eRorf1E89PMb+LxOLLZLFQqFcLhMNMTmrk3ZdooFApYrVbodDrY7XYWuZ6dna3gnKhmbtfr9Th69CgcDscaJuZaoD1P+lp3dzcUCgXMZjMymQy8Xm/NqG49PZzm3utt3EicP5fVGTnFYnFd0sFq3HTGGgA8/vjj6O/vx9e//nX83d/9HTKZDPr7+/HlL38Zn/3sZ+v2YOOjtbUVJ06cwB/90R/h+9//Pl5++WVoNBrce++9+MIXvoDbb799w+NyuVxQKpUNc4lr5fZ3dHQ0HVqvptvt7+9nG4cv2BOJBIrFYsUC9Xq9TOAajUamcAKVXqzqRUb/xo/QULErKX2jo6MQi8Xs35eXl5lwBq4QNOzfvx+JRAK5XA6tra2soHs9r2n1oeT3+1lxp9VqZZ6fZoQ1gQ4SMiqBssEdCATYtTmOg81mQyqVQqlUqhgrGQAkVH0+H0wmE1ZWVph3KZPJYHJyEkePHq14Lr/fD6lUCoPBALlcDqVSCYlEwoRrPWM6EolUKA4WiwWJRALxeByBQIClkywsLKC3t7dmM9FqwWKxWOB2u+Hz+djc8o2vagPYZrPh0qVL7O/W1lbodLo1Eab1avpqoZYQpTQYtVqNYDBYsb8bpdBWK3XLy8vsYKgVCaQ8+0wmg9nZWXR3d7Mx83tJAVjzvHynht1uR2trK8RiMZRKJTvgvV5vBeMiX050dXVhdnYWSqUS4XAYkUgEbrebpTkD5ag/0Yun02kYDAZGllSdnra8vMyij3q9fo2BDYCl9rhcLrS3t1coVel0GtFolK3H1tZWZnQ3+97qRUe3kvlOwOaC5K5CoYDJZIJMJkNbWxtisRhbLysrK6yvnlwuZ8X319J/iFJ7q8mLgCtRovn5ebaX0uk0FAoFjh49uiGHHf+8qM5o4BsFzbD/hcNhcBwHiUTSFHOyXl9OgZuenq5JhFBdr9TZ2VlBpDQ3NweXy4WlpSX09/ejv78f7e3tbO5o79N3l5eX2ZlERkqjZtnV9UvLy8sIBoMQiUTMsK3VJqja8UtnVCKRgN/vr5kJYDabK+QVvQO1Wo2VlRW2rkQiESQSSU0iFv65U68eks5PjuOYY1OlUsHv97OaW3rX1ACdyjZqKe616sLUajVmZmawvLwMi8UClUpV4SAslUo1s29qZUDQPPPPm2bO0mg0ys5zvt62nrGVSCRYz8z29na298Ri8YYi1na7HTqdDr29vXA4HGwOgXKUMBKJQKVSgeM4qFSqmjpgV1dX0+UxfKfL0NAQcyKQ0aVWqyuI/PgODMow2bNnD/T6K0yp5EBtppE4Xz+lGjbKfGkWN6WxBgCPPPIIHnnkkXW/981vfhPf/OY3a35mMpnw53/+5/jzP//zTR0bhXuru5qTks4XvuRBXM/LQr1iKGoTCoXgdDrxvve9jxlqL7/8MovQpNNpyOVytkG6urpgsVgwPz+P1dVVrK6uIpvNor29fY0Xi19jZLPZmMd+165d7CBobW1lETa1Ws1STO12O/t3h8MBt9tdQdDg9/vZwV+vGJ2evV6j70QigVQqVdGYnL+R6kVoqkEH9fT0NOx2O6anp7G6uopUKoX+/n7mzevp6WF0rZTGAIBR4q+srLDUTr1ej0KhgFAoBIlEglwuB6fTCYfDUaEI0LPzi9v56Q38w4vulUgkMDY2xmr9jEYj5ufnWY+rdDrNwu7BYBCpVArj4+MVntBcLsfYJ61WK9RqNZRKJfMa0mfJZLLCaKs+kGOxGGZmZphxwfe8XUvtSbVRTsoJHaCDg4MslQeonx5RPQ5a0yqVCnK5HCqVqqLuhm/QUESMX2NIXkefz4dUKoVCocCM6GqmrlQqha6uLuzatQvxeLwiHZVYJPkRNL1eD4PBgAMHDrB+O0RyFA6H0d7ejkAgAI/Hg0KhwFJjFAoFcywUCgVEIhHMz88jmUzi0qVL6OzshFKpxIEDB+BwOJjCpNPp4Ha7EQ6HoVKpWGSe3jHf805zs3v3bgwPDzd8b40K0vmH41b1+xOw+dBqtbBarSyKNjAwgH379uGll15CqVSCXC5HNpuF0+lENpuF0WjE9PQ00uk04vE4c0DReVQrfRmobNaeSCTYnqomL6qWD+FwmLXgcTqdrO6Kb4A1Sl1r5BCshtlsZnuDIuUAGDtfsVisOJPo+uv1+6T2Kvw5pznht8ChNE2gvI/efPNNjI+Po6WlBQsLC5DL5SxFXSwWs/OGWhCZTCZ0dnYy555SqUQoFILP54PVaq3Ys3zH8OLiIkKhEDsraCxUx1fLEUj7XCaTIZPJoL29HQaDgclCfqSsUCiwaC0/sshPb0ulUlhYWIDRaEQ2m0VnZ2fN8daaZ/6Y6PykzBk6S5PJJLzecj9OviFKa6JW8+R6dWHAlfZPCoWCOdGIzIOf9k5lI7fddluFDlPPOVCdPdMoukdrcT0qe9oD1HNQLBaz7JC+vj52f/7+qBU5B8oOyBdffBEcxzFSEb1eD4lEgmw2yxz/jz76KHw+HwKBAILBIMbGxmrWAzabjcHf8/Rcly5dYu+bxkx6kFwuZ84eOgPJYCyVSuzdhEIh9PX11XUMkG5e3Y6EnOSrq6t1x1yNm9ZY246QyWQoFotwuVzQaDRrvIq18uOB+gXBY2NjjNZ3aGgIALC4uIilpSWEQiHE43GcPHkSQHmTUMi3VCohEAhAp9OxzanX61n0iZS92dlZFn0hA4KEMh/kNT1z5gzS6TQ0Gg1LhyDDrFQqMYWXhB0ZohcuXGBpMolEAhaLBVLplaVZq3C7+uAkD57L5UI0GmX38Pl8LPWSwI94Ub5xLSY72nAkxGw2G/OuJhIJ6PV62Gw22O32mhSzQFmoptNpRCIRFlnM5XJQKBQoFArQ6XSwWq3sIKDfkPEQDodhNpshEokwOjoKg8FQkd6TSqXYOiEPEOVykwcsEokAKB+AmUyGRWNIwSJPqNfrxalTp1AqlbC0tITDhw+jo6MDCoWCvXt6To7j1ijVHR0dzAAWi8UVxen0bOulIK0nfPlRNL7BQO/bZrOx9VqrUXWt1En+fANlI7XWwdWojUI0WmYIW1xcRC6XQyQSYWyy/Dz55eVliMViZLNZZDKZisJsjUaDwcFBnDp1ao2RS7UtGo0Gly5dgsfjgUKhQCaTgVarhUqlgslkwuTkJKRSKeRyOWQyGZxOJ2QyGS5evMhSeKhwO5vNQqfTQaFQQCqVVhhhFJ3je4opwk9KCDlemomM8A+4TCbDaobpfdB7Xa/voIDtBYr+8NuwkJFCdVbpdJopLXT+kVJutVrR3t7O0pdpTb/rXe9CZ2dnRW0X/YafXVBNXsT/ntVqRSqVQjQaZSlXtJ5oTW2E/IJvCFHEo729HZOTk8ygyWQyTG7w+yxaLBaMjIxUpGXyHaGEWuudb5jwUavejSI9yWQSPp8PLS0tAMrO2YWFBbS0tDDZyU/tB67sOXIqXbp0iZExrK6uQqFQVMhPcgx7vV4Ui0XkcjmMjIyw5yXjij+/9Lw+n49F/nQ6HRYWFrB7926IRCKkUimWvSORSOpGrWgcfGInOvuSyWRFxkkj9kK+M5rOT/7/Us1cV1cXgsEgc5jx5SW9B74svHz5ckUNMBkvFosFfX19bK1PTEwwtm4qU/H5fAgGg5ibm4NMJkM2m8XAwEBFOm4tZsixsTEmZ41GI44ePVrT8UHneSqVQjAYZOdKdSovf49MTk7C4/HAaDSy8yYajbLno73n8XiY05r0Mhrf2bNnWfqgyWTCG2+8gcHBQUgkkgq9d8+ePbh8+TJWV1dZ8KK6SXYz+7c67Z5+v7y8jLNnzzLdjGQFZbcQpT45EvjrTiwWs/pbk8m0ph9zdSsFvgzgR9L0ev2tS92/3WGxWFiPNkoF4Su7/FAtUF5UZ86cqVlD43K5MDU1xWh9jUYj+vr6YDKZIJfLYTKZWDoTX2DIZDKkUim0trYil8ux3imU6sQHeRz4Xgm+gKDxRCIRjI2NIRgMskPLbDYz74vVamUesVoNdwHg1VdfZZuSDEQKSy8sLFQUcQJgLFEUhqd/T6fTkEgkrOg4m81CIpEww1ij0WBhYQETExOIRqPo7e2FSCSqaEZK1+IXhnd1dbFc9UAgwDx/RLvOB80NvcuBgQEEAgGmoJtMJvT19cHtdrMml3K5vCJ9kRg2aaMDZTKLjo6ONY3ISdlWq9VQqVQsPcFoNOLixYsVRchyuRwikYjNCyGZTGJ1dZUdDDqdDplMhilMUqmU9QAymUxMyHAcV5ESVN0OgAwafh0e39iqJrqgOec4jq0DvvHMT0OhFgP8lBGLxbImPaK6yH90dLRCqaP5pjGXSiVGq0/OBkqDuOeee9jzUuoHUHaGuN3uijmMRCJQKBTscMtkMjCbzcyjmUwmK1KBSXkLhUJYXl5GsVhkY6pW2GKxGBYXF9mB2dnZCbPZjOHhYYRCIdhsNnYfjuOYslIoFFjtGxnttWpvqfauluc2Hr9C08+vkaFx1jK46YCjSP7bb7+NXC7HDjF6r36/n/WWAtAws0DA9kB1bcalS5cgkUhgNBpRLBYRi8WgVCqZPBSJRGx9kjxyOp1wu91IJBKQyWQIh8O47777KkhzqC60q6sL2WyWpeiRMkXrg+9BN5vNOHv2LKPdryZPIrnBcRxKpVJFJIA+p2h5Z2cnYrEYxsbG0N3dzWQbP+uACBfUajVSqRSWlpbQ3d3NoiYWi2WNc6MZlltyElJGQ6N6N2Kj279/P06ePIlEIoGWlhY4HI4KxxQZx2RUWiwWRhFP39HpdOA4DplMBsFgkCnhVEdLEaK2tjYYjUZYrVY2h7X6PVIGQjgcZhG5QqEAjuOwsrKC4eFhltUAXOnNVytqRfMCYM3ZR+2XSO4nEgmWWreyssIMTwBMNlZf49ixY0gmk4ztdmlpielvkUiE1R23trZCq9WuidYtLCxgbm6OGXZDQ0OYnZ2FxWKB1WrF6uoqAoEAFAoFI2cj45bOVY7jKuryarUGIAdpLBZjDlyv18ucsffdd1/Fecg38peWltj+oZpFIperTgek84RS7DOZDEszzmQyzGkzPj7OnI18Iycej1ecf1SLv7y8jGg0iv7+ftjt9jV6KDn43G43Ww90BtczwGtFNYErGUjnz59n+5OiZtFoFB0dHQgGgxgYGGAsraTr0HrRarVrml3z015PnjyJ1dVVZDIZGI1Gtm5JXtE4iJimWQjG2nUEsWNNTU1hZmaG9eYAKtl4iOigUQ0NpU/lcjnmIQGAAwcOQCwWs5ohYpwjYUA911KpFM6cOYNkMolAIICFhQW0t7dX1E6R1xOonwet1+vhdrsBgNXfRKNRmM1mFj7mG5q16u8SiUTN+rJ0Or3Gq0YRMZ/Ph9XVVbS1tbHNNjc3h0AgAKvVCqPRyNL0ALAokN/vx8LCAhKJBCvy7ejoqGhGSp64aoOICp2JMIUigbUIOgBUKA1A2TNFtWoikQgGg4Gln9YyQii9g9CI4YoUfb4xHY/HmSFP14nH48hkMpBKpRCLxWz9KRQK7N27F2+99RaAMoX07t27odFoKuocdu/ezb7Pr6+qjrYCYCksfEW/1nMSqBifDhsyKqp7C/LTocRiMeRyOTMAqwvw+deld0meu1qKDtEKh8Nh+Hw+dHV1MeUrGo2yQ+/SpUvMI6lUKsFxHOLxOPL5PPx+P/r6+ljqL6WDdXR0YHp6mkXFisUiOI6rMPhLpVJFnWNraytT7GgOenp64PF4EIvFUCqVWJoVGePkgV1cXIROp4NSqcTU1BTi8ThkMhkMBgMMBgMUCgX0ej3bn/z6RVqzfG9+dS0j/wAEUBEZqWbI0mrLDUDNZjNry0GHGD+qnM1mEYvFkMvlwHEcJicna15PwI1HLdIpvtdepVKhVCqhq6sLIpGIySh6v3q9HkNDQzCbzRXp4sViEcPDw8yRSPue0vf4Rh4pPPz6L36aezabRXd39xomR6Ay2uv1llto8CMBpVIJY2NjmJ2dRSQSgUwmw+rqKsxmM5xOJzKZDIaGhljdlNfrhUwmYxkUFN1fXl5mz1iNaicM3zEBrK2/I6p0epZa5zL9m0ajYanQFouF7VdyBPb39zP5TbTz/HuSEykSicBgMDAZT9Gwrq4u+P1+poDyDTWgfvN0Mgr37duHc+fOQa1WM9lQnbZOZ7LRaIRCoViTbQSUneA2m21NpOny5cuYmppiaeV2ux1yuZxFk8bGxgBccUgpFAoMDg6ysdJ6lUqlFXXrmUyGGRq5XA7Dw8MsHZBAKYNEp28wGNh9qE5PoVCgtbWVyUK+HKTaKrfbXZFqWe285GcIJRIJFsmmta9QKNZwJFQ734nZem5uDna7nZ3N9BxOpxMAKgxZkvMAmNFDhqTZbMbs7CyrySLDWKvVwm6348iRI5iYmIBGo2Frh0ot9u3bx8ZJfUvpvAiFQpBKpexZV1dX4Xa7a7YPqBWxJiSTSSgUClZWEgwGmWOfzk9KvyyVSmzd8fcZ1dPx1zZQ1vHm5uYq7kdZb7Se+cbleuQ9fAjG2g0CLQ4CvWxSyCgdgLwY1SxuWq0WNpsNmUwGVqsVJpOJ0Wzv27cPgUCAbQS+gCTjiTZzJBJhyl48Hm+amY8PSg8j49NgMNRkuqmOovA9htVzQYudmjzK5XJ2cPOZx9ra2gAAJ0+eRDgcxtLSEttgu3fvRjgcZhG+YrGIxcVFuN1uiMVitLS0MMIHqp0gg7i6/0UqlWINX8nbyjdQah2aZOBQCqhUKoVer8fCwgJjOyJBSEKIrs9neqpmFqxuRE7zUut90TW9Xi8rps1kMshms9i3bx/zDtLvHnjgAVYjx09DonRQAMxIomaW5P2jCB+fTnl1dRWdnZ0s/9/j8TASEK/XW+HFpndOhwCBvFZ8NiqO41iazdLSEvOc87+/HuidOZ1OlrM/NzeHpaUl5HI5xONxpFIpjI6OVtSh8GnKh4aGoFQqIRKJYLVaUSqV0NfXh9bWVlbwT5G1UCjEoquZTAYGg4F5H+n6ZHyWSiWWGkzzQlFsSv/y+/2w2+3I5/OMlaxYLDKW0Z6eHigUChbtpj1gMBgwOjqKnp4eVp/CN5z5ygDfE8jP7adoI1BWJKlGtFQqsZQdu91eUbTd1dWFQCDAxkz7hxjgKMvAaDQCKJPgrK6uQqVSMWeVkBa5PcCv85mammJRld7e3orUvJaWFszNzUGpVKK1tRUOhwNarRbLy8sYHBzE4cOH4XK5IJFI0NfXx+RhPp9HOBxmzrDqmsdSqVSh2FOU2zd1CoaFp6AvhSFS2FFQHkaypK1Ixeb/hqILOp2ORX0pwpZIJBjZRiAQYMRXpIAqlUp0dXUxY4IcS7RODx48yJxkPp+vYt1Wr2N+mw1yTPIjB6lUikVK0uk0WlpamJEM1O6J5ff74XA4oNPpYDQaK+aMIvbVKZTAFSej2WzGxMQEDAYDstks63dmMpnQ39+PRCKB1tZW5rysdr4BqMga4J9fVGdMThm73Y6enh4AZVnDTx+jKBbJ+2pShuoG6hRpcrvdzFjMZDKw2+1Qq9XIZrPgOK6C+ZKiSlQbTmcWv8SArkPnJ/0dDAbX1PQBWKO/EbRaLUqlEkQiEWKxGPx+PwwGA0ZGRti5T479np4e5jTk97mjVLtkMslq9ChLQS6Xw+PxQC6Xw+fzwWAwYHJysqK3bbW+Mj4+zvr5EQEdn3SrWCyysha6z8LCAiNK6ezshN/vR6lUYut0amoK3d3dmJmZYZE3KifYs2cPzpw5w5yI3d3d6O7uXrNHlUol2traWNsnn8+HRCKB06dPo1QqQalUMtlDvyUjdnJyEiqVivU6Ba5kmalUKuzevRvnzp2D2WyGXC5HLBZDKBRCqVRi/XMpi4Rf3xmLxaDRaJjuSYZcNBqF0+lEPp8HUI5KHz58mJH8URoogDXGZTMQjLXriL6+Png8HuadIKabWpTD5JkDwGh7+Zurvb0dQ0NDFYor9ekoFAqQSCQQi8WYm5tDa2srhoeHmeJFIX8KZQNl4cA3GBvl/vKZk6ggnNLD6DCo/v9KpbLC20DpCclkElartWYfG0qXIIEvl8sRjUaRSqWgUChYChq/3ojC6vR8RJxAh1wul4PD4UAymWRsi0SGwk9PiUajFdE+8kABqGBR4iuQ/Pfndrtx/vx5qFQqTE1NYXBwkFGpU+ibbxDy2b7oHZFiwmd6ovdDPa0a9Vzje9AsFgtOnjyJTCbDUvXoGfjo7OzEHXfcUfFvTqeTeco0Gk0FI2h1dK23txelUgktLS2YmZlhdN0ajQarq6s4ceIES9d473vfy5QZjUbD0gbkcjmLZAK1I4r0u3A4zNgZ6SCp/j7fuCVvGBULU4NqADh37hwikQhmZ2fZvPA9oqVSaQ1NudFoxOjoKEqlEmZmZmC32yESiXDgwIEKA9zr9SIQCEClUrF9l06nIRaL2fpVKpXsoKCoKLFdzs7OsloAu90OsViMI0eOQKPRsEhlMBhkyjO/959YLEZbWxukUikjDSIlhBQTfkSSX+fBX4+rq6ss3cZoNDIjfWpqitH9t7W1QSKRMC80ySUifaEoR1dXF6u/5EdbdTodYrEYIpEIcrkcq+eknjiNGLcEXD+Q8TQxMcGYRVdXV+HxeLB3717YbDZEIhGcOHECy8vLyGaz6Ovrw969e2G322G322Gz2RCNRjE+Po5wOAypVMocDGT08RWhsbExFpV+6KGHIJPJmJyUy+VIvP6/sWvySYhRTo2TAXgX/g9eMfwszotHatZJ+nw+Vt8FAEtLS8zIolSmlpYWlm6fy+XYfqW0ekptJHlFjpJgMMgIkIgFslZaMTHF8gm8+I5J4Eo/WOBK2uSFCxdgtVqZwsqvT+KTVASDQUQiERw+fBjz8/NYXFxkkZFDhw7hzjvvXHO+0N8UMbp48SJOnjzJ6twpGiYSidh3+Ip2dRSeD340kdYAnR1utxuTk5Ps2Q8cOMCaktO5w2fhrG4nw7/vysoKy2qw2WyMAGlpaYnJI7lcjkAgAKfTyejj+VF/Sh0nWUgsld3d3czYCofDePnll1ntEqUZEpRKJXbv3l0xP2KxGO3t7ezsFIlEbN6JNVyjKZOYUMSQP7fEAkoGYalUQnd3NwYGBqDT6ZDNZnHx4kXE43F4PB7mJOSnFVfPIemCPp+P8RoQiJ2bom60ziYmJmCxWNg7IWfb3NwcKyGgtc3P0vB6vYhEItDpdIwEiy/f6T1KJBKEw2E2T8ViEW63uyLF1uFwVKTHjo2NYWpqijlhyFCuVc5jNpsxPj6OVCrFnLOUtioSiZDP51kGDem0dA5ThJHvJCaypUwmA4fDgcOHD1c4pPnttDbSmw4QjLXrCr1eD47jKkgKKOxbLdwo9KpUKtHT01PzxdIhAaDCEKPoBQkYYsEaGBhgxdBEh0peH/KKVRtm1X1cyMswNzeH1157jXlLjx07BofDwZQvfpNsAJiammLen0KhwA4hUrr7+vpYyh3NFT+Hnp6Dz37V0dGBvXv3olQqYWJigjF/UYoMFfhS9IMo8OVyOUKhEORyORO6fAHkdDpx8uRJFnWiz0iQUm8ROjz4PX/ogKToGCnNyWSSRe/44XNim+KnDFJ6DlDbA9OIoazau8cXFFTv1tLSgnw+j0gkwgxVWjvVfdT4xkwqlYLD4aiooyMPIa0PoqOfnp5GJpNBKBSCXq9nChF5qlOpFFwuF6t9IAHW29sLnU63pp/fysoKXC5XxfwtLy9Do9Gw9AyqdXC5XKwGkw7A0dFRljLi9/uxuLiIkZERpvhQKkc0GoVMJgPHcRgaGsLBgwdhs9kq5pqY0yiCC5SNuoGBAczOzrIUi5GREVy8eBFLS0usrwsdOmTwAGBKZDqdxvz8PNLpNGQyGVpaWhjFPzHg+f1+ZDIZjIyMsHmnmhryfstksgrSBZvNBqVSyXrbtLe3s5pS/rusLijn03dfvHgRQDkthgw+2mc6nQ4+nw/5fB6hUAhms5nJFbo2FcybzWZYrVZWf0mHLilGwWCQGXF0mFJURkiB3D4gGeX1euF0OlEsFhGNRpHJZJDP53HPPfcgnU6zDAKFQlGRvUDXIFY6pVIJg8EAk8nEMhiA8rpYWVnB9PQ0u19LSwump6dx6NAhFtUNz4/hFwJXDDWCGCXcE/kXXIAGr76axu23385qhCcmJrC6uopIJAKtVsuUepJNdJ5QGjRlQhCpU1tbG0sf1OvL7HJUH5fNZlEoFNh+j0Qi6O7uZk5Ll8uFy5cv4/z58+A4jjkH+anpWq0WnZ2dFX0PKc3U7/ezqBTVBwWDQdx2222MZXliYgLZbBYrKyuQyWSMmCgSiUAkEsHhcDRko+O3rqEoVD6fRz6fZ6mdJIv5deM0Tj5qnUuTk5Ns/1MUJplMMoINynzZv38/M3rlcjk7D91uN0KhEGOkHBkZYXoS1ViRUUokZ6FQCDMzM3C5XKwmiWq0l5eXodVqWXor6VLhcJjpHJRNQbpJqVTC+Pg4OI7Ds88+i1wuB7vdjkKhwByPdP5nMhn4fD6Mj4+jo6ODnfEUGaIznaKsp06dQrFYZLV2nZ2duOuuu9gaWFlZYYYBRXnovdntduZwIMZNfloxP3uCn9lEETSxWMwiZJQGSw5lmmNaq5FIhNUgDg8PMz2BjFdyViwsLLBMJ+JaoHOK9CjSQc+cOcMI0uh/iWeB9pRcLmcOcKo5I+cnv22USCSqyPDgR2HpfZ8+fRpabTkC39LSAqfTycoYFAoFi7oCV2ro6OynTK1SqcTSV6uj1XQvct7S3xuBYKxdZ9ACr8WSxy92prA/gTqmA2DpAABYSgZ5RSj9jBjXqgUBFUO73W5mENpsNpZGwidioOJsYljq7OxEqVRCKpXC2NgY3G43IpEIy++lglxS3H0+H0t/A654DPmRMJVKha6uLqYQA2DMj5QuAVwJX5MRRKkIw8PDkMlkFWle5Flyu91Qq9WIRCJQKpWwWCxsblUqVUXqJSmmTqcTP/7xj7G8vAyFQgGbzVZB8hCPlxk7ycgkY5mEiyrnx17Pc1BmffDk5JgMHkUwbUd/fz+Wl5cxNzcHuVyO4eFh5HI5ZvgBYCmDxGBJIXy+oV7LeOajmjmT7wQIh8Po6elhURGj0chIPMiI5x98er0eFy5cqGjgzE/VpL5x/LpErVYLt9vNUnTpb7PZjEAgwIyjdDrNmoLm83lks1mm6NNcA6io3yLPOqVGORwO1pBco9Gw2kw6BPmF+PTu/H4/q2NIJpPYvXs3OzxisRirqZTJZOjv769IPaH1KpPJWJqiTqdjReNUd0GeRFIKaA+QV1gikTBjxmq1ssMRKB8EgUBgjZD3+XwsIkn7/MCBA1hZWWGec1KQYrEYent7mTLR1dWFY8eO4dSpU+A4Dmq1mtUs8qHVahlTHzFiUXsPkUjE3gOlh3g8HqY4UZsHr9cLs9kMiUQCi8XCiCBWV1fh8/ng9/sRDofXNKmnmhCan127diGVSkGtVqOzs7MmbbOAGwcijCEDh5xfAFgNGDE1UkSoo6MDXV1dbD/Qe6eaFGJMJHnLP+dmZ2eRzWaZnAmFQhgfH4fH44HP58M9+VcgVpVqjBSQoITBxJv4SfAwJiYm0NnZiWAwiHA4jFgsxpQyPvkBRQioVmpoaIjRqGezWaTTadaCgwy1559/HiKRiNG7p1IpprDSswYCAczNzSGVSmF+fp4ZdBSt2b17NxQKRQVh1uLiYkVvT5/Px3QIqVSKeDzOSISI+ZLfv9FsNiOfzyOTyTB2TKpbPnbsGFNk+Zky9FzUumZ4eBjT09MAwNLPVCoVXC4XcxrxEYlEMD4+DrPZDLvdXlMx9Xq9zEhVKBQsqpFKpZhDkcguCKT0A2B1+T6fDzKZDFNTU9i/f38FaQWtIYVCgVdffZUZFuRITKfTLGKUy+Wg1WrR29vL0sdnZ2eZUQFcyaYhp/LExASTkRqNhv0v1dSTQzeVSiESibBat8uXL7OonkKhQCKRQCwWY2QnY2NjOH/+PJxOJ6tTHhgYYFlSBEqn5/fEpHps/jvi34fWltPpZERatJ6ojhkoOyBdLhdbd3wSL6B8Br3++utsv3Ich56eHhbJam9vZ3tEq9VicXGRrWly4CgUCrS1teHQoUMVEfTZ2VlMTU2xurJQKMScfLRP6SyLxWJ47bXX8Nxzz+Hd7343EokE5ufnEYlEmCFOqbaUfbS8vIzFxUX09PQwDgfSw6hsQCQS4fbbb2cp+1SyAICVNpBMIPZy0qdrlaTwI3v8FkfNQjDWrjOIPpuEGwlYfrGz2+3G7t27meIei8Vw8eLFilAwFW97PB62WclLQQsqGAyuYfahha9QKFjeOHBFUSNFl1IIxGIxvF4vi3YcPHiQNZwmJdvtdrP0OGK/AcDSSOjwII/hwMBARYNnUohrUSWToUf53BRBAwCPx4OXX34Zx44dg0ajwcjICIaHh+F0OpnHLpvN4vLlyxgaGkJPTw/i8Tjz1JA3kjyE8XgcTqcT0WiU0bKSYkoGEBWdLy0tASgLtIWFBVy6dAn98ZN4RPoixCh7G4clwN3Zc3hT+wsYG5NhdnaWRUAymQyOHj1awTgIgLViIFZLejdAZfoDka7YbLa6TVv5VMnAFYp6ui718Xr55Zdx+fJlVh9FqS49PT0QiURM8aLIldfrxcmTJxGPx2EwGNjhRuOk7wJlA5EMEofDwWoljUYjY4Tr7OxkacGkDFGaSjKZRCgUQrFYhM/ng9PpZOmYAwMDLL2VagOdTic8Hg+L4FEkiQqcfT4fMxipbq5QKDAWN5PJBJPJxNKK+BHGEydOYG5uDiaTCXq9nq1nSvMdGRlhEdlsNouZmRkWHUqlUpiZmUF3dzd7JxKJhI2RnDPkFOHX7en15abY8/PzKJVKLAJKnlWxWIxgMAipVMoOwImJCezZs4eth6WlJXi9XsRiMeZwoLoY2tsulwsLCwuska5Op2MNvMlTmUgkYLPZmGLd29uL7u5uRusskUgYAyZFyKjAnvoXESEMGdGkEA4MDFSkBR09enRNOw0B2wNEGNPR0QGTycRqXHK5HNsPXV1dePjhhzE3N8e8zlQXNjU1xSJkOp2O1WFV04eTgmgymVAsFuHxeKDXl+mzKf05mUzCZG2s9FhbUnAvutHa2opsNguHwwGlUsmUZ7vdjq6uLhapphYrQDk1fHh4GMvLyxW9wQYGBhAMBvHDH/4QJ0+eZCmSw8PDMJlMrAUIGafJZBILCwuIxWJYWVlhNZpkvBFRSiqVYuch9eQkhlmZTIb9+/dDrVbD4XAwBb9QKLBnpcgZRbjp/y8vL0Mul6OlpYURpQBgpFsnTpxg9W0PP/xwRa0yGaDBYBB6vR4tLS3szCKHKkVsnE4nxsbG2Pvp7u5eUyZA9YAcxyEQCKC3txf9/f1wu92w2+3IZDLQ6/Ww2+2sZq2trQ0ikYhF+ZRKJRYXF9mZbTAYWDorAKa75PN5KBQK1vC6UCggl8tBKpWytji5XA4GgwGHDx+GRqOB0+nE6uoqyyhwOBw4cOAAenp6KurvHA4H3njjDTYfcrmckZCRAy0cDsNgMLDUbkqH7+3tZYYc1fKSs3RpaYnVJ8diMcY0SkRwJGPlcjlL3TebzYx4rr+/H3v27AEA1nqAzm9++j+fXMdut7PMKTJ4CoUCpFIp0uk0lpeXsXv3bvj9fsRiMbz99tuMZbOjo4OtcbvdXpGqyic/AcDeXTVzJ5/REgBzyLe0tKBQKGBychJ79+6FWq2G3W5n9PlTU1MIBoOQyWSIxWJMnyOHPEXIqdZ+bGwM8/PzUCgUOHfuHB544AH09fWxtG6+LkP9c4FyJK9YLOLo0aOsBYdcLmfpz4lEYg2jrNPprGgjVKvEqFkIxtp1xPLyMpaWlsBxXEUfMvIoE7W1wWBgUSHy9K2urrINQAoNv4aqu7ubpfcB5QjAwYMHYTAYKpQdKv6mkDjVGFBaAj+vmIg3dDodIpEIBgYGmKJNQt3r9UKr1SKfz1f0I+GTaABAf38/K7TkRzr4TUnJq0+9OgwGA44cOQLgSoHy6uoq1Go1O5xkMlkF3ezw8DCGh4dx5swZZLNZTE9PI5/PM3IIUnCp+TF5SCitkUgVMpkMXC4XTCYTY/6iYufx8XHMzMxAoVAgm82WCV5EMXxYcsVQI0hQwrHAd/G0J4w5T9nIiMViyGazrJbMbDajtbWV/YaiN4FAAA6HoyLKRDngQFkBp/RVvb4+VXItivp4PI5AIIC33noLp0+fBlA+5NtUedzTnUBnrohCqAOlnvdjaGgIKpWK1WGcPn0ap06dYoo7sVv29fUxStrR0VGcPXsWu3fvZoctAAwODrIaBKpno1YIdMiRsKYiazJOV1dXUSgUWFrg9PQ0czZMTU1BrVazaG86nUYgEEAkEkF/fz+sVitGR0fR1dXF9lI6ncarr76KQqEAhULBjJOBgYGKA9npdOL73/8+Tp8+jXQ6jZ6eHhw5coR5yakPHbGvkRCn/UHrS6fTYWJigkUlgPJBSoeBUqnE0aNHcfHiRSYTMpkMotEoHA4HIyUicheqVzCbzTCbzYjFYpDL5RgfH6/oCTc7O8uMKVp31DKCPMSvv/46qzGkQ4/jOLZ/lUolOjo60NLSArPZzMgAAGB4eBharRanTp0CcKUJcCQSwcTEBPMq0yGdzWaRSqXYWtHry41/SSGkFJLq/kACtg/0ej1zTtBaNxqNbK1StEqv10OlUsHpdDKCHYpEEFue0WiE2WyG2+1mtZwUReA7D8PhMGvurtfr0dPTg8XFRQSDQXiyCkBRf7xpuQ09PT2w2WxMQabWAkBZ5gYCAWYkkNOBMjzI408U4haLBcvLy4hEIoy4KZ/PQ6/XIxwOo6urizldiKKezmtSQnO5HHK5HHPM5HI51r7A6XTC7/ezTBhqaUC1PUC5b1dvby9MJlNFmxCKXABAT08PzGYz/H4/qxNTKpUYHBxEW1sbq42amJhg7yeXy+H8+fNoa2tjxjJl6HR3dyMYDLJaONI9pqam2HzReUPZGH6/H5cvX67oPyeXy+F2uyGTyWAymeBwONjcOBwOhMNhVjJCjruJiQl2DtGctba24uLFiygUCggEAswpoNVqmYwErtDEm0wmAGUnKxmHlHJJaX58qnyHwwGO49DZ2YnbekzoXPw2SqfnkGntR27kY+Uzs60NkUgEvb29sFqt6O/vZ8a7WCxmhBPd3d24dOkSNBoNI5DL5/PM6c4vSaCSGYlEwpwGHo8Hk5OTrA6f9BhyNrS0tODChQuQyWSYmZnBww8/DI1Gw9r08CPTc3NzzGlvs9nAcRyTxXq9HtPT03A4HGzsZAwTFhcXmaOPdDGlUsnOY3KcklOcGKkdDgerMeOXOfBT7yntNp/PV0SeaD+VSqUK8iyPx4NcLsei1CKRCBKJhPUSpcyv2dlZyOVyLC4uIpFIYHBwEDqdDufOncOhQ4dYlI/KiOjsLhaLCAQCjM6/FmcAn2jJ5/Ox2n1iHJ2ammJ9cvlZT/Pz8/WFVhUEY+064vTp06xBMVHIUgpBOBzG22+/jVgsxkLelKpGSicZP+RRAcAUMPJekzens7OTEXdUE06QUURCkKz7QCAAv9/PIibkvUgkEujp6WEekmQyiY6ODsZGRwZdqVRiwmNpaYl5/agGgZ8rTGOiTXr+/HnWQoD69FAqZn9/P6u5OnDgAKanp1mPKa1WC7PZDJ/Ph0KhwGqVDh06hOnpadZ3zmAw4OTJk8woIqNSKpUymvhsNgtJbAWj8RO4Tx1GRGTAydkc8vk83G43+vv74fP5EAgEIBaLkcvlsLy8DJ/Ph1/tdUOiqjTUCGKUcLt8BpeKDjbXhUIBKysrWFlZQX9/P1QqFUZHRyEWi/H2229jfHwcMpkMc3NzGBwchF6vh9/vx+rqKjP4R0dHWUoIGWB0iPHJWqobqup0OhZh9Hg8zCt4r96F3+ufg0QEoAggehnF88/jBdUHMfyxL0MsFrPIFtWdhUIhtqYJxGrY2trK0ulisRjy+Tyjbvf5fKy2ghpzU22FQqGATCbD7t27YbPZmFJlt9uxsrICpVLJBJ5MJoPL5UIoFGKeOzoEqEiaDASLxQK1Ws28ufl8HmKxmEVRaa6Isply4Ofm5hCNRlmKDrWTIMp+mv+XXnqJeUUdDgdLawqFQtBqtWwf53I53HXXXdBqtYxIiIhkOjo6kEgkKuoAKUWa70mliDBRl5PndGZmBgaDAcFgkHl1iZWSPOBSqRSlUomls7z66qusZUMoFEJraysKhQJ7bxQpJccGRfEDgUBFDQb11qIoyeuvv87SickQ1mg0jGiBDG7yRNZqpSBgeyIajSKRSEClUrEWJvl8Hq2trUwBJQPn/PnziEajLPWWvOQGgwHJZJL1/qSIKwBGjEUOTCLYUKlUyOVyWFhYYCQkcrkcZ0p78D5uGhLRWhlchBi+jofRmZSwaBKlMJHjKJvNYnV1FQaDgcmJ9vZ2dmZRmjvVPF+4cAFarRYejwdmsxmZTIYpdceOHWNOVrPZjDfffJM5x2jv0X5dWVlhaYpUY6XT6ViEkSItwJUzS6VSYXFxkcmUXbt2wWAwsGwFUuaBsoOOWPtCoRCrgyVDhuM4FvVIJBKQSqWIRqOsNxll+8zMzGB0dJSRi3R2djKismQyyc4Gp9PJ3idQdiy3tLQgnU6zVNlUKgW/38+iGzqdDq2trawP39DQEOuD6vP5mGwnXYKi84ODg/D5fGhtbUUkEmEGLRkoExMTaGtrw65du9gZpdfrmdO7VCqhUCigUChAo9Ewx0Jvby9joqXMj/sMqxj4yRcg4srGPeYB2an/iVb9R5HLWZDJZFgPy0QiwSKrFHVpb29nDkqSoRRdpPTI2dlZliV1+PBh5gCj6CjVLxNJmdFohFqtZs6x8PwY7sq+hDZJDnG3CSsXteg6cPeasptLly7hzTffxMzMDLRaLdra2nDgwAGIok7g9PehDy9in8qBuHYAnneiyBTNprTOnp4eVodJTL/ElCiTyTA+Ps6YM6nujNIXq5lLyclMuiWVslAtN2V4FQoFVidNaYsKhYLphEqlkkUHiSyE5FI2m4VJFMeR0gQebg1hRlTATy94IDL1QqvV4vz58+w9hUIhVptNkTVyEgGV7WzoWc6cOcPWOzUmJ0I7csyePXsWe/furZn11AwEY+06ohBYgC+UZx4NCu1TisP8/DyCwSAKhQIGBgbQ09ODEydOsH5q1MeEcs+JMS8YDDIDCQCLGkxMTKBYLOLQoUMAKju/U2F1LpdjaRdisRh2eRYPisfRKo4DvilMxo9AoWljjaYp7Eu0spTiYTQaK4wfo9GISCQCj8fDohx8xiYqsqaURDLaAoEAJBIJ9Ho9CoUCLl++zFL9nE4nLr72I9yReh4PGHxISCzItv48JJpy/zW32w23280OcjKu9Ho9MpkMdDodq7+i9Euar6WlJXSH38AHpM9CYqIDP4hHuXn8oyeAFfPdmJ2dZWkQ5AEOh8NlT1Hej0bo0QN33nknS9ujwl6VSsU8Uvy0MYps8A02qhOjIt2enh5MTU1hcXGRpTYWCgXWzJoY/oBKamij0cgMHGo26lDk8Hs982VDjQcJSnhP8oe4OPch9B68n7GAURSptbUVFouFpT1SWsTKygo7hOiApX5fZJBR7RylQJIh4vF4WG8mpVKJ3t5elo73+uuvs9QcPg21Wq1mwl2hUDACFWLeDAaDmJmZwcTEBKamppDL5VgNGUUy+/v7WaSbFBXywpdKJVbnIZPJWPSAlJkLFy6wVAsA7Hny+TxT6ohVjlKxurq6mMOEUp3cbjdjfyVEIhGcOXOGMeHRmq0VKaU5pL1EzJHUaFgmkzFD7OTJk/D7/ayht16vZ4QK/L1hsVjgdruRSqUwOTmJgwcPIhAIYHV1lXk+V1ZWIJfLmWfz0qVLrAckn2p9eHiYpaGEw2HWKJZPHsI3lAXDbfuB0tW9Xi+raaH9TU5Et9uNubk5jI2NMYUbKDsKqMaIUtFcLhcsFgui0Shjb+vv7wcAluZLHn7yoEskEiwtLbE042ixiO8kj+Hjmjch4ZGMFDkxnld/CHlNGwwtZQOKX7Ocy+Xg9/uZAr+4uMiiwFRXSdkWRHwRjUZZqhfVvlIEhk8I5HK5sLi4yFjjALAG0DKZDPl8nhmbRMpFyj2lY3o8HmZ8dHZ2Mmejw+GAWCxmTtLW1taKfo3UODkej8Pn82FpaYntRX7/tNXVVTbn7e3trO8olQ/EYjGWsky1PJRqSGl6FAVLp9PI5/PQ6XQsG0cmk7G09Gw2i2KxyPrR0bsoFAq4cOEC7rvvPmZsmc1m5kiLRCKQSCSQSqVoaWlhDjjqc0ZZAsVikbFyUi0Wv7E0OeEcDgcz1ldWVlAsFpFKpZhjiiL6i4uL5brAhAu7wn8DUTV5DVfEPZF/wRuZj0IqLRudpNPwHWnkNFOpVJBIJMzBsXfvXjidTpZ5QlEpchzEYjGMjIxgdnYWMpmMyUL6Hj9duCdyAsbAn0GseWeMHFA6fRoZ459iDoOMxEsmk+GVV17B7OwsFhcX2d7SLzwN7TNPAlz59woA90GMvPIxnCj1sLYHdBbqdDoMDg4y4+rEiRPs/NFqtTAYDCyyBoCdJxzHVTjoiGmaH5BoaWlhrJt6vR59fX0QiURoSa7iXeIJyFNuBAtaXJCNIquy4/Dhw9i9eze7N9UMFotF1qftiHwOH1efYM6cB+zAr+5ewF8vyyF6R18mdlNqVQGUgwn5fJ7pEVTXz89u4xPAkU4lk8lYOyKtVouWlhYMDw+zvoHVZSvNQDDWriP2FM4joLsdXHgRRwonYVbEEQzqcDK3C/5CeeO1tLSgpaUFSqWSeVGo6JdS/YiytVQqoa2tDX19fZicnGSKN0VVdDodotEoAoEAbDYbNBoNi2BFIhHMzMwAAPOyDSZP4WdavgNxyzvGSnIRo4mX8W/u+8Ed+AUmROmAam9vR2trK0sVAa50iF9YWGA598TGMzk5CaCcVqZSqTA7O8s8L5QiRRE7Souj3mhmsxnFM/+IRxa+UU41lAAozaJ44STOtH8SoVCZMp3okpeXlyEWizE0NMQ2PSmPcrm8gqknGo1CkfbiA9yzazyzUhGHTxhO4W+kh6A0dMFut+Phhx/G9PQ0xsfHWSpAhvMC8NR99yVdJzrsHejs7IRMJsOzzz4LjuNYCh6lfFBPEo/Hww7A4eFh9Pf3s3qPXK4c7fN6vayJJb/HCIX/AVQo/clkEpLYCizL/xcDpQiCnBYKxzBmpFL8rG0OklLtyKBEVILs0v8FDt6P3t5e5umlKB69+0KhwIgiiKHQYDAwFk4yQsmYpH4ntA5isRikcRc+aFxBe+Y0NMszaOn+NPKaNibkqJkzEdsMDw8z4wcAUwioFxnNoclkwtmzZ3H27Fk2zmg0in379rE0l3379rF55NNo2+12VgBN3rxAIIBcLse8xgaDASsrK8xIIy8tRePovXXrOBwSvQXL6gtAqhvinkfhjIsRCATw1FNPQaFQwGAw4D3veQ8z3k+ePInp6WnEYjG0tLTgwIEDjC6b2lJQ2q6uGMa/616BSRRHiNPilXge0WiUHRhUpzM2NsZ64YjFYkxPT7N9nM/nIZPJKkhlOjs7ce7cOeZ4oZoMqh2iWlufz8cagLe3t7PoQGdnJwKBAE6dOsUcBZTeRYcXX37we3fxyUWq2WoFXH/we2BSBkUwGGSNrsnTLBKJMDk5iUQiAYlEgnw+j3Z1AY+Z3ehQ5REWGfBmdhBmSx/y+Tw4joPf78ftt9/OGPXI+Lv33ntZ3yjaV2QAeDweJJNJjEXSmN77ATzU6oamEII7I8M57IPGtBfySIQZPZQmRtFiqvOke4lEIoRCIRZtpiwCUvD7+voYGQNFjBOJBDo6Oli69uTkJHbt2gWLxVKRytXS0sJo6SmFLJ/Ps7T8UCjEiA8KhQKKxWJFm5Tdu3dDp9Ox9FMi6KJU6kQiwWpkzp8/z7ILaK9RKiBFQTKZDJxOJwYGBli9eTKZZE4zYo+kOr2uri6mA4hEIrS0tCASiYDjOGb8hsNhRKNRWK1W2O12TE5OMmIrk8kEhULBWCipjq9QKGDyzZ/iPr0TJsQwYOzBmda9uJhWoru7G4uLiywToFQqweFwsDRwq9XKaihHRkYwMzPD6ijj8TgmJydZhpJWq4VCoWB1RxShtNvta9gkI5EI3G439ktPQqyvT15zEBfxovwuth90Oh3C4TD6+vpgtVpZLzRae8QlQPVYlFHidrvR0dEBtVqN8fFxJBIJ6HQ6RgilVqvR3d0NlUrFWjm5XC60JFZhev2/1DQmlc//Poojf47V1Rirc15eXobT6WR1znnfDHZNfheiqhIOMUp4IPVDnE7+HN5804O2tjYEAgG4XC5cuHABo6OjkEgkOH/+PGvtI5FImDN7ZWUFEokENpsNxWKRGWDkEJXL5SxNkJyWlA5LBFZE0nOvYRUHvP8bIu7KM95ePInp3scRtx7DXXfdVREIIPbnQqGAHr0IP+87saZEpUUMPN41hf889TZ0XftYzR3tj3Q6jWKxiHw+D7vdzlig+cR0ly9fxrlz5xgbp1wuZ2uc9ANCNptlDmBioyWdrhkIxtp1hFGUwCh3GQ9YnuYZBT48ys3hf7n24LVQWZGnNLWpqSlWpxSPx1nuOHkVyTvZ19fHlGIqRCUPPy36Y8eOAQDrD0GEHyKRCIODg7DK0ji29N21NVciDh+WvoT/MzcM27GH4XA4WOod1YjxFanQ3DlYLnwbH5PG4JRLcFq6G9J3mv9OTk4iEokwlkixWMxY9AwGA2sAWSgUMDMzA4lEwnKfC4E5fCr+v2vWhB1yfQtnZL+BQFHNBB9QzlPv7OxkqS98Klkq8qYc+9HS+ZopNHSPoy2TGJfsBcKLuCt7CvebVxC6R4/vL8oQESlwLrMf94suQkxpEjyUIIbo0Cdx0LYLHZoicOYf0G+ZQNCsxWXFu9BiLXtmxsfHKzyg5H3TarUQi8UYHBzEqVOnIBKJkE6nmeIilUqRz+cZ+xWln1KaQmdnJ7xeL9r8r+Bh3zcq5vAo3sIL3R9EmygLJNcMnaElucqiWul0Grt374bL5WK00uQ5TKVS8Hg8mJ+fh8FggEQiwe7du1mflsuXLzPDpru7G/v27QNQjnztyY3hfY43r7yHmAeln7yI6aHH4ZPsY7TN58+fRygUQjweR2trK3p7ezE6OsrW1cLCAktx7O3tRWtrK8xmM1McI5EI8vk8pFIp3O4y6QDR07e2tiKTybBaOfJiHjhwoBwRXTyPvZGLsIczKOq6sGC8GwMDB1h6HzGldXR0gOM4zM/Ps+jp3dpljDr/rkwvXgTgOY+S52kUrR/Hm7PlCKrZbGYsi4899hhWVlZYuimBisL5XvJkMonB1GncG/kXiKVXDrR7DOfwjOT9OK0oezKVGR8O4w10cyUs5cXwizRYipbJTogxixpr0zvLZDKsqXo4HMb09DQOHDiA3bt3s4hhNBpl9YKU9mEwGGAwGJh39fTp0yztjFK6qT8ePy2ESGDS6TRLX61FQCRQ+d8YkMyk+sZgMMgIEezyDH5lvwQORQZhGLCSNyAtKZNh3Wd04/N7XJAyEtIQPohFPFNswTM+E2ulkslkyn3T3vFgh0Ih6HQ69PX1YdAiw9GWKWhyE/CtKnEW+xhzYDKZxOvjyzgll8NkGoLD4SinnZVK6OzsZBkJoVAIDocDHo+HMeNRSrNEImHPQ3WXMpmM1TPb5Vk8pnZBKfUhUNRgpucOzAbLBBaxWAx2RRb21eMwi+OIXNQjvfvncODAAWYEFYtFiEQiBAIBxpZKe5myXsbHxxEMBhkBEUXkR0ZGkM1mmfFHbLJqtZq1taF0N4/Hg7Nnz0Kn0wEAexa9Xs8ye+gsViqVOHPmDLRaLXOeUDojUK4LTyaTKATmMCx5C52xEnIqB/6fV4PXL5Rrl8xmM6RSKUu5FIvFcLvdbJylUokRY8zPz7OzWCqVwm63lyMf0X+EJPaO7F8G7hdJIDN/DB6FHv39/Sx9FCj3xCQnL1A2gslpSIYPOeQkEgmrWyKHt16vR29vLy5fvsxqvoArhG9kUPt8PmisjRVqqyyN/q5+xspN5SSUOQWAKfjLy8toa2uD1+vF0tISO8MAsN9T1kowGGRGLbU8euGFF3D48GGkUin09vaWWUun/+1KemYVRKUCHKvPYlZ5P0rBBYxEX8cRmQ9T9hy+6SshLbHiTuX8Gr2KIBFxuI27gMuJfpYNQWn6fEcCOS0BMGdxLpdjESuLxYLh4eEK6vrLly+z1GJ6dpVKxcokKD1VnvLgQKTSUAPKxuiuqb9C4tjPQscr9eGfCX6/H+2Tz9V9PqmIwz3qRbwU7kC/SYoR779BkfYgKjbipVgXlEolI1kZGRmBw+GA3+9HKBTCysoKLl68yNqLEC/Drl27WECEyHIozTiVSjFmTCKvaRaCsXY9IdfjwfBTENeI3vxmxwRcnm6muL/yyiusUSjla1NPKuppw480DAwM4PTp04jH45DL5XC5XCiVSizVTKfTYWRkhKVIAmBUqJlMBsb5Z9b0qOGPb1/+HLLFB+F2u1l7AaKKpXC256d/gXevfBMSafn5DuiB93EzeEH+Qbht95eFdnAB/annYEQU3owK0ZYPosU6gMHBQbS3t0OacMFRfBWPtHkxEyzgQliEjLEHfdkTFUooHxKUcKdyDlMdPwe1Ws3YnxYXF6HT6SAWi5mQp/zlF154AaOjo0wISsOLQEvNywMAbLIMlNJpDJ18kgkNFYDfFklwyvbLWDLejemSEYOTT1ak4RQ4ES71/Tpktl2we16E9rX/DBFXhA6AFcCQ6Kd4PfVzOFMcYsQL5I0ZGhqCyWRiFOydnZ3Ys2cPzp49y9I+UqkUq1MAwJo1r66uoq2tjVFVD1pk0C7+7zXeMwlKeE/qh5hU3V7/4QG4klI888wzrEkoNYsWi8VYWlpibIvUOJmiTcQYqFQq8eqrr7I0HyKfILr823pN2Dv/zJq9IeaKGJx8Euesvw9Y+pmCSKk/lJ5AheHEOjk3N8eKi00mE4LBIHQ6Hfa0qXG0awVtyiwSMjneLuSRQ9kAOn36NA4PWDCSOwt1zo8BlQMp5UdhfUeha3U9hy8ZfnDFmCyu4PbASVzU/hoK9p+r6PVGShhQPrzaVHncdvFv13o/UcTt/u/gLc0vYzKfhyzpxsNaPw7MzAAvjEFkf4B5LMlZA5QPIVKoZDIZuNAC7gl/b838SUQcHsn/BOHWPdAEzuIxPAtxa/k7h+TAYyYR/ny6C9/PlVOX9FwE71fOort4BgmJBYGcHhqNHfPz85DJZKwvIcdxuOOOO1ja8auvvlpmEi2F8QvWAPZpPbCp80js+gheOb+I6elpeL3eiiJ1mUzG5BdRh8/Pz7MUWn7tC7B+7yYB1wdUX6hUKuH3+xml+4d6UvjDQyGeMRbFh61OfMMzgpmsBV/ocdVMs344/2OcxGNIocz+293dzfryra6uYmZmBrlcDo91J8upTLny+h0CcIw7jX9ruw+vasqtKihTgepeSAaRvFpaWkJ7eztrzF0sFlkNpcfjQTwex+LiIorFIlMgScbuK14sZ1+4y/dvBzASfQH/FD2CV6LteKDVh59Xvg6JnvbgKorLX8EL6g8ioDmCfD6PYmAej2gX8aEhNyKiIH7o1EGpVLH+cSqVCul0GtPT0zCbzawPFKWCezweRgQEgJ3DHMdhYmICOp0OyWSSeewp5T4UCmHYrsT9uln06GaRylvxE86KkFTKqO2lcRc+4gjAJIqhqO3Ci+F2SKVlQ/g9Zi9+p22mLPvSANJj2KUVoaC24MVQmdyiVHqnGfk7Rp5EImEKuNlshm/qFPZkTuFhLoogp8Xb5mHM+OUQRZ0VKWoEEVfEHf7v4PnUh+CNi1ntMaWZRqNRViNpMBjgUOSgX/w27hPFsLtDiddT/ZgJqFgfMWtLGh+zZLHbtYzcMz/FiuYOSCQS1ozbM3kSI77vo5gPoENpR4dGialUqkxe0wDuTLmOqkNdRJvkJFqkLixrJLg0L0UwGITFYinXx/nncK9uCdrpIFwpKcaLu+GMiyGVSlnfyYMHDzKCKqqBowiN3+9n9Z4U9dPpdLCHGpNUJFbG0ZIJ4hP6tyFRcIACuFMPfKIP+PNpPTo1hYa/V+UCyOe70CpJ4tG2BXRq5uBKtWDOr0RYo0FbWxvEYjErX9i1axemp6cxMzPDiIRkMhn27t3LakApmMDnNRhp16Av8jS42CICSg2eTdjBKbpwUHRhjaFGEHNl53dU/wfMoUc1ZdRPVJn1Nnw+A6IYTJ7CR1xnK9bgCCfCX6R78Hqmq0w+5J5Cn+gEBqJODHBqfC+tgEgkYuU3NlkGe8RvQlMIwpdTIW8exrl3ZCPp7V1dXax1BrWLaBaCsXYd0SKT1jWIJCjh5wYyuKxQoNX5Y6iKXixBhKdXWlHUdrBGvVRjlslk0N3dzQg4NBoNJicnmQJNpARUE0QFl3xlyWazsZQPZczT0FiRp91wBQIs3O3z+Vj/Co1Gg7kzL+Je17dqKIslPJh+CtPDH0f0wo9xKPpN3mEGFGN/iYvmX0fv8AegX3gabad+uzxHcuBQG/BRzoXvZe6GVhxquFo1hSBLO6B6IzqQKaXk7bffRiqVQiqVYumDGo2mXAgrMtS/OABOYcDQ1JM1vTtHPP8IdB/D6cAunLP+PowLT0HPRREoqjGnvxPpVQP2n30Ju+e+VPP3dwb/GT9afQgRkR5arRZWq5X1K8lkMrBaraxdgiLtxaOqc9ArwoiKjZhv0TNGKopsLS8vI5/Pw+/3480330SxWMSHdBfrCjwJSuW6orSkZmSwyIlwIjPAvOlEiONwOKBWqxmdtdvtZkpSsVhk6QR0yKrVauhLERyVTUGj8yMUuIi33LuwuNiPT+/yN9wbDvezWFJ/EgZEcWfmBegMYaSSMyhlbNBoytS/lH5IacOUdkKskf2Jt/GlAb5SEMUHuHn8RPYIXg4Atyvm8cjMSxXj4Oa/h3ThTzGdbcV90X9Za0yiiH2Lf4MLXXcAKNdT8BvAUy2fcf6phgfOXap5yNuj+HTbpbJCGwfw2ik4RP8dtzk+gZPv1IbIUm4MyE7BKksjLjFh8k0Phu94Lwzzx+tGhsUoYiT2EvbjzBoPo1TM4T8NOaEY/hSsqRn8vPKdVOAkgCRQijyP04FPQNRSJr8pBuZxG3cBgyUZcpGnge73M8aynx3M43d6vO8o5AFgbgHc/L8g2vbLCLXakc1moS2GcL/OWVYI9V2YS+oRCJSjd1NTUyzqzT/E+D38yACmvwXcGJAHm+jctYUQvjx8aY0xJhVz+HTbOC4rj0CSrn0tCUp40LyK7wV1zKlGDeKpcbVZksDH99SoqRWV8DMtLyPY9mmEQm2IxWJwOBzQ6XSw2WzYvXs3RkdHAZSJAfg9Sal1RTqdhsfjwalTp1hEhNhKzWYzbDYbWhKrZUdH9fmGEn5JdxLLiTvw88o31+xBiajsDDvtl2GXPIAPS1+EJMMB7xi0d3WJ8P3iu/Gsqswe16XlcBAXYBYn4MurcCa4B5zKgcnJyXLqp3sK+5NvQZ31Ia2w4XVnP7KqcsqothBEr+gybPI0rCIDovkhLEY4eDwe3Klewu/1z5fHVwKQnsBtWjH+V3wPXhDZcEgyhd/bNc8bvwd3GcX4f5r7MKk143e0L9YsEfjSAR/G3zAg9U6rFJvNxhg8pVIp9u3bV45kLTyNB1I/rLjGUbyF45YHoTcm6me1iDjsyZzGdGY/zJIE7lTMwqHIIijT4v9FNZiZCUMikeBO9RI+GTtblm8csEcK3KMbwz8UD+Nbzjze0+rDF/a6ICkBWC3/14x/gl/0IBYNxzCUOYuf416BOH5lHJ+BGOahO3A+eQA/i9UKJyyhUBLhX+dV+JjtBN7jOV7u9acCYAEK3LP4x+gRTIZuwwFcxs9rX4MEHNAC3KYHHuam8Y3MCF4KlUkxqG9nOp2Gw+FANpuFz+dDPB5HPp9nEWRqSr60tASr1QpdtoT2mrNXxkowiU+0nayxN4HPDjnxXLANQH0KeVdKiiOyWfxeL299aIAiljCjM6O07y6WIUPEUaFQCDabDaurq4z63+1247bbbmM6gUajgVqtRjAYxJ3qJfRd+m8VEcI7W0X458zdsMvSQKbWyMpIuyfx6rPPQiaTIfJObzWVSoVLly4hEongDk7XcH6SRSk+ZT67dn2LOTwxsID5KQfutAXx4ZWvQLxSXgPtAH5HJMbfGw/i6aQOd2mc+D3ZqxC/48ixA9jLPYdorB/PB8osozZ5Bg+3eGAWJ+CVKnHGtBdLseZNMMFYu56IRhp+7EjM4EDiZbbh7zYCH+v04XtBE172GpBaSSEej6OlpQW5RA6LyUWos2rETDEEcgH06HrgLDqBIqAxa5BWpVEoFNDS0gKL2IKCrwCRToRWSSs4FYeIv0z3a5VaEUrrGhpr3qgSvkkf1Go14sE4EssJcGoOS/klIAQMhV6qq2yLuCI0p/4eg4G1kRMJSti/8DdYfHkEurHfXXMNqYjDzytex6uhXkBef3xiVQ+UKSVada2Ii+Jwx9yQJWRILicRyAWQSqUQX4oj45nCI91+WFaSKIQ7sGx4D3IKB5zhEdzTeq7moVGCBIVkoa6yLeKK0I8/hVj6TkSjHKayDyGXy5UjZasp2G056KI/hEhRxxgRlfCAahUvpHqwR6fGnYrLUC2/jJTUghn5MQSjEqSUKfSk38QnY09CbKTrBFDkZnE8/hCWL5cpiQuFAhQpBYr+IhYCC+Xca1cadx6cRWf96YMsncRM52ewa/nJCoFZhBg/zj6CRLwVthY5NKUg7lNPwaSPIxXxYDF3N1IiM+R5OVIrKfhnT+Eh3TSs5hQi8UVkgja89eO3kMlkcFA5iV9uPc5bAyF8sLSIv5nfj5JG0mB0gDoRgP7i0/iA+lmI5fR7J4oXzuHk3C/iMldmKhtuU+JA/iQUSg+iKiNeWM0hWdQhm5/Gx3vXem8lohLel38GCdkv4iM1Wi+IuCLkz/4npJN7IFbXMYa4IqRvfwdT8dshTbmwX3wO1pUUZJYhcPp3w58ENMlAw+drK4bxm+2XIa76dzFXxLtWv4UfpB/GiHgF/2FoBhL6EgfcET2F115chTHpB5TVV72CnsJyfWNYxOF+XMKI8tSa+RFzRRx2fQtL6g7si13CB9Q/LX8nC8B9Hn3u40iIP4LOIoff6ZlZoxCIuAIOu/4BU5InMCB14SOmF6+8/8wiDmdex1vJX8IERhH0BSGXyyHLyiBPylH0F2E2mVHKlsctMEZuHxAxgFqtxgP3P4AHsm9Ckq39XQlKGJL4an/4DnTpMHQFHVQZFZQpJUR5EcwiM6QxKUQhET6yN75mbRHEKOE9SheC9j1IapPQarXo7OzEru5dsOlsKPqLiMfjWLq8BFHciZ7EK7DIk5CaBpDo/giWlmK4cO4CnLNO6BHBI/YVtGqTCOY1uOx/F6zt+9Ad+0nDVLGf0000TKO/t3QBt0sma8gfDh+WvITFll/CfksCD3DfvrI/WoAHuHF8P3Y/zmV2Q3rye/g164ly5ooUAFZwl/os/tuFXuTzBfx/h5y8qCZwl+wMvpk9hMti4xVDreLeJfxG2zhW3BL83sjcmvkVo4SfaXkFk8qjkBTqpJGJgV/ozuP5ZDf2KFUYKr6Njx+OwpNWIOw4Co3UCuep1/Azqh+uvT9KeAzPYUW+u5wWXgdWZHA4N4P/MDhToT88NCLCH59qx8WABp8yTa6RnRKU8AnDaVxW7MEX9qyN6opRxKPcs/gXnxU/J3ulZonFx9Vv4u8Vj+N12c/j7tz3IOYNtMCJ8I3ZEcjTcjyUrp0x9cu6t/GnMy34+V1v1DR2f8N+CbM+K+QJOfLePF774WswmUxYvbiK5fllBPwBKJSKcjq/uRWZbAaFXAHTM9NoaWlBaiUFiWUX7mg9BYmotjHJpUt1945UxEEpUqJQEkEqXvuOCyURziwb8Ge3T9SMig9OPIm3isPYffRhpD0TKL7yF2jNejGcUWJaZMCq1IZcNgdpTApNToPEUgJ2hx3FbBGB5QDESTGsqTT6Fv7bmlROyTu630Lx3tqDfwcrfjHGLpaJjEQiEXQ6HcwmM4Khcu+1qMSK3a0iSGsxxXJiKETKuntXKgY+ZvXhHvVczfXxK6YzcHvvwH/oq/G5iMPv9s5hYtWIY7oIPtlxqmysF4E9EuBeyTm8YP05/FXDp+ONpcnvCdgEzPwki/77639u45YhquGZ/HnTG/B/51OIRPQwwVTxeehfQvgpfsr+7jNIcPDgRRgMUUQiepw9uw+RiB455LCCyj5cfAQMh3Df4xcgkazd8MWiGLPfPYZIJIiiYR5HDl7EQ4YoIqt6nP3nDE5H/Oj6yASwr/6ztVx+C2JrncgCipD+8L9C1FVbYktEJajnNCgaxHXH98M/MCAS+Zc1n/nf+Q8AHDkwi8ceexFiJpTmcDD4Go4ffxDJ83tx/MBD+MAHnqu4R7EoxlNPPYiBgYWGz5c/MQP/v+0CAIgggvyd/+hQrhkwfCTS8PeOlSzumFvAY45nIQ5f2fS9xeM4fvxBTC914L2f+Tve2GluOHxA+Rz+6r93IBIpK69yyNH3zn8Ii4FZdN5d//5zPyngxRfFMBh+peb6kbP5e5Y3hiXcVTyD4889iPPn9+LAgXH8h4rPV1EM/SGOH38QS0sduP0z/7Rm/FIxh1/vvYgzb+xD75H64+OmDHjscG3P9tHYt3Hqr2TY3b1yZXzv2H6HbWIcP/4gzOYwJH31I0/HPM9B3FVf2epPrgLqBuN7exF9c6icn/AEegNP4fjxB+ExKzDYYP5LcwGIu+rtjxI+HHPh8OFZiKs0EomohLsz/4IzF/cBDeYv58mV827rwOGbhcRav/VE90tP4fDhCzUiiyXcl/83aL37IOmuP79Dbz5b9/dHY/+EU3/VglxED5XBj7to/S3pcfZvA5gqTeGRbz+Cvrv71tQkCLj+cDqdeOaZZ+D1epFJZKD8jhIfPLLUUL5F5iOwNlh/sdNGyF6U4fI7/yHseuc/tw0/DaA+c1rmtUkU/q0fcsiRQw5z7/yHjwMHxq/szwSA4MvQTP4dTh1/ELnze/HYgUTV+QA8XJzG8b/2Qd7vafh81mLjVLLBtBcSbX0Cp3sWzuOw+UIN+V7ChzUvIf5vZnz8kyfWGgRiDk/sW4BIhBqygcOvtJ/FGc+++sqoiMNvWn1XHEBVEKOI1tXJhrJjV1QGyVwQjw19F2IJByiBA0qgmBrH8b94EPvMYUjuri9bsBACGrRUVC234T/UkB1SMYfPH17FmTP76o5fIirhM23B+p+jhGPuBrJfVMLQm2/hxRfvwlids/GX3/16A2Wfwy8p5xp+/pF4HC8+Cbjgqvis853/sO8aXLiH7p/T4+xb5funABw/8GBN3eX4Uw9hcGABQAj1YF6V4Eev1dZ9jj/1ED7cGmo4v6W/+3u8+mc/qDj7rAD22MU4fqqsGwBA8M2zCB78ForvzN+5d+bv3e9+HaK76+t+oZdCKB6qr/u9/lf9kEVk6MCV1lA55KBFOfMiBQt+VFe3e2hd3W5PMbRm7RGkIg6f1Cw0fL+/Ls/hcHvts+9w/J/r37j6Wk1/U8A148LkXjx4z1jNRVcqrRW2BImkhNsOX8ALr9wJvS6CQ6OXYDTGEA7rcGZsBPG4CRABt+2fwKMPP1Mh8I8dO43jP3kQF8ZHIBKJoNdFcNv+izAYIgiH9Th3YR8iUT2iGQOOP/MQPvDws2sW9A+efgDRjAG3HZnAo+/9yZrrP/3T9yKWNDZ8dpG4jmvnHej0iYafK9UZ/PDHD+CD73t+zfie/unDSBZa0aIpF1JT/5RSqcTSQA36KD5QYUhcmdsPfOA5LK124PzkXiytduDg6EUYDLGyQLmwD9GYARZ7uOH4ogkDxEoxSqUSSqUSo4HlOA4iiBCJNVYw01lFlSFUOb6z5/et+Yz/ndsOX8CLr94Fgz6KgwfKAj0c1uH0uT2IRA04c3EEx46drivwxi7vh0ghQiStx0sn7n7nuhKIRCJI1Rz0+kjD8UWShoafnxlrPH5IyuOoNz5IuIa/v/3OUzh88GLd+8/Mddf8LWG99Vf7zleQzjV+f//0vZ/FsWL9+c/kGoTFAPT0Ll/T/C0ud8JqrX9gr7c/17t/T+9yw9/39q00/P3Bd11EMGTEY+97dq38Ov4gnvpAHo+eflQgFdkGIPIXAMAzQHGliMiuxu9kcbkTZnOk7vo8fWEvOBkHgz6KQ6PjMBgiiET0ODM2gnBEt678jCYMgBxM3tN/gXLfRb0u3HB/hhP6hufDuQv7G94/ltDCYGjQN6nx9kJPb+P98Z4HX2/weX3p1MzeXFf2rTP2dFbRcO5m5ho3t09lFA1lFyduLPvXez6trnE/q/WeX2+MoCgtIpTU4vnXjrF/5zgOkBahN0XWuf861zdFIVJc0ReAMuNlsVhkfx88MIkPPfr8Gtn4g6ffg/MX92BsYg+W3B3lvaOPIBzR48zYXoTCWpgsjbM6glEtTl/chfkVBw7dNg6TIYZwRI+z50cQCmnx0Q/9uOHvW21+3Hnnqfq6lbsD3V0uPPbIT9eM/4c/fgCGdeZPoc7g+E8exAceWWts/fDpBxBO6VCSFqHXR3B49DKMxmh5/GMjCIXLBtvZ8WH2fEZ9FOGoHmfO7UU0ZkCrrbFud626a/d6Z3eTEIy16wjdH47g+yv348NcZf53gRNhuWhGr7j+ppKNutGz981ykSjvt3feeQbfTR6DYte78ejqT9eGYiUlfODR51D89O3QhC7gwdQPK9Khjh07he8mj2FeexQXxSMIKHehzf0cVLkAVhJiPBt0oPv9w/il/3k7hp757wC39vqPvu9ZTB/7c5TePFWHDVEC8dF7gLnv132+qFYNA+oLVe5YN5aOHcNvvRXHHbIZtKlyyCjtkBz+FegfGEHXO5SoQJm84kc/+hFmZ2cZI9OnB/2QNNgw7/rMBFzD/w6pVArnoj0wmUzl/nO/KIdDpcKSV4JjgdMVaRCEIsSIfuJD6P7Fcr0g9b3T6XSsti9m+RBKs2dq/54TIbM33XBDDx71Avm60wPbfRnc8cACHkz/sGIN3HnsDP4hchiSQ7+MF7wfxLuTP6hIByhyYvxE8X7Y/vIoFt56CzMzM2htbcXo6Chuv/12aLVa+P1+7Fr+Z4hn64/v0V89DXG6wYF6qPGBqn5XHv+WvQ8fEb9Usb6LEON57YfQ+a4J1MniAwDY98w2fL/irvo5+QBQsFuBdP31dxpyvLeEijQj/hjz+3IN39+HvqbDm6u/gDsC363qAyXCU5IHoWpbxa4G41N1q4BUfWNLf3sJz+B9eDj3dMX8lUQSvGL6GZzdr8AhXKxZd1GEGNHBfbCEX657/ZKpQZ4SAM7c2Jw1DBiASH1WtdbbfbhTfKq2/PrAc1ha6kBiKYG4TSAVuVEgljxi4IuGo9BeKCtDJ6SDuIM7VTvVCGK8eegw5jMG/Kz41TX7+2nZI3B9Uoqj8vP4iLRy/x87dhrPKx+Dv/URlFbO1DxfOJEE/o+9D/L7y+0rqJaWatMA4HbRDMSp+vvzff/+FCTZ+p/3frQPWLgElNZG0EoiCUKPPo6O81+qW/N7VqzCww2iG5y5sdJm7skAjYN39a/d2vjzmF7T8Oy9rDTCzIXrppFFBiINZW/atNrw/ivdOpzL3YWfU7xekcpXghhPSR6EdfB8w98XTY3nbj6XwaEGn4fVyobPf0YRwPGR41AqlcxZpFarGfP2HkMSjUz5ZRTRyJW92FbCoX89hC4dB93sDyBPuTHhTuFbl4DzSxF06zj84X0LqLYZJJISPvjo87h4twZ5TTuU3cOIdTwAQ1cXlsbGIHp/EMHpaTwvasdd3Jma0Z9CCfjvhRACd7wMvV4P//53wW634/Lly9CNSrG4OIEz8mDD55N0Rhqefe9+YhwjmbchqqE7Pvboc3jabWkU2MJlQwLnH+xH2nEQ7d7nYUAMEZEeP1jRwr9XAcOdQRxVzOMXVJWppnceO42/mOnBa/FOxvJ6ob0f0agWaUkaODwFpVKJkUceQsl9uu7edbX1wZKrf3ZFtKrGuus6Z2ezEIy164hoNIrZTB9e9RVxRDKBDk0RKwkJ3sztwif3idCbebXubwtSDT6hertm3vPH1Sdw3ptuSNDQ7/sx9udOryUYEHH4BfUJ/E3Lflx2J+HMZFAs7mHkJAN7BzA0NATJ2LeBOvSwYhShdJ3A88rH8J7kDyoPY06EH4kfQiG7Hx8RPVWTYrYIMc5bPoyO4DdqKpMlkQTp3R9FR1yMEyUtnrxc7j+lUEixK/w2RkdzrIkoMQAWCgUYjUZIpVJkMhlYpI29H2ZJHBG1mhGUiEQiyOVylEqld+hz1XgKD+AxPFcxzwVOhOOih2Dq2ItusxlOp5P1dCGKaJVKBU1nJxaUv4eei39RqaxDjO9l70ZPYbbh+ArFxhteY+nEQ+6n1rA9SsUcfsV0Bqdsv4Z/Pm/CU767cZ92CXZFFpy+C07L/QgU1fCcO4cLFy4gFovB7XYzxseenh4AgCrbuOZEmW/sneI4NPQuR8UGvBrrwEuBO/GQxYN+kwTS1n5Ij/x7GDgtMq9+DUhO1P19S0tjURYvtKDIiWrXJIokeFV2Px5LzddUSEoQY9L8EOZW3sZvdU5WGrsQ4yk8hB7xTMP7p92T+MHiMF7Bz+I27gI61EWklTb8xNOKhQgHUbQFDxyoPT5OJEHCPApNqn4as7H/NjjDe/D5swXco1mAXZEt99DT3gFnTITx1TH8FXbhtzunKmoTihDj3wrvxpTThM9r6swPJJjO2WBX1jd450ttaBVF6o6/1HUMiMzV+GUZLYUExLIGkbeDFzHz7Agsw+XmyYLBdn3Bb5uQSCRgt9sRn4yj+I7z6awoiL8P3IZ/ZxmrkG8liPG05BEsR8U4H2rFpPZD+EhPEv1mCaIiI5Yt90FS1MB+4pk1hhpQPrseSD+FH3AHsDDye+i99N8qlCpOJMXquz6PmN+IUsnFmk2//fbbaGlpgVarLfezVM42TGNW5uobUgCglRaReuBPoHzu/1tT0/uq/qNItfRA1PNr2L/4N5WfcyL8b+8BvLFcwgNGV+26IE6EsYgG7zXVl6FxkRbqBsZeI8RM+9EaerVmTVMRYozbfxYdnr+qqT8UOBF+HB3A+WALHu+aWuPo+1bkMAax2PD+/mQJeVO5r9Wa+3MiXJIfwpm5AKZMH8TRlmnsaVMDxm6Eex6FZ9INVXoVjXqYuqS9sHLnaxOAcCL8j8sm/G2rr6ajrcCJ8M2Vbvzn7kCdmi/gn2cUSCQSUCgU0Gq16O3tRTweh8FgwPLyMv5lXoWPOmrXfBUhxgXLh7E399261z+RGcR7Lv8r9iZ/wN6BXQrcc0CEv+84CF3eV7/mTMzhIYsXM533w2KxYGRkhDX1fu6552C1WhGJyPCdxB34uPatNQ3j/2y6E66kFAqFiDV0J/ZRIuh6NujAL/eF665dsaYVKNZfu9bUFEQ1nh0o65/JVBKFOo7QAifCS7EuQBzCBQAnErtZv7JSKQmZLI8OdQG/YKpdE/jE4CLC3t2YDRZgt5d78TocDsYcWygU8ObkKvT2x/BA6qkKZ3oRYjwlehBeUf875Fy119dL4nvxCfxrXQKaC3ED7IbGzuJmIBhr1xHE6peWW/E9LwcT905vmcFu+DsNKM68XtfzbbfbIQlP1ryuRMShT7zasEi3s7DYsNfE7vTbuIy9jAKdmtlSvw8utdDw2VriLpwt3YtnXQ/isGgc1pY0vHklLrbchpzKAUswjws9v4Z9i39TcdgWIcYr+o9C0nc3Luo47Jv/xprIQOahP8PwnoehdbkwPDwMj8eDdDrNGkPPz88zBkJF2ov7RZdwb9s8FtQcfuJpRV5jA2eQAQ2eoajrZHTNvb29SCQScLvdOH36NGOmC3c/gu8mR9EdfAXShAs5tQOXFYfh2HM7LBYL6/Ny9uxZAGA9ulKpFJaWlmA++GG8IuqAYvx7MCCCvKYdl1oOYjaYh0UcBapy1vk4H9HgXm2gjjEhQYkr1WcbRAl90TfQ0dGDky4X/sHVA51OB6vIiuG2VihRbnAtlUpZY0in04nFxUVIJJJyPz5TL9AgOBYsyBvpQgioh2BJnawp8EoiCaZURxEOzyKWlOC7pQHsMe/BQ4ceQmdbJxylEl5Vvgv7Ey/X8e6KsIAOtPFqXaqxktfhQqQbnzCcrjg0ixDjKe5BnPLJsLDSj9/tna04NEoQ40Lvr0McsmPcl8Xvzphxj3YJXVoOYU6LGe0xpOQWGIv162kAYCkGeDweXA6FcFruwPDwMCwGC847X2MNxP+HfvAdko4rz8iJpEg/9KdYCKthcf645oHPiaWwvvc/YnhsAbFYDGcye8rEQVor8vk8YjEvEokE/u+KGKf9+/Gw1YtdVgXy6jaclxzABW+ZSvj/pA/gV60XKmQQJ5LgZd3P4CeuKI45ZmorJJwIb0tvx0RIhU8YTlXOn0iC8F1fRsvgvZBe+HZt+caJkOIasAcB5TqNsxGk02nMzs4K6ZDXGfy2CclkEmKxGLKIDGmU0yGDhSC+cxnw3PYz+GhfEg5lHnlNG94uDMOTlCLruwi1Wg2Fox3hg3cg3N8PrVYL6ewsNIkE7tYs1I9soQTR2D/imd2/Cnv7H6Az8BJMohharIPI7f0Ypv1ZXLz4EjweD0qlEutrRE3k3W43Fuwl3N5AQCXEOuiK9RWqkr4TE/LbENv/F1BP/T8oM174ckpckh1CJmuDYnYWYfM+ZI7+T/RF30DOO4OlGHDcZcTpOT8SiQT+ZKIdv7/HVSHDCpwI/8d3AG+5xXiPcaVuZPIF0d34GJbrGCTlOunajhYxljs/hKmEGo/kfrwmqnmi9eNQ7X4Ab5XCuN3/nTVn83PKD8A2tB/nLirxn/0DOCKZQJ9JgrTcitPcXlzKxaEpuetPLIDZmAwvvq3GV4/Gqow9Eb4ZPgynVIT+/n7Y7XbEjI9gzmJh7RQAN04VduMBbry2scmJ8QYOwtPShkdyP1kj259VPAr1Hi2+l3GW2ypUzf3/Wt0Lt6wPz8hseCT/44rzqciJ8Te+/Ui0FKFUxqBWq2GxWDAwMMD6prndbky7svjyWCv+86i/QvZxIgkid30ZBx3vxuSYCcPTf13Z1qcE/I+lXSi0FPDuxPdrtl35VOs5zIl6G+bhd6gLkAwPV5AuicViiMVi5HI5RKNRvFCy4UzgPjxi86NNlUNcYsaYZD98jhwGRB6IxWI4HA7s2rWL9fJdXl5GJpOBRybD3wZa8KuW82vWz3HRQ2iTJDBQrO+szOfyDcnhzCoJvjbehs/vXa2YvwInwncTx2Ds3Y9kMolYLIZ0Ol12fvPacOzL1yaGA8q67bskE5jhBpBKpRijOrFGUyunN9O9CFr/PwynTkJTCEFq6cec/k54A+V+ra+kfhb3RP5ljbH7/eK7ke04hDMSNQ6v/kPl/uFE+PpsD+aLdrxb76yruzQLwVi7jtBqtdi1axeKxSLm5uag1WphMBiwd+9epFIpvKD6IN6T/OGaVAD3u76AtuAZoEHwQtrS0jBNLp/PM9KFWjCJE9izZw9rRkiNDaempsrNrw0lDKrq/z7RUm48zem78O3pDOsTYjTK0FIoN6eO9LwPP5F2QzP1/yCJr8CXV+F0aQ9G9zyIkd5eJK1W/CBvg8PzHPSlCMSmHkiP/Hso24ahBbBnzx68733vw8rKCpaXl1nfio6ODuh0OgxlzuK+2L+WBW4LcFsr8MHWRVzsPQhJ30fBvfg6RFztNBZP20OIRqOIRqM4c+YMotEo6wEFAEajsWzIitrwg8V9yGZ3QSPV4N13vhsmkwl+vx+nTp1ijZTT6TRLhczlcmhvb8fExARSKTGS5g8gGo1CAQXare1QJBcw03IH7s9eqOv9fCa+C+MRxZrITkkkwSv6j6ItUN9QAYCsZxpDQ+9FPB7H6uoq1Go1uru7kU6nYTab0dHRgZWVFWSzWUgkEuh0OiwuLsJgMMBkMgGHPgHu4t9BVCMNqAgx/jU8gt/Ru2t6x0oQ44LmPrhgx3tSP6wyBqSYGPhNeJxyWK1WcBwHg8EAq9XK+rMkEgnEJSb8Y+Rd+GX92xX3KEKM59UfwoqkE7fHJ+t6t57125BoacVM/n141BGCOudHWmnDOezDXKiAeDyEi2EHXnMW8aGuODo0RaQVVkypjkKT7oVCwUEsFmM1LcNfzKnR398PiUQCh0QKoxzIjfwCSpNjtVMpIMZZbgSp1PSVOSmVcP78eayurrJ2HE+7OhE1lCMP3XoO+u79EB38BFTGHohPnsSPxA/hUe7ZysiFSILJwd8C3ClYLBYYjUZ4vV7kcjnW+kEmk7HGo56sFN9c7sJBy0E8eMeDEM3Owp73IpPJYDpnwj/o7sdo6TwsLSmkZFas2N6NQEGN2OQL+F+re/Dp9strI4uih6BsG8aJlRj+9dQqHm0Po0cPhDkduIOfQKd0HwozPsTxIB7lnl2jrP5j9Ag6FGk0clZEInqkp65wvws91q4vqG1CIpFgTWELs2VZ4Op3sZYezrgI872/hJTdXqbn9vuBqSmYzWbWfiSRSDDF0mKxlBucqwtlhtE6MIsTeHFiApp3vQvTHT8PADCZTOjRtCEwUZa7qVQKfr8fIpEICoUCGo0G4XAYbrcb/2c1h4+21YnuQIw3lA/iZxLfrOlM4sRSLLfeD6/XC05mwQXlA5h1zSKZTEIqTcBu18But6OzsxNSjQbzxh6c9J5ElIvCk5mH1WqF1WrF86uruHhSh4/tymHA3IKoyIA3s4Nwq2TIqz34G28Rv267sDYNXPUhnPMpkc7chl8xn62U/xDjKTyAaCSCXzacWrM3XzX8LFYSEoQ1R/EPxV3o8L8IecqDRIsZl+WHMdj5ANpUKkQGP4iXbAcxlDwJccQJb06Bk/lhKB3D6JDLsbS0BGc4jFXpfjg0DogLYoRCIYhEIrwS78ZH7LUNzUIJeD7chqK2A3+R68Ajdj/UOT/caTl+5DZh0pOGVLqMvXv3lp2C76wjqVSKRCIBr9eL8/MB/LVxCL/dWcmmWXonK2U2mccs/n/23jy+sau8//9osfbVsizb8r6OZzwzzmSSyUYIgWzkCxTKUkobKHtT+uuXpaUsZSs0DU3bb4G2tLQ00FKgtFAIoTSBbGSbySTxzHhmbI89tiXL1r7v1vL7Q/OcuZIlW5bldc779corI0u6Ovfec8959seEadO78ErNHLRZP3w5LRbMtyLaYEKnaAkh/UF8zTWIA+kXYZbGsJSQ48loF8TNPVheXMTjgVb4uz6KmzVzkEYc8GU1uKC9Hi5RGF2RC7DZbAAKHmaz2cxaKU1NTcHn8+G/50SYSOzDh27UoVsPpFVt8HW9Fja/GLLoBQSXB/BI/p0Yij6PFkUanmUVHvW3Qtm5D6+M/HzVSqJNKnGhlUoFwpJGZmydnp6G2WyG01nwRHo8Hng8HkilUogMBnxzXoaOjg6kUin09FggEi2gqakJmUwGEokEKpUKo6OjmJ2dhclkglgsRkdHB6ZmGvGj9tfjGul5pJyTmA3k8ESkC2lVKwaaZLgGz1VM8TjhlqO9o3JkU0JuxmN+PX71Pzn81v4cehsliMmaEOl/Ixy+ZejzebS2tkImk+H8+fOQyWRobGxkPUd79VMVjw0A+lwQc3Nz6OrqKvQ8bWtjzc+TySQzsnsyKmRbfh0dHR1QKBQI2GxIpRbhdrsxkdDgyewbcJPqIlRpL9zLSkypr0NO3wF9Po9nol2YbPwIDiRPQp5wISQy4Ec2LaYTy5DJZPjP1M14i+JXK6KqHvQcAPDMquMnuLK2hXR2dsJsNgMAVCoV5HI5tFotjEYjAoEAXk704NHF23A1xtGiSMObUcNheTVGNdeiSRQEVul9mGw5CvXsYsUwQ49mH1oSz1f8flRaaMBps9lYU+Z0Og25XA6fz4cTmn14TX687KKShRgvZPdDr9fDbrcXml9fKrKhUqlY820AOGMP4+XJJrhchcbehw5JYVlawv79+y9ZXodwUVEoPSWTySCaD6A5MQONRoP+/n50dHTgrrvuwtmzZ+F2u2EwGGA0GmFVZ/Aq93+uaDosQQ6H576B8d5XIHFb+TCWif57sRCVIJmMw+/345lnnkFDQwPUajUOHDiAvr4+qNVq1myc+nnpdDqkUik4nU6Mj49jYWGBjZtCJkQiEfr7+6HRaDA9PY3p6cImH4vF0N7eDrVajZGREbjdbvx88bUrrHt5kRS/UL4evqwIJ2eVOO4cwduH0ug2iJHTdcDXfTeOTzpxc371nDB3WoFAIIDh4WEYjcZCHl04zEID9u3bB5PJhCeeeAISiQT5fB6NjY0IBoPo7OyErnME/ps+D+Olpt7C6/c/Da/FZFKD+xfb8UfDC0UCUU4kwTOmt8OZkmM+tw+nl7UYzZ+GSRxBQm7BpPoYlmNtSCYduHjxIpLJJDKZDKampqBSqaBWqxGLxdDU1ISXVEdxz8k4XmvxoNsgRoO5D5HBNyEtb4YqGsW/vXAM79A8t8I690+ew0ir2yDOZBCEHt9a0KC19RhEyyIYDAbIY26WZ5jKafG3Ew2QSqUwm83Q64MYVvthNBrR0tKCUCiE7u5uaLVaJhxqtVqcd8Zx9U2fh/HpzxYpbMs54N+jxxBqNmBoaIiFxoZCIWbpMxgMMJlMEIlEmA3m8bj4JrRqWqGMK9E85cK+fUa0trZiovu1+F7kMK7Kn4Y+H0JYbMAT4S6EbRoYI09jaGgIvb29yOVyUCqVaGlpwfLyMoLBIPbv349IJMIMCHRtGxsb4Xa7WZXFpvZ2eBU34qlz55AMJxFemEZTUxP279+PcKwLfxW5Cnc2u2GSRBFraMK86ZVI5TSILi5CLBZjISbFX42poVar0dvbi6v8WcQnJxGLxRCVHMQT08u4Rnoe3TrAm9NgUnUMCWMzGkxS5LzjZYXlLMR46aWDyIQz8C/40djeyHusbTGkWF28eJE1Jl6+ULAOSvol6OnsgVwuR39/P0QiEWtaTIVIRCIRs/Q7HA4Wyrq0tASbzYb2rHbVXkhLSRka1IV9iXqxjYyMIBwO4/jx41hcXIRKpWL9JikixOfzIZfLwRYV449+pcCXX5EsWp+yeTF+mH0VxgIqdHa9E9csfqtoDuZEEsyOfBhTnhQCgYK11GAwYP/+/bDZbIhGoyzkPZfL4dChQ9BqtWhpaUEgEEBXVxd8Ph9SqRQUCgViUg3+J9WGG7pvwNVXX42u8+chWViAQqFASHsQ9/v24Y5mN8zSGJKKFgR6/g9CYRGCU4/gh4sKTKZuxxs7I2hRpJBSWhDu/zV4bSFE9VH86VwbXqmzQZVyYyEqwbjsCIzGAxixWiGXy3H6tBuPzrfD7Zahr68PshQgnZ1lRlmLxYIl1StgGbbgpZdeQjgahsJmY2uISCRCIpG4lIKggEqlKkSdmHrxo4wMb2p4YoXn4cuT7UjIm6EQi6Fs2wf3/jdhamoKL194GUtLSxCJRNBoNAiFQrDb7RgeHma5hnNzc5iZmYFIJMLPnY1IWt6BN3VH0aZKQ2zqxdPxXpx87hyAdKGPbOsgLnRezxT3Zd8y3O7TUCgUBU+YSI/HRTdB0aBAIBoAlEA+HmcNxB/3+xE5ehRdfW+E1+uFSCSCxaKETCYrlIAPheB2u/H888/jtttuQ09PD26//XY0NzfjzJkziEgb8ANfP472HEVTUxOmJwv7vdNZ8FzpdDq8mOhnyvsdt12NYDCIjtOrF/BIiFXIQVx+bcyL8JMFA9T5MdZP0OVyIZ8v9NeLRqNIJpPI5XKQSqVobCwodu3t7ZBKpdDr9VhcXERPTw+USiU6OzshFotZb0vao2699VaIRCKMLffj9EIXLnouYm5uDsPDBmg6rsKZbPmoqX/2XoXHF5N4vdVXMczxiXAXJJIIljVt+NdFKZozzRgcHMR+Qyca8wHmOBgaGkJjYyMCgcLfFhYWEIvFMB8Qreo19+UKxpRcLofu7m7kcjn09PSgsbERFy9eZIWIGhoaWN0Dm83GvKcymQxSqRSLS1F83dGMUEiO9vZ2tKh10FxyvKRSKbwYCODl5l4olYXm39K4De2KKHQ6HU7n82g68HpcI5lA1jeDiNSEp2O9CCENrqztQPbt24dgMIjx8XE0NTXB5/Mx61EuV3gQvRk1/nnBCo1GA6PRiCGlBbFYDPamV6Ff9PdllbEcJDijvQXdhwfRfeqBFTHz/5W5BT7ZEPbjRPmcMEgQ6Pk/iEaj0Ov1SKVSmJ2dRTabhUajQSaTgS0iwkO62/G6/CPFoQQ5Eb4bux4OhRgiUZg1bVxeXmYbdGtrK9rb2xGJRCCXy2E2m5milclkoNPpYLPZYLFYoNFooFAoEI8XFKdUKoXFxUX09/fDYrEgl8shnU5DqVQiHA5Dq9VCLpfjGknlps+ifBadniegetMDCLcfw5kHPwZRyIaIxITFltcgFWmBWJyEy+WCzWZjXrFMJoN4PI4DBwrhobOzs6xjvVqtLvTzMJlw4sQJeDwexGIxGI3GQq8omYw1ivT5fIjH4wCApqYmRKNR1kg4kUhAJBJh//79uNDQgB8vX4P+8LPo1OYgbxlCoOd1kC7G0J85jnA4jIsOB/7kiWUMDAzgyJEjGBYboVSG8Ky7H9dKn6sYRhPsewM6TB1QqVRM0DCbzRCJRDCZTJBKpdBoNOz8ACCVSqGrqwsejwfnzp1DSHk1lto/jX2JF5D3z8G9rMQLmWGElg1obW3Ai54h/NZxLe5ocqLHKEFW147U/rfCEW8AlmNIpVJwxaV42d0Oo9GIjo4OJCNJKJYD8Pv9TMBbXl5GLpeDwWCARCKBTCZjQkJSYcFD8XbIMjIMm4dxWNmCUCCAmZkZPHcO+I9IB+5sdqNbL4Ivq8GM/kZ4oYbVakEkEoHf72eCXEtLC+LxOPr7+xEMBgvWR5GIXQuNRoNcLodEIoFIJAKFQoFDhw7B6/WioaEBgUCAeXeUSiVOifoRsH4a2Re+CVXai/lQHj9zmdE82Ip+Uxa5XI7NYaAQqkI5laSsJZNJnD17FtPT05DL5ZDL5XjppZdgMpkKDbZVA8gNvx7TPh/Onz+Pc0tnodMV5pLRaIRMJoPL5YLBYMDk5CRaW1uZAK3T6TA/P4/l5WUYDAacOnWqUClPr8fCwgJrJnz+/HlmefT7/azCXnNzMxLiDnzHqUFzczM6WjqYkOfxeKBWq3HkyBHMz89DrVYXmuFeCjehBul2uRkPR5Xoau6CXq9HX18fcrkcQqEQfqEqUwAHYpxseydrS3H2r8/iTd9+E/eqbQNisRhqtRqpVAryrBzBS31Df/Njv4nZxVnI5XIsLy8jn8/DfqngUzweh9FoLCjr0YJ1XaVSsebmzz//PCYmJnAxI8Z9beVD+TJ5EU5JDsNisUCpVEKtLhgDwuEwfvrTn8Jms8Hr9cJgMKCjowNDQ0OYn5+H0WiE2+1GPl/wiv/ntAwnvXLce0yNNlUGaXUrFsy3IqVqQXMqhecTwGLXZ9EXegYWWRIRiRG/ivUi5W6CRhOA0WhEPB6HXC5nisr09DRmZ2chlUoRj8dZlAcZnhQKBV7/+tfDbrezJtyk6BgMBtx+++146aWXcOHCBahUKsQbGxHq70f/1VdDD2BpbAwvP/lzzMzMQCKRYGwuAFeqFVdddRVGhkbgcBTy9Jqbm5FOD+Orx8NIJhUQiURob5ehx1AwEmk0GszNzcFisbD7SCFgExMT8Hg8zDDX0NAAvV7PvPKRSATBYBAqlQoNDQ1sn45EIoVw+uZmxA1H8XPpbTiSH4c4bIfY1IPnU4M4NfErLC8XDGFerxenTp3CxMQEgsEg3G43VCoVmpqamMGKlASlUgmXywWLxQK/349wOIwAdHDseyvMo6PQ6/XQHj8OxcsXkU6nIRaLIZfLsbS0BJlMBp/Px5pJa7ValnudShWU7ubmZiiVSpw9exYKhQL5fB5+vx8zMzNsrTeZTCyMMJVKIZlMIpvNsmbtx44dQzwex8TEBJRKJbRaLTQaDbLZLE6fPo0zZ87A7/cjFApBKpVieXkZSqUScrkcPT09sFqtkMlkSKvbgGTlnHWf2IL55kO4zv3vxX3ecsA/eQ5jSSpDbmoKcrmc7ROBQAAikYjtpfF4nMlzjY2NSKVSaGxsRGtrKzN4d3V1Yd++fQCAmZkZ2O125qFrb2+HxWLBzMwMgsEgM07Y7Xb4fD4s9N+MBWkX2pYeRUNsEXF5M07m9mNOnYc38zK+PNGBP9pnL46KyYvw/cRNCIkNUCozhegvFNKFuru7oVAoYLVaWZVMlUqFO++8E0AhsuLkyZP48Y9/jGez/fj13ELFPnEviw7CbFagv78fg4ODyOfzWFpaglKpRDqdhk6nQ2trK4xGI3OmAIDdbkcwGEQoFEJfXx+WlpZYqPXy8jIUCkXR/rm8vMzmYjAYREtLCwCwdaCheQBjGEBGX5ArLR1KyAKr5/oL4craFhONRhGLxRAIBLC4uIgLFy7g4MGDUCqVGB4eRnNzc0EoA1jVrXw+j2VNGyaHPoTBia8Wx1VfiiufcyUR7ziM6K3fRsviI8j5ZhGRNOL55UHM+DJIx9L4qWxlGFUWYlwc+TACST1SKR9rOEvW/3w+j3w+D41GgwlFHyaCJhxafhm6bAAXAzn8ItAGicmCbl0Kzc3NMJlMaGhoQCaTQTQaZcrJhQsXYDQaWSy11WpFPB5HZ2cnUqkUy++KRqPw+XxQKpVsQQcKFR4bGxvZojc5OYlIJIKlpSVYrVbINavHzWd9M4UwR+jxaO56vDhVsJbsk6Rw1VWNrKAIULBM0ULX2dnJvFDk3QsGg5DJZCxvhv6WSqWg0+nQ3d2NpqYmaDQa2O12mEwmxONxtLa2AgAL05HJZDAYDMyaZTQaIRI1wt97FUSXipWo3SlmEWttbYXL5YJMJkM4HEY4HEYymUR/fz+edjrx1bkB/H73hRVhMmd63g99V6GeE4UdkTBN88zj8cBut0MikUCr1cLhcECn0+HMmTOYnJxk90aj0eBnHjW02usKVrpcYUPv6ekpeJjOn8evssM4pzABacBkDyOTycBisSAYDMLnKzSqFHqVkskk0uk0stksGhoaEAqFoNPpEAwGceHCBeh0OnbfdTodU4YNBgNTghUKBRobGzHp8eCrZwvhqyMjI+hQt2LAYoHJZMLc3BxkMhn8/kKifiAQYCEhfX19WF5ehsdTyD1rbm4uNICPRLCwsHDJymqBTqdDV1cXs8KdP3+eKV/5fB62iAgvRA5henoay8vLaG9vh8FggM/nQzAYvBQ6VVAG1Wo1hoaG2AYukUhYbH4gEEBjYyPsdjumpqZgNBpx4MABiEQiZDIZ6PV69r3FxUVWWIGMANPT07BarTAajUilUujo6EBXVxcikQjS6TTC4TCampqY54O8bW63G8lksuBlTKWQz+fR0VFQ8v1+PxwOBxwOB+bm5uBwOKBUKpFMJqHX6xEOh2G1WmEymSCRSKBQKGAwGNizMDc3B51Oh56eHqhUKnR3d6OtrY3lGb38chzPLORxTDYFkziKpaQMge7XwbZ0Oa4/9GQIzz33HACwRHrO1pDL5RCLxRCPxyGyF+6JvluPV7zmFTgUOoRIJIJcLgeXy8WMHQDgdrshFotZ0SoAGB0dZQqbSqXCkjuK7yduwttUz6woUPKk/tfRbCj0aqLnEADOnj3LKvJptVooFAoMDAxAKpWiv78fSqWSCVD5fL4QWieV4R+m9WhqasL1118PqUQKWT7PFINYQxPsA+/Cy17vpT3GB6u14JmJRqMQi8UYGhpCNBqFwWBAIpFAOp1GQ0MDYrEYfvnLX6KrqwtTU1NQq9Vsv7vuuuugVqvhdDqhVCrR3NyMXC6HSCSCvr4+iMVixGIxdHR0sAIWdE6kPJCnkgojzMzMYGBgANPTBe83hcIBBS8BKZV034xGI4xGI8v5ITnD6XRiYmICHR0dCAQCbA2enp6GwWBAKpVCS0sLMplCkYaWlhZIJBIcOXIEDQ0NaG5uvpTn3o1FzTEAKFzLp59GIpFAKpVCKBTC1NQUxGIxMpkMNBoN+vr6YDAYcOzYMSbr0B5jtRYM1kKl9/Dhw+jp6QEAFsXS1dXFFLR0Og2tVss8f7lcDjabDVqtFk1NTTh48CAzjovFYrhcLszOzsJutyOTyRQZvJLJJOLxOOx2O+LxOGsFRPPY6/VCLBbDZDIhmUxCpVKx9+x2O+bm5rC0tIRkMolwOMyMC3q9Hj09PVheXkYkEkEsFsNYcgBX539VMWrpdMMosup2JA9dDc3UD6FMumCPSvBjux6L8QZIpQswm82Yn5+HXC5HPB5nMgpFU1C0hVqtRktLC2QyGZsfVquVKY9kBFMoFPB4PHA6nchkMkwG3L9/P15++WUWOWSxWCCRSKBUKpFAF57y3gJ32o1UJIWOjjZIIk50d3fjVwtSzE+24+5WH5ob4vBk1Hh40YS8wYquroJclE6nIZPJ2LknEglmOFYqlTh48CAbn16vx6OPPopMJoNIQyP+2XMY72k+taIAzs8a7oS8ZQg3X9qzm5ub2XmQw0AiKeQHNTc3Q6fTQavVIpFIQCaTwev1XvJKn4bb7UZTUxOy2SzzjubzeWYwIcO7y+VixpjBwUGIRCL2G5OTkwgEAgiHw9DpdGwtqwaurG0hdrsd586dw8WLF+F2u7GwsICGhgbMzs7i+uuvZwt/R0cHW3A6OjrYxjeuuw7nuxphWfhfyOJLSMjNeAkHEUjoIEkXYpNjQ0OId78D0aZCRUNtJILU4nFEIhGc0PUj03MMPYGnoE57EZIY4em4C8rGfeiQSCCXy5FMJqFUKqFSqZh1zWq1wmAwQKlUYjYUwnfdA4hGowgGg+jq6oJGo2ECt0qlYgLxwYMHkUwm4Xa7oVarCyXgBweh0Whgs9kgEonQ2NhYyIlCYaGenp5mAmAymWSboFarxVNPPYWWlhZcuFBIZqUFdn5+HtGrmrCard2f0yIwNQWn08k8C/F4HPF4HOfPF6oMyuVyHDp0CA0NDbDb7ZDJZGhoaGC5GkBBWOjr62PucqfTiVgsxnIkdDodrr766kKc99QUu39AYcExm80sJFSlUjFlFQA0Gg3MZnPhXo+Pw+/3w+/3o6OjA62trThz5gyamprg9/uRzWYxPz+PpqYmmEwmKBQKvJgdwrtOKvCaxkX0GEVY1ljharsDh69+PZoMBubVzefzzHPT0dGBgwcPwul0ssXb5/NBr9fDZrNhenqaKa6kcDY0NLBEX4VCgc7OTgwNDTEP3alTp5BKpWC1WtHd3Y1wOAygEFogkUhgMplYVa3rr78eS0tLyGazSKfTcDqdzEDg9XpZcRa5XA6NRsMsu8eOHYNGo2HFOYDCxq1WqzE7O4vGxkaYTCY0Njaye9XU1ASHwwGpVMqULSqoEolEYDaboVAoYLFY0NfXV2jj8PLLiMVi8Hq9rH9fU1MT8wySJ0Emk2FqagoOhwMKRcGKp1KpcPXVV0MsFmNubo55HqRSKVQqFSQSCRMiYrEYJicnIZfLIRKJEAwGsbi4CKfTCZPJhGg0yoSR2dlZtLS0IJ/Ps7kTDAaRzWZZuA1QyFfo7e2FXC5HNptlgs7MzAwUCgUT3OLxOHvmHQ4HVCoVtFotgsEgDAYDQqEQTCYT+51MJoNEIgGxWMw27eXlZVxzzTVMYPT5fMjn85iYmMB1112Hnp4eLC0toaGhASqVilk1xWIx4vE4otEo5HI5ZvxZ2Br2wefzYf/+/VBGRHC73WgWdOWdm5vD8vIybr75Zq6wbRGhUAgejwfNlzpbu75ZULRaDhesx6XNysfHx9m/FQoF2traIJVKMTMzw8LHlUollEolC4XzWI/iyY5fR8viI9Ase5E3dGFGfyOePmNDJOJggi8pG6Q4plIppNNptLW1wWq1Ip/PY35+HkDBONXS0oLz589jeXkZDQ0NSCaT6OzshFarhd/vZ33j5ufn0drayvYnEqYXFhYgk8nQ1NQEiUTCFAqlUonDhw+z4isejwdtbW0svwkAvF4vnnrqKdx6661oaWlhIdS5XA7Hjx8HUBASe3p6IBYX+nSSwYiU2YGBAcTjcaaokYFrcXERTU2FuvwU9SGXy5nnrq+vD+3t7WzNTyQSkMvlOHz4MLq6uuD1ejE9PY1oNAqr1crWFJfLhXA4DKlUinA4jNbWVqTTaeb5ePHFF9Hc3Ayj0YgbbrgBBoOhaNxAIcfRbDYzQycAtmYolUqYTCY0NTXh7rvvhlgsxuzsLOLxONxuN0wmEyKRCMLhMPNYCdc+AEzmsFqtyGaz8Hq97JoNDQ0hlUrB7/cjkUgwxfPgwYPYv38/NBoNHn74YZw7dw6RSAT5fJ55pSj9QSwWw+v1wufzQaPRwGAwMIVaJBJhYWGBGZNJeY1EIswDR97OQCCAZDIJo9EIvV6PlpYWpiQDhVoC55Zi+CfxSmUjdynn0JfVoE2lgi8LRIbfi2AwWFDGUtPQ+nyQXJLdlpeXMTU1xdZjelZSqYIhXSwWw2w2w2QysYrVFPVDhrxQKIRoNIr5+XmcP38eCwsLkMvlzAA/MjKCW2+9FU6nEw0NDcjlcohGo0gkEggEAmhpaWHvJZNJDA0NoaurC8PDw5icnMSj2QE4bA5W5EOdz0Ov1zOPHnlg5+bmmMGQPOokg9F6lEwmkUgkkEgk8CtFB5bbrsHh7Ck0xBbhz2nhst4JTccBvOqSghaNRqFSqYqKU9lsNoyPjzPjNeXS9vf3Y2lpCQcPHkQikcCJEyeQTCaZLN7U1MT2nlQqhba2NgwPD7PwyXg8Dq/Xi6amJhw7dgwej4etM8FgELOzs5BIJOuKEOHK2hZy/vx5FrtO1phMJgOtVsvi4cPhMLMwLC8vs41JLBZjZGQEj3s8OBEfxfLyAZgNZmSzWYgueRySyUKfmWAwCJfLBZ1Oh3g8zsIYZDIZMlor7ObfwcWLFwuWobwOSCSg0WjQ29vLhDdypRuNRjgchcR/CvtqampiCagUeiKTyVhcsd/vh8FgKCpaQdax6elpmEwmlk9DVaBIaO7v74fD4UAikWCLgdFoRDAYhNfrZQ8oJalTKMaC+RjaZn9QtgBGDmL8j8uMXrebhVSQ4J/JZLC4uFhwS1/y/vT29jKFMRgM4uLFQpI4CfMU0kPXZ3Z2limrqVQKL774IpxOJ+LxuKCqFWC1WmG1WpkwDRQUOPJukLIHFLw05GGcm5tj4YtkWY5EImhsbEQsFmMbGlCoOvgXcwUlv62tDUN6CYw2Gws1XVhYwNLSEltIhIoiLTJ0jRcXC8m11Fw8n8+zcLf29nbmgX3Vq17FQvoAsLl28OBBHDx4ELOzszh//jwTsGKxGMxmM66//np0dnZCr9fD6/UyRSaTyUClUsHr9bKwPrLstbS0MC8s5f0BhQIwJJD09fXB6/UyyzRQEJocDgfLtxF6URsaGmAwGIqU6N7eXly8eBFWqxVer5cpeO3t7eye+Xw+tvHNzMywWPquri5YLBZcddVVsFqtCAaDSCaTrPCHwWBgxpnGxkZ0dXUxK208HsfCwgLcbjdOnz6NlpYWtLW1MaVUJpMhGAwCKAjBra2tbGOORCKXmxUDMJlMOHXqFPOa0fUjJbezsxOtra1MSJyZmWHXRS6XXwqtSsPr9aK1tRUWi4VVDF1eLlTJ6urqAgAMDQ2hr68P0WgUL7/8MmsBAQBjY2OFEFiXqyCcnDuHwcFB5qGgcxOJRDAajUVhoZFIBJlMBoEjARhfMrJ7TfeOK2tbQyQSYVEhzc3NOHe8UNDIO3W5N2goFILD4WBrBIW5icVi5iGh8HWn04nDhw/jzjvvhE6nw9LSUmEdj0qgvPr/Q+KShd13sZConUqlEAwGkc/nceLECRw4cABarRbt7e3Mq6TT6eB0OhEOh9Hf349QKITDhw9DrVYjEAhgYmKCKTvNzc1IJBIsQiEUCkGpVMLv96OrqwtNTU1obm6G2+3GxYsX2XMil8sxPj5eSFEYGsKhQ4cgFouLnjNSAsmjpNFoMDY2hra2Nhw4cABWqxWPPPIIJiYm2LgVCgWOHTuGhYUFdp2p+uDo6CjLgw4Gg0in05BIJGhoaEA4XIhcaG1tZUqkwWCAXq/HTTfdxNb8QCCAfD4Po9EIi8WCffv2YWJiAtPT0+jr62MGsUgkwgR4n8+HxsZGzM7Oore3l63xwWAQHo8H6XQabrcbIyMjTMgHwDw0Go2GGZ61Wi3L+ybl9MYbb8TIyAjOnTsHh8PBFJt4PI6RkRG88MILLFeOQtcpv4iEZoVCAbvdzsrODw4OoqenB6ZLkSmkZAWDQZw+fRoAmDdtYWEBkUgEMpkMOp0ObW1tMFwKG41Gozhx4gRSqRQWFhZYGHdHRwebP7Ozs0yeIIWGlCaKAqG902AwwGw2o7OzE3K5HF6vFxMTE0hckr1Ohgcx57biLb0JWNUZ+HMaTKiPwR4RQ3lJ+Q4EAlCr1eju7mZeu/7+fpa/T/ndvb29LCKEPMAGg4GV9W9ubsbc3Bzm5uaYgjk3N4ejR4+yPezixYtFKS3Ly8sspHN4eBi33HIL5ufnkc/nmcGlo6NQUXtwcJCNCQBuvvlmSKVSmEwmlm4wPz/PjLYtLS3Q6XQIXEpniMVikMlkOHv2bCGqbHkZRqORnRN57zs7O3H06FHm8eo5fBgXvQdZBEd7ezva29uZbE2RUUIFieQP8mQLPXeHDh1CMBhkhc7o3jU0NLAQR4fDwbznEomEycv5fB6RSIRFlmUyGWSzWej1epw9exazs7NIJBJcWdupUHU2k8mEvr4+zM7OsuRJEkbpRpObdHp6mk0yCoOgWFnyPtBkyeVykMlkbHK6XC6kUik0NTWhvb2dufcpUZY8ABTikMvlmKuZQlrEYjEOHjyIpaUlTExMsJhv8hiRQE2VhJaWljA3NwexWMyUNLKax+NxhMNhZnns6elBPB5nDx4J4cDlOF+6Tslkkgn6arUa/f39yGazyGQy6OnpgdTcj8Wjf4zWF+5bkeT6E9yGnL4TIpEI3d3diMViRVZAuoZ0j0hQtNvtmJ6eZhYe8hypVCpcuHABra2tTMCcm5tDPB5nYWInT55kbnUSqkOhELNuicViaLVahEIhnD17FgCYQnjhwgWMj48XKhIFAswS7ff7MTAwAL/fz7wTRD6fZwsfCS8NDQ0wGo1Qq9WYnp6Gx+PB/Pw8vF4v3G43KyRD+VtGoxF2u51VFAQKGy/F3ItEIjidTiZ0XX311eju7mYLzszMDHw+H1pbW1mehFgsxujoKPP6kKXz6NGj0Ov1OHfuHIuLp+tJ5+LxeLC4uMjyDshL1tPTA5/PB7lcjqmpKbS1tTFFIRwOo7GxESqVCvl8HhcvXkQgEMC5c+dYpcvGxkYMDg5CqVQyBS2VSsFsNiMWK5TdikajzItAXjayOicSCXa9yDNEgoZYLIbBYMDw8DD27dsHvV7P8jX9fj8rwkCW7Xg8jmeffRZDQ0MwGAzQaDRYWlpiAgB5nymsgqxyuVyOjYGsumazmfWVamtrAwCcOXMGQMHQEo1GmTGEwo2TySRLTI/H4+zZJI+FUqlk9zcUCjFlqrm5GcPDw2hvb4dcLi9SoNva2uBwOJgl3mAwYHFxsZDrdEkZpJChQCDAjEE0H8ljR59vaGhARrPSCLOeEBJO7ZASNjk5CZVKBfv85WJGogMiNmfGx8cRi8VY2C1FUzidTuatyWazzNNCe83AwADEYjFeeOEFtLe3Y2ZmBn19fUXh316vF+FwmBkJZmdnMTIygqGhIZZztLi4CLvdjuXlZQwODuKqq65iewaFQNHaQv0vs9ks7HY7Mw4K19SGhgZEo1FmMIpEIrBarcyzTkY48tY4nU7msR4eHmb7ViQSgd1euGbNzc1MIQoGg4jH40in07DZbNi3bx/LAwIKoX7USoaiMObn53HhwgV0dnaira2N7amU40VFzEZGRiAWizE/Pw+Xy4VQqNCWoLe3F7FYDA6Hgxn4QqEQC6/u6+tDOp3G2NgYE8Ip5IuUAQoNAwrtaYQ9+IRzhvbVpqYmyOVydHd3w2AwMKV1//79AAqGgKmpKWbMAgpREMFgENPT02xd6O/vx/z8PGvNQAKzsEy9WCxmxkyz2cyM1clkEsPDwxgfH4fH40E+n0c0GkU2m4XH44Fer8fQ0BD27dvHQrYppzyTySAUCqGnpwdOp5OFi8tkMmi1WjQ3N7Mqg3q9Hm63G+3t7WwNJcVdo9Ggra2N5cEtLCywIlVGoxHBjBSnmm6D02IpRKuIxWi7NHbal4TpCyQjmUwm5HI5yOVy5g31er2FitOXFL1Dhw7hjjvuYIXOyPOztLQEiUTCeqpR4TsaL0U9kfGClJru7m5IJBIsLCzA6XSipaWFecDIA37u3DmEw2HIZDLcdttt6O7uZu0AxGIx884ePnwYVquVpV7I5XKcP3+eKUnj4+NMiaZcOirKd/DgQSaDUT4dKe1UDZbmbU9PT1nlqDQqgOjs7MTo6Cii0SiGhoaYYm8wGGCxWHDy5ElWcK6pqQnd3d3o7e1FIBBgBdIoMofWFrlczgwIEomEPZfVwJW1LYQSo2OxGAYGBjA0NMTChchd3dHRgQsXLsBsNrMCA+QdGB8fZwuTVqsthAc1NzMhlMI0vF4vUwBFIhHS6TRLoCTlSCwWFyooXQpBAgqWB1q4yGMBFBZel8uF7u5uRKNRtvjQg5hMJjE4OIhYLIYXXngBPp8PBoMBTqcTHR0d6O/vZ7HP6XQac3NzrDwvbZpjY2NFCemUa0MeP5/Px+L3qeWB0JvldDoRUl6Nsf4vom3pUUijDsyFgMeD7QiKNFD7CvH3arUaN998M0s8TyaTmJ6exsLCAtrb21ne3fT0NJaWlhCLxVgYQyKRYApZMpnExMQES1zu6OhgoRpLS0vI5/MIhULI5XK4cOEC/H4/AoEAs9pRCOHCwgIWFxeZkkKhoJSPRtZa8qYkk0lm5YtGo2hoaGChiqQMdHV1IZvNQqfTsbK0FFpAcyUajTKPHXlHRCIRhoeHWY85ChWlxcxms7GmmcFgoRwuhRbS79BiTZC16uqrr2beqP7+fgwMDGBsbIxZOOn60wZMHtWGhgaIxWK0t7ezPDS6VlNTU0gmk2zTo3wQpVIJo9HIwjOpH4vb7cby8jLblEgwJORyOfL5PAKBACuQcOzYMWYIOXPmDDOA0ObtcrnY/aI8xO7ubpaoTILu1NQUGhsbWd7A3NwcM76Ew+EibxHNlWw2y8JpKLzr+eefZ95HkUiEtrY2ljuQTqeZgkm5E3K5nB0bKGxMExMTLBRSpVKxcCXy2lIRFoVCwZRW8viJRCLkcjk0Njay0FhSoMkQQYaQsbEx6HQ6KJVKZLNZ5lmjSqPhcJjlMVE5eFqHrFYrWltbmXLvWHYATxXOQafQ4Yabb+BetS2ABHGqmCeXy5Fcuvx8+0Z8ePzxx9n+RSHJsVgM+Xwec3NzcDqdLMSKohmsVivLAQPA1jqgYCi4cOECDhw4AKlUytqH+Hw+ZoSgaqpDQ0Mwm82FfldTU0x5mZubQ3d3Nzo7O3H+/Hno9XoEg0Go1WqWy9nf388s9nNzc8z4ScYIn8/HysnHYjG43W709vZCrVazULZoNIpcLodUKsUMGUeOHGEeGLvdzqJdyCMgrIxJHgev14v//d//hclkYobNRCKByclJZuAlw93w8DAOHz7MQsfGxsbgdrshl8uxb98+ZiQiJcxisbBS806nE42NjVCr1ZDJZLDb7UxZJU+6UqlEd3c3vF4v2trakMlkmMGor68PVquVjWnfvn0sDJQ8gkqlkq0n1B5GJpOxYla0ngkhJU1oQFQqlThw4ABSqRQLy6Zwx3Q6jcbGRhZJYLFY2N7o8XiYUY7KvZPyB4BVSZRIJIjH4yyqJJ1Os3L1QCHNQq1Ws/C3ZDKJtrY25PN5tLe3s5QBpVKJ9vZ2jIyMsLUvlUqhs7MTDkch5I9ajdB5KpVKTE1NIZ1Os/W0ubkZEomEFfEhLxDtIaSokfGDcpNNJhMzwul0OjQ0NMDtdrPicOSVjUQi8Hg8SCaTLOJHqVSy4jikSB0+fJh5Ant6euD1ejE8PFwUJjg6OopgMMjy8FwuF/MaU7EaSmmg/rVHjhzBwMAABgYGWLVNeh5JxqDzAwCJRMKidRwOB86dO8cK3VBofzQaxYEDB5BIJFhxNzIykGdPrVazwjprrXUkX5LMm8vlcM0117AIkFwux5wUdrsdLpeL7fVUr6C7uxupVAputxvBYBDHjx/H4OAgSxkxGo3Mmy10GqwFV9a2kN7e3kIe2aXJYLPZWK4IWUuoLDxtcFRqlTxuiUQCOp0O+Xwehw4dgt1uL5RRXl5mHiESOmlTicfjaGpqQl9fH4uTVygUaG5uRlNTExOwKE9qcXERN998M1soyBJDwh95CqgZtVqtZpYcSn4GULRAA4UN3OfzMUXNarUybwblYdEm2NzcjLGxMdaYm5Ky5XI5Dh48yIQCOj+v1wuVSoVpWwjPRvfD621GMBgsWAQBlmc1NzeHaDTKlAJakOghtVqtiEQiMBqNaGpqgkwmY0puLpfD3NwcXC5XUUWkAwcOXK7Wh0uFJmw2dr7kzUyn08hkMnA4HCwJmGLYabPx+/0szISUdUrwBsASYltbW+FwOOD3+6HT6dhClEgk0N7eDpFIxJStUCiE8fFxZiUkLxUpRI2NjbBYLGwexGIxtLa2Qi6XIxQKobm5GS0tLXjsscdY2I3P58OZM2eQSCRY0QAKTSkXG07vk6J16tQpTE9Pw+12s1DEubk59Pb2wmKxIBwOM4NAMplER0cHbrrpJojFYiwtLeHUqVPMsqjVajE3NwelUskWaNrESfmen59HV1cXgsEge9YWFhYuFXURsSIa5N2iUE1SCEhRsVqtrEKi2+3G0tISqwyl0+nQ0tLC5trY2BiAQoGFqanLvWAotp9ClYGCgEo5axTSIqw4arFY4HQ60dnZCYlEwvJ8KPafSquTYklhyiREkoBE6w71FCTvFIUpkfe/sbGRFQGSy+Xw+/3MS97Q0ACdTofOzs4iRY02cr1eD4vFgv3797NQoaamJszPzzOLPglOJIBRCBeFcfX29qK3txfpdBrPP/888g2XczkC5wLQv4FXg9wKSBCnuaFWqxENX8odMQMisYjlrxL5fJ6FONG9lUqlLLezra2NebC0Wi1mZmaY4cxisSCRSBQJ8yKRCCMjI1AqlUyoJqMEWcudTmdR/yVaz3Q6HXp7e1lYOQmoEomEedM6OzuZEhCNRtn+MDw8DADMWzgwMICuri6mINLnKZScnjMKQxwdHYXZbGaGveXlZVYmXSwWo6WlBel0GsFgEGfPni20EbmUR0zeCaCwXvT29qKjo4MVCqH1ngpWUHiqVCplQmcul4PJZEIsFoPVaoXdbodSqWRRMUtLSzCbzYhEIlCr1cz4YzKZcPjwYczPz7My+ABYcQbyhArDxmZmZphimc/ncfDgQTZnVCoVMxhRGGMpJpMJ+XyeCbxDQ0Pwer0sSohaCJHhGgAuXLgAk8nEQmgHBweZgUej0WBoaAgulwsSiQThcJgJ3z09PWwtUygU7JqLRCK2B3V3d7PwdYoqoTQFMoaSJzWRSKCzs5OF1JXmqjscDphMJibrUaoBUJBLKN0lm80WVcQkBY/+o/saDoeZTEVF4FpbW1mkCBksqKAX5QdTPhXlKu/btw8GgwHZbBZ+v5/lE5PymMlkIBaLMTAwgGQyyWRTgowBXq8XHR0dLKyP+rTNzc2x+33hwgXW25WKkQGXQ2YJKj5H945Cfp1OJ3784x/DbDYjn8+jv7+f9YMNhUKwWq0s4qu5uZl524WG1/7+fjbu0rBHoXf41KlTLHc7Ho+zfE6goMBTm6ZIJMKUXQAsLaWvrw9nz55lRl0qAkZtRY4ePQqPx8NC/KuFK2tbCPXmCoVCOHPmDC5eiscfGRkpskxTVRkKA6IyuYFAAEqlkk1KCpUEwOL1GxsbIZFIMDo6yjYRACsEZ6Cw+I6OjiIUCuHRRx/FqVOnEA6HWRzuTTfdxDZrij/PZrOQSCSsQAohLFYwNTUFmUzGYpGpJQAlaUulUgwNDeHgwYPsgXK5XHC5XGyzI2GOHqKmpiYolUr09PSgp6eHeQEB4OLFiyzpNp1OM0GXKh4BYDHt9DkSDMViMQvHKL02tLBR4Q16KCmplkLbqF8MhVhSrh4lr1NOEVDwnJDHjgrKdHd3M6spXQdqyt3T08MUuuuvvx7RaBSzs7MslI1CjRQKBfR6Pa699loolUoW3rC4uMhCTACwBHrKH6BKTzQ/qcpgLBZj3idqEul2u5FIJJhgRJ6Xl19+GdFoFBaLheVElc63SCTCNqHnnnsOMzMzzLMkEokwODjIFCYKy9PpdEz5OnbsGPR6PZ5++mmMj4+zPCe6d729vUzwpzh6CitVqVQ4cuQIRCIRs/oJvQC9vb0AwJRVmhtCgZGUmYWFBaag+ny+ohwx2oyFIYFkiKDzSSaTrNAA5a9SSK/T6YREIkFzczNCoRBaWlqY9+mJJ55gBVSoYApVziJFhzyQCwsL7Byouuzg4CD0ej2OHz8On8/HwjKMRiPbMEm4pLAhUryBgueD8l4o7IrGSs/hzMwMK5BD/bOAgoWUFEQSbqLRKGve6vf7Wd5IV1cXq3xJz3h7ezsLFQaAqRNTOHnyJF796leveG459YWaYQO4XIRB0wAbbJCapTBbzKxyH0VdUAijRqNh8zwQCMBqtTKrN3loKCRfpVLh8OHDLNyK9i5SQmguU88q+hs16ZZIJEzZaWxsxNDQEDs+hS5TvjAJmGTZp7B6oDDP7XY7W8cOHz7MqtNS8S9aGxwOB/MgkrJK6QUkCJJXhMLqtVotFhcXiwS76elptjdRsQ76z+12sxx26kVKbQCmp6fR39/PQv8AsGqH9DlaU8kDTsoPAHR3d7MiJZRnrlKp2LlTmByVwKeqrrTOEHq9nj3XJJ9Eo1G2nhDCtZIUESoU0draCoVCgZaWFrzqVa9CZ2cnu3ZAQf44c+ZMkSdCoVAwzxXtr6FQiClxlNMGXF4rBwYGWPVfiv6hNI1wOIx4PI6zZ8+yfYg8NUqlEk6nE3q9nl1PiUSCZDLJqnkuLCxAq9VicHCQCf7xeJxFEdDxjx07xsZFuU16vZ4pjMJnTwjtp+TRs9vtrAk8RW00NTVhenqaRSl1dXWxPZ2gsEFKZXC73Wy88/PzTAYk4watyzabDR0dHSxNRqFQsL1tenoa3d3dOH78OLRaLY4ePcpCPakOw+LiIgKBAPNQlyOXyyEQCKCzsxPDw8Pw+XzIZDIs/5mil8LhMLq6uljvP6HBdXBwEJFIhK1BVACOvPvCAj4kp5CcC4B5zKh6N+WcuVwuLC4usmq37e3t7Nns7OxEd3c3NJpCu5/9+/cz7y+lD1C/Pqr9IKxEWQ1cWdsGHA4HpqenmUs8Ho+zBTAUCrGEfKqO19TUhJ6eHnR0dDCBmSZcMplkGyItsmq1GgaDgRXgEFoQyPrjcDgQiUTYYkjl0En5oz4ltFlTiAM1Ip2dnWUhCxQ7TCFb5JVJJBLMc0L5b1TO9MiRI2htbcWpU6eQy+XQ3t7OvCgSiQSzs7NsAyTFlYpaUPIonUcmk2GbJI2ZGllTHPXS0hLrn5bP53H+/HmYTKaizUS4OZhMJmSzWajValbKFShscHQcSiIOBoNoa2tjAjJZWyjchc5Br9czLwUAZLNZdHZ2oqmpiYWZhMNhGAwGVvacereUKj8+nw8WiwUqlYptdN3d3di3bx9rOgtcLvah0+kQi8WQy+UwMDDAxi2Xy5FOp1li78jICMvBEFZJ6u/vR2trK3p7ezE/P4+FhQWEQiH4fD6mLFKlRArDEULzaG5uDmfPnkU6nWbhpRTCazKZcOjQIfbd0dHRovl77tw5jI+PY25uDkDBktXS0sJCZWjTpfskVLjoPsRisSKLY2dnJywWS9EzQmW8hedAFmwKN6JiB5FIBM3NzUgmkzhw4AAGBgbYsxmJRDA7O8s2SvK8kTIsLJl88uRJFnra3t6Oa665ht2jZ599Ful0Gna7HUNDQxgYGGAFWMpZDoUCtnDu2Gw2nDp1Cna7HeFwGPv372dKsNAaT8VOqAJsIpFALBbD4cOHWShvW1sbs6YKS1a73W4EAgEEAgHWw4bacNA9o2IiExMTzKJLxVsonKizs5MZg8jq7DV50eRrQiKYwPT0NMt75Gwe5LGlctQ+nw8pe0GR6jrchSM3HWHP2NTUVFHJfspXpaJMVJEOAPvO+Pg4U8w6OjpYBUOaj2azGbOzs6zIECkWQmhvonL9LS0t7Pizs7PweDyYmJgAUKjYSG1AhoaGWFTDxYsXmQBKgqxGo4HL5SoKvW5ubmbPmTB0N5PJwOPxFOVqU3sCg8GACxcuMGFRr9cjGi1Ua6ay7qFQiIW/0fNHAr5Op2OtMKjIhdD7InzeKaebcpyoeiHthVSyn9YEyounnHkqLkU52BStQJEz5FUMhUKYmJhg112r1TJvD42LDHSkiJISCRQMW3SPyQtGlSCFRR5Kn29qk9LT0wObzca8WxaLBTabDSdPnoRMJsPExAQGBwehUqkwMzMDk8mE1tZWDAwMsHlHRi+KFAEuh2PSb/T09LD1nLy1dO/tdjtT3DweDxKJBFMA+vv7WWE3qoJLvc1IBiNjJBkySImifpyl526z2VhkVCaTYREn1CNueHgYSqUS/f397JzJUE6hvUBByaVKkD6fD8PDw6xtjFwuRyAQYMYMkocSiQRrZaPX65lcQqGeUqkUx48fZzmObW1tuPbaa3Ho0CFcvHiRFSyhfoj03E5NTTFDIq0Z5EF+zWteA7vdDpvNhmw2y7yRVPFY2LuQ5i8ZG4XzjUJZZ2ZmWGET8pQJz4fkXJK9qaLsDTfcgImJCRYd43K5mIddLpfDarWioaGBPZMUVSKRSLC0tITe3l60trYilUphaWmJVeJub28vMmCsRVXK2rvf/e6qD1gNIpEI//zP/1zXY+42aBFMp9OIx+PMikKbI/WEIksflcinxZfyTbLZLCt+QcmUwthi4HIoi/Dhp8UGAAuFM5lMLO+JwliEm7VarcaZM2dYzhZtOK2trQgEAhgZGYHFYsHo6CgcDgceffTRIouKxWJhoZdUhndpaQkej4cpiRQu0dbWxhoXUlInAKY8EYlEgnm8ZDIZC33J5XLo7+9HT08PU65eeOEFNDU1sZy+VCrFFj+9Xs9yqMjjMjQ0xKwzwoqNhw8fZt9RKpVobW1lCyF9xuPxsPwtWohHRkag1+shFotx/vx5yOVy9PX1obOzs9ADKBrF4uIiyxGgELhy4YR0bMrxO3bsWFEOD4UzymQyLC0tscT7jo4OaLVaaLValouhUqnYXBgfH4dery9bJYn+HgqF8PTTT+PkyZOszD9tctQkshQqhzszMwODwcA8ZlarFVdddRWamprQ399fdA7C8A+qYkleMUrUpXLMtPGTV67USEGbJymmIpGI5Y8RZHUTi8VsgxaG+4jFYvT29rLQmmg0yhKiR0dHmaBJRgSxWMzCmCl0yGQyMUu7MDRxZmaGKWR6vR6tra2wWq2Ymppi/fUAsJyYUsuh2WwuEnLofIXXYHp6mhVCoeIlwlBnp9OJl156iRkBbr75ZlitVoyNjbFcFMqNoDDQ4eFhpFIpVkadGpsTFJbd3NzMDBH5S+WaPR4P3G43GhsbodVqoVQqmaIWCoVY1UAyTAS0AcAHKEIFQwZttJzNhZoo0xoROFPwzvRe3VsUlSD0KACXPQNSqRR6vb4oDwcohBar1Wqm8FCLFqD42af3FhcXizwE1IripZdeYn87ePAgmz8vvvgim/NUeCAcDsNsNkOpVBZVGqbwY2HeLM1P8mC1tLSw8ZMhgfLLqGgCeZ2pHQgZC0mop6q1pFAJy6k3Nzejt7eXlY+Xy+WYm5tjed0Upj82Nsb2Y2GvT1Juae3y+/1F6xuAIoGWCl5dffXV7JxonaHxCfOPI5EInE4nzpw5w1qNAIV15YYbbmBCNoW0lhaDoCblZISdm5srWu8pn3psbAxms7koRC4UCrFy5xRdQAZI8lLZbDYmT0mlUkxNTTFBHCjsNWQUL93bQqEQnnnmGTYXqTiY8LPCHLJEIsHOlwqPCa8T9SqlfGoKFaQwVYpkIMXCZrOxfHXy1AmfgYmJCTz77LPwer2sh5zZbGaGc6VSydZRqvprs9nQ1dUFpVKJa665hlXmnJmZYXnWhDA3+/jx4/B4PMhkMiwnur+/n8mV9Hx2dnay+grUcimTySAcDjMDwY033giLxcKULcrBj0ajGBsbY8/dTTfdVKQEkuLT1dWF8+fPs0rdFMZK+0MoFGJVsuVyOStoND09zZ5j6oVHOXmUpy4SiZjyTc/Q1NQUM7KcO3eORQvZ7faiBtqdnZ04duwYm6OloZUkN1OUCrUAob6D0WgUJpMJg4ODqJaqlLUHH3yQWZbqwZWurFEJdworUiqVzIIhTLIkD4lcLofNZmNx+xQ6CBSszhQSIrSaAcC5c+dYWFepy5csb8DlnICuri7mVaDkZSr/SmEWVI1JGDtOoV/C8AhqmOt2u+HxeFjZcWHZemocSUUQrFYra5Ct0RQaFyYSCdxwww1FFtlSJbS5uRldXV2sKAJtzIFAgIVdUnhCPB5ncc+0WI2Pj7MQRuByuIbb7S4SUsnz4PF4MDw8jLm5OTQ2NjLlja6dWCxekb9F1qNQKMSuNW2+AFjVTyofTPe1NKZb2O9ImEtAhWHoP6FXKhQK4fnnn4fP52OhLEKlVtgTSWg9E1o2Sxejm266iYUaUtUyqhJJ4SDC75Inl/LwKNTpuuuuwy233FJR6CZFIhqNYmZmhlmlhWXo6bkp9YQJodfUbDqZTMJgMOD8+fPM+ib0slI4kcViYc8OWd8oHJIscORZokqnNFfpHCkPoKuri1lSc7kcq65FAhI1Cw8EAiznjSoqUi7PkSNHijyAAJhgSEJAuetBAgZVoKTKmhTKRTmpVDRIpVLB5XKxY1D+SVNTE2KxGJaWlpBKpeDz+dDT04NMJoOFhQUmsFKlLwojCgaDrADLoUOHWD4i5VyQN+LMmTOsLDUAVm3LaDRCcUgBzAE66JgSzdl8tFpt0X6x7CnMSWPv5cI1Qk+Y0MAhDJUHUKRgk2BmNBrh8/mYgaj082SQAC4XWKL9BkCRkkDPhMfjgc/nY1EdQOH50mg0zPBChT2cTieLViGBkdYz2mcvXLjAQsoAFFVtDAaDaG1tZQUXyAtB87O1tRXDw8Osx9jS0hIsFgvzFKpUKhZGb7VamcJLebCUU1ValKP02gsFxUgkUpRLSteS9i/yhJOXTri+AQWljnojjo2NsRx6KqEv9G5SrysquJTL5SCVSuFyuYryySnahtY4YmRkBLlcDh0dHWydp9wzmk8Oh4NdbyqAZLVacezYMUSjUTidThgMBpw4cYIdlyIg/H4/uru7Wb0AoPx+MTIysqLnVulnhfOcIjIAMIMW7SNjY2M4deoUKzJmNptZ9E25/dXn8+HChQsIh8NMFiD5ho518eJFlk+u0+lYSs3y8jJrldHW1saqh1IeIim3Wq0WY2NjmJycxPT0NKtUDWBFaCsA1sJpeHiYRfkABbmSvjM6Oorz58+zUEdaz8kgQXItGazVajV6enpw6tQpFg3l8XhYPzIAzCBDsg/tUzQvjx8/DrvdDolEwuoi0P4Yj8cxMzPDZLuWlhZotVrmOaU+wBcuXGBRMEJ50mKxYHZ2lvVt9Pv9eOGFF6BQKNj1sVgsePWrX13WsFz6mmQfyk2jXn00d8i4XA1Vh0F+8IMfxFvf+taqD1yJ733ve/jHf/zHDR9nN0MhVaQABwIBzM3NscVpenqaCVZUEYoW3v3797N4eeCyF4f+TYra9PQ0qyxHC7LQ5Su0aJISvm/fPvbACBMuhdUiyUqhUqlYxSs6vlB4oiTRWCzGSvdS9avh4WHkcjlMTU2xMfT29uLo0aMAVnpFKkGbC4VRCEMUaOGkEEYSNunakYeBqmQBYNeEQr8CgUCR8khCOSGRSFjIpvBeCIX+Uksm3Suv14tYLMZCCcpZRukc6X5QcrHwuPRvum6lwjpZT/fv34+xsTEEAgEsLi7i1a9+ddHiTJtUNBrFhQsXkMvl2GIknAtCpZ8ssp2dnfD5fCwfgPLuaC7SBuFyuVjeIs2bnp4e1u6gnJWKNizyABqNRrS2tiKZTKKpqYkpmtVUBqREekp69/v9LGyJBACykNL8EX63vb2d3ScSWvL5PGuu7vF48NJLL7HwGuCyIEnXaHFxkSn5YrEYPT09UCqVLJmfDCNOp5MpltT41WKxoKOjg10f6odD85RCr8pZ+iKRCAsZPX36NNrb24vWjsnJSQSDQVaqnIo0TExMFIWOUDUsYdEgSgpPJpMsTLSxsRF9fX0AgLNnz2J+fh7pdJo1j5dKpexeCnN0H3/8cVYllhKyKR9jamwKWWQhuSgpKmjB2VyEgqxJHEFPzyPQDfvRkYgDgd9FSGws8qgJvWdUQETYcgVA0RymqoGUkC9c94UGElqXKceR+mXS+kdhUbSWUVNiUvSo2iHNq6amJkxMTDAjCxkNjEYjE/CoWAOF2VExp2g0WlTwgwRGqkJLxk4Sis1mM/tcpUbStP719/djYmKChUYGg0EWHijMRwWAiYkJVrRLGPJcKbqBlGe6Jm63G263G6FQCFdfffUKjzy11Hn44YdZbhj1fiTPGt1PqqxIRkRSnnU6Hebn54ty2ijHnZTuwcFBjI2NFVXWpaqHdO1J4AbAytTTfBMquRMTE+js7GTF0jQaDXw+H2tMXYlKPbeE51hunpeWX6ewXIVCwYztVNCN5rQQMoZQD0LyzNL+R8ciQ7dMJsPIyAjLwycFgMKJSamPx+PsPpOnjwrSkdxD0U65XI4ZWStdBwrDDAQCbC+m41Nkh0ajYQY6KtZDeXhkjNDr9Zieni4y+MdisbItIICVitDS0hIWFxdZGKnP52O9+6gBfDgcRkNDA+bn59HT08PWr3w+j5mZGda3TqPRrHiGFAoFqyQ6Pz+PVCqF1tZWXHvttZBKpSxElZTWUoN6ufmSSqVgtVrh8/lw+PBhFr22VoVKIVUra319fXjlK19Z9YErcfLkyQ0fYy9gtVpZjDMAJii7XC5WmKCpqQkLCwuQyWRwOp3MQlhOixc+WLQgk/JBSoHQUiQsJkBl3T0eDxP2hAmXFHan0+lYvzdhXk+5xY1+I5fLQa1WI5FIwG63o7e3l23KXV1dbAFqampasfDZbDb2O+WEcWH4R2mIAm1mtHAJLY0HDx7EhQsXcPLkyaJ+HVSdkj5PDzBQUGYsFgtbgKjKI23YdJ2AgvWEwsUob4m8m2q1Gi6XCydOnIDZbGaVN2mBDIWKm4sCxR5SoeJMigJ5mko3AaFXan5+Htlslm2YwmRh+u2JiQnWS8nhcLBxCecCXRv6v9DCKPQSCT9HxVQIyhVTq9WYnZ1lVtbZ2VnWI46ul9lsZpsfJcmTFZ2+R6GblRZMmp90feg6tLa2Fp0beTqpepcwBEi4mVHupFCBLc0TofAnnU5XlHNnNBqZIEdV3SiPc25ujm10Pp+PhZ/RMaVSKaswSdcHAFNcyMMGYIVyTUKzVCplidnUIJjGolAo0Nvbi2QyiaGhIQCFylgulwvz8/M4cuQIq8RKRha1Ws0K7lC8P1Xpovn7wgsvsM9Toj+tP4cPH4bL5YLT6WQ9Gk0mEyvzTpVv0+k01AE1wigYK5pNzTwMcgvp7OxE08IjUD76RxBdc6mP5dQkMP1PyN70eUB/PftsuftCexqt78L5mc/nEYvFmHfaYrEUlfOmNd5kMuH8+fOski7lCZnNZuaZoTWYnkGqaEreq87OzqJ87mQyybwyAJgHhoqmeL1eZrWfnJyEx+PByMgIW4cp4oQ8QMIwbCoO5Ha7kc1mWUGH1fZu+ptYLGbPtUqlYuun0PtFxyZjU0dHR9G1L1f1rjQ6wOfzsWtO3jEy7JKhTywW47rrrmOh61SinSJxJBIJMwJSuCiFflJhJ5lMxgRWElqFRl4KG6NKoZQfSW1lqEotRc4YDAa27wkNaWTQunDhAqvgKJfLYbFYikIVK12fSvsI3dPS13T/hAo0cDkSgRR48k7lcrmi49Dvj4yMALjsgaJ9l+QnarEjbM8AFDzNIpGIVRgW5iBXQqVSYWhoiIX1Co12QmNsaWTG8ePHce7cOaTT6RUVMal9AYVFx2IxZLPZonFQ2PLCwgKam5tZmxhKCah0fUvZt28fMwwCYIZDYWgmec17e3sxOzvLeg/Ss0OyAxUqCwaDUCqVrAgSVTinfEgqMHfNNdewuhLk6RXKzaXjF86HWCyGrq4uJlekUilWhbYaqlLWjh07xvqbbBRKPLwSoVwPuqlKpRImk4lp9MKESGqq2N7ejra2Nlb1SUipIEqTo1wFr9K8J3oYz507hwsXLgAohBeQhaRcYRHyxAhDLQCscJ8Lf+PIkSOsOSf1bwFQ5OEAwJTAcuVTJycnmeJQ7jdKz6tcvk7pwqPT6VjiOFn3hMcSWvJKvSyUeE15eyQMAIUeLpQXQWFitJFSqML58+dZMi81oKY8C6FliTxxpR5SChOgDaJSw0eHw4Hx8XG2oFK4Dlk0Sz1xQgEBABuXcD4BBcWlkoWR5rBQeSSrOPUTs1qtbB6QgkMKACkpdK4kFNF8oVYL5UI3gWKvbKlHkBQ/WpjJuyPs9wIU50FSoYFym5nQGzo7O8sUSplMBq/XiyNHjhQ9G9SDRhgmSdeImowCYG0jhEqrUGmjey9UEAEwi6IwF4GuSS6XY6FMJAz5/X6W90ZWXxI4KH6fBA5S8kmxF3p16dpQmX861tTUFCwWCysEQ8UbhOFaANjm5/P5oNPp0NTUBKCwCV9//fVs7gXlwcvnNBPB4HD18f6cDRKYg+rRPwLy2eK/5zIwPv1ZOF71LaRVraxyWjgcZm1QADCrP4Wc075CPR3Ju0ytNoQCkHCuUM6o0AhJnhl61imEj8IOhYYiKuBDaDQajIyMQKFQsEq5lFus1+txyy234OGHH2bH9nq9LJQ8m82yVijCSAb6LOXO0PNI81pIOaGYnlGC2saQ15HWHfoM5VmTF4GOQ4Y62r/p2RVGB7z88suQyWRIJBKsRQ95F6nqNEEV/CgqRq1Wo7W1lYV2h8NhzMzMFEX4kBdSIpEwb0ZHRwcOHjy4ovw/GbBpzJ2dnSy/h8KtyUsTCoVWFFai4wQCARYxEQgEWLEW4TWtFC0ilKmA4v2kVFGmIiml+yMppLRGCiNG6Dcpb0polKQ9kdZUOmZPT8+KYxHCipulKSJCBTISibD9JxaLFbVcKbdflJMlqGgUtQvS6/XMQwoUN+zWaDSsmbjwuMJoLQoFbm9vRyqVYs4IglI4yslyo6OjmJqaYilAdHyDwYDR0VHMz8+jsbGRVWEl440wTYVy+mnu0jy+7rrrilrU0PlZLBaEQiFMTU0xRRG43JpHmOpCey4hXJNKo3KqpSpl7bnnnit6/e53vxu/8Ru/gdtvv33V7332s5/FxMQEvv/977O/vf3tb8fb3/72qge4l6CQA4qHp3Cgcg1l+/v7WaiH0Whc4TkhAYe8DPRg0sJDRUGo98p6IYGMBEVhTlSlhY7GVRo/TwuKUOAdGRlhhRPIcybMb6Cy6PSgUHnjasIjV7OO0dgpbr5cCCcpSaRcNTY2svfoIaWS6ELrXzAYZArmmTNn0NfXB41GwwQLi8UChUKBeDzOQsISiQSzzpZalqh5eamHlIQgYdGTcor87OwsSwZvbGxkRS7KnTNQWIwotKWSgCA0ChAUxkjXrFR5FHpxhXl6ZLwAwJQBKpRD5ypEo9GwpG8ARfkFQgWS5mS56ylcHClPROj9ohxNUtCFOZZEac4BbUh07rOzszAajawpNBkZhM8CULy5lvu7MD+Cnh1S2miMlAtDXoJEIoGZmRmm3Le0tCAYDGJsbIzF85MARuE5VOVM6NHV6/VsPpBRhQwqwjwE4TVubm5myiMVFpicnGThjsJ+b0LougSDQbjdbshkMrS2tuL6669n125ychKSmyXATwrfmf/mPG59x60r7g1nk3jp2ysVtUuIchkMRJ7DRdM74HQ6iyzO1AOMIMOKMP+opaUFqVQKMpkMLpeLFcApFRqFXiHqdUiCbiUjXakBTLjm0Xeo5DmtTaXGPypeQHmWU1NTLKxxcXGRVUUtXXPoe1QRVSQSreoNLh3r6Ogoy/dOJpN45plnipQuiiIxGo3w+/1MGCdDKuWlAcXRB/RfLpfDqVOnkE6n4fV6i5RYMppRz0fq9ShcS1wuF4aGhpiyTV4kYbEjMvqQp760fyWdN9038pL29PSgs7OTRdfQvkDGZzKyUQVoulcU6u73+5k3qqWlBe3t7cx7CpT3kgGoqEwJDXTUNocUXKG8RdFGZBAuV+iNrgMdX5gfXQ5heyEqtiWUr8op++UUH1pnhbmLQHGaC322HHQ9qTF7b28vi/QALhtt6fjRaLTIGEopKTQvyWtYGpEkVJYryZm0P5HRVijPUJg+VV2kojTlfsPhcMDpdMJisWBpaYkVJaEUBHp26beFsiNBxnqPx8MMDERpDi9dX/LM1b0aZCkPPvggRkZG1lTWPB4PHn744Vp+Yk9CPZeoPDYJzcLkTprsVIKYhDJaAOlhFCbc+nw+lrwKFBYFYe8V+lu5TUJobRF6FwBUPIbD4WBet2QyiUwmw0rGCwuaCCfq/v37YbPZmIDt8XhWVP8T5jeQax0oPAwUMlr60BLlLDDloAVTo9GwvhzleoIRVDVSKpUik8kw6yA1CKcqnUAhlpqUS7KetLS0oKOjg1W3AgrV0ZqamuDz+XDkyBF2DUotdBaLhV1P4TForMLPli6wkUiE9R6x2+3Q6XRobm7GyMhIRaW3s7MTN998M2ZmZlhFLdqMSjcFoYWR5igpCGS9Ikq9KBMTE7DZbMwq1tTUxBpvktGBzjUUCrFqb36/n1mOhS0oaByl5196PSlfgrxPZAEVnlcwGMSpU6dYtVVSOte61jRuCp2geUDeyXLXQki5vwv/RusCKUz0HFGFPQpBdTqdmJycZGFHXV1dbEOgPFPyDFOeW2nuDEHzQSiElIZ/0P0ALlsPXS5XUXiwSCTC0NAQstlsUT6nEHp+qRktGbAoFMtoNBYZc9LxdNnjcDaH2MI5qFd5XxF3sh5m7DuX8hlLCzdQY2ZhvpdGo8Hp06fh9/sRCARYxTshQoXMZDLBZrOtMCSWe4bKKXFCyJNeTnCKRCJsDaVQZKDQzJhC4cmwVLrmUGEHEuxKKxmX+y0hBoMBBoMBp06dwtjYGNsPhefa39/P8kiF+39pUZh8Pl+2TPrQ0BCMRiMr1a5SqVh1aYfDwTxtNHbqd0XXKplMor+/nxktyZgovP6Uj1ZOxqjkbRIadmnekDdTIpEwJYeq+5H3UK/Xs/2Sqi2TAC689qV7Q6kRsjS1QWigExpKgYLRkVqY0LiF4yc5SDifhZE6pZE7hFD2K71W5eSgUmW/nKJA50BrKf0GKeOVnhGhnDg0NMTW59HRUWZwFu5z5NWNx+Mrcjjp2pYaZksjLlYrTiQ0qJcah0lx7u/vZ4qUUBEtXSfovAwGA0QiETPI07yzWCysfykAViMhl8shn8+z+gZAwfMulAmFsn2pUUL4fFZD1crak08+iSeffJK9fuSRR1YISEJ8Ph/+7d/+jfXi2ip+9KMf4Wtf+xpeeuklJBIJdHV14U1vehM+/vGPF1lWVqO7u5v1WKiEUAuvFmreWW6SEqXeK1qkSHClh9Fms7GJKHTvA5cXpUoCZqliU9rPSvid0mPQQ3LhwgVMTEygsbGxqC8HCez0+8JqetUqkMDlXhWJRIJVlyr3PbL0z87OMgtOufjh0nOiRapc+CB9hh4mofeGKhAKS/YKFzzqJ0VNNQ0Gw4pFlWLry+X5lQoWQiGd5gVZ1lYTQqiIjMlkYs2PySq7Gp2dnRCLxStyzyqNUxhmVC4/Ugh5g6lKFvXsslqtRb2VhNeLhCXa0Eo9iPTbwrVIaNwo9QiScAJgxb0PhUKs0MDS0hLzWpUeB0CRdVP4nNCzTX3cKllL14twg4lEIiueIxoDhe5SeAptpOQxpTFRQ2syrAivq/B+d3Z2sjmzsLBQtMGQMF5uztI6JSwfLpFIiqzR5ZR/mq9LS0uQyWQsHMpms2FychLd6C6Msbm4+iVncwmJjasqazB2rShcRQK+cB2j50eYV0zC1cGDB+F0OgEU0iXKJd8LnwOfz8fm42p7SamxSDhX18qT0Wq1aGlpweDgIObn57Fv3z6o1WpWqtzlcjHlg44pzKMGUOSJXm2+VtpvqbqdMLR0LQ+DXq8vKqpAxRSEz55Wq2X3gEIfRSIR27fIoEj7H607k5OTLKydCg+VC2ushrW8TcLm3sLwStp7hC2IxsfHceONN7LrX6mNC103+pzdbsevfvUrmEwmpNPpomgl4b2odJ9KEa6npV4zUqCE5yGMnKAwYmowL6z0vNZcLX2/XIVH4TlQawWg+FktRyWvHABmnKX1WOjVJUM7lbsnT7ZQAS81Qle6zsJ7IDS6l0YWlcqZpbnj5c6LHA1AIXqKotmEvyscj3AuPvPMM+x4JpOpKCqIvlsuJYNqIFRL1crayy+/jM9//vPI5/MQiUR49NFH8cgjj5T9rLDM/wc+8IGqB7NRvvjFL+JP/uRP0Nrait/5nd+ByWTCr371K/z5n/85HnroITzzzDPrWkj+4i/+ouJ75cKjqsFoNDKB32w2Q6PRrKiGB6wU3IFCDghVXKK8ELLeCcv0CkMQVgsLqZRMSpRTHqgalVwuZ2FpAJhljQR2WniFScCrPXzAZQ8FcFngpoTOcqEs9PeLFy9iYmKCJYIKwzDKnZPZbMbFixcBFIpalJ4/nbdwUQGKPV00jlwuxzYVmUxW0dJUOoZyoQvlFJxSQaP0ga9UTYgWIWFoHYCyZfVL58ha90k4LqFRoZz3T0gkcrmyFYXwlOutJIQEinIhGsLNiWLkSbioZG0XHqs0HC8SibC8L7FYzPq60e+SQlnu+RHmrwGF50HY4FVItV7gSt+rFOLS39/PmqUK4+zJQ0ZVZjUaDduk6TPlKpCWspYwTgivhzAvQqhYl1r5hQplMpmEXq8v8uDZbDYsLS1BapCiPdgOl8+FiYkJVr2Ws7lEBt+I7PT3IBHlVr4plgJH7im75pRa9IlyCn48Hmd5m8J8znIIS+cLPe6rUe7ZXWutE+4F3d3dRWFxVIiEGmVXOldaJ4XhepUoLVseiUTQ19fHlENh+Xk6p0oeBoo+KG1WLvQSUZiisDgL5fVptdoV+65er2fedqVSyYq1CPeT0j2mXP5Uub2mnLepUgQMXdO5uTn2HQqxpd5owutficnJSTz22GMsNWVgYIAZscrJVHS8SuF6QPF6Wuo1K/W00PH0ej0LybPb7czYR3JeNfJTNfu28BzIuyNUxle7VjROocerUosbyt+m90rDcMsZZsv9HoWdliI8V2H+YKnxFFjbSELPmTCtpNQBIhxP6d5dGjlQzqNZTpGmPnnVUrWy9n//7//FO9/5TvzqV7/Cr/3ar+H222/H9ddfX/HzCoUCBw4cwP/5P/+n6sFshNOnT+Ozn/0s2tra8PLLLxc1Kf7jP/5j3H///fj0pz+Nr371q1Uf82Mf+1hdx9jd3c36W1GOyJkzZ5gLtbSqTKlATL2QaGE1mUyrKgblhN+1rDNrHYMehI6ODng8HualUCgULKzFZDIxax6Nl3KWyk1k4bFLrT3lcqYqPQBCIXU1qGodUMitoZ4t5cIFyuXgCWPWhWEaQGGjo8pO1VAuDARAUVI4ITzfcotkOavRako6UD4mvNL1LkepJXkty3FplSwKXanm+NV4fit5YNc6Fn1f2LOFGotSO4JyeXCl+WurhW4Axbmma3mBhVQb4nLs2LEVuaDASo9pqQBE83o1VhPGyz0ndP6kXJIVkdYEoZVfGHJJ1UpJKUwkEjAYDDCZTMgqCnlTypxy3WEknNpRW/fjTO/7cXDmHyERX1bY8mIpRK//GmDsBrB6vrAQ4fpKwn2luVUOSiOo5HEvR7lnV9iOo9JaV7oXlLZXob2NPltKNc98pbLl5NmjaI7S9ZJSEtRq9YrwcxpPpWbldD6VjDWV1ku9Xl92D69U1GQ1JaJ0/wBWepvIi1Fuf+vs7ITX64XJZKoY0VEOGuuJEydgs9mYJyYYDOLgwYMAVvdMVWN8KDdXKnla6NwptJYKmJWGCK42V9ezbwOXC7qUjo3Gt9o+SfezUoubkZERVkm1UkGzave9ubk5VlG8VEYplz+4nutQyQAqDMUtTQUpPd5aLR9KrxkA5p3clNL9QMEr9PrXvx5dXV14y1vegve85z3r+fqm8g//8A/I5XL4yEc+UqSoAcCnPvUpfOUrX8G3vvUt3H///dvao0fYBNnlcjGLmUqlYqW3KylYQisTLQIUJ13t5F/NIlEN9CBYLBaWD0OlxoULC1WZI0+KcMGqJNSXs/ZQ+XvybJQ7F+qnQwUMNBrNCuteJeLxOGw2G2viWalqpvC10ApDFs21knMrURoGIuyXUlqSfq1FcrVzLSeolPvMehfT9Xx2NWEfqLxBVDr+WhbOtTyV5d4jRZvua+k1Xst6GQwGWY7d/Pw8urq6iuZtaXPXcl7gctdhPSEuws2DrLelG1I5AYjmdLkwReGYKNld+F4lQ4Cw+S5QaJsgtOJXCrnU6XRFvf/EYjEGBgZge9EGOAFJVLJinedsHlqtFjPdr8XXP5/HoZ6XMfRaJXTDB6G4/n1MURNSOofLzely86Z0blU65moe99XOodyzu14Fk/5dGhJWyWhWzTO/mhGokuBJXjW/38/SD+jZKx136TGE1z4ajbKeV+U8i+UUsnLnKwx/A4r3r7WUjNL1XniNK+3joVCI5eUKQ99Xg+YQtVUQiUTM6GqxWIqqnq9nLy93DqudR+n9pjC8ZDLJxtLX11fUm6zc76w1jrXGvJ7oq3Lfq6SMdnZ24pZbbinbZLxaKDdbOL9LZRShLAasNJ6udfxKBtCNOjXKvb9akbZqqKnACDUB3kk89thjAIA77rhjxXtarRbXXnstnnzySbzwwgvr7hfn9XpZcvx6NOFSent7odcX90EjCwpZH8pN6HKxsuudTMRaFgliNcsKTUwSFhcWFpBKpcpW7yOXcrkHqhxCaw8Vr6DFdLVFg0IWqtk8hcmywlLj1V7H0vvR09OzrtjjSscqLcVezhq11iJZjlAoxDanUuGm2rCJelFpUVtrg6j2eNVY1Fab20JFh+ZSaZGf1X6DPN1kxFhPtafVrsN6QlwqJe0D5T1ywOoe97XuzWqGgNLecxSqSmOqdB6l1kq73Y6nn34ay0PLwCQgCovg8/l43toWkk1m4Z1V47HZmxD7vWO4/sbroajiWS6tBCysGidktbW33Bxc7TmsVIJ9PZ6H1aB1Zy1PerWs5X0qd0wKLyQPYzXKivC7wOX2AgaDARKJpKiyZaXfLH0tNCZW2r/Wo0QQq32HSqhTWki5isjlviNUUN1uN5Nh8vk8rr32Whw9erQu82Ot8yi938DlwhUUnVTak6/c+Wx0rOXGVs1zuZYyClT2OK2nGJww7F6YMkGstS+u9ltrGUA3IhtVajkgvAar5T2WoyZlDShM7v/8z//Eww8/jImJCQSDQVYGuru7G6973eu2LARyeXmZNUEsZ1kCgIGBATz55JM4c+ZM1crapz71KXzzm99kSc9GoxG/+Zu/iS996Us1PRzCRc3lcrGHU6FQQKtdWTZYSGksO1D7ZFrNIgGsX3AuFyNMx6zW4yEcW7niFaVjFH5e+LdqNk+9vnKybDXXUajwEqt5Jao5FoWBCCv9lRNmq1kkhZRaj6jxI32+XsLLRqnV+FDKWkKBsCLpauE1wr+Va19R6Tco7EOYMyZkteqrQG0W9lLKKUtrVadabdOrpIyt9V1hmXXykAGXjRLlivsIEV5naomRN+QBAFlPFrOzs1CpVEW5b5zNIRKJwHehoGRnZVn86Oc/QjgTxh133LGmEFSpgM16DBCVQhjXMvyUK8FeziNd2pKi2vlUzTms9cwD6w9ho9+iSoiVjkvnVi5Xb2ZmhhUvSSaTMBqNRZUty41hLaWyNH9nMwyAldJC1vot4RzSaDSsYrOweEktSmUtlN5vAEUF5SrJEMKwvbWM0rWynueSzqXSb5e+tx7ZkrznZIwolzKx2nOz1m9VG567XtmomqqdlGdargpzJWpS1sLhMO68804cP36cFRIp5Z/+6Z/wqle9Cj/5yU82PewwHA4jm81CrVYzd34p1CuLtPRq+Na3voXf/d3fxdDQEJxOJ7761a/ib//2b/HUU0/h2WefXeFJIqjcu3B8QkoF9LWsJ+Vi2TcymYDqKu0IX68lVFWKbSfWM1Z6wFfrkVPLeZX7Dfr3WiE75SAFjWKqy4V2VUPpgkbNMatJjF3rd0o3KGpmuZ5jbAXr3SCqoVwo1mphFeVYTwVTYGW5+9JcUqGhYK18AHot/C6dx2qFYkq9taXHp89X66koF29fzXdXKzJSaglfTVgOhQo9A8+fPw+H51m899YGGA1hLI3JEdG9G9OXqqvthHm8V8nlcpgbmwMAJJVJBENBvPzyy2UFqNL5st6cqHLUqthVKsEOFAu+s7OzRQVtqs0lreYc1nrmhZ8rfW+1vSgUChWVGa9EJUXXbDajtbWVyUyJRIIdZ7V9c7XzrSZ/p1oqrQl0Pqu13ylH6RyicvJbaayslNsLrC0jla7ZG5E51hpTLREq1chNa0Vw1DKOSjLMWnKsXn+5lzC1pqnmuKtdg2p+Vzh/10NNytqnP/1pPP/88xgaGsIHPvAB7N+/HyaTCblcDj6fD2fPnsU//MM/4PHHH8dnPvMZPPDAA+v+jZaWlqrchBaLBS+88AIAQCaTVfycXC4HgKo6hn/sYx9DPB7HBz/4waKqj+9973vxyle+Ei+++CLuv/9+/Omf/mnZ79933334/Oc/v+pvVCskr3bjKx2jGivhag9CLYLzWudTi1JQi0Ja63eEC0Y1lh9hYvdG89aISop5LcepxmOyk9io8aGUcvexmrCKUipdv7VCKVdrkbDWs1DOi77aeQErC8WUS9pfa0Op5KkovTfVfnc1qypQfC1L+7cJhWWqljsQP4kvXjMGyaVWXgcB5E5/FPPijyFSZrPl1AeyBBs1RsQRR1acRSKRgM/nw9LS0oo8s3LPciUBvtp9oVbFrlpjRWlLivUIv9WcQ7XnWRq+WWkvIsOT0Ci8Xm8YpRxQmHdnZ+eK6o61nEs9DICrrQnC81nNC1VuXGsZlTeDar1ha1034bq7GTJHaZGx1cZSbahzKcJ7J6yZAFQudlbr/akmRLK07gNQvfJea8pCuRDYaqhJWfvhD3+IAwcO4OTJk0wJEnLnnXfi3nvvxTXXXIP/+I//qElZe//7319VWUudTsc8d+l05UapyWQSAKry8n3oQx8q+3e1Wo0vfOELuPvuu/Ef//EfFZW1T3ziE/jIRz7CXofDYZZgv17WK2yvJfgIqfQg1Ftw3gi1Knm1jrkar2K5xO7Vmk3X87fXYr25HTuJemzyRLlrmcvlihrxrlWJksa0WnJ+PUNQSkM0qz2vcp9Zq3z1RkNdajEAVFpXIpHIqsJyJBJBeP4MPmx4gSlqhBhZdJ16ANEjrwNQLs9iLwAAlP1JREFUvuAKZ2OQYUoaLIgLeX0eJpMJZrMZfr+/bN5g6Xypx7Ndi2JXjbGiXK7weoTfeuQO0XGE60pp+fDSZ0JoeHK73TCbzRXvRSUlZafuDautCRsZdz33mGqoxhtW7fwpVVIrtRZYD6uFuOdyuYrHrzbUuRS6d6U1E1ab6+tFeD1Xmyel50DNzel81trXK8lra81P4fvrKZJVk7Lm9Xrx/ve/v6yiRiiVSrz5zW/G/fffX8tP4Atf+ELVn81kMpBKpYjFYkgmk2VDIb1eLwCgqamppvEQV111FQAU9fcoRS6Xr3pt1sN6F6a1BJ/1/O5WWZzWs9jUa2OsRDVCbCSyMrF7rWbT9frttViPx2QvUy50T9iPiMpKVzOfSp+FWpTqtX6n2hDNSnOkFk94rcVY6i0sabXl+7cJ379BOQ1JJl/2mOJ8FroLPwI6D1Y9Dk51CA1TS1NLAABVhwrLmmXIZDKoVKoNCVabRTllUUg5wZdyKteTs7aa4Wa9e1U5w0vpmIX/pj3I7XZDpVJVLBYGrG6Y3Wn3Dlh7Tdip4y5lLW/Yegx/en1x2N5myBwU4i6s4lvOe1ltqHOl84hEIqsW36qnp3C1xuCVPFzleoGu9f3S+Qlcvv+VnsdN6bMmpLm5uaoeN7FYrKgU6mYhlUqxb98+jI+PY3JyEocPH17xmfPnzwMA62pfK5lMBkB1Hrp6sZ6Faa1FbqdQi3ei0nfqrcCtFoYGFBeIof+qbRVA51EuTLUelk4am7CC4ZVI6bUUxolTvlStHrJavN1r/U61IZpCy6Twb6vF3ldirXVltXHXU1jS61dv6WC1WqHX5YHV0o0D83UZC6cYMkwZjUbMnC0U61DoFQghBLlcjkAgwFpC1GMd3mxjHFEvr1Ilw00ta0vpulJaqKtU+RRWBq622vJuQbgmCMNCN8JWzS0ha3nD1lNNtFzYXj281eX2SWEV33IFZ8o9P6SEVXN9S+WUkZERWK3WTXseqzl3YGW7mdUKxq22hlCEW6XeijQXK9X8KEdNytob3/hGPPLII/izP/szSCSSsp/J5XL4xS9+gbe+9a21/MS6ueOOOzA+Po6f/vSnK5Q1l8uFkydPwmQy4ejRo6se56GHHsJf/uVf4vbbb8cnP/nJFe///Oc/B4A1j1Mv1rvArCX47BRq8U5EIhH2cFNZYKByXH851krYriZnTPiQrrcq01phqtUuwJXOQyi4l1YwvNIoPe9SBavWsNNavN1r/Y7QUk75I5WsckBx9dFaey6uRT3CcqtltTHr9XrI+68GTjxX+QDGrk0Z15UOCVXxeBy4ZATO2/Kw3mhFX18fmpubKxo+gPUVb9is8OJK1OM5qWS4qeXZqbSurOXxr6UQl5DtUGKqgcYyPT29qtewGrZ6bhFr7RXrMfxt1npcbp8UVvGtNK6NPD+V5JRKXrBq2Wh4f39/P6ampir2Ai33ffqM8PVqvRVLW0hUS01Nw+677z60tLTgtttuw+OPP15k1VleXsazzz6Lu+++Gz09Pfjc5z5Xy0+smw984AOQyWT4m7/5mxXWij/+4z9GJpPBvffeW1SEZGlpibUdIPr7+/GrX/0K9913H06fPl10nLm5OVY45IMf/ODmncwl6Ka6XIXm2ZSIWemzCwsLLGZ9//792L9//45afIWUS7pci1wuB7vdDr/fD7vdjlwuV1UOD0GK0unTpzE2Nrbieq7nWLSwlPZ2WSuUhcJU4/E4fD4f3G73mt8pdx6rzQuqYChcbK50aNO0WCxFicBC1iPk0P2v1hO31u/Q+Pr6+jAyMoJUKlXx/pbLF1jt/VrZyPWpN4rr34ecqLxhEGIpcOSerR3QFQIJVcLCXBlbBr29vejt7WUl08vlf1S7dxHrWX+3k9K9tnRdAWp/dtazrgi/U24M1Z7Leu9Ttcela7QR6jUntnNurXZPq713odDlXqlEuYIZG73mwn3o5ptvRl9f37qintYzjzZDThFeT/LKrud66PV6DA4OFuWMr/bs1nLetZ5nTZ61Q4cOIZ1Ow+Fw4Mknn4RIJIJarYZEImHeBqCQH1ausIZIJKqpGspqDAwM4C//8i/x+7//+zhy5Ah+67d+C0ajEf/7v/+LZ555BjfeeOMKT9knPvEJfOtb38JXv/pVVlRkeHgYX/7yl/Gxj30M1157Ld761rdicHAQLpcL3/72txEOh/F7v/d7+PVf//UNjXejZU5Lj7Way3UnUq13QnidxGIx8zyo1WoWTlCtJcXhcGBycpIZF7LZbFHjyVpyxtb7Ha1Wi3w+z76jVCrZ81Ita82LeuS+lWMtr2S9rLObZekttaLVKxSqmt9dTwnitUJjNpIvsBnj3gpCYiMm2+7B1Y5vQYLLz0teJIXo9V8DjN3bNra9jlgsRtR5WUiUNkrR1dUFi8VSNC9W29Or8QJs1rpVT1arnidkq5+dWr0cm+GtqacXq9ycqGV/2Mlza617V+o5Le2VWvqZjV7zWuZSLfNos1I2hB5ZYP3XYz3PbqXzXq234mq5cqtRk7J28eLFotf5fL6stlip4ZtIJCr7943yoQ99CH19ffjLv/xLfPOb30QymURfXx++8IUv4GMf+1jFHmylfPSjH8W+ffvwt3/7t/jZz36Gf//3f4fBYMD111+PD37wg/i1X/u1DY2z2ger2gVmNZfrTmY9ixSVh6WcIwDsQVotblj490gkApfLhWQyCb/fD4PBwL5PY9nsVgF6vR49PT3MUk1hROthrXmxGYLCWon09doodmMoVL1/p5b7S/N7sxXc7SISiSAx+Eb8x3IL2i/+EobZEEJxAzxvfS2ubrwRG0+151QiGAzi/LPnYUZBmBLfWTCSCUOWSuckgHWH5u0k4wBRbg8RslaI1E44h9WohxKzkWu0FqvNq/XsD1s9t+ppcBRez3K9Uks/Q6+3cu7VMo8qhULWY9wbvR7VjqPSeev1lXsrCufipleDnJ2dreVrW8Jdd92Fu+66q6rPPvjgg3jwwQfLvnf33Xfj7rvvruPILlPtRNqJm9dWUnqdxJea35aL6S/n6Sld1LVaLSwWC5xOJxobG1mRGOH1r2WxWO93qL8Nsd4Nspp5UW9BYbU5W8+NYrs3HWD7czhqub+7QTAsZT3XmXL62g5cj18t5bD8w2UAQM9bGuFyuepSGY1TntL9XtmtZJbijTb5rWYtr/TZzabSHrJTPTS1sFEZQ3iNZmZmmEFVyEavkXBOrKcgx2rH2UzqbXCsZs5t97ysZh6Ve4YpFJKo136/VddjtfNebb7Re5teDbKriydzb4T1TKRqFphSl+t6qxNulM3aSMtdp2oX3HJCv9VqxdDQEIxGIwKBALNq7MSFrZpj7BTLWT0Xxu3edLYrEb2UrRQstkMxXe91pmfG4XCg90AvJhomIFoWwXvRC8trLBW/x9kYoVAIfr8fkkwhXzCry+LQVYeg169d8XC1Obye+79dz2S5PaS9vX3PGVA3stbQNaIKerFYjOULVerRtZE1ZyP7w1atdfU2OFZrvNvueVnJaE6pUeUKsW3Wfr+V12Or9uqalDUinU7j2WefZUU6FAoFLBYLuru7ce2111asFHmlI5xIwiIZGwkVIJfreqsTbpTN3Eg38sBVUvSE12mjDSU3wnoe8O329ABrW5A2ujBW28hys9kJnr2tYjsV01qus15fCLFqbW3FBcMF5Dw5qDKqPXt/dgKRSATd3d1wN7kRRxzqNjWuueYa9l7pZ6u9F+v57nY9k6uFONXz99ezvu+EvUAIXSMq9U7VA8VicdnKfhtdc2rda7ZyrdsMBaRaj/NOmBNENQ3BN1Op2mnXY6PUrKz9/d//PT796U8XVVIU0tLSgvvuuw/33MOrdJWDJlG9k0I3EiZQSj2LoGzW71ei0iKw2x7gneLpAapz69fCehpZbjbb7dnbSrZTMa31Omu1WsRiMUhNUqQ9aaiWd2ZT5u2i3sI8hZ+2aloxgxnoLfqi96q5h+XGtJ77v13P5FZY53eDh5F+ezVDnVKpLBLGK92jeqw5tew1W7nWbZVXZyfJBuUQXvNyDcGJ3SaTbRc1KWv/+q//it/7vd8DUKgMuX//fphMJuRyOfh8Ppw9exZnz57F7/zO70CpVOItb3lLXQe9V9iMBaReG1u9i6Bs1u+vxm5eBKhxtsvlglgsrqrnx25lJ3mzdkI4yVaxlUJwOQtwLddZr9ejs7MTp3SnCse1h9ZdTXWvshnCm15fKALwwsUXCq+H9EX9rqrJU6lUPbHaRu7b+Uxu9h6y1R7GWpT5asNdbTbbmvdztTVnM72GW63wb4XssZP2zXIIr3m5huCc9VGTsvbXf/3X0Gg0+MlPfoJbbrml7GceffRRvPGNb8SXv/xlrqxVYLPc5fXY2La7CAopKmStu5IKTQgbZ1PVyKGhIdbTaK9R7jnYznAf+r2NhifvdLbbAlyrQGMwGNA61Ir5E/NQpBXrrqa6V9kM4S0UCsHj8cD3rA8AkFfli4691j2stI7Tcatt5L6bDW+rsZUexlqV+WrmlfB+zs7OIhqNrigvD1ReczbbS7QXjXBrzYftDpld65pv9/h2GzUpaxMTE3jve99bUVEDgNtuuw3vete78C//8i+1jm3Ps1kLSD02tnoXQVkPtPD7/X74/X50dHSgv7+/bsevdgwb3TxqXYwikQjLAVCpVJDL5VCpVDsuzKFelD4HQP3Cg2thp4eX1JPdaAHWarXQdegAABl/Zk8aMGphM4x/dO8y4QwAIJVMVX3s1dbx7fIS7TTWIwNsVF6o9ZpXM6/KFRpJJBJl185ya85WeIn2msK/2nzYKXtYpWter/HthTWgWmoyScrl8qoa2DU3N0OpVNbyE1cMen3l7vbbCS0EFotlyx/0SCQCjUaDjo4ONDY2srm2sLCwrm70Gx3Daq/XopbO9oRWq2WJ2kDhORocHNxxc6SeCJ+DjV77jVKv3w+FQls6Z3cqpcLdRpUIvV6P3tFeAEA+mN/Tz8V62Iw1W6vVwul0stfDdw2vyyNTuo7T9zY6Jzayvu401iMDbEReqPWaVzOv6FilhUaqXTvrvUZcKVSaD9u9h65FPcZHEUinT5/G2NjYrl4DqqEmz9o111yDM2fOrPm506dP48Ybb6zlJziX2O5wsO0QhMiSRw2wNRrNlluJNmql3oilUK8vVK0kJbVcOMleZruLfNTj9202G8bHx1n41172zq3FZkQQtO5rBQB4zng2fKy9xGZEOSzMXi5aJTfLKx6/dK/K5XIsBNJisbDebDTO7fASXcls5JpXE6a6nkIj9RwbZyXbvYeuRT3G53A4YLfbAQB+v7/IGFQvdpLnriZl7c///M9x66234pvf/Cbe/e53l/3Md77zHTzxxBN46qmnNjTAK5md4spejc2YzKUL93ZszBvdPDa6GO21kI31sN0b90Z/PxQKYXx8vCj860oXJus9n3XtOvbvEz84gWvfcm3djs25jMvlQnQ6yl6fnjqN3v29ZfNPhHuV2WyGx+NhVeB6enqqCoerlp0ujO5UNnNfoWPXKhNcyXtevdnuPXQtdvr4gJ0nf9ekrP3sZz/Da1/7Wrzvfe/DF77wBVx//fVobm6GRCKB1+vF8ePHMT09jbe85S148MEHV3xfJBLh/vvv3+jY9zw73Xq42T3WhMfartLNtZ7PbliMdjLbvXFv5PcjkQjUajX8fj+AQmgQFybrizvsZv9+9GOPouVYCzo7O7dxRHsTpVIJ7xkvFFAAAPL5fNl9qHSvElax1Wg0dS8Cw9fXnUu1a+dO8lrsRbZ7D12LjY7ParXC4/EgFotBrVYXee7rwU6Tv2tS1j7zmc9AJBIhn8/DZrPBZrOV/dwPfvAD5PP5FX/nylp17HTr4VZN5vVszDtpA9jpiyVnc6DeVB0dHYjFYhgZGeHzoM7MzMywfyc0CZw6dYora5uAWCyGTqlDGmkAwPz8PBwOx4r1tXSvslgs8Hg8Re/XG76+7l52mteCs/ugdJG90u5hLTakrHE2l51uPdzKyVzNxsw3AM5OQPjc5nI5iMVihEIhPhfriFqtRvb6LCTPSbCcW4bf7+fXuM5QNcf0w2n2t0gkApvNBqlUWrS+lturqFhQtXvXTjK0cTaXnea14KzOTn02NzusdyfJ3zUpa5/73OfqPAxOJcpNxp3y4Oy0ycw3AM5OgeYdNx5snHLr3b59+/DC/hfge84HXV6H7u5u/rzXGarmKER4fUuvd+letR5Bihva6stOkREqsdO8FvVkp1/79bKXn8217tVO8t5XFUh+ww034Hvf+15dfvC73/0ubrjhhroc60pkp5Us1usrlxLe6tLlWq0W0Wi0kBQfje6pDWAr4SXn68NOL5+8G6i03un1ehy99SgAQJaSIRqNYmpqqmxIPp/PtVFu/bRYLGhubq74fq1s5bOy1+fDTpMRykGG3u1oDbSZ7IZrv1726j622+5VVcra888/j8XFxbr84OLiIo4fP16XY12J7JYHZ7c9CJwC/L7VD947aOOUW+9I2LYMWgAAKXcKDocDi4uLeOqpp4oUNj6fa4cEava6V48777wTfX19dRewt+pZuRLmw26REVYz9O5Wdsu1Xw97dR/bbfeq6jDImZmZupThFyaGc9bPbgkf2I6QRArbodAdHha1fup13/ZaKEgt7LQw4bXYifesdL3L5XIsJCcTzwAAsvEsFGIF+4zL5WLFRnho9MYIhULQ7dMhPBHGnX9156YVcdmqZ2W3zYdansndIiPsRfbitd9t+1i17LZ7VbWy9vWvfx1f//rXN/yD+XyeFyfZALvlwdmOB2G3PXw7kXpcw70c475edlLM+2rs1HtWut4JhW2pWooGTQOWo8vIBDKQtcoAFEL1CL4m1I7NZsNTTz2FqKfQZ21mYQb7sG/Tfm8rnpXdNB9qfSZ3i4ywF9mr13637GPrYbfdq6qUtXe+852bPQ7OOtgND852PAi77eHbidTjGu426zVnZ9+z1XouqiwqhKIh9DT1QDOkgcViKfL+8DWhdlwuF7xLXuR8OQDA01NP46Dt4K5ukbCb5sNGnsndICPsVfi13z3spntVlbL2L//yL5s9Ds4eZDsehN308O1UNnoNd5P1mlNgt9wzobAdDAaRUxcUiYXzC3jlq19ZVpHga0JtWCwW2C/YoYMOeeSxLF3G9PR03ZW1rQ6/3S3zYbc8kxwOZ/OpqXQ/Z++xE/NVOLuT3WS95hTYTfeMxnb69GlklIW8Nc+MB+Pj47tGEN8tqKVqAEBOlkMeecRisbr2s9up4bc7gd30THI4nM2lqmqQnL3NlVAhi7O17MVKX3ud3XTPIpEIXC4X3Ak3ACDtS0OtVu/4il67hVAohPHxcZgyJgCAOCuGTqeDTqer6x6x2yqybTW76ZnkcDibB1fWOIhEIkX9yfiGuZK93puHw9lN2O12nDhxAklZEgCQj+Sh0Wh4qFidiEQiUKvVEHkLxcBEeRGOHj1aVGm3HuzVsuAcDodTT3gYJAe5XA52ux0A4Pf70dPTs80j2lnwUB0OZ2fh8/mgVquRMRTCINO+NILBIBwOBwDw53ODaLXagvKr0iKAALrf2I2Wlpai9+sBD/XjcDicteHKGgdisRgdHR2IxWJQq9UQi7nDVchOrpS3mfA8Rs5OxWQyIRaLQXwpOCSXyuHZZ5+FxWLB0NAQRkdH+ZzdAKREnZw+CQBoH2zfNKWK5xmupB5rL1+/OZy9A5fKOcyKarFYeChRGa7EUB2ex8jZyXR0dOBVr3oVzO1mAIDYKUYykUQymUQsFuOh3HVAr9fDedwJAHj52y8DAM+f2gLqsfby9ZvD2VvUpKzl8/mqP7u4uFjLT3C2ELKiWiwWHuJXhivx+vDEf85ORqvVoq+vD70HetnfQnMh5PN5qNXqK8KgspVY77ZyoX+LqMfay9dvDmdvUZOyduONN2JmZmbNz33nO9/BwYMHa/kJzhbDq06tzpV2fa5EbyJn96DX6yGXy+HL+NjfWrQtsFgsMJvN2ziyvYPQKNtySyFfjQv9m0891l6+fnOuNPZ6EbialLXnn38ehw8fxt/93d+Vfd/v9+Mtb3kL7rnnHiSTyQ0NkLO57PUJvpns5Wt3JXoTObuHUCgEm80GdaOa/S2bysLlcuHs2bMYGxvbk8/lVhL3xi//OxlHNBpFOBzm13WTqcfay9dvzpXElRD2W5Oy9u1vfxtqtRq///u/jzvuuINV4AKAhx56CAcOHMB//dd/4RWveAXGxsbqNVZOnSAlw2az7fkJvllcCYvDleZN5OweqLQ8ACy3LAMA0sE03G43FhcXYbfbi/YlzvoJeoPs3x6RB9FoFIlEYs+udzuJeqy9fP3mXClcCWG/NSlrv/Vbv4XJyUm85z3vwS9+8QscPHgQ3/zmN/Hud78bb3jDG5BMJvH1r38dTzzxBAYGBuo9Zs4GECoZ4+PjiEaj7L29OME3iythceBwdipUFMloNELeKAcAKCNKpFIpKJXKbR7d3mBhdqHwD0WhZUk8ftnTxtc7DoezU7gSwn5rLt1vMBjwj//4j3jnO9+JD37wg3jf+94HAHjjG9+Ir33ta2htba3bIDn1Q7jJqtVqxGIx1uh0L07wtai1vLFWq4XL5Sp6zUslczhbA4V5KZVKRA5FYD9nh1asxeC1g9BoNFCr1bBards9zF2Nb+5SPqAaCIfDRcralbhXcDicncmV0K9xw33WAoEAwuEwS0b2eDyIxWIbHhhncxAqGRqNBj09PRCLxXt2gq/GRppdly4OAHjjbA5nC6H+XJ6rPLB/zw6NVIPrrrvuil3P6k1iKQEAEDeK0dXVhX379sFisfBry+Fwdhx7vV9jzX3WnE4n3vKWt+ANb3gDstksfvzjH+MTn/gEnnvuORw6dAj3338/crlcPcfKqQOlicednZ1XbFz7RkMZhTkBPCxybxdc4excZDoZACDmjWF8fBy5XO6KXM/qRSgUwvHjx7FwthAGKTVJYbVasW/fvit2r+BwOJztpCZl7e/+7u8wPDyM//qv/8Lb3vY2nDlzBq973evwpS99Cc888wy6urrwyU9+Etdeey1OnTpV7zFzNghPPC5QzzjnKyFmejWuhIIrnJ1JUlaoOByeD8Pv92N8fJzPvxoJhUIYGxvD448/DveMGwCga9ehp6fnit8vOBwOZ7uoSVn70Ic+BKlUiu9///v493//dxiNRvbetddei7GxMfzBH/wBxsbGcO2119ZtsBxOPalneeMrvVQy9yxytoNQKIRlQ6EaZNaTRSwSg1qt5vOvCsp5wiORCNxuNyKRCHLhQmRMSpZiec0cDofD2XpqUtbuvvtujI+P4y1veUvZ9+VyOf7qr/4Kjz32GDo6OjY0QA5nM6mnl/FK9lhe6Z5FzvYQiURgtF42FjbkGqDRaPj8W4NKnnC6bgqFAg2JBgCA0qyEx+Ph3sodDA9B53D2NjUVGHnooYeq+tzNN9+M06dP1/ITnC2AVy/k1ItyBVcWFhb43OJsKlqtFjPJGfZ62bkMs9nM59walPOEU4L+sWPHAAATyQnkkEP7cHvRZzg7i40UyuJwOLuDmguMVItKpdrsn+DUAM8x4tQb8iwC4HOLsyXo9XooFAr2Oh/MF/WO5JSnkic8FApBLBZj3+A+5CKFMMjGrsay3+HsDHgIOmc3wr3B66Mmz1pzc3PVnxWJREX9qDg7g0qWVc72sVc8nXxu7X12ylwNhUKF/UUOIAVkvJltG8tuolxfIjLgRaNRzJ6ZBXIAxEBKmkKHuYM/wzuUcj0/OZydzFZ4g3fKHlUvavKseb3eqv/zeDz1HvOaTE1N4brrroNIJMK73vWumo4RDofxmc98BgcOHIBSqYROp8PNN9+M73//+/Ud7DbBc4x2FnvJ08nn1t5mp8xVqlw4OzsLpAp/833Px5thV0lpji0ZWWKxGLLBLABApBHBF/DxnLUdzJVe3Iqz+9hsb/BO2aPqSU2etdnZ2YrvuVwuvPjii/h//+//4Z577sGnPvWpmge3XvL5PL72ta/h4x//ONLpdM3HiUajeOUrX4mxsTHcdNNNeNvb3oZ4PI7vf//7+I3f+A2cOXMGX/ziF+s48s2jknXhSuj4vpvYS94oPrf2NjtlrlLlQrfbDRlkW/77ew3y0KjVasScMQBAXp1HIBBANBrd1WvSXmevNwTm7C022xu8U/aoelKTstbV1bXqe9deey3e/OY3Y3R0FM3NzXjf+95X8wDXwzve8Q5897vfxdve9jZcd911+PCHP1zTcT73uc9hbGwM733ve/GNb3yD/f2Tn/wkjh49ij/7sz/DG97wBlxzzTX1GvqmsJarmS/wO4e9FsrC59beZafMVfrdVCpVpKzthY15OxAaWZZESwggAHmTHAAwPz+Pnp4e9tm9FmLE4XC2js026O6UPaqebFqBEbPZjDe/+c34yle+slk/sQKHw4Fvfetb+N73vgeDwVDTMdLpNL75zW9CIpHgS1/6UtF7Op0Of/RHf4R8Po+vf/3rdRjx5sITj3cPPJSFs1vYKXOVKhcePHiw6O97YWPeLig0cvJrkwCArD2LRCIBk8nEQiH3YogRh8PZWjaz1dFO2aPqSU2etWppbGzExYsXN/MnivjJT36y4Zvy8ssvIxAI4Oqrry5bSOU1r3kNAOCxxx7b0O9sBXvRurCX2UneqJ1uOd/p49vr7JS52tnZiV/7tV/DQ+9+CDPfLJTwdzgcALAjxrfb0XZrcXj0MGuKXc7gxz2ZHA5np7FT9qh6saml+x999FE0NDRs5k8UUY8bc/bsWQDAwMBA2fe7urogk8kwNze34z1Vu926wEu7bg873XK+08fH2XrU+9WFfzQDTz/9NMbGxvi82ABiaUE0uPtv72aKGlAw+PECQhzO1sHlIA5Qo2ftC1/4wqrvB4NB/O///i8mJiZwxx131DSw7SIQCAAATCZT2fdFIhEMBgPcbjcCgUDZjSqVSiGVSrHX4XB4cwZbBbvVusAbfW4fOz05d6ePj7O1OBwOLLgXCi/cQDweRywW4/OiRjwOD3KZQo+19oPtaMo1rfBi8wJCHM7mw+UgDlGTsva5z30OIpEI+Xx+1c+1tLTggQceqGlgLS0tVfVns1gscDqdNf1GOeLxOABAJqtcXUwulxd9tpT77rsPn//85+s2pisRLpBvHzs9fHanj4+zdYRCIczOzsKZdLIiI/lEHmq1ms+LGgiFQjh34hwAQKKSIJlLljX47VYjIIezm+ByEIeoSVn77Gc/W/E9kUgEhUKB3t5e3HXXXVCr1TUN7P3vf39VHimdTlfT8SuhUqkAYNXS/8lksuizpXziE5/ARz7yEfY6HA6jo6OjjqPc+3CBfPvY6aX3d/r4OFtHJBKBSCRC14EuLGEJACDNSGEymfi8qIFIJIKUpxAVomhScOGQw9lGuBzEIequrNWLtUItN4umpiYAgM/nK/t+NptFMBiESCSqGCopl8uZ941TG1wg3152uuV8p4+PszVotVqo1WqoVCqItCLkI3mIU2KMjY1Bp9Ohs7Nzu4e4q9BqtUh6C8ZIeZOcC4cczjbC5SAOsanVIHcjIyMjAICJiYmy709PT2N5eRkDAwM1ew051VEvgZxXDuRw9iZ6vR6jo6Mwm81YaFlAKpLC8uIysK+Q48GVtfWTCxby1cy9Zr5ecjjbDDdMcoAqlbWNeLlEIhH+5E/+pObvbzWHDx+GxWLBqVOnYLfbV4QvPvzwwwCAO++8czuGx1knPEGXw9nb0POs6dAgdSGFsCMMVVwFi8WyzSPbXdBaGVkq5MnkNXmEQiG+XnI4HM42U5WyVm1BESH0+Z2srHm9Xni9XphMJpjNZgCAVCrFvffei89+9rP4+Mc/ju985zsQiUQAgKWlJTzwwANoaGjAvffeu51D51QJT9DlcPY+kUgEWrMWPvggy8nQ19fHvWrrhNbKqDMKAIiL45ienuYGLg6Hw9lmqlLWPvOZzzCFZadit9vx/e9/n70+efIkgELfNGFFyrvuugsHDhwAAHzta1/D5z//eXz0ox8t+szHP/5xPPLII/jud7+L2dlZ3HXXXQiHw/i3f/s3uFwufOUrX8G+ffu26Mw4G4En6HI4ex+tVou8vGBMFEfE8Pv9sNlsXGFbB7RWJv2FnDWN5XIjbK6scTgczvZRtWdtpzMzM4M//MM/XPH3kydPMsUNKBQQIWWtEnK5HI8++igeeOABfPe738Wf/dmfQaFQ4OjRo/iXf/kX3HXXXXUffzl4rtXG4Qm6HM7eR6/Xo3mwGfOYR9afRSqVwvj4+J7P96jnHkFr5dPxpwEAupZCpWVu4OJwOJztRZSvIraxsbERf/iHf4hPfOITAACJRIIHHngAH/7whzd9gHuBcDgMvV6PUChUdasBYa4VAB6KwuFwOKsw9h9j+PHbfgwAaP2HVgwNDaGvrw/t7e3bPLLNod57BCl+3z/2fUQXo3jDw29Az409fN/hcDicTWA9uoG4mgNGo1HMzs6y1/l8fl35a5z1Uy7XisPhcDjl8U/52b/zucL+tJe9Qg6HAy6XC9FoIcdsI3sEKX5OpxMxdwwAoDAp6jJODofDuRIIhUJYWFhAKBSq+7GrCoPs6enBP//zP+PEiRNobGwEAPz93/89fvrTn675XZFIhF/+8pcbG+UVCM+14nA4nOrx2D3s32apGWbz3i09HwqF4PF44Pf74ff70dHRgf7+/pqPR4peJpZBPlNQdMOZMGLTMR7VweFwOGuw2ZXHq1LW/uIv/gJvf/vbcfr0aQAFBWxmZgYzMzNrfnenFybZqfBcKw6Hw6mOUCgE1agKBkMIR46cQfvSE2icuBpo/RBg7N7u4dWdSCQCjUaDjo4OxGKxDSumZBxM+VMAAIlSAolCwn6L7z8cDodTmc2uPF6Vsvb6178eDocDk5OTSCQSuPXWW/G7v/u7eOtb31q3gXBWsteT4zkcDqceRCIRHDCfwt2//02IxXkgC+D0S8iP/wtEr/8qMPqb2z3EukLKlUajgUajgdVq3dDxyDg4NTsFAJDqpIhGo9BoNDyqg8PhcNZgs6PhqlLWAMBgMODYsWMAgK6uLhw5cgSvfOUr6zoYDoezM+CVSDm7CV0uAO3Zv4RIXJxLLcplgJ/8PtB1w57ysG1G5IVer4fn+UIoaSafwbPPPotbbrmFP/8cDoezBpsdDVe1siZEWGyEw+HsLTY79prDqTe6Cz8C8rnyb+YywEvfBl79ma0d1CazGZEXKXEhDDIdS8Nj8+DJJ5+E1Wrl/eo4HA5nDTYzGq4mZY3D4exd6hF7zT1znC0lMLfG+/NbMozdjiy2iFtvfRraLh+W1ArM5w1wuVxcWeNwOJxthCtrHA6niI3GXnPPHGerSapasWqheWPXVg1l9zL277ir6dMQv6LgoRwFkEudRyDcBuCa7RwZh8PhXNFU1WeNw+FcOVDstcViqUnR4j0COVtNoOd1yEFS/k2xFDhyz9YOaLcRmAN+/CGIRcWhpGLkYHrmc2t7LjfAZvYm4nA4nL0AV9Y4HM4K9Ho92tvba/KIlXrieDU5zmazrG7DT/AaZHPFrWLyIgnit315TxUX2RRe+jaQz5Z/j3L+NgHywrtcLkxPT3OFjcPhcMrAwyA5nB3Kbs374j0COVuNWCxGev+b8cB3mnBD9AL07UFIr+lH9vA7kJa1oj8U4vNwNbYp52+zexNxOBzOXoAraxzODmS3533xHoGcrSSXy0Gj0UDWPoDH/s4CeZcct/1/t7H3uRKwOiFxI1a9OpuU87fZvYk4HA5nL1CVsmaz2Tb0I7ySFIezPrjFeWPsVq8kZ/2EQiF4PB5Eo1EsRZaghhrLgWU4nU60tLQgGo1CqVQiVOJd43PkMnOmmzGS/2dIRGXaH2xizh/3wnM4HM7aVKWsdXd3QyQSrf3BMohEImQymZq+y+FcqXCLc+3sdq8kZ32QYSOZTELTokEeeeQiOSgaFFAqlYhGo0gkEhgbG4PZbIbVagUAPkcESEy9eMhzO15negQSyWWFLS+WQvT6r21qzh/3wnM4HM7qVKWsdXZ2rlDW8vk887gpFAo0NjYil8vB5/NheXkZAHDw4EEoFKsWVOZwOGXgFufa4V7JKwsybJhMJsxp5iBSi5CP5WFcNkKn0yGRSCAajcJutyMWiyGRSECpVBYd40qfI2KxGAvpV+BrX7Pi2J0TGHiVDOr2A1Bc/z5enIXD4XC2maqUtbm5uaLXiUQCr3/96zE6OorPfOYzuOqqq5gyl8lkcOLECfzpn/4pEokEHn744boPmsO5EuAW59rgXskrCzJsKJVKKBQKjLWPIToZhTqnZnMhFosBANRqddljXMlzhMJI0940IkE9nl+6HbqbbofVaoWCrz8cDoez7dRUuv+zn/0sgsEg/vu//xtHjhwp8rpJpVLccMMN+NnPfoZIJIJPfepTdRssh8PhrMVG+8RxdieJRAIGgwHq5oJCZj9nBwD09/eju7sbHR0d0Gg0AACr1crnyCXIE50NF0r3R0VReDweXkqfw+Fwdgg1KWs/+MEPcOutt676GZFIhFe/+tX40Y9+VNPAOBwOp1Y20ieOs/soCn29FOHoc/hYXtr+/fsxOjpapJzxOVJAq9UiFotBnCyIA6omFfNE8ob2HA6Hs/3UpKwtLS2tiPkvh1qtLgpH4nA4HA6n3gjDGPOyPAAgsVjIVZuammKVILlythK9Xo+RkRFIMhIAgFwjZ+GiV3J4KIfD4ewUalLWLBYLfvCDHyCZTFb8TDqdxg9/+EOYzeaaB8fhcDgczloIQ1/7rusDAPjtfkxOTiIej/OQvjXo7OxE6IXC9bHoLejr67viw0M5HA5np1BTU+w3v/nN+Ou//mscOXIE73vf+zA6OgqTyQSRSAS/34/Tp0/jn/7pnzA+Po5777233mPmcDgcDqcICm1cbF0EACxHlovev9IrPq5GMBhk/3Y+44T287wCLYfD4ewUalLWvvCFL+D06dP45S9/iY997GNlP5PP53HNNdfgi1/84oYGyOFwOBxOteRkhT5h0mUpVKpC/pVGo+EhfasQ9AbZv5OBJFdsORwOZwdRk7KmVqvx6KOP4uGHH8aPf/xjjI+Pw+fzIZ/Pw2AwYHh4GHfffTfe/OY3QyyuKdKSw9nVhEIh3iONw9kGDK0GAEA2lkVHRwcUCkVVOdZXMsvxy15IzWs1yOVyq3yaw+FwOFtJTcoacffdd+Puu++u11g4nD1BKBRiVehcLhfP/eBwthBVkwoAkA6m0d3dDa/Xi0Qigenpaf4sViCbzLJ/G6434PTp0wAKuWwcDofD2V427PZaXl7G6dOn8cgjj8DtdtdjTBzOrqa03DUvf83hbA2hUAjTSwVDSTaRRdAdLHqfP4vlacg0AAAkagkuTF/A4uIinnrqKdhstm0eGYfD4XBqVtZ8Ph8+8IEPwGQy4aqrrsJdd92F559/nr3/qle9CidOnKjLIDmc3URpbgzPleFwtgaHw4FF7yJEChEAwDfnK3p/pz+LoVAICwsLW165Mu1MAwDEejF0Oh1UqoJ3krfe4XA4nO2nJmUtFArhxhtvxDe+8Q0sLy9jZGSk6P2LFy/i6aefxu23347Jycm6DJTD2S0Iy4jzsCsOZ+uIRCLw+/0Q6wpbm2vGhUwmg0wms+Pz1ih82uVybXmrAc9FDwBA3a1GOBxGPB4HUGjTw+FwOJztpSZl7b777sPU1BQ+8pGPwO/348c//jHy+Tx7v7e3F4899hgSiQTuv//+ug2Ww9kt8Aa8HM7WEgqFWH5aVlHIwXLPunHq1CmcOnUKHo9nR/db287waee0EwCgalbhyJEjaGtrw80338xz1jgcDmcHUJOy9t///d94xStegQceeABKpRIikWjFZ17xilfgjW98I375y19ueJAcDofD4ayGw+FAIBCA0WgENIW/5UI5OJ1OBAIBxGIxADs3b227wqdDoRCCC0EAQFKShEajwSte8QquqHE4HM4OoSZlzWaz4ZWvfOWanxsZGYHT6azlJzgcDofDWTcqlQqq5kLOVXgpjFQqhXA4zKI/dmre2naFTzscDsQ9hbBHkU4EhULBIwI4nG1iu/JWOTubmkr3S6VSpNPpNT8XiUSgUChq+QkOh8PhcKrGarXC4/EgFosh0ZFAHHGIYiKo1WoYjUYolcodn0Oq1+u3dHyhUAizs7MIu8MAgKwsi2QyiVAotKOvE4ezF+FtfziVqMmzduDAAfzkJz9BJpOp+JloNIrvf//7K4qPcDgcDodTb/R6PUZHR9Hd3Y0GY6EUfcwVw/T0NGZmZmC32ytaq0ut2XvRuk3nZLPZ2Lk5HA44HA7k5wpeR7lWDo1Gs2NDRTmcvQxv+8OpRE3K2rve9S5MTEzg7rvvxpkzZ5DL5QAAIpEI8Xgc//3f/42bb74Zdrsd73znO+s6YA6Hw+FwyqHX66HT6SAzygAAspQM+XweqVQKwWAQ4+PjKxSw0iqMNptt26oybhZ0jjMzM3jqqacwMzOD6elpLC4uFqcqXJIIdmqoKIezl+FtfziVqCkM8v3vfz9+8Ytf4L/+678wOjoKkUgEkUiEt73tbUilUgCAfD6PN7zhDXjf+95X1wFzOBwOh1MJrVYLXZsOACD1SIE8IJfLoVQqoVarEYlEikKLSq3XLpcLYrG46P3dHopE50hFVmKxGDQaDSQSCZqNzXCh0E+t7+Y+HnrF4WwTlLcaiUSg1Wr5c8hh1ORZE4lE+MEPfoBvfOMbOHLkCEQiEfL5PJLJJKRSKa699lp84xvfwA9/+MOylSI5HA6Hw9kM9Ho9Rm8aZa8PiQ7BbDbDarVCo9Gsab0u7S22F6zbdA5qtbro/319fehr7yt8SASIZHy/5nC2E972h1OOmjxrxHve8x685z3vwfLyMnw+H0QiEUwmE6TSDR2Ww+FwOJyaae1vZf9W+9Ro722vWGCknDVbr9fvKeu28Bx7enogFovZuc08NlP4UB547vnnkEqncNNNN+2J8+ZwOJy9QF20qoaGBrS0tNTjUBwOh8PhbAiJTML+nRAloEqpIJFIKn6+tArjVldl3AoqndOpL58qeu3z+fZE6CeHw+HsFapS1r797W9v6EfuueeeDX2fw+FwOJz1MPDGAVz40QXk83nI5XIAteefhUKhPeVpExKeChe9NplMeyL0k8PZDezltYVTP6pS1t71rnfVlHuWz+chEom4ssbhcDicLSMUCkHUXNizQoshiBZFWFpagslkQnt7+7qPtZd7H+Wzefbv22+/Hfv27dtT58fh7FT2+trCqR9VKWv33HPPCmXN4/HgZz/7GYxGI44ePQqz2YxcLgen04kXX3wRkUgEv/Ebv4GOjo5NGfhqTE1N4Z577sHx48fxzne+Ew8++OC6vn/LLbfgySefXPUzzz33HK677roNjJLD4XA4m0EkEgEKNTQgjosRDAbR2toKm82Gjo6OdQlE5Xof7TaBqlrr/bFjx7ZwVBzOlc1eWFs4W0NVylqpsjM3N4cbbrgBDzzwAP7gD/5gRS5AOp3GAw88gL/5m7/BM888U7fBrkU+n8fXvvY1fPzjH0c6nd7w8T75yU/CaDSWfa+rq2vDx+dwOBxO/QkGg5j1zAIAkr4kGvKFJtnlSvevhVarhcvlKnq9m1jLen/4nsM49e1T6Lujb7uGyOFckez2tYWzddRUYOQTn/gEjhw5go985CNl35fJZPjkJz+JZ599Fn/8x3+M//zP/9zQIKvlHe94B7773e/ibW97G6677jp8+MMf3tDx3ve+96G7u7s+g+NwOBzOphMKhXD+/HnERXE0oAHiuJj1/wTWLxDt9t5Hq1nvQ6EQTn27UGCkZZQXCeNwtpLdvrZwto6a+qw99thjOHr06JqfO3r06JrhhPXE4XDgW9/6Fr73ve/BYDBs2e9yOBwOZ2dAykleW8jFksQl6GjvgEKhgEKhqEkg2s29jyr1lSOPm0haSHHw2DxbPjYO50pnN68tnK2jJs9aOBxGNBpd83PxeLyqz9WLn/zkJ5sy4QOBAJLJJMxmM+8hx+FwODsYrVYLlUoFaIA88hDlREgFUtDpdUgmkwiFQleUYETWe4fDUfT3SCSCaDQKqUWKZccycABX3LXhcDic3UBNnrX+/n5861vfwuTkZMXPzM7O4tvf/jZ6enpqHtx6qfcm85WvfAV9fX1obGxEW1sbDAYDfvu3f3vFpsfhcDicnYFer0dPTw9Grx6FVF8wrmnyGhiNRsRisSt2/U4kEkgkEpienkYoFIJWq0UsFkM+WfBALouXr9hrw+FwODuZmtxEv/u7v4sPfehDOHz4MG6//XZcddVVMJlMEIlE8Pv9OH36NP7nf/4HqVQKf/iHf1jvMW8ZDz74ID7wgQ/g8OHDCAaD+Md//Ef827/9Gx5//HGcOHECbW1tZb+XSqWKciTC4XDZz3E4HA6n/litViQSCThaHQiFQlAtqxAIBAAUioxcaR6kcnlr7e3tGB4YxsnwSQBAVpaFx+O54q4Nh8Ph7HRqUtbuvfde+P1+fOlLX8JPf/pTPPzww0Xv5/N5SCQSfPjDH8ZHP/rRmgbW0tJSVCWnEhaLBU6ns6bfqMR73vMe3Hbbbfid3/mdIoXsve99L970pjfhoYcewsc//nH867/+a9nv33ffffj85z9f1zFxOBwOpzoo9O90x2mEJkKQJWVI5BIwmUwACu1dBgcHr5gG2ZWqzqmSKuSX8xCrxVC3F3od8PLhHA6Hs7OoOQHr05/+NO699178/Oc/x/j4OHw+H/L5PAwGA4aHh3HHHXdU9DxVw/vf//6qPFI6na7m36jEb//2b5f9u1QqxZ//+Z/joYcewo9+9CNkMpmyOWyf+MQniiplhsPhbek3x+FwOFcqer0eliELbI/aEFmIQHZIxsL8rFYrPB4PRkZG0NnZyb6zliK2W5vYVspbS/gTAIC8Mo+LsxcRDAW3NHWBw+FwOGuzoWoZjY2N+M3f/M16jaWIL3zhC5ty3I0yPDwMhUKBWCwGj8eD1tbWFZ+Ry+WQy+XbMDoOh8PhEKaBgidt2bmMvo4+zM/PI5/PIxAIIB6Pw+v14pZbbkFnZ2dVithub2KbSBSUs+npafT392Pp/BIAINOQgWO2oMhtZVEwDofD4axNTQVGrmRyuRyy2SwAFCqOcTgcDmdHorUWwv3CF8LQaDTo6uqCSqVCPB6Hy+VCIBDAE088AZvNVlYRW3G8CmXwdwPlzs95ppBCEG+IY3l5GV6vt+x5bwehUAgLCwsIhULbPRQOh8PZVmpW1v7mb/4GR44cgUajgUQiqfjfbit1f/z4cbzmNa/Bhz70obLvP/bYY1heXt414S8cDodzpRJzxQAA8YU4LBYLRkdH0d7ejsXFRcRiMdjtdgQCARw/fhwOh6PIq1ROEaNwQovFsuv2ADqfaDQKl8uFXC4H9//f3p3HR13d+x9/zSQksyWTbbKQHcIiAkbFgssFqlSxtLbWra297vbaW7dbW69L1bpcXNrb1qI/a28XcOuiXmxdWhUFVKhWi6DsJixZIJN9JrMlJPP9/ZE7XzOQkBAHSOD9fDx4PJjv98z5nglfJvOZc87n82Fj7zFngKamJlwu14gIQGOznF6v18xeKSJytBpWJPXggw9y2223YRjGoG2H0uZwaW5uprm5mezsbDweDwATJ07k73//OytWrOArX/kKX/jCF+Lax7JbXnPNNYdlzCIiMjS2TJv596KiIv7+97/z2muvEYlE+OSTTygoKKCxsTdgcTqdOJ1O7HY7hYWFAwZibrd7VAVpMW63G4/Hg9frxel00tTURMPfe2fWUrpTcDgcWCwWXC7XYR7p6F9uKiKSSMMK1n79619js9lYvHgxZ5555oh4E62treWPf/yj+fiDD3rTEW/YsIGf/OQn5vGzzz6bY489FoBHHnmEu+++m5tuuslsk5mZyeLFi7nooouYP38+5557LtOnT8fn8/H000/j9Xo555xzuPHGGw/dixMRkQM2ccFE8++bP9jMa6+9RkNDA4FAgOzsbFJSUswkVU6nE5fLRXp6+j6/00ZjBsj+WK1W8vLy9jme2ZVJSnEKZWVlWK2Hf3fEQNkrRUSORsMK1mpra7nyyiu54IILEj2eYauuru63ptsHH3xgBm4AOTk5ZrA2kAsuuIDCwkJ++tOfsmrVKv785z/jcrmYPn06DzzwAJdccsmI+IUmIiIDS0lLMf/+5uI3CTlDtLa2smfPHpKTk5k1axYWiwWHw2HOKO0dGIzWDJD9SUtLo7q6mmAwSKrxaRIs6zlWiouLKSsrGxGBUWy56ZEQIIuIfFbDCtaysrIoKipK9Fg+k7lz5x7wkssf/ehH/OhHP+r33CmnnMIpp5ySgJGJiMjhYLFYcI51EtwVpL6mnjXhNebviRNOOIGpU6dSWFhoBmROp3OfPo7UJXndge7ev1ih7MQyHA4H5eXlI+a1jdblpiIiiTas6aEzzjiDd955J9FjERERSSj7RDsAe1r3EIlEiEQi5OfnxyW/2r59O7t27eKTTz5h7dq1cQktRnMGyL11dHTgcrnIy8ujq60LgCR3bzKw3NxcrRgRERmBhvXO/OCDD7Jx40Z+9KMf0dXVlegxiYiIJIR7fO/sTHJDMkWuHq49ppXrCj5kdvdKurxbWbNmDZs2bSIUCgEQDAbjZtMOZgbIQ5WePnadaDRqHmuragNgTP4YoPd1j+ZAVETkSDWsZZA///nPOeOMM1i4cCGPPvooxx57LLm5uf22tVgscYk/REREDpXJsydT/ZtqTir5hHs/t5Eky/8tl++uI/rWeyyzn8PGunRSUlIoLi4mNTU1LqgBzAAtFsQlImA7VHvh+l4HwOPxYLVaqemsASCzIpOsrCymTp2qZYciIiPQsIK1n/zkJ1gsFgzDoKWlhbfeemvAthaLZdiDExER+Szs2XYyMnx85bTXsVri9zVbjR7OCP6Zj9K+xa5wlGg0isPhYP369QCUlJQAByewGu5euL0zUw6WqTJ2nUAgQDAYxG63M2XKFP7u/TsAxZXFnHLqKQrURERGqGEFa7/73e8SPQ4REZGE63J3ccIJH2O19p+AKskSZYZ1A+/lnUVWVhb19fWEw2GCwaCZ5OJgJBmJRqN4vV4Mw8BisZi1Pvdn76DR4/HQ1NRkPu4viIxlgFy7di3t7e10dHRQWFhIy5YWAFIKUqivrwcSM2MoIiKJNaxg7dJLL030OERERBIuNSuV5Iz97wnzjAmRn59PS0sLu3btIjU1FbvdTn19PW63+4Dqfg2lJpvP56OpqYmOjg42b97MMcccQ1NTU78ZEPv2t3fQ6PV6sVqtcbNmQNz13W43e/bsoba2ltTUVLZu3UppSSktn/QGazuDO9m9Zjfbt2+nvLx8vwXBRUTk0BtWsLY3v99PQ0MDY8eONWvViIiIHG6FhYV81L7/4KPTnk9OTg6bN2+mpaWFrKysuPNDrfs11OWSHR0dBAIBGhoasFqtNDQ0kJeXt8+MXX8zaX3l5eWxfft2amtrATAMg6amJlwuV9z1k5KS4vpt29lGd7gbS5KFMZ4xhEK99ecsFgvhcHhU15ITETnSDDtPb2dnJ/fffz+TJk0iMzOTY445hjfffNM8f/nll1NdXZ2QQYqIiAzXmjXT6Onp/9ddD1b2TPsGoVAIq9WKy+XCarWSmppKYWGh2c7tdpv1RQfK4Njfcsm+fD4fGzdupL6+nsbGRnMmzGaz9ZuNse9+M6/XSyAQiMtMWVJSgsfjISsri+LiYkKhEDt37iQQCMQ9f/z48eTl5eF2u3vT9v+jN4vzmMwxWJJ6AzTDMAgGgwQCgX3GLSIih8+wgrXOzk7OOOMMfvjDH/LJJ5+QkZERd766upolS5YwZ84cdu3alYhxioiIHBCfz8fatWvxk8mLL35hn4CtByurc75JxJ4P9AZNFRUVFBUVMXny5H6XJFZVVeH1eqmqqtonYEtLS4sLrPoGX7GxrFmzhk8++QTDMMjMzOSEE06gqKio32yMsf5qa2tpbW0196cVFRWZbQsLC3E6nTQ2NrJr1y4ikQi1tbVx13e73Rx33HFMnTqV+fPns/ZnawHoau5iwoQJTJ06FbvdTmdnJ7W1tftkwxQRkcNnWMsgf/rTn7J69WouuOACHnjgASwWC+PGjTPPjx8/nqeffppvfetbPPDAA/ziF79I2IBFRESGoqOjg8bGRrpO7WLdy8eyc2cRE65YTW5KmEByNrsLzmTssSdjs9nIyclh4sSJpKWl4XQ6mTx5cr/97f14qMsFOzo6CAaD5mOXy0VZWRnp6ekDLq10u914PB6CwSBOpxOXyzXgNcPhMHa7ncLCQkKhED09PcCnAWZycjJut5tUI9V8zrj/HEdycjIFBQUkJyeb11FxbBGRkWNYwdof/vAHjj/+eP7whz9gsVjYuXPnPm2+8Y1v8Mwzz/DKK68oWBMRkUPK5/Ph9/sJhUKEx4VJI432djfv+88mfUo6drudY445BoDm5mYsFosZQPVNslFTU4PX68Vut5vJPGJ7s9PS0vZJAOJyuczzfQOrWBDY2toKgNPpHFIyj8LCQsLhsPm4v6WSLpeL0tJSamtrCYVCdHZ2kpSURFVVlbnUEqChoYG//7o3ZT8e2OHcQVZDFuXl5XHjVnFsEZGRY1jB2rZt2/jud787aA21GTNmsGzZsmENTD67oWQlExE50vRNzGGz2cjKz6IrrQtLhwXLMgsTvzqRadOmYbVaqa+vNxN0AJSXl8cFam+99RahUAiv18sJJ5yAy+UyZ7CAAROABAIB7HY7Pp/PzMpYWVlpthlq1sXBkpvEMlW6XC6Ki4vp6ekhKSlpn2RfDQ0NrFmzhj2r9pBEEl0lXdiw0dLSwmmnnQag3xciIiPQsIK1aDRKcvLgT+3u7h5SO0m8g1HEVURkNOibmGPPnj1MmDCBjR0bATB29NZb2717d9wMUigUIhwO09HRgc/nY/Pmzfzzn/9kz549ZpuWlhby8/NJT0/H7XZTV1dnXieWOr+iooL6+noCgQDhcJi1a9dis9lIS0ujsLCQKVOmJPS19g3mKioqgE8DSMAMKnfv3k2uJxfvDi8GBl1lXaREU5gwYYL5u0G/I0RERp5hLUyfNGkSr7/++n7bdHd3s3TpUiZOnDisgclnM1hWMhGRI1UsCIvtEcvNzcU52Wme37lmJ++++y5r1qyhubmZlJQUc89Xc3Mzr776Kq+99hqbNm3i73//O21tbQBkZ2fH9R+NRtm2bRtbtmyJSwCSnp6Oy+UiEAiwZcsW81pr167tN4vk/gyW1GRvseAtljEyNqs3ffp0epp6MDoMjGSDgpkFzJgxg66uLjZu3HjA4xIRkUNjWMHahRdeyPvvv88VV1xh/hIDzGWRa9eu5ZxzzmHTpk18/etfT8xI5YDsvedAexBE5GgRC1jKysooLi7G5XIx49EZ5vm2v7eZe7ksFgs5OTlMmDCBSZMmYbFYzKyK3d3d5mzTvHnzOO6448wAKFbYGnqTe2RmZpoJQPoGi7H9Zi0tLTQ2Nh7wF2d7p++vr6+POx/LMvnRRx+ZwWCszEDfmTK3242t3gaArcxGUWkRW7duZcWKFWzYsGFIgaCIiBx6w1qj+L3vfY+XXnqJxYsX89RTT5Gfn4/FYuG6667jiiuuoLW1FcMwmDlzJtdff32ixyxDMNQiriIiR6LYjFJs767H42ElKwHo/ms3fLW3ndPppLy83Ay8AMaOHWsucczJyeGkk06iuLjYrLMGnwZRubm5dHZ2mvvaPB6P+f5rt9vp6Ohg69atANjt9v2mxff5fGYwFtvTlpaWRnV1dVzh677n++65a21tNa+/N7/fT+3jve3cp7h5++23zeDRMAxyc3MPKLuliIgcGsMK1lJSUnjjjTe47777+NWvfmX+UqupqQEgLy+Pq666ittvv53U1NT9dSUHUezDiojI0Sr2PlhXV0fZDWXseHgHACXZJZQcUxK3pysYDFJRUUF5eTnRaJTdu3czceJEXC4Xfr/fnLWC+MQemZmZhEIhnE4nTU1N5jVjbWOp8HNzcwdMix+bIYsFXk1NTVRWVsal7zcMg7a2NiyW3kLWsT1qQ9HwRoP591BZCP8OP8FgkOTkZHbv3k1jYyOVlZUH9LMVEZGDb9jZP1JTU7n33nu599572bZtG42NjVgsFvLz8yktLU3kGEVERD6T9vZ2tjq3kpSXRJI3ifD7YaacN2WfICmWxj8tLY2kpCRstt6lg+FwmKqqqrhkTbGllOXl5eZyx0AgwNatW5k4cSJut3vQ1Psxe9dhCwaD1NfXm6n58/Ly8Hq9QO9sYOw5hYWFNDU1mTXSYsHn3l65/BXz73vse4hEIoTDYbKzsxk7diwlJSX6ck9EZAQaVrD217/+lfLycrNo6Lhx4+KKYouIiIwkjY2NAHQf202SN4ntf9kOD0B9fT07d+6kra2NSCRCe3s7GRkZdHV1kZeXRzgcjvsCMrb8MZZxMRAIYLPZiEQiANTW1lJcXBwX2O29JL2/sirRaJRgMEgoFMLhcGAYBk1NTWag5/F4sNvtZnFswHx+ZWVlv0veY9dx2j9NrgJQVFSEYRhs3bqVkpIS5s6d228RcBEROfyGFaydf/753HnnnXpzFxGRUcHpdPYGVVMjGMsNOjZ1ULOuhu1129m+fTs7d+7E6XSSmppKJBLBarUSiUQoLCwkGAzGBUgdHR0EAgEaGxtpa2ujqKgIp9NJT0+PmdCkoaGB3bt3M3369LhZq5qaGtavX28GXbGljE1NTeTm5gJQUlJCWlpa3Iyc1WplypQpQ66fGVe+5e3eGbmMDB8LbmmB+jc5zpHHB9OmkDPhxLjaciIiMrIMK1g78cQTWbduXaLHIiIiclBMnjyZnTt3sja8Fku5BbbB0kuWkv2DbGw2G06nk4KCAnJyckhNTaW9vZ3x48eTn5+Px+PBarXGzYzV1tbS0tKC3++nsLDQLJYdDodpaGhg9erVpKens2vXLubPn28mA9mwYQOdnZ20trZSXFwclx3S5XKZSx7T0tLi6qXFlk/Ggqq+z9u7MLfVasXv95vn3/+P9znuuA2cc85rWMO9CUoIw7G8ztbgdTQ1jdUeZxGREWpYwdpvfvMbvvWtb/Hv//7vXHHFFRx//PEkJSUlemwiIiIJY7fbSU9Px/4FO+2Pt9P+UTvOT5xkFmbS1dXFpFwbEzpeJzvsZ0zeRHrGzcQxtnfmq29wZLVaKS4uJjU1FbvdbpatiaXu37x5M52dnXR1deH1elm3bh1jx47F6/Wa5W4cDgfBYJBoNEogEKChoQGLxYLT6dxn+WQ0Gh0wOIvtm4NP0/vn5eURCAR6j1UFyMjw9QZqViPu52ElyoTNi1iZUk5HXp6CNRGREWhYwdrFF18MwBNPPMHjjz8O9H7bl5y8b3cWi8XcFC0iInKoxZYe1tXV0dzcTNGkT1Pwt/6llZ4LeziOjXyp7q9Y+b+Apu1djC3PsOukW1hrTDEDqcrKSnN/WW5uLrm5uXg8HlwuF9u3b6e2tpZAIEBrayupqalmghLoXYrpcDhITU3F6XRSUlLC9u3baWxsZNeuXYwdO9ZMHgKfzqINFJxBbxBZU1NDKBQiHA5TXFwMYM70rZi7gtNP/3ifQC0miShpW/+X6IwzPvsPWkREEm5YwdoHH3ywz7H29vbPOhYREZGE8vl8rF+/nk8++eTToKfRi+cWDx0PdBBeG8YyvYYFZX/FaokPaCxGNwX/uJ//tV5Oav4kHA4HNpuN5ORknE4nwWCQqVOn4na72bp1Kzt27MDn85GRkQH0BlsTJkxg2rRpZh231NRUSkpKmDx5slkjrbW1Fb/fz9ixY3G5XGYWyGg0itfrJRQKmXvm+goEAgQCAXbt2kVdXR3Z2dlmzbfc3FzGlfUm/srI2H+x69yUCF6vV0shRURGoGEFa9u3b0/0OERERBIuVvS5qqqK9vZ2HA4HHo+H4uJidlTuILQ2xOfrakgq73/myUoPxxsf889wibl00e12m/vLAoEATU1NbN++nQ8++IDU1FTcbjfHHHMMU6dONYtXQ+/MWG5u7j6rUGw2Gz6fj1AoxLZt23A4HLhcLmpra8nMzKStrc1MXBJLzd/R0YHdbicYDBKJRDAMg87OTrMGG8Cbt78JQHv7/gMwf1Jvnbi9SxOIiMjhN6xgbah11Gpqauju7h7OJURERD6ztLQ0QqEQKSkp5uPs7GwcDgeOGQ5Ca0ODzjzl2zoZO3YsDocDp9NJIBCIm+mK7TlLT08nGo1SUlLC1KlTmTJlCtD7u/Dvf/87kUhkwBppGRkZ5t63trY2QqEQ0LuVoLi4GIfDERdIxRKdbN++Hb+/t8B1Z2cnFRUVlJaWYkuyseHXGwD4OHoCp/IBVqL7vLaoJYnQpPPM19PR0aFgTURkBLEO50lJSUn89Kc/HbTdAw88wBlnaB28iIgcHm63m5KSEkpKSpgxYwYlJSUUFRXhcrko+2oZMPjMU3rpdLKzswHMWTG73U5FRQWFhYU0NjaawVV5eTkej8ecAaupqeFvf/sbH330Ee+++y5r164lEAiYSUPKy8uZPn06paWl5p62vgzDoLGxkWg0PtCKpfDPycmhsrKSWbNmMWPGDHMp5Y4/7sDo6Z0t3HxMmKcDJxMlPhGYYUmi7bR7SPZUmMcGKtotIiKHx7Bm1gyj/+Uie9u5cye7d+8eziVEREQSYvLkyUQiEYLBoFlvraWlBZfLReUvKllzp49TTvmApKR9Z54MSzIbUk+kpaWFzs5Oc/ljenq6ObvlcDiw2+3Y7XYyMzPNfWzQu/QxEolgs9nIysrCMAxsNpu5hy1WVLu5udnMFJmZmUl5eTnRaJRNmzbR1tZGZ2cnkUiE8vJyc+mly+UiEomQm5trzox5PB58n/jY/MhmAJIvSKato43lkXyC2f/Gl4vasEe8dNoLaC79IpnllVT8X+24wWq3iYjIoTfkYO3hhx/m4YcfNh8vXLiQRx55ZMD27e3t+Hw+ysrKPtMARUREPgu3201lZaWZtGP79u20trb21jqbXkx7u5sXX/wCX/7y63EBm2FJ5qPyq6kPJhMKtREOh4lGo5SWluLxeKirq6O+vh6LxUJFRQUWi4WysjJKSkqA3tmvaDRKKBTC5/ORmprKhAkTzILXgUCA2tpaotEoVquVzMxMLBYL2dnZpKen4/f7cTqddHZ2AtDY2EgwGAQw67TFsj6mp6eTlpZGmiuNp6Y8Zb6GpOOTKAmU4Pf7Cdty2Tx2Hp2dnb1FuR0uM0BTkCYiMjINOVg77rjjmDZtGqtXr8ZisZi/6PYnJycnLsATERE5HGIBSV1dHS6Xi+LiYoLBIB6Ph3N+fw5/+Qbs3FnECV/6mMwKP+HUXLqnX0yXs4DQli20tbURiUQYO3YsgUCAd999l9bWVtrb281aa+PHjzeXP/p8PqqqqohEItjtdgoLC8nKyjL3fAcCATPwys7Opq2tzSwPEIn0ZmeMZXtsaWnBbrebKf8B6urq2LlzJ6WlpXF72VY8uII9wT0AdJ7bSfWmasaMGYPD4aCzs5Pq6moKCwsJBoOUl5crSBMRGeGGHKzNnTuXuXPnYhgGSUlJ3H777Vx11VUDtrfZbOTl5SVkkCIiIomQlpYWV/szGo0SnRDFUeKgvQbefOo0At8LUFRSxKzscgLNzezevZvm5mZz31pNTQ3btm0DoKWlBbfbTUZGBjU1NdTX1wOfFtEOBoNkZ2eTlZWF0+mkpqbG/N2YnZ2NYRhYLBYyMzPNlSixbI6BQID6+npzRm/atGmkpKSYBa/3rrkWbAzyzt3v9D53boA1vjWMCY0hGAwybdo0M4FJKBQyE6WIiMjIdsB71iwWC3fddRdnnXXWkLNCioiIHE6xhBxpaWl4PB68Xq8ZPDmdTk751Sksm78MAPc/3Ngn2XE6nWzevNkMampqarDb7bS3txOJRIDeJf+GYeBwOKiuriYSiVBUVMQxxxwD9BbCbm1tNeuyxWbGYssXY3vp+qblr6qqIhAI8MEHH7Br1y727NlDQUEBdXV1zJw5E7/fT2ZmprlXraOjA5fDxXMXPUdPuAdLhoUqdxXhxjBdXV24XC6am5vJy8tj27ZtZGRkmMGjz+fT7JqIyAg2rAQjd911V9zjnp4e6uvryc3NxWazJWRgIiIiiRBbkgi9CT/sdnvcyo9YEOW5xkPTL5voeaeH1BNS2TF2BwApKSl0dHQwZswYUlJSyMnJobW1lfT0dGw2Gw6Hg2g0SmtrK52dnWZwN3PmTPLy8igvL8dqtdLe3s6mTZtobGwkNzcXu91uJiyB3tm4oqIiKioq+Oc//wn0zoKFw2EzyAsEAlitVjo7O6mtraW4uBiPx8N/Of4Lo7s3+Vf2ddmUdZTR3NJMTk4OkUiEMWPG4PP5SElJMWfYYtdUsCYiMnINK1jb244dO5g4cSJLly7lnHPOSUSXIiIiCRFbktgfl8tFdnY2NTU1lH6plPD6MIF3Aux4dAeO8Q7ajXb8fj+dnZ3k2zo5tfNN3D1ttBSlsclxEtnZ04HegDA5OZn09HQAs8h0fn6+OWNWXV1NW1tvohKHw0F5ebm55BE+TZvvdrvJz8+noKAAv99PY2MjOTk55ObmmmOO7bmz2Wz844l/YHQbZGT4OO3L2yjO78ZfmM3ygtl8uKM3w6TT6cTlcpGRkQFgFvhWqn4RkZEtIcEaDD2dv4iIyKG09z61WPAUWxbZ0dFhZlzsubGHDTUb6KrpYuMNG8n6YW+6/a+UBvmy8RpJkU9/183seJe3Mi4gNOErhEIhmpub6erqAnqXR3Z2drJr1y6amprweDwEg8HeYtwOBxaLBavVSkVFhbnPra/CwkImTZpEZmYmoVCIyZMnM3nyZKB3mWRsRq5hYwMb7tjAccdt4JxzXsNqNaARcoFxWFk95RusCpZis9nMZZfjx4/HYrHElRgQEZGRKWHBmoiIyEjkdrupqKjYp5ZYrE6a3+83ly76w34m/WgSH1/xMQCtv2il7BJLb6Bmif9SMokoc9qf5f2kM0geV8HMmTMJBAI0NDSYddkAcwYsGAwSCoVwOBw4nU7S0tLw+Xzs2LEDp9NJOBzG4/FgtVqJRqN4PB6zwHZsrB0dHXg8Hnbv3k1DfQPrrl1HRobv00CtDytRTmn5A00ld9LtGovT6aSkpISMjAzVVBMRGSUUrImIyBGvv1piffeyAfj9flJTU8kuzuaUpaew5vo1RGojzNq+laTs/lePWIlS3LSC7iknmwFfRUUFSUlJ1NbWAr0rT2LFqwFKSkrMWbL169ebpXBSUlLYsGED2dnZ1NfXm0lECgsL48ba0NBAXU0djY83YvgNTjj9430CNXN8Rg/TutZQkz2diooKswaciIiMDgrWRETkqNA3I6Tb7aajo8OcBbPZbITDYdrb22lra2PSpEl85fmv8OJ5L+JObdtvv46uJl5/7z26m6qZHHoPlzXAMWMn4y48g1YjHcMwCAaD5naBWH21jo4OnE4ndXV1tLa24vP5yM/PZ9OmTXR1dZGbm8vu3bux2WwUFhaatdl2rNtB8+3NABgWA/f0/Y/P3tlEUlIS69evB1DAJiIyiiQkWCssLGT58uVMnTo1Ed2JiIgk1N4ZISsqKmhvb2fNmjVAb5HprKws8vPziUQidHd34ypwseCPC/A/uBzYMmDfWxojOBpeYH7Xy58ulfT/g5zNT7E65xu8Eyihs7OTjo4OUlNTKS0tJSkpifLycrOPrq4uUlNTaWxsJBAI0NjYCGDWb3M6ndTW1hLZFqH5J/8XqFkNmuY20ZGZDdFPBhxffSiZFStWAL3lB774xS+awaqWQ4qIjGzWRHRis9mYM2eOWTD0cIlGo/z617/m1FNPJT09nZSUFEpKSrjkkkvYuHHjAfXl9Xq58cYbqaioIDU1laysLObPn8+yZcsO0uhFRORg2TsjZEdHB+FwmLy8PFJSUgBobW3F7/djGAatra14vV6aupqwXfZv9PT0/+uyx7DwfktafKD2f6xEObnpGVqrP8Tr9VJTU0N7ezsAjY2NeL1ebDYbRUVFnHjiiWRmZpKenk5RURHjxo0jPT2dvLw8cnNzCYfDpH3YyqS3/8TXvvAyp5/+DmO/20X2qdn8o+cYogP8Ou/BytKdaWzcuJGPP/6Yqqoqli9fztq1a/F6vVRVVeHz+T7jT1dERA6WzzSztnPnTp555hnef/99GhoaeOCBB5g9ezYAy5cv5/Of/3xCBjkU0WiU8847jxdeeIH8/Hwuv/xyMjIyWL16NU8++STPPfccy5cvZ+bMmYP2VV9fzymnnEJNTQ0LFizgsssuo7W1laeffpozzzyTxx9/nKuvvvoQvCoREUmEvTNCpqWlEY1GcTgchMNhcnJySEtLw263k5qaisPhYNu2bbS1tVFUVERX0qWc2LOEpKSo2Ue3YeH/1R7DpJyafQK1mCSLwazUrTzfNoWmpib8fj979uyhsLAQh8OBy+Uy0+oHg0Hq6+vJysqirKwMq9VKbm4u7Q3ttN3/aG8SkVM/vc4pxvs8EzyFdUzhlcyzObvrryRZPh1fD1b+OmYBLT0OkpM/Lcjd2tqKxWKhtLTULKqt2TURkZHJYgwz5/6iRYu4+eab6erqwjAMLBaLWWetra0Nj8fD+eefzzPPPIPVmpAJvP1avHgxl19+OdOmTWPVqlVxtWPuuOMO7rvvPmbPns3KlSsH7ev888/n+eef57777uP22283j9fV1VFZWUkoFGLLli0UFxcPaWx+v9/M5BWrwSMiIofW3nvWoHdZYFVVFeFw2AyYxowZw6ZNmwiHw3R1dXHCCScQDAbZ/u4KZjVsIauzg/Z2Nx+sP5aWShcXzXyNadaBl0mu8o/lx9smkYmfs/MaKbB1QmYZzaULSMmdgN1uxzAM6urqzJm3iooKpk2bxodPf8iOh1Zy3XW/7TeJSI9h4Wfd/4o/KZPUUAOfd9eSmxJidziFDakz8FkzMAwDn89Ha2srBQUF2Gw2LBYLmZmZTJo0icrKSgVrIiKH0IHEBsOaWXvttde44YYbyMjI4Oabb6a0tJSrrroqrs3ZZ5/Ns88+y+c//3n+7d/+bTiXOSCrV6/G5XJxyy237FPk8zvf+Q733Xcfq1evNgPLgTQ0NPDCCy+QnZ3ND37wg7hzRUVFXHPNNfzXf/0Xixcv5o477jgor0VERBJv74yQPp8Pq9XKiSeeCPSuqrDZbNTU1JgJR9LT02lububjjz/GH+jmvYib8pRK0jekQyOMeQ18yRlw0sDX7XLkM8ddz/Vln/SZgWskuvMD/rrri9QWnUlDQwORSISOjg6KCopofauVv977Vxrea+D0/WR7TLIYnGBZz3LjNAJjsnk54iE9JR1bZm9dtUKHw9wrV1JSQiQSwWq1YrfbCYfD2Gw2BWoiIiPYsKa8fv7zn+N2u/noo4+4++67OeOMM+LOZ2ZmsnTpUioqKliyZElCBjqYX/3qV3R0dPDNb35zn3MulwvoXSoZjUb3Od/XypUr6enpYe7cueY+hr7mzZsHwJtvvpmAUYuIyOEQSzjSd99WOBympaWFtrY2M5DJyMjAZrPhcrlobW0lHA6zrXMb0x+dzsn3nowz38k/V08deE8bVjryZu4VqPWyEmX+nlfwbv4H7777Ls3v/ZMza9/jjH88TdkHTxDZsgVLkoW0/Nb9vpYCWxcpKSlYrVZSUlIoLS2lsrLSzCAJ4PF4SEtLIysrC4vFgsPhIDs7e58vN0VEZGQZ1sza+++/z9e//nWKiooG7jg5ma985Ss8/vjjwx5corz44osAzJkzh6SkpP223bBhAwATJkzo93zs+Mcff5zAEYqIyKG0d8IRr9eL1Wo193VFIhFsNhs5OTlkZWXx3nvvkZSUhMVioaioiI5gB6dfdzonXnUibz74Jq8s280X5/0tbk9bT9TKX3csoCi8mST7ADNjRDlu8zrKanM4/4tvxc2gnXraP3nHeSENTan7fzEZJdCGOUs2ffp0XC4X69evJzs7m7a2NlpaWnqbZmQwfvx4LBYLTqeTwsLC4fz4RETkEBlWsOb3+4f0Bp+RkUFnZ+dwLpEwNTU1fP/738dqtbJw4cJB27e19darGSizZVZWVly7/nR2dsa9br/ffyBDFhGRg2zvhCN5eXk0NTXhcrnIzMw0C1JD7/v99OnT8Xq9jB8/ntzcXLKzs82Ab9y3xtE+7yqeeeFYJoXfxR5ppL3NzZo102hvd1P6tZdh2sBjKU0NMPGL6/dZ6mi19HBq6I881HEa8xwWkvtJYmJYk/FXfJW8mt6ZwfHjx1NYWGjWcAsGg4TDYdra2rBarRQUFDBt2jSsVqvS9ouIjALDCtby8vLYtGnToO3WrFlDXl7ecC5Bfn5+3C/S/Y2loaGh33MbN25kwYIFNDQ0sGjRImbNmjVof6FQCKDfJZAAqam933BGo1Hzm9e93X///dx9992DXktERA4Pt9tNRUVFXMKRWO0xj8dDU1MT0Dvj5nQ6mTZtGg6Hg127djFhwgTy8/PNJYRer5dOSyfhk3LZmXkpgZYAu/+5m7ARZk99mJZO137HYssNDbwnjSgne4Is7TmdryUvJ4lPZ+4MazKWcx5hcvl80krqzdfi8/nYvXs3W7ZsweFwmPvhysrK6OrqIhAIMGXKlAT9JEVE5GAaVrB2xhln8Mwzz3DllVdy+umn99vmySef5IUXXuDSSy8d1sC+/e1vD2lGaqAMKq+//joXXHABgUCAxx57jGuuuWZI13U4HEBvgdL+RCIRAKxWa7+BGsCtt97K9773PfOx3+8fcuZIERE5NPZOOLL38Vhijk2bNtHY2IjT6eTkk08mLS2NwsJCM5NXLN0/9K6s2NmwE3+anz3H7qF7UjdvJBVxmrGm/5kxSxLJxbkQHPjLyQJbFxsz5/HgDg9z02rItnaQOf54bKd8G781kzR692bv2LGD5uZm2trazPH09PRgs9nYs2cPfr8fu92emB+eiIgcEsMK1m677Taee+45zjrrLM455xxKS0sBeOGFF3j77bdZtmwZH330EU6nk1tuuWVYA7vnnnuG9TyAhx9+mJtuuom0tDRefvllzjrrrCE/NycnB8Bc37+35uZmYOBlktA7+xb7RSkiIiNfLOEI9M6UVVRUkJaWRnV1NdXV1dTW1pKTk8PnPvc5WlpazMRVsee0traSmppKT08PmZmZWCwWdu3aBYCzdAr/6/fztTEr4gK2qCWJrZOvwxasg+DA+6Azxx+Pb7uP3eEUXh5zAqWlpVTkVuBu6iIQqKaxsZFQKERnZye7d+8mIyODsWPH4nA4CAQC2Gw2UlNTsdvtZGZmap+aiMgoMqxgbcKECbz22mtcfPHFLF261Dy+ZMkSYmXbSktLefLJJwdM1HGwLFy4kNtvv53x48fz8ssvM2nSpAN6/tSpUwHYvHlzv+djyz8rKys/0zhFRGRk8Pl8bN26lVAoZAZhsf1oO3bsYOfOnQQCAZqbm7FarYwfP57169dTVlYGQCAQMDNIWiwW7HY7+fn52Gw2UlJSKCoqIjNzBq96z2Rc29ukR9vxWzNoKDwLa1Y5ad2tFNf8b9wSxxjDkkxV2ilYLDvp7u6mtbWV9PR0nE4ngUCA2tpaWltbaW1tZc+ePQDU1tZSUVGBw+Ggp6eHzs5OwuEwGRkZHHPMMeZr0341EZGRb1jBGsDJJ5/MJ598wquvvsq7775LY2MjFouF/Px8Zs2axbx58wbNvJhojz76KLfffjuVlZW8/vrr5izZgYil7F++fDmhUMhcFhnz8ssvAzB//vyEjFlERA6f2IxaKBSitraW4uJiXC4X0WiUQCBAa2tv2vwxY8bQ1dVlJo+KZY0ECAaDOBwOCgsLzX3PsUyLsf7sdjvhzExCzGT7/+2DS3e5CAQCNHSmEsz+Oqe0/CEuYItiZVX211lf005zczN5eXl0dXVRWlpKQUEB69evJxQKEQqFsFgspKWl4XA4yM/Px263Y7FYyMnJiUt41dLSQmdnpzl7qIBNRGRksxixqbBR7qOPPmLGjBnk5eXx4YcfDilQ2717Nz6fj/z8fDIyMszjV1xxBb/73e+45ZZbuP/++83jGzdu5KSTTiI1NZVPPvlkv0sh+zqQKuUiInLo1NXVmcmsAoEADofDzAwJUF1dba6oiEQilJSUMGXKFFwuFxUVFUBvMe1YJknorWkWCATijsXadnR0EI1Gzf63bdtGc3MzdXV15KdGmJWylfIMK9vao/y51s1OX2/t0pSUFFJTU8nLy6OyshKXy0VXVxf/+Mc/zALXGRkZ5mxfzNq1a7Hb7TgcDlJTU3E6nWbir7y8vP2W4BERkYPjQGKDYc+sjTS33nore/bsobKyksWLFw/Y7qKLLjKTfdx6660sWbKERYsWce2115ptHnroIVavXs0DDzzAmjVrmD17Ng0NDTzxxBN0dXXx1FNPDTlQExGRkatvCn+Xy4XH48Hr9ZpLIsePH092djb19fXYbDYsFgs2my1uVir2C7dvZknAPBaNRs1zseDI7/ezYcMGwuEwjY2NvTN4WVl8mP9l3u/uZlvzNlrDrbS2NhCNRiktLcXj8TB27FgzAExOTqayspJgMIjT6cTj8ZCenk59fT0tLS04nU4KCgrYtWsXhYWF5vP6vnYRERnZhhSsjRs3btgXsFgsVFdXD/v5QxUrZv3SSy/x0ksvDdhuxowZg2ZmzMnJYfXq1SxcuJClS5eyYsUKXC4Xc+bM4bbbbhtSCQARERn5+qbwj8147b0ksqCggOTkZGpra4F9E1DtHaj1fZyWlrZP4hKfz8fatWtpaWnB7/fj8XjM9g6HA6vVai5dTEtLM/ei+f1+otHeZZKxxCHQO0MWCASAT8vKtLa2UldXB/TuM7dYLJSXl5tZLlVjTURkdBjSMkir1fqZLhL75XK00jJIEZGRr78lkRMnTgRg1apV5v614uJixo8fT1FRUVwWSSCuRhtgLlGMycvLM2ughUIhvF4vHo/HzNQ4btw4WlpaWLt2LQ0NDYwZMwar1UogECA1NZWJEydSVFREXV0dDocDh8NBTk4Ozc3NWCwWgsGgWcx7586d2O128wtXLXsUERkZEr4Mcvv27fscu/fee3njjTe47rrrOPnkk/F4PESjURoaGnjnnXd47LHHOPfcc+P2fMnI09/SHRGRo9HeSyJjs2Ber5fMzEygN3GIy+UylxDGMisGAgEaGxuprq4mLy8vbslhIBAwlypWVFQQjUbNgtXp6ekYhoHD4cDtdmO1WnG5XObyxp6eHrZt22Ym7AqFQrz//vt0dHRgs9nIy8sjGo2ye/duwuEw4XCYlpYWjjnmGLOsTt/XJyIio8uQgrW93/Aff/xxXnvtNdatW2f+AouZOHEis2fP5tvf/jbHH388FRUVXH/99YkbsSRMf3WFFLCJyNFq7yWRmzdvZt26dWZW4MrKSjIyMuK+3IpGo2zbto1du3bh9/tJT0+nvb2dSZMm4XK5cLlcbN++nZaWFrO0TUlJCZWVlezYsYO0tDR27NjBxo0bqa6u5thjjyU9Pd18bmpqKq2trUQiEWw2G36/n87OTlpbW8nKyiISidDU1MTHH39MZ2cn3d3dnHTSSQSDQbMUjdfrJS8vT+/vIiKj0LDWN/6///f/+PKXv7xPoNZXTk4OX/7yl/nVr3417MHJwRX7RnigxyIiRxu3201aWhpNTU1s2bLFTDYCEA6HKSoqiksgElvy2N7eTnp6OtnZ2WRmZuJwOKioqDBrsFmtVtra2qivr8fn89HZ2Wkm/1i3bh07d+7kgw8+MPeZ2e12PB4PnZ2dlJWVkZ+fT3p6Orm5udhsNpxOJykpKeTn59PZ2UkwGKS5uZmuri4zo2UgEGD79u00NTWxfft2fD7f4fmhiojIsA0rWPvkk08oLCwctF1RURHbtm0bziXkENh7SYyWyIiIfPrFVSzrbyQSAXr3fPl8Purq6qipqWHr1q3m3jaAhoYGQqEQubm55l632LH++ofeJFzJycl0dXWZtdFcLhfp6enmfvFAIEB7ezuRSIS6ujpsNhsej4fTTjuNqVOnkpOTQ0FBAYWFhWagGAgEqKqqYsuWLbS2tlJbW0t9ff3B/cGJiEjCDSt1v8PhYOXKldx22237bbd69WrsdvuwBiYHX98lP9qzJiLSK7Z3LT8/nxNOOAGHw8H48eOB3kQjhmHQ1tbGmDFj2LFjB4Zh0NXVhc1mIzU1lfLycgCqqqrMvWapqank5uaaX3TG9sbFygE4HA66u7tJTU01k4643W6qq6uprq7G7/eTkpLCmDFjMAyDqVOnMmnSJHMWsLS0lHA4TEFBASUlJUQiEbP4dayumtfrpbCwUO/1IiKjyLCCtdNPP53nn3+eSy65hBtvvJHp06eTnNzbVTQaZcOGDTzyyCP89a9/5Stf+UpCByyJ5Xa79YtbRKSPvl9kxfby+nw+MyPk3qn76+rq8Hg8FBQU4PF4sFqt5uyZy+Vi0qRJZmbJ2PttRUUF9fX1OJ1OpkyZQnt7Ozk5OSQlJeF0Otm+fTsejwebzUZBQQE2m41wOExdXR0TJkygra2NaDSK2+2msrISj8cDQGFhIR0dHWYwGGtntVqxWq1UVVVpf7KIyCgyrGDtwQcf5J133uGpp57i6aefxmq1kpaWhsVioaOjg56eHgzDIDMzk4ULFyZ6zCIiIgfV3l9kdXR0YBiGmb6/vb2dgoICoHfWrKOjg66uLlJTU81yNV6v18we2Tfoi61miO1B6+zsJDs72yx+DVBbW2tmkIwts4xGo5x00klYLBagd3lkrD+Xy2Uum4zNDMYCxZ6eHpKSkswMlR0dHQrWRERGiWEFa+Xl5axbt44HH3yQv/zlL1RXV9Pe3m6eLy4uZsGCBdxyyy2UlJQkaqwiIiKHRTQapa2tzZzhOuWUU9izZw9NTU2Ew2FSUlLYs2cPDofDLHfjdDoJBoNmMepYBt5YKv+SkhJcLhfFxcXm49jSxdjzoTddf9+gra2tDcBMHgLEFfGuqKiImxkE4mrBaX+yiMjoMaSi2IOJpRE2DIOMjAzzF4r0UlFsEZHRra6ujurqanO2a/z48USjUd577z3a2trM1PqTJk0iGAwCmBkZY0sgOzo6qK6uZsuWLUQiEQoKCpg5cyZWq5X29nbC4TDd3d1mvbT8/Py42blAIEBDQwNWq5Xc3FzzOoCZyj8vL6/f4teqqSkiMnIkvCj2YFJTU83lICIiIkea/rLndnR0MG7cOLMgdkwwGDQzMsZmvKqqqvB4PDQ2NsYlFwkEArhcLtauXUsoFMLr9XLCCSfgcrmw2+1MnTqVpqYms6/MzExzZs0wDEKhkPkFaWwmrr+ZM+1PFhEZnRISrImIiIx2NTU1ZvbEoSzh77s3LFbAetOmTeb5np4ec2kigNVqpaSkhF27dmG3280gq6qqipaWFrNEQEtLi1lXLS0tjUAgwK5du0hNTTWv1dPTY/49GAz2W7A7RrNqIiKjl4I1ERE5KvUNYnw+H2+99RYAW7ZsYfbs2XEBWyyJR98kHWlpaWZ5msLCQurr6+ns7AR6twfk5OSYmZKhN7grKChg7NixAOTm5uJyuQiHw/j9fjNYi9V3i0aj5h633bt3m/0WFxeTn59POBwGejNOZmRk7LP0MfYaY/vVvF6vMkGKiIwyCtZEROSos3cQ4/P54s57vd64YC02ixYTC6T2Jy0tzQzioDcJSE1NDQ6HA4vFQnl5OVar1azn1tLSQmFhoVk/raOjg0AgwM6dOwHIzMzE6XTi8XgoLCxk7dq15h66WCKRvq+vo6MDv98fd1yZIEVERhcFayIictSJ1UGLie33iokVko7pW3stFkjt3V9hYSFNTU1mABUrgB0OhwkEAqxdu9Zc/lhcXGyWvYkV4M7PzzfrpUFvQFhbW0skEjELWufl5Zn99tV3lhA+zf4YCAQAzBlBZYIUERldFKyJiMhRZ++ZssmTJ1NQULDfPWt7J+no+/zYfrDKysq4/WF1dXVAb9IRu91OOBzG4XAQDAbNNrEgMBqNmqn4q6ur6enpITMzk6ysLAoLC3E4HOayy77LMgOBAOvXrycvLw+v12u2AcxEJbH9b5pVExEZXRSsiYjIUWfvmbJYIDZYYpG+M1h7P7+/RB6xoDBWJ62wsBCLxcLUqVPNNrFrxwK7WObH1NRUc49aTDgcNjNLxsRm8mLP9fl8cUWwCwsLFaSJiIxSCamzJvunOmsiIqNf331uQFyyjsHOxWbOYksf+wvuYn14vV5aW1vNIM3hcOB0Os2EItC7TDO2HDMajbJ9+3YaGxtpa2tj0qRJAObeNgVqIiIjyyGvsyYiInKk62+fWiwQ2t+5/mqcDZSlsaKiArvdjmEY5ozZxIkTAeKCwb6zgbHkKH2DOZfLRXp6ugI1EZFRznq4ByAiIjIa9FcYeyjn+tNfcDcYu92O3W7fJ/1+bP9aaWmpuR9uKGMQEZGRTzNrIiIiQ9DfPrehnOur75LIvmK13mLLINva2syC2vX19WZGyWAwiMvlMvuvqamhurqaUChEfn4+xcXFWv4oInIEUbAmIiIyRP0taRzKOdh3X5vH44nbwxZLMOJ0OmltbTUDM/g06QjA+vXrzeWPsULeoVCInJwcKisrFaSJiBxBFKyJiIgcAnsvdbRarRQVFZmPY5kjXS5X3AwZwI4dO8x2TqeTjo6OuNIBDocDq9WqQE1E5AijYE1ERCRB+kvfX1NTs0/9M9h3T1nfpZR770ubOnUq69evx+l04nK5SEtLIxqNsmXLFrPN3oW8RURk9FOwJiIikgD9ZXjsu1QRoLKykoyMjAH3tQ20lNLtdpOdnU0wGMTj8ZjtZs+evd9C3iIiMropWBMREdmP/mbL+tNfhkev10soFCISiWCz2QiHw0ydOhWfz0ddXd2gfcauv3btWnPPWlJSUlwRbwVpIiJHLqXuFxERGUDfDI1VVVVmTbP+RKNRvF4vgUAA6F3maLfb8Xq9+Hw+cynkgfQJvUFfLB0/QDAYHFKqfxERGf0UrImIiAxgqPXQfD4fTU1NOJ3OuKWKGRkZnHDCCZSWlnLCCSeQkZFxwDXW0tLScDqd5mOn06kaaiIiRwktgxQRERlALENj38d78/l8bN26lVAohMvlwuVyYbVazfb5+fnk5+fHPT/WZyAQMGfb9lcSoLKyEo/HA6AaaiIiRxEFayIiIgMYrNh1bEljKBSitrbWLGQdC8oGen5FRQX19fUEAgHC4TBVVVX7ZIDcexwK0EREjj4K1kRERPZjf4FSbAljrDaaw+HYJ+jq7/lut5uOjg7C4XBcXwrIRESkL+1ZExERGaa+yyJdLhcTJ04ccsC195JK7UMTEZG9aWZNRERkmAZbJnmwnisiIkcHBWsiIiKfwWfZTzbQc4da201ERI5sCtZEREQOsf0FY7GkJdCbNXJ/iUdEROTIpj1rIiIih9BgRbEPtA6biIgcuRSsiYiIHEKDBWNKPCIiIjFaBikiInIIDVZoO9GJR7T/TURk9FKwJiIicggNJRhLVBFs7X8TERndFKwdAfStqYjI6JKoYGww/S251O8JEZHR44jasxaNRvn1r3/NqaeeSnp6OikpKZSUlHDJJZewcePGIfdTVlaGxWLZ75+GhoaD+EqGbrCN6iIicvTS/jcRkdHtiJlZi0ajnHfeebzwwgvk5+dz+eWXk5GRwerVq3nyySd57rnnWL58OTNnzhxynz/+8Y8HPJeenp6IYX9m+tZUREQGosLbIiKj2xETrD3xxBO88MILTJs2jVWrVsV9e3jHHXdw3333cfPNN7Ny5coh9/n973//YAw1oQbbqC5HJy2NFRl9Dtb/20O15FJERBLviFkGuXr1alwuF7fccss+Act3vvMds41hGIdjeAdN7FvTvLw8bRwXQEtjRUYj/b8VEZH+HDHB2q9+9Ss6Ojr45je/uc85l8sF9C6VjEajB9x3c3MzXq93WM89FNxuN0VFRQrUBFBBXZHRSP9vRUSkP0dMsLY/L774IgBz5swhKSlpyM+7/fbbKSgowOPxkJ+fT05ODtdee62+8ZQRTQkFREYf/b8VEZH+WIwjbV3gXmpqapg5cyaNjY2sWrWKWbNmDfqcsrIydu7cSWFhId/+9reZNGkSDQ0NLFq0iOrqaqZNm2Yuu+xPZ2cnnZ2d5mO/309xcTE+n2/EJCaRI5v2rImMPvp/KyJydPD7/bjd7iHFBiM2wUh+fn5c4oyB5OXlDZhGf+PGjSxYsMAMtIYSqEFvYpFQKMQ111wT9wO86qqrmDNnDv/85z958MEHuffee/t9/v3338/dd989pGuJHAxKKCAy+uj/rYiI7G3Ezqzdeeed+P3+Qdulp6dzzz337HP89ddf54ILLiAQCPDII49wzTXXJGRcr7zyCgsWLGDixIls2bKl3zaaWRMRERERkf4cyMzaiA3WPouHH36Ym266ibS0NP7whz9w1llnJazv3bt3M3bsWFJSUuICsv05kH8QERERERE5ch1IbHDEJRhZuHAhN954I2VlZbz77rsJDdQAuru7AXA4HAntV0REREREpK8jKlh79NFHuf3226msrOTdd99l0qRJB9zHiy++yNy5c1m4cGG/5//2t78BMGPGjM80VhERERERkf05YpZBfvTRR8yYMYO8vDw+/PBDcnJyBn3O7t278fl85Ofnk5GRAcCmTZuYOnUqDoeDVatWMX36dLP9jh07OO2006ivr+e5557jvPPOG9LYtAxSROTIo+yNIiIyHEdENsgDdeutt7Jnzx4qKytZvHjxgO0uuugiiouLzecsWbKERYsWce211wJwzDHH8NBDD/H973+fz33uc1x44YVMnDgRr9fLE088gd/v57vf/e6QAzURETny+Hw+qqqqAPB6vVRUVChgExGRhDtigrUNGzYA8NJLL/HSSy8N2G7GjBlmsDaQm266icmTJ/Poo4/yyiuv8Mwzz5CRkcHJJ5/MNddcw1e/+tVEDl1EREaZjo6OfR4rWBMRkUQ7YpZBjmRaBikicmTpO7MGaGZNRESG7KhcBikiInKouN1uKioqtGdNREQOKgVrIiIiw+B2uxWkiYjIQXVEpe4XERERERE5UihYExERERERGYEUrImIiIiIiIxACtZERERERERGIAVrIiIiIiIiI5CCNRERERERkRFIwZqIiIiIiMgIpGBNRERERERkBFKwJiIiIiIiMgIpWBMRERERERmBFKyJiIiIiIiMQArWRERERERERiAFayIiIiIiIiOQgjUREREREZERSMGaiIiIiIjICJR8uAcgIonn8/no6OggLS0Nt9t9uIcjIiIiIsOgYE3kCOPz+aiqqgLA6/VSUVGhgE1khNEXKiIiMhRaBilyhOno6NjvYxE5vGJfqHi9XqqqqvD5fId7SCIiMkIpWBM5wqSlpe33sYgcXvpCRUREhkrLIEWOMG63m4qKCi2xEhmh0tLS8Hq9cY9FRET6o2BN5AjkdrsVpImMUPpCRUREhkrBmoiIyCGmL1RERGQotGdNRERERERkBFKwJiIiIiIiMgIpWBMRERERERmBFKyJiIiIiIiMQArWRERERERERiAFayIiIiIiIiOQgjUREREREZERSMGaiIiIiIjICKRgTUREREREZARSsCYiIiIiIjICKVgTEREREREZgRSsiYiIiIiIjEAK1kREREREREYgBWsiIiIiIiIjkII1ERERERGREeiICtaCwSCLFi3i5JNPJjc3l5SUFIqKirjooot45513Dqgvr9fLjTfeSEVFBampqWRlZTF//nyWLVt2kEYvIiIiIiLyKYthGMbhHkQitLW1MX/+fP7xj39w/PHHc+aZZ2K32/nwww958cUXMQyDJ598kosvvnjQvurr6znllFOoqalhwYIFzJo1i9bWVp5++mmampp4/PHHufrqq4c8Nr/fj9vtxufzkZ6e/llepoiIiIiIjGIHEhscMcHa9ddfz6JFi7jiiiv4zW9+E3fu17/+NVdffTXFxcXU1NQM2tf555/P888/z3333cftt99uHq+rq6OyspJQKMSWLVsoLi4e0tgUrImIiIiICBxYbHDELIOcMWMGt956K3feeec+5y666CKgN9jq7u7ebz8NDQ288MILZGdn84Mf/CDuXFFREddccw3hcJjFixcnbOwiIiIiIiJ7O2KCtUsuuYSFCxdSWlq6z7mPP/4YgMrKSpKTk/fbz8qVK+np6WHu3LmkpKTsc37evHkAvPnmmwkYtYiIiIiISP/2H7mMUn6/n5aWFlpbW1mxYgX33XcfhYWF/M///M+gz92wYQMAEyZM6Pd87HgsABQRERERETkYjshg7be//S3/8R//AUBycjLnn38+ixYtIicnZ9DntrW1AZCdnd3v+aysrLh2/ens7KSzs9N87PP5gN4gUkREREREjl6xmGAoqUNGbLCWn5+P1+sdtF1eXh4NDQ1xx7785S9TWlpKS0sLb775Js8//zyrV6/mueee46STTtpvf6FQCKDfJZAAqampAESjUSKRCDabbZ82999/P3ffffc+x4eakERERERERI5sHR0duN3u/bYZscHat7/97SHNRPWXQWX8+PGMHz8egKuuuoqVK1dy+umnc+GFF7Jp06Z+A6wYh8MBQFdXV7/nI5EIAFardcB+br31Vr73ve+Zj6PRKK2trWRnZ2OxWAZ9TdLL7/dTXFxMbW2tsmjKQaV7TQ4V3WtyqOhek0NF99qBMwyDjo4Oxo4dO2jbERus3XPPPQnra86cOcyZM4fly5ezYsUK5s+fP2Db2FLJlpaWfs83NzcDAy+ThN7Zt9gMXExGRsYBjlpi0tPT9Z9fDgnda3Ko6F6TQ0X3mhwqutcOzGAzajFHRDbIPXv28Mwzz7Bo0aIB28SCsLq6uv32NXXqVAA2b97c7/lNmzYBvZklRUREREREDpYRO7N2IMaMGcNNN91EQ0MDp59+Oscee+w+bWLB12DTjbGU/cuXLycUCpnLImNefvllgP3OzomIiIiIiHxWR8TMGsB5550HwE033RSXiRHgqaee4uOPPyYrK4s5c+aYx3fv3s3mzZtpb283j2VnZ3PxxRfj8/m499574/rZuHEjv/nNb8jMzOTSSy89eC9GgN7lpHfdddc+S0pFEk33mhwqutfkUNG9JoeK7rWDy2IMJWfkKODz+Zg7dy5r166loqKCBQsWkJGRwZo1a3jxxRdJTk7mmWee4YILLjCfc9lll7FkyRIWLVrEtddeax5vbm7mtNNOY8uWLZx55pnMnj2bhoYGnnjiCUKhEH/6058499xzD8fLFBERERGRo8QRsQwSejfprV69mocffphnn32W3/zmN3R2dpKXl8c3v/lNvve973HiiScOqa+cnBxWr17NwoULWbp0KStWrMDlcjFnzhxuu+02Zs2adZBfjYiIiIiIHO2OmJk1ERERERGRI8kRs2dNRERERETkSKJgTUREREREZARSsCaH3dKlSznjjDPIzMzEZrMxadIkbr311rgsncPxl7/8BYvFgsViYceOHQkZq4xuibrXqqqquOqqqygtLSUlJYX09HRmzZrFI488Qk9Pz8EZvIxYibivvF4vN954IxUVFaSmppKVlcX8+fNZtmzZwRu4jDqJuNf0/iVDcTA+m+lz2fBoz5ocVvfddx933HEHBQUFfP3rXyc7O5u3336bV199lWOPPZZVq1YNucJ7X16vl2nTptHU1ATA9u3bKSsrS/DoZTRJ1L32zjvvMH/+fILBIGeffTYzZ86kubmZ3//+97S0tHDuuefyv//7v4fgFclIkIj7qr6+nlNOOYWamhoWLFjArFmzaG1t5emnn6apqYnHH3+cq6+++hC9IhmpEnGv6f1LhuJgfDbT57LPwBA5TNatW2dYrVZj7NixhtfrjTv3n//5nwZgXHvttcPq++yzzzacTqcxadIkAzC2b9+egBHLaJWoe62np8cYN26cARiLFy+OO7dr1y4jJyfHAIw333wzoeOXkSlR99V5551nAMZ9990Xd7y2ttbIzs427Ha7UVNTk9Cxy+iSiHtN718yFAfrs5k+lw2fgjU5bP793//dAIyf/OQn+5zz+/2G3W430tLSjGAweED9PvLIIwZg/PSnPzXmzJmjNwVJ2L22YcMGIz8/35g8eXK/56+++moDMO65556EjFtGtkTcV7t37zaSkpKM7Oxso7Ozc5/zt99+u+4pSci9pvcvGYqD8dlMn8s+G+1Zk8PmzTffBOCss87a51xaWhqf+9zn6Ojo4P333x9yn5s3b+YHP/gBc+fO5cYbb0zUUGWUS9S9NmXKFHbv3s2mTZv6Pe9yuQC07+MokYj7auXKlfT09DB37lxSUlL2OT9v3ry4a8nRKRH3mt6/ZCgS/dlMn8s+OwVrcljs2bOHTz75BIvFQkVFRb9tJkyYAMDHH3885D4vvvhixowZw+LFi7FYLAkbr4xeB+Ne609PTw+vvPIKAKeffvqw+5HRIVH31YYNG+LaDqcPObIdivcwvX8JJP5e0+eyxEg+3AOQo5Pf76enpwen04nNZuu3TVZWFgCtra1D6vPOO+9kzZo1LFmyhNLS0oSNVUa3g3Gv9eeOO+5gy5YtnH322cyePXvY/cjokKj7qq2tDYDs7Oz99hFrJ0efQ/EepvcvgcTfa/pclhiaWZOEyc/PN1Oy7u9Pfn4+oVAIoN9lPzGpqakAZtv9efvtt3nooYf42te+xiWXXJKYFyQj1uG81/ZmGAa33nor999/P5MnT+bJJ58c3ouSUSVR99Vg/cT6iEajRCKRYY1VRreD+R6m9y/pK5H3mj6XJY5m1iRhvv3tb+P3+wdtl56ejsPhAKCrq2vAdrEPJrG2A/H5fPzrv/4rubm5PP744wcwYhmtDte9trdQKMSll17Kc889x4knnshLL7004AyJHFkSdV8N1k+sD6vVOuA33XJkO1jvYXr/kr0l6l7T57LEUrAmCXPPPfcMuW13dzfJyckEg0EikUi/H0Kam5sByMnJ2W9f3/3ud6mtreXFF18ctK0cGQ7XvdZXXV0d55xzDh9++CHnnXceTzzxxAEHezJ6ud3uhNxXsXMtLS39no/1oQ/RR69E3Wt96f1L+pOoe02fyxJLyyDlsEhOTmby5MkAbNmypd82sYxVlZWV++3r6aefJhqNsmDBgn2Wwa1cuRKA8vJyLBYLK1asSNhrkNEhkfdaTF1dHbNnz+bDDz/khz/8Ic8++6w+6BxlEnVfTZ06FejNmDbcPuTIluj3ML1/yUASda/pc1liaWZNDpuzzjqL9evX89JLL3HcccfFnfN6vXzwwQdkZ2czY8aM/fZz0003DXjuj3/8I3V1dVx99dWkp6dTXFyckLHL6JKoew16N1WfccYZ7Nixg1/96ldcffXVB2vYMsIl4r6Kpexfvnw5oVBonw/NL7/8MgDz589P/AuQUSNR72F6/5LBJOJe0+eyBDvchd7k6LV161YjJSXF8Hg8Rm1tbdy5yy67zACMO+64I+74rl27jE2bNhltbW1DuoaKL4phJPZeu+iiiwzAuP/++w/2sGWEO9D7aqB76vLLLzcA45Zbbok7vmHDBsPhcBiZmZlGc3PzQXsdMvIl6l7T+5cMJlH32kD0uezAWQzDMA5XoCjyyCOPcN111+HxePjWt75FZmYmr776KqtWreLUU09l2bJlcWumL7vsMpYsWcKiRYu49tprB+1/7ty5rFy5ku3bt1NWVnYQX4mMdIm4195//30+97nPYbfbueuuu0hKSur3WsXFxVx00UWH5HXJ4XUg99VA71/Nzc2cdtppbNmyhTPPPJPZs2fT0NDAE088QSgU4k9/+hPnnnvu4XqJMkJ81ntN718yVIl4XxuIPpcdOC2DlMPq2muvZfz48fz3f/83v/3tb4lEIowfP5577rmH73//+8p+JgmTiHstVsA4HA5zyy23DNhuzpw5+rBzlEjEfZWTk8Pq1atZuHAhS5cuZcWKFbhcLubMmcNtt93GrFmzDsErkZHus95rev+SodJns5FFM2siIiIiIiIjkLJBioiIiIiIjEAK1kREREREREYgBWsiIiIiIiIjkII1ERERERGREUjBmoiIiIiIyAikYE1ERERERGQEUrAmIiIiIiIyAilYExERERERGYEUrImIiIiIiIxACtZERGTYVqxYgcViYe7cuYd7KAmzY8cOLBYLZWVlh3soR63FixdjsVi47LLLDvdQREQOq+TDPQARERkdli5dis/ni/sAPX78eH784x9TXFx8+AaWYFlZWfz4xz/G7XYf7qEMS1tbGw8//DCXXXbZqA04TzrpJH784x8zderUuOPLly9n3bp13HjjjYdnYCIih5jFMAzjcA9CRERGvuOOO47MzExWrFhxuIci+7F06VK+9rWvsXz58iNqxhPgK1/5CuvWrWPHjh2HeygiIoeElkGKiMig2tvbWb9+/eEehgzB22+/fbiHcFAYhsGqVasO9zBERA4pBWsiIrJfl112GZmZmUSjUVauXBm3n6u/PWuxY1/96lfxer1cfPHFeDweXC4Xp512Gu+++y4AK1euZM6cOaSlpeF2u/na177Grl279rl+Z2cnDzzwAMcffzwOhwOXy8X06dNZuHAhkUhkyK9j48aNfOtb36KkpISUlBQyMzM57rjjuPfeewmFQma7/vasxY7NmDGDrq4ufvjDHzJu3DhSU1PJz8/n6quvpr29fZ9rRiIR7rnnHo499ljsdjtut5svfvGLvPfee/2O8U9/+hOf//znycjIIDU1lfLycv793/+935/L3mJj/NnPfgbA5z//eSwWC4sXLwZg7ty5WCwWPvroI66//npycnK48MILzef39PTw2GOPMWvWLNLT0xkzZgz5+fmcf/75fPjhh/tcr6ysDIvFQiAQYMmSJRx//PE4nU7cbjcLFixgw4YN+zznlVdeYf78+Xg8HsaMGUNeXh6zZ89myZIlce323rP2ox/9CKvVSktLCzt37sRisWCxWAb9mYiIjHbasyYiIvv19a9/Hbvdzi9/+UvGjRvHd77znSHt5+rq6mLevHmMGzeOG264gQ8++IA///nPzJ8/n6eeeoqLL76YCy+8kLlz5/KXv/zF3BP3xhtvmH1EIhHmzZvHqlWrmDFjBjfeeCPd3d28/vrr3H777bz00ku88cYb2O32/Y6lqqqKmTNnsmfPHs4//3wmT55MOBxm2bJl3Hnnnbz66qu89dZbWK2Df4d5wQUXsG3bNi699FKCwSDPPPMMv/71r2lsbOTPf/6z2S4cDnPaaaexZs0avvSlL/GNb3wDr9fLE088wcknn8zzzz/Pueeea7a/6aab+OlPf0pRURGXXXYZbreb999/n8cee4znn3+ed955hwkTJgw4rtheu8cee4xt27ZxzTXXMH78eE466aS4dr/85S9ZsWIFN9xwAxUVFebxK6+8kiVLljBhwgS++93v4nA4+Mc//sHzzz/PK6+8wqpVqzj++OP3ue7PfvYzFi1axKWXXso555zD3/72N1555RU+/PBDqqqqcDgcAPzhD3/gG9/4Brm5uVx00UWMHTuWpqYmli5dymWXXcbmzZu5//77+31tZ555Jnv27GHhwoVkZmZy2223DfrvJCJyRDBEREQGsXz5cgMw5syZM+jx2LGkpCTjP/7jP+Lan3feeQZgpKSkGCtXrjSPRyIRo6CgwACMpqYm8/gPf/hDAzAuueQSIxqNmse7u7uNCy64wACM++67b9Dx33rrrQZgPProo3HHo9GocdFFFxkOh8NYvXq1YRiGsX37dgMwSktLzXaxY0lJSca8efOMSCRinqurqzOSk5MNi8VitLS0mMdvuukmAzBuvfXWuGuuW7fOSE5ONrKzs42uri7DMAxj2bJlBmBMnTrVaG9vj2v/i1/8wgCMefPmDfo6DcMw5syZYwDG8uXL+z1eWlpqtLW1xZ3btm2bARiZmZlGa2tr3Llrr73WAIwLLrgg7nhpaakBGEVFRUZdXZ15vLu725g6daoBGEuXLjWPn3zyyQZgbNiwIa4fv99vjB8/3hg7dqwRCoUMwzCM3/3udwZgXHrppWa7/v5dRESOdFoGKSIiB4XFYuGHP/xh3LHZs2cDcOqpp5p/B0hNTWXWrFkAVFdXA717lB5//HGSkpL47//+77hlb0lJSTzwwAMA5jK//WlrawMgOTl+QYnFYuGpp54iGAxy8sknD9pPT08P//Vf/0Vqaqp5rLCwkGOPPRbDMKiqqgIgGo3yu9/9DqvVyve///24PqZPn86DDz7IjTfeaI7rl7/8JQD33nvvPrOW3/3udyktLeWNN96grq5u0DEO5otf/CIZGRlxx7Kysli+fDkvvPACmZmZcee++tWvAvDRRx/12991111HYWGh+TgpKYkzzjgDgK1bt5rHB/o3SEtLY/PmzdTX1w86QyoicrTRMkgRETkoiouLycrKijuWlpYGsE9K9r7nYvvQtm3bRlNTE4WFhQQCAQKBQFx7q9VKZmYmVVVVtLe37xOA9LVgwQIef/xxbrjhBnbs2MEFF1zAcccdh9Vq3Sd42J+kpKR+lwLGAqxwOAz0Bpytra2Ulpbu8zMA+N73vhf3OLaPLycnp99Mh1OmTGHnzp188MEHFBUVDXm8/TnhhBP6HX/ffYft7e34fD4Mw6C7uxtgwP2BM2bM6Lc/+PTnAfClL32JzZs3M2/ePH7wgx/wpS99ifLycmDfAE5ERHrp3VFERA6K/oKU2OzY/s4Z/1dRprGxEYD6+nrzQ/1AGhoa9husfelLX+K3v/0tN998M/fffz/3338/mZmZzJs3j4svvphzzjlnSAkrMjIyGDNmzJDHvvcs1UBi7f/lX/5lv+0aGhqG1N/+5OTk9Hv8nXfe4e677+btt9+ms7NzyP3l5ubuc2zvnwfAAw88QHd3N4899hjXX389119/PWVlZZx99tlcddVV/QaRIiJHOwVrIiIyIsU+8BcXF/OLX/xiv23Hjh07aH+XXXYZF110EX/729949dVXef3113n22Wd59tlnOfvss/nzn//cbyA2HLFEJUMNemKvdcmSJaSnpw/Ybvr06Z95bP3NYr311lucccYZdHd3c/755/OFL3yB7OxskpKSqKmp4YYbbvjM101KSuJnP/sZt9xyCy+99BKvvfYab7zxBo899hiPPfYY99577z7LZkVEjnYK1kREZETKz88HIBgMmvumPiu73c65555rZmF87733uOKKK/jrX//KE088wZVXXpmQ6+Tl5QHQ1NQ0pPb5+fns3LmT448/nmnTpiVkDAfiwQcfpLu7mzvvvJO777477tw777yT0Gvl5eVx5ZVXcuWVV9Ld3c3zzz/Pv/3bv3HXXXdx4YUXMnHixIReT0RkNFOCERERGZHKysrIy8ujtbWVNWvW9NsmltBjMIFAoN+2M2fONNPFD3SN4SgvLycnJ4fm5uZ+i4nffffdfPWrXzXPxZKrvP766/32t2PHDnPv2MEQS+pyzjnn7HNuoDEdqMbGxn3qxSUnJ3PRRRdxxRVXEI1GWbduXUKuJSJypFCwJiIig7LZbAC0tLQc0uteddVVANx2223s2bMn7tzvf/97JkyYwKWXXrrfPnp6ehg3bhwnnXQSO3fu3Of8P//5T6B3uWWiWCwWc1wPPfRQ3LmqqioeeughVqxYYdY5i83o/fSnP2X37t1x7Tdv3kxlZSWTJ08eUsA2nH+rWNKSvQPLl19+maeffhroTTrSdw/agfjoo4/Iy8vjggsu2CdRSTQaZe3atcD+/w1ir6u9vZ1oNDqscYiIjDZaBikiIoOaMGECKSkprF+/nq9//eukpaXx85///KBf9/bbb2fZsmW8+uqrVFZWcu6555KcnMwHH3zAK6+8Qn5+/qD7nJKSknjooYe48sorzT7GjRtHd3e32U9JSQlXX311Qsd+xx138Prrr/Pkk09SU1PDvHnzaGxs5KmnniIcDvPoo4+aAcgXvvAFrrvuOhYtWsRxxx1nFo/+5JNPePbZZ+nq6uJ3v/vdkLImHnvssbz66qvcfPPNrFixgs997nP867/+636fc8UVV/DGG29w7bXXsmbNGjweD++//z7Lly9n2bJlnHnmmfh8Pq644grOP/98FixYcEA/i+nTp3P55Zfzu9/9jmOPPZYvf/nL5OXl4fP5eP3111mzZg0LFiwwZxj7k5eXZ85WfulLX6K0tJT//M//pKys7IDGIiIymihYExGRQWVnZ7No0SLuuusuli5dSklJySG5rt1uZ/ny5fziF7/gD3/4Az/72c/o7u6msLCQ73znO9x6661DSmV/2WWXUVZWxqOPPsrrr79OU1MTVquV8vJybrrpJn7wgx+QnZ2d0LG73W7eeecd7r//fp5//nnuu+8+s57cLbfcwuc///m49r/4xS849dRTefzxx3niiScIBAJkZ2dz9tln8/3vf3+/gUxfN998M+vWrWPVqlU8+eSTQwpmvvnNbxIKhXj44Yf5n//5H9xuN//yL//C6tWrmTp1KosWLeLmm2/m2WefZdy4cQccrAH89re/5bTTTuOJJ57g97//Pa2trTgcDqZMmcLPf/5zvvOd7+z3+RaLhd/85jfccMMNLFu2jIKCAm666aYDHoeIyGhiMYa7pkFEREREREQOGu1ZExERERERGYEUrImIiIiIiIxACtZERERERERGIAVrIiIiIiIiI5CCNRERERERkRFIwZqIiIiIiMgIpGBNRERERERkBFKwJiIiIiIiMgIpWBMRERERERmBFKyJiIiIiIiMQArWRERERERERiAFayIiIiIiIiOQgjUREREREZERSMGaiIiIiIjICPT/AY+mHmW9I13pAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the folded transit\n", + "fig, ax = plt.subplots(figsize=(10, 5))\n", + "\n", + "# Ephemeris from Holczer+16\n", + "t0 = 120.790531\n", + "period = 7.20280608\n", + "\n", + "x_fold = (x - t0 + 0.5 * period) % period - 0.5 * period\n", + "m = np.abs(x_fold) < 0.5\n", + "ax.scatter(\n", + " x_fold[m],\n", + " 1e3 * (y[m] - map_estimate[\"gp_pred\"][m]),\n", + " c=\"k\",\n", + " marker=\".\",\n", + " alpha=0.2,\n", + " linewidths=0,\n", + ")\n", + "\n", + "lc_mod = map_estimate[\"transit_pred\"][:, 0]\n", + "lc_modx = np.sort(x_fold)\n", + "lc_mody = lc_mod[np.argsort(x_fold)]\n", + "ax.plot(lc_modx, 1e3 * (lc_mody + map_estimate[\"mean\"]), c=\"purple\", zorder=1)\n", + "\n", + "# Overplot the phase binned light curve\n", + "bins = np.linspace(-0.51, 0.51, 100)\n", + "denom, _ = np.histogram(x_fold, bins)\n", + "num, _ = np.histogram(x_fold, bins, weights=y - map_estimate[\"gp_pred\"])\n", + "denom[num == 0] = 1.0\n", + "ax.scatter(\n", + " 0.5 * (bins[1:] + bins[:-1]),\n", + " 1e3 * num / denom,\n", + " color=\"C1\",\n", + " zorder=2,\n", + " linewidths=0,\n", + ")\n", + "\n", + "ax.set_xlim(-0.5, 0.5)\n", + "ax.set_ylim(-3, 0.5)\n", + "ax.set_ylabel(\"de-trended flux [ppt]\")\n", + "_ = ax.set_xlabel(\"time since transit\")" + ] + }, + { + "cell_type": "markdown", + "id": "5781e6ae-f9c0-4d3d-8e30-a1217d56f4d7", + "metadata": {}, + "source": [ + "Nice! The phase-folded light curve shows the transit at much higher signal to noise. The data even seems like they might be asymmetric, but it'd require a lot more work to see whether or not that's robust.\n", + "\n", + "Taking a look at some of the MAP parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6425a448", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:07.134077Z", + "iopub.status.busy": "2023-07-17T01:27:07.133843Z", + "iopub.status.idle": "2023-07-17T01:27:07.137886Z", + "shell.execute_reply": "2023-07-17T01:27:07.137234Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "mean: -0.00024\n", + "logg_star: 4.52568\n", + "r_star: 0.88128\n", + "period: 7.20280\n", + "t0: 120.79044\n", + "log_depth: -6.33771\n", + "b: 0.53722\n", + "log_jitter: -8.03476\n", + "log_prot: 0.97783\n", + "log_Q0: -0.32687\n", + "log_dQ: 7.70410\n", + "r_star: 0.88128\n", + "rho_star: 1.95735\n", + "depth: 0.00177\n", + "ror: 0.03979\n", + "sigma_rot: 0.06962\n", + "prot: 2.65867\n", + "f: 0.01009\n", + "r_planet: 0.34125\n" + ] + } + ], + "source": [ + "params = (\n", + " \"mean,logg_star,r_star,period,t0,log_depth,b,log_jitter,log_prot\"\n", + " \",log_Q0,log_dQ,r_star,rho_star,depth,ror,sigma_rot,prot,f,r_planet\".split(\n", + " \",\"\n", + " )\n", + ")\n", + "for p in params:\n", + " print(f\"{p}: {map_estimate[p]:.5f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "c4cf78b1-034f-4e39-9014-aea1d31fe839", + "metadata": {}, + "source": [ + "Things look about right. The planet is about $3.9 R_\\oplus$, on a close-in orbit. It's worth noting that the MAP value of $f$, the mixing fraction between the two frequencies in the `RotationTerm` kernel, favors a value so low to the bottom of our prior. Also, we should check whether our jitter makes sense:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "201d38d1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:07.142114Z", + "iopub.status.busy": "2023-07-17T01:27:07.141889Z", + "iopub.status.idle": "2023-07-17T01:27:07.145731Z", + "shell.execute_reply": "2023-07-17T01:27:07.145086Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "jitter is 0.32 ppt\n", + "mean(yerr) is 0.11 ppt\n" + ] + } + ], + "source": [ + "print(f\"jitter is {np.exp(map_estimate['log_jitter'])*1e3:.2f} ppt\")\n", + "print(f\"mean(yerr) is {np.mean(yerr)*1e3:.2f} ppt\")" + ] + }, + { + "cell_type": "markdown", + "id": "cbad75de-8925-4eaf-8fa9-275b5aad52e5", + "metadata": {}, + "source": [ + "So the jitter will inflate the uncertainties by around a factor of three. If this is a concern, sigma-clipping to remove outliers as in the {ref}`tess` case study might be worthwhile." + ] + }, + { + "cell_type": "markdown", + "id": "220859de", + "metadata": {}, + "source": [ + "# Sampling\n", + "\n", + "Finally, we can of course go on to sample. This takes a few hours to convergence on a typical MacBook, and so to keep this notebook from requiring lots of resources, by default we won't do it." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "37ef9a2e-9253-4a4d-b0d3-d3ce58f89d59", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:07.149376Z", + "iopub.status.busy": "2023-07-17T01:27:07.149153Z", + "iopub.status.idle": "2023-07-17T01:27:07.154602Z", + "shell.execute_reply": "2023-07-17T01:27:07.153955Z" + } + }, + "outputs": [], + "source": [ + "import platform\n", + "import arviz as az\n", + "\n", + "# Change this to \"1\" if you wish to run it.\n", + "RUN_THE_SAMPLING = 0\n", + "\n", + "if RUN_THE_SAMPLING:\n", + " with model:\n", + " trace = pm.sample(\n", + " tune=1500,\n", + " draws=1000,\n", + " start=map_estimate,\n", + " # Parallel sampling runs poorly or crashes on macos\n", + " cores=1 if platform.system() == \"Darwin\" else 2,\n", + " chains=2,\n", + " target_accept=0.95,\n", + " return_inferencedata=True,\n", + " random_seed=[261136679, 261136680],\n", + " init=\"adapt_full\",\n", + " )\n", + "\n", + " az.summary(\n", + " trace,\n", + " var_names=[\n", + " \"mean\",\n", + " \"logg_star\",\n", + " \"r_star\",\n", + " \"t0\",\n", + " \"period\",\n", + " \"b\",\n", + " \"u_star\",\n", + " \"log_depth\",\n", + " \"depth\",\n", + " \"ecc\",\n", + " \"omega\",\n", + " \"log_jitter\",\n", + " \"sigma_rot\",\n", + " \"log_prot\",\n", + " \"log_Q0\",\n", + " \"log_dQ\",\n", + " \"f\",\n", + " \"r_planet\",\n", + " ],\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea7dd38d-76cf-4a3b-b9a7-604e2eafd175", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/lc-multi.ipynb b/_sources/tutorials/lc-multi.ipynb new file mode 100644 index 00000000..8a6149b8 --- /dev/null +++ b/_sources/tutorials/lc-multi.ipynb @@ -0,0 +1,2553 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "2666a73a-1300-4d7e-a5bf-fd3b54e221b7", + "metadata": {}, + "source": [ + "(lc-multi)=\n", + "\n", + "# Light curves from multiple instruments" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "be2f2c90-ef8c-4bc7-a0bb-47c6549f0bdf", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:38.650525Z", + "iopub.status.busy": "2023-07-17T01:17:38.650300Z", + "iopub.status.idle": "2023-07-17T01:17:41.768322Z", + "shell.execute_reply": "2023-07-17T01:17:41.767586Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "a4a5f70c-f401-4648-858b-434704ecff6f", + "metadata": {}, + "source": [ + "In the {ref}`rv-multi` case study, we discussed fitting the radial velocity curve for a planetary system observed using multiple instruments.\n", + "You might also want to fit data from multiple instruments when fitting the light curve of a transiting planet and that's what we work through in this example.\n", + "This is a somewhat more complicated example than the radial velocity case because some of the physical properties of the system can vary as as function of the instrument.\n", + "Specifically, the transit depth (or the effective radius of the planet) will be a function of the filter or effective wavelength of the observations.\n", + "This is the idea behind transit spectroscopy and the method used in this case study could (and should!) be extended to that use case.\n", + "In this case, we'll combine the light curves from the Kepler and TESS missions for the planet host HAT-P-11.\n", + "\n", + "## A brief aside on dataset \"weighting\"\n", + "\n", + "Before getting into the details of this case study, let's spend a minute talking about a topic that comes up a lot when discussing combining observations from different instruments or techniques.\n", + "To many people, it seems intuitive that one should (and perhaps must) \"weight\" how much each dataset contributes to the likelihood based on how much they \"trust\" those data.\n", + "For example, you might be worried that a dataset with more datapoints will have a larger effect on the the results than you would like.\n", + "While this might seem intuitive, it's wrong: **the only way to combine datasets is to multiply their likelihood functions**.\n", + "Instead, it is useful to understand what you actually mean when you say that you don't \"trust\" a dataset as much as another.\n", + "**What you're really saying is that you don't believe the observation model that you wrote down**.\n", + "For example, you might think that the quoted error bars are underestimated or there might be correlated noise that an uncorrelated normal observation model can't capture.\n", + "The benefit of thinking about it this way is that it suggests a solution to the problem: incorporate a more flexible observation model that can capture these issues.\n", + "In this case study, the 4 years of (long-cadence) Kepler observations only include about two times as many data points as one month of TESS observations.\n", + "But, as you can see in the figure below, these two datasets have different noise properties (both in terms of photon noise and correlated noise) so we will fit using a different flexible Gaussian process noise model for each data set that will take these different properties into account." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "efef00be", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:41.771907Z", + "iopub.status.busy": "2023-07-17T01:17:41.771647Z", + "iopub.status.idle": "2023-07-17T01:18:06.901484Z", + "shell.execute_reply": "2023-07-17T01:18:06.900779Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import lightkurve as lk\n", + "from astropy.io import fits\n", + "from collections import OrderedDict\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Period and reference transit time from the literature for initialization\n", + "lit_period = 4.887803076\n", + "lit_t0 = 124.8130808\n", + "\n", + "\n", + "def transit_mask(t):\n", + " return (\n", + " np.abs((t - lit_t0 + 0.5 * lit_period) % lit_period - 0.5 * lit_period)\n", + " < 0.2\n", + " )\n", + "\n", + "\n", + "kepler_lcfs = lk.search_lightcurve(\n", + " \"HAT-P-11\", mission=\"Kepler\", cadence=\"long\"\n", + ").download_all(flux_column=\"pdcsap_flux\")\n", + "kepler_lc = kepler_lcfs.stitch().remove_nans()\n", + "\n", + "# For the purposes of this example, let's only clip out data near the transits\n", + "m = transit_mask(kepler_lc.time.value)\n", + "kepler_t = np.ascontiguousarray(kepler_lc.time.value[m], dtype=np.float64)\n", + "kepler_y = np.ascontiguousarray(\n", + " 1e3 * (kepler_lc.flux[m] - 1), dtype=np.float64\n", + ")\n", + "kepler_yerr = np.ascontiguousarray(\n", + " 1e3 * kepler_lc.flux_err[m], dtype=np.float64\n", + ")\n", + "\n", + "with fits.open(kepler_lcfs[0].filename) as hdu:\n", + " hdr = hdu[1].header\n", + "kepler_texp = hdr[\"FRAMETIM\"] * hdr[\"NUM_FRM\"]\n", + "kepler_texp /= 60.0 * 60.0 * 24.0\n", + "\n", + "tess_lcfs = lk.search_lightcurve(\n", + " \"HAT-P-11\", mission=\"TESS\", author=\"SPOC\", sector=(14, 15)\n", + ").download_all(flux_column=\"pdcsap_flux\")\n", + "tess_lc = tess_lcfs.stitch().remove_nans()\n", + "\n", + "# For the purposes of this example, let's only clip out data near the transits\n", + "t = tess_lc.time.value + 2457000 - 2454833\n", + "m = transit_mask(t)\n", + "tess_t = np.ascontiguousarray(t[m], dtype=np.float64)\n", + "tess_y = np.ascontiguousarray(1e3 * (tess_lc.flux[m] - 1), dtype=np.float64)\n", + "tess_yerr = np.ascontiguousarray(1e3 * tess_lc.flux_err[m], dtype=np.float64)\n", + "\n", + "with fits.open(tess_lcfs[0].filename) as hdu:\n", + " hdr = hdu[1].header\n", + "tess_texp = hdr[\"FRAMETIM\"] * hdr[\"NUM_FRM\"]\n", + "tess_texp /= 60.0 * 60.0 * 24.0\n", + "\n", + "datasets = OrderedDict(\n", + " [\n", + " (\"Kepler\", [kepler_t, kepler_y, kepler_yerr, kepler_texp]),\n", + " (\"TESS\", [tess_t, tess_y, tess_yerr, tess_texp]),\n", + " ]\n", + ")\n", + "\n", + "fig, axes = plt.subplots(1, len(datasets), sharey=True, figsize=(10, 5))\n", + "\n", + "for i, (name, (t, y, _, _)) in enumerate(datasets.items()):\n", + " ax = axes[i]\n", + " ax.plot(t, y, \"k\", lw=0.75, label=name)\n", + " ax.set_xlabel(\"time [KBJD]\")\n", + " ax.set_title(name, fontsize=14)\n", + "\n", + " x_mid = 0.5 * (t.min() + t.max())\n", + " ax.set_xlim(x_mid - 10, x_mid + 10)\n", + "axes[0].set_ylim(-10, 10)\n", + "fig.subplots_adjust(wspace=0.05)\n", + "_ = axes[0].set_ylabel(\"relative flux [ppt]\")" + ] + }, + { + "cell_type": "markdown", + "id": "0f97992e", + "metadata": {}, + "source": [ + "## The probabilistic model\n", + "\n", + "This model is mostly the same as the one used in [Quick fits for TESS light curves](./quick-tess.ipynb), but we're allowing for different noise variances (both the white noise component and the GP amplitude), effective planet radii, and limb-darkening coefficients for each dataset.\n", + "For the purposes of demonstration, we're sharing the length scale of the GP between the two datasets, but this could just have well been a different parameter for each dataset without changing the results.\n", + "The final change that we're using is to use the approximate transit depth `approx_depth` (the depth of the transit at minimum assuming the limb-darkening profile is constant under the disk of the planet) as a parameter instead of the radius ratio.\n", + "This does not have a large effect on the performance or the results, but it can sometimes be a useful parameterization when dealing with high signal-to-noise transits because it reduces the covariance between the radius parameter and the limb darkening coefficients.\n", + "As usual, we run a few iterations of sigma clipping and then find the maximum a posteriori parameters to check to make sure that everything is working:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1d6498d1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:06.904868Z", + "iopub.status.busy": "2023-07-17T01:18:06.904477Z", + "iopub.status.idle": "2023-07-17T01:26:21.562044Z", + "shell.execute_reply": "2023-07-17T01:26:21.561443Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [Kepler_log_approx_depth, Kepler_u, Kepler_mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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period and t0\n", + "x_min = min(np.min(x) for x, _, _, _ in datasets.values())\n", + "x_max = max(np.max(x) for x, _, _, _ in datasets.values())\n", + "x_mid = 0.5 * (x_min + x_max)\n", + "t0_ref = lit_t0 + lit_period * np.round((x_mid - lit_t0) / lit_period)\n", + "\n", + "# Do several rounds of sigma clipping\n", + "for i in range(10):\n", + " with pm.Model() as model:\n", + " # Shared orbital parameters\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(lit_period), sigma=1.0)\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + " t0 = pm.Normal(\"t0\", mu=t0_ref, sigma=1.0)\n", + " log_dur = pm.Normal(\"log_dur\", mu=np.log(0.1), sigma=10.0)\n", + " dur = pm.Deterministic(\"dur\", tt.exp(log_dur))\n", + " b = pmx.UnitUniform(\"b\")\n", + " ld_arg = 1 - tt.sqrt(1 - b**2)\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " period=period, duration=dur, t0=t0, b=b\n", + " )\n", + "\n", + " # We'll also say that the timescale of the GP will be shared\n", + " rho_gp = pm.InverseGamma(\n", + " \"rho_gp\",\n", + " testval=2.0,\n", + " **pmx.estimate_inverse_gamma_parameters(1.0, 5.0),\n", + " )\n", + "\n", + " # Loop over the instruments\n", + " parameters = dict()\n", + " lc_models = dict()\n", + " gp_preds = dict()\n", + " gp_preds_with_mean = dict()\n", + " for n, (name, (x, y, yerr, texp)) in enumerate(datasets.items()):\n", + " # We define the per-instrument parameters in a submodel so that we\n", + " # don't have to prefix the names manually\n", + " with pm.Model(name=name, model=model):\n", + " # The flux zero point\n", + " mean = pm.Normal(\"mean\", mu=0.0, sigma=10.0)\n", + "\n", + " # The limb darkening\n", + " u = xo.QuadLimbDark(\"u\")\n", + " star = xo.LimbDarkLightCurve(u)\n", + "\n", + " # The radius ratio\n", + " log_approx_depth = pm.Normal(\n", + " \"log_approx_depth\", mu=np.log(4e-3), sigma=10\n", + " )\n", + " ld = 1 - u[0] * ld_arg - u[1] * ld_arg**2\n", + " ror = pm.Deterministic(\n", + " \"ror\", tt.exp(0.5 * log_approx_depth) / tt.sqrt(ld)\n", + " )\n", + "\n", + " # Noise parameters\n", + " med_yerr = np.median(yerr)\n", + " std = np.std(y)\n", + " sigma = pm.InverseGamma(\n", + " \"sigma\",\n", + " testval=med_yerr,\n", + " **pmx.estimate_inverse_gamma_parameters(\n", + " med_yerr, 0.5 * std\n", + " ),\n", + " )\n", + " sigma_gp = pm.InverseGamma(\n", + " \"sigma_gp\",\n", + " testval=0.5 * std,\n", + " **pmx.estimate_inverse_gamma_parameters(\n", + " med_yerr, 0.5 * std\n", + " ),\n", + " )\n", + "\n", + " # Keep track of the parameters for optimization\n", + " parameters[name] = [mean, u, log_approx_depth]\n", + " parameters[f\"{name}_noise\"] = [sigma, sigma_gp]\n", + "\n", + " # The light curve model\n", + " def lc_model(mean, star, ror, texp, t):\n", + " return mean + 1e3 * tt.sum(\n", + " star.get_light_curve(orbit=orbit, r=ror, t=t, texp=texp),\n", + " axis=-1,\n", + " )\n", + "\n", + " lc_model = partial(lc_model, mean, star, ror, texp)\n", + " lc_models[name] = lc_model\n", + "\n", + " # The Gaussian Process noise model\n", + " kernel = terms.SHOTerm(sigma=sigma_gp, rho=rho_gp, Q=1.0 / 3)\n", + " gp = GaussianProcess(\n", + " kernel, t=x, diag=yerr**2 + sigma**2, mean=lc_model\n", + " )\n", + " gp.marginal(f\"{name}_obs\", observed=y)\n", + " gp_preds[name] = gp.predict(y, include_mean=False)\n", + " gp_preds_with_mean[name] = gp_preds[name] + gp.mean_value\n", + "\n", + " # Optimize the model\n", + " map_soln = model.test_point\n", + " for name in datasets:\n", + " map_soln = pmx.optimize(map_soln, parameters[name])\n", + " for name in datasets:\n", + " map_soln = pmx.optimize(map_soln, parameters[f\"{name}_noise\"])\n", + " map_soln = pmx.optimize(map_soln, parameters[name] + [log_dur, b])\n", + " map_soln = pmx.optimize(map_soln)\n", + "\n", + " # Do some sigma clipping\n", + " num = dict((name, len(datasets[name][0])) for name in datasets)\n", + " clipped = dict()\n", + " masks = dict()\n", + " for name in datasets:\n", + " mdl = pmx.eval_in_model(gp_preds_with_mean[name], map_soln)\n", + " resid = datasets[name][1] - mdl\n", + " sigma = np.sqrt(np.median((resid - np.median(resid)) ** 2))\n", + " masks[name] = np.abs(resid - np.median(resid)) < 7 * sigma\n", + " clipped[name] = num[name] - masks[name].sum()\n", + " print(f\"Sigma clipped {clipped[name]} {name} light curve points\")\n", + "\n", + " if all(c < 10 for c in clipped.values()):\n", + " break\n", + "\n", + " else:\n", + " for name in datasets:\n", + " datasets[name][0] = datasets[name][0][masks[name]]\n", + " datasets[name][1] = datasets[name][1][masks[name]]\n", + " datasets[name][2] = datasets[name][2][masks[name]]" + ] + }, + { + "cell_type": "markdown", + "id": "faf98001", + "metadata": {}, + "source": [ + "Here are the two phased light curves (with the Gaussian process model removed).\n", + "We can see the effect of exposure time integration and the difference in photometric precision, but everything should be looking good!" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d32bb53", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:26:21.565387Z", + "iopub.status.busy": "2023-07-17T01:26:21.564818Z", + "iopub.status.idle": "2023-07-17T01:26:28.865749Z", + "shell.execute_reply": "2023-07-17T01:26:28.864962Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "dt = np.linspace(-0.2, 0.2, 500)\n", + "\n", + "with model:\n", + " trends = pmx.eval_in_model([gp_preds[k] for k in datasets], map_soln)\n", + " phase_curves = pmx.eval_in_model(\n", + " [lc_models[k](t0 + dt) for k in datasets], map_soln\n", + " )\n", + "\n", + "fig, axes = plt.subplots(2, sharex=True, sharey=True, figsize=(8, 6))\n", + "\n", + "for n, name in enumerate(datasets):\n", + " ax = axes[n]\n", + "\n", + " x, y = datasets[name][:2]\n", + "\n", + " period = map_soln[\"period\"]\n", + " folded = (x - map_soln[\"t0\"] + 0.5 * period) % period - 0.5 * period\n", + " m = np.abs(folded) < 0.2\n", + " ax.plot(\n", + " folded[m],\n", + " (y - trends[n] - map_soln[f\"{name}_mean\"])[m],\n", + " \".k\",\n", + " alpha=0.3,\n", + " mec=\"none\",\n", + " )\n", + " ax.plot(\n", + " dt, phase_curves[n] - map_soln[f\"{name}_mean\"], f\"C{n}\", label=name\n", + " )\n", + " ax.annotate(\n", + " name,\n", + " xy=(1, 0),\n", + " xycoords=\"axes fraction\",\n", + " va=\"bottom\",\n", + " ha=\"right\",\n", + " xytext=(-3, 3),\n", + " textcoords=\"offset points\",\n", + " fontsize=14,\n", + " )\n", + "\n", + "axes[-1].set_xlim(-0.15, 0.15)\n", + "axes[-1].set_xlabel(\"time since transit [days]\")\n", + "for ax in axes:\n", + " ax.set_ylabel(\"relative flux [ppt]\")" + ] + }, + { + "cell_type": "markdown", + "id": "e1691f03", + "metadata": {}, + "source": [ + "Then we run the MCMC:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b05c7cea", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:26:28.869437Z", + "iopub.status.busy": "2023-07-17T01:26:28.868870Z", + "iopub.status.idle": "2023-07-17T01:33:49.424654Z", + "shell.execute_reply": "2023-07-17T01:33:49.423969Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [TESS_sigma_gp, TESS_sigma, TESS_log_approx_depth, TESS_u, TESS_mean, Kepler_sigma_gp, Kepler_sigma, Kepler_log_approx_depth, Kepler_u, Kepler_mean, rho_gp, b, log_dur, t0, log_period]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [6000/6000 06:36<00:00 Sampling 2 chains, 5 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_500 tune and 1_500 draw iterations (3_000 + 3_000 draws total) took 397 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "There were 5 divergences after tuning. Increase `target_accept` or reparameterize.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "import platform\n", + "\n", + "with model:\n", + " trace = pmx.sample(\n", + " tune=1500,\n", + " draws=1500,\n", + " start=map_soln,\n", + " # Parallel sampling runs poorly or crashes on macos\n", + " cores=1 if platform.system() == \"Darwin\" else 2,\n", + " chains=2,\n", + " target_accept=0.95,\n", + " return_inferencedata=True,\n", + " random_seed=[11, 9],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "ca22b57e", + "metadata": {}, + "source": [ + "And check the convergence diagnostics:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d1cbc411", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:33:49.427804Z", + "iopub.status.busy": "2023-07-17T01:33:49.427435Z", + "iopub.status.idle": "2023-07-17T01:33:49.583316Z", + "shell.execute_reply": "2023-07-17T01:33:49.582672Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
log_period1.5870.0001.5871.5870.0000.0004098.02202.01.00
t02011.5050.0002011.5052011.5050.0000.0004045.02139.01.00
log_dur-2.3880.002-2.392-2.3840.0000.000480.0465.01.01
Kepler_mean-0.4390.532-1.4790.5020.0080.0083969.02389.01.00
Kepler_log_approx_depth-5.6840.003-5.689-5.6780.0000.0001788.01994.01.00
TESS_mean0.2720.423-0.5501.0240.0070.0074203.02168.01.00
TESS_log_approx_depth-5.6690.013-5.693-5.6460.0000.0002666.01928.01.00
period4.8880.0004.8884.8880.0000.0004098.02202.01.00
dur0.0920.0000.0910.0920.0000.000480.0465.01.01
b0.3910.0640.2700.5050.0030.002614.0549.01.00
rho_gp15.8541.11913.81017.9400.0190.0143660.02046.01.00
Kepler_u[0]0.7270.0260.6770.7730.0010.001468.0511.01.01
Kepler_u[1]-0.1230.045-0.206-0.0390.0020.002482.0476.01.00
Kepler_ror0.0600.0010.0590.0610.0000.000534.0535.01.00
Kepler_sigma0.0430.0010.0420.0440.0000.0004442.02326.01.00
Kepler_sigma_gp4.7920.2644.2805.2620.0050.0033363.01717.01.00
TESS_u[0]0.6380.1040.4400.8210.0030.0021299.01716.01.00
TESS_u[1]-0.1640.145-0.4160.0850.0040.0031104.01274.01.00
TESS_ror0.0600.0010.0590.0610.0000.000610.0848.01.00
TESS_sigma0.4220.0140.3960.4480.0000.0004548.02099.01.01
TESS_sigma_gp0.8000.0830.6470.9530.0010.0014401.02239.01.00
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean \\\n", + "log_period 1.587 0.000 1.587 1.587 0.000 \n", + "t0 2011.505 0.000 2011.505 2011.505 0.000 \n", + "log_dur -2.388 0.002 -2.392 -2.384 0.000 \n", + "Kepler_mean -0.439 0.532 -1.479 0.502 0.008 \n", + "Kepler_log_approx_depth -5.684 0.003 -5.689 -5.678 0.000 \n", + "TESS_mean 0.272 0.423 -0.550 1.024 0.007 \n", + "TESS_log_approx_depth -5.669 0.013 -5.693 -5.646 0.000 \n", + "period 4.888 0.000 4.888 4.888 0.000 \n", + "dur 0.092 0.000 0.091 0.092 0.000 \n", + "b 0.391 0.064 0.270 0.505 0.003 \n", + "rho_gp 15.854 1.119 13.810 17.940 0.019 \n", + "Kepler_u[0] 0.727 0.026 0.677 0.773 0.001 \n", + "Kepler_u[1] -0.123 0.045 -0.206 -0.039 0.002 \n", + "Kepler_ror 0.060 0.001 0.059 0.061 0.000 \n", + "Kepler_sigma 0.043 0.001 0.042 0.044 0.000 \n", + "Kepler_sigma_gp 4.792 0.264 4.280 5.262 0.005 \n", + "TESS_u[0] 0.638 0.104 0.440 0.821 0.003 \n", + "TESS_u[1] -0.164 0.145 -0.416 0.085 0.004 \n", + "TESS_ror 0.060 0.001 0.059 0.061 0.000 \n", + "TESS_sigma 0.422 0.014 0.396 0.448 0.000 \n", + "TESS_sigma_gp 0.800 0.083 0.647 0.953 0.001 \n", + "\n", + " mcse_sd ess_bulk ess_tail r_hat \n", + "log_period 0.000 4098.0 2202.0 1.00 \n", + "t0 0.000 4045.0 2139.0 1.00 \n", + "log_dur 0.000 480.0 465.0 1.01 \n", + "Kepler_mean 0.008 3969.0 2389.0 1.00 \n", + "Kepler_log_approx_depth 0.000 1788.0 1994.0 1.00 \n", + "TESS_mean 0.007 4203.0 2168.0 1.00 \n", + "TESS_log_approx_depth 0.000 2666.0 1928.0 1.00 \n", + "period 0.000 4098.0 2202.0 1.00 \n", + "dur 0.000 480.0 465.0 1.01 \n", + "b 0.002 614.0 549.0 1.00 \n", + "rho_gp 0.014 3660.0 2046.0 1.00 \n", + "Kepler_u[0] 0.001 468.0 511.0 1.01 \n", + "Kepler_u[1] 0.002 482.0 476.0 1.00 \n", + "Kepler_ror 0.000 534.0 535.0 1.00 \n", + "Kepler_sigma 0.000 4442.0 2326.0 1.00 \n", + "Kepler_sigma_gp 0.003 3363.0 1717.0 1.00 \n", + "TESS_u[0] 0.002 1299.0 1716.0 1.00 \n", + "TESS_u[1] 0.003 1104.0 1274.0 1.00 \n", + "TESS_ror 0.000 610.0 848.0 1.00 \n", + "TESS_sigma 0.000 4548.0 2099.0 1.01 \n", + "TESS_sigma_gp 0.001 4401.0 2239.0 1.00 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(trace)" + ] + }, + { + "cell_type": "markdown", + "id": "f4c2fd5f", + "metadata": {}, + "source": [ + "Since we fit for a radius ratio in each band, we can see if the transit depth is different in Kepler compared to TESS.\n", + "The plot below demonstrates that there is no statistically significant difference between the radii measured in these two bands:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ba50274e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:33:49.586506Z", + "iopub.status.busy": "2023-07-17T01:33:49.585918Z", + "iopub.status.idle": "2023-07-17T01:33:49.710847Z", + "shell.execute_reply": "2023-07-17T01:33:49.710278Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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6AwDQbAU7glM3NlnypAenNtAKEQYAhJ/YZMkVK60cH5z6rlhp0kYCAWyDMAAg/HjSay/WZYesr12wozZklB0iDMA2CAMAwpMnnYs1YBEmEAIAYHOEAQAAbI4wAACAzREGAACwOcIAAAA2RxgAAMDmCAMAANgcYQAAAJsjDAAAYHOEAQAAbI4wAACAzREGAACwOcIAAAA2RxgAAMDmCAMAANhcZKg7AMDedh44alktb1yU0jxuy+oBdkEYABAS3rgouV1OTVu2xbKabpdTa6ZnEwiAJiIMAAiJNI9ba6Znq7C00pJ6Ow8c1bRlW1RYWkkYAJqIMAAgZNI8bi7cQCvABEIAAGyOOwNo9fYVlVt6K1mSXEf3Sft3WVLTT8EO62sCQJARBtCq7Ssq15AF61ReVW1ZzTNdhTpr+U3S8XLLavpxxUqxycGpDQBBQBhAq1ZYWqnyqmo9kpOlzNR4S2qmlm5XxHPl0lVPSSndLKnpJzZZ8qRbXxcAgoQwgLCQmRqvXmlJ1hTbH137vyndpE5Z1tQEgDDGBEIAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbiwx1BwCgVSrYYX3N2GTJk259XeAUEQYA4NtikyVXrLRyvPW1XbHSpI0EArQ6hAEA+DZPeu0Fu+yQtXULdtQGjLJDhAG0OoQBAPguTzoXbNgKEwgBALA5wgAAADZHGAAAwOYIAwAA2BxhAAAAm+PbBLDcvqJyFZZWWlJr54GjltQBADSOMABL7Ssq15AF61ReVW1ZTbfLKW9clGX1AAD+CAOwVGFppcqrqvVITpYyU+MtqemNi1Kax21JLQBAfYQBBEVmarx6pSWFuhsAgAAwgRAAAJsjDAAAYHOEAQAAbI45AwDaFCu/jsrkVdgFYQBAm+CNi5Lb5dS0ZVssq+l2ObVmejaBAG0eYQBAm5DmcWvN9GxLF7yatmyLCksrCQNo8wgDANqMNI+bCzfQDEwgBADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyObxOgdSvKk8oOWVuzYIe19QAgzBEG0HoV5UlP9JWqyqyv7YqVYpOtrwsAYYgwgNar7FBtELjqKSmlm7W1Y5MlT7q1NQEgTBEG0PqldJM6ZYW6FwDQZjGBEAAAmyMMAABgc4QBAABsjjAAAIDNEQYAALA5wgAAADZHGAAAwOYIAwAA2BxhAAAAmyMMAABgc4QBAABsjjAAAIDNEQYAALA5wgAAADZHGAAAwOYIAwAA2BxhAAAAmyMMAABgc4QBAABsjjAAAIDNEQYAALC5yFB3AKG3r6hchaWVltTaeeCoJXUAAC2HMGBz+4rKNWTBOpVXVVtW0+1yyhsXZVk9AEBwEQZsrrC0UuVV1XokJ0uZqfGW1PTGRSnN47akFgAg+AgDkCRlpsarV1pSqLsBAAgBJhACAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDleVAQALalgR3DqxiZLnvTg1EabRxgAgJYQmyy5YqWV44NT3xUrTdpIIECzEAYAoCV40msv1mWHrK9dsKM2ZJQdIgygWQgDANBSPOlcrNEqMYEQAACb484AAJzAzgNHLavljYtSmsdtWT3AKoQBAGiANy5KbpdT05Ztsaym2+XUmunZBAK0OoQBAGhAmsetNdOzVVhaaUm9nQeOatqyLSosrSQMoNUhDABAI9I8bi7csAUmEAIAYHOEAQAAbI4wAACAzTFnAKeuKC94q6oBAIKOMIBTU5QnPdFXqioLTn1XbO2a7gCAoCEM4NSUHaoNAlc9JaV0s74+b2IDgKAjDMAaKd2kTlmh7gUAoBmYQAgAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANhcZ6g6g6fYVlauwtNKSWjsPHLWkDgAgfBEGwsy+onINWbBO5VXVltV0u5zyxkVZVg8AEF4IA2GmsLRS5VXVeiQnS5mp8ZbU9MZFKc3jtqQWACD8EAbCVGZqvHqlJYW6GwCANoAwYCdFeVLZIWtrFuywth4AoMURBuyiKE96oq9UVWZ9bVesFJtsfV0AQIsgDNhF2aHaIHDVU1JKN2trxyZLnnRrawIAWgxhwG5SukmdskLdCwBAK8KiQwAA2BxhAAAAm+MxAQC0FcH4dg9zgmyBMAAA4S42ufZbPSvHW1/bFStN2kggaOMIAwAQ7jzptRfsYKwjsnJ8bV3CQJtGGACAtsCTzgUbzcYEQgAAbI4wAACAzfGYoAXsKypXYWmlJbV2HjhqSR0AAOoQBoJsX1G5hixYp/Kqastqul1OeeOiLKsHALA3wkCQFZZWqryqWo/kZCkzNd6Smt64KKV53JbUAgCAMNBCMlPj1SstKdTdAACgHiYQAgBgc4QBAABsjscEANCCrPxGEPOHYBXCAAC0AG9clNwup6Yt22JZTbfLqTXTswkEOGWEAQBoAWket9ZMz7Z0zZFpy7aosLSSMIBTRhgAgBaS5nFz4UarxARCAABsjjAAAIDNEQYAALA5wgAAADZHGAAAwOYIAwAA2BxhAAAAmyMMAABgc4QBAABsjhUIASCM8eIjWIEwAABhiBcfwUqEAQAIQ7z4CFYiDABAmOLFR7AKEwgBALA5wgAAADZHGAAAwOYIAwAA2BxhAAAAm+PbBK1NUZ5Udsj6ugU7rK8JAGgTCAOtSVGe9ERfqaosOPVdsVJscnBqAwDCFmGgNSk7VBsErnpKSulmff3YZMmTbn1dAEBYIwy0RindpE5Zoe4FAMAmCAMN2FdUbukSnwAAtGaEge/YV1SuIQvWqbyq2rKabpdT3rgoy+oBQIsK1gRkHl22GoSB7ygsrVR5VbUeyclSZmq8JTV5LSiAsBSbXDvxeOX44NR3xUqTNhIIWgHCQCMyU+PVKy0p1N0AgNDxpNderIP1deeV42trEwZCjjAAAGicJ52LtQ2wAiEAADZHGAAAwOYIAwAA2BxhAAAAmyMMAABgc4QBAABsjjAAAIDNsc4AAMDHyvepsPpq+CAMAADkjYuS2+XUtGVbLKvpdjm1Zno2gSAMEAYAAErzuLVmeralb2ydtmyLCksrCQNhgDAAAJBUGwi4cNtTmwgD+4rKLU2zAADYSdiHgX1F5RqyYJ3Kq6otq+l2OeWNi7KsHgAArVnYh4HC0kqVV1XrkZwsZabGW1KTGbAA0EIKdlhfMzaZNy02UdiHgTqZqfHqlZbUcgcsyrP+Hd/B+I8CAFqj2GTJFSutHG99bVesNGkjgaAJ2kwYaFFFedITfaWqMutru2Jr/yMBgLbMk157wQ7GL1Urx0tfbbC+ttRm7zoQBpqj7FBtELjqKSmlm7W12+g/NACox5Nu/f/fBfOOg9Rm7zoQBk5FSjepU1aoewEAqBOsOw7Sf+86lB0iDISVYDzXl3i2DwCtWTDuOLRxbTcMBPO5vsSzfQBAm9F2w0Awn+tLPNsHgADw4qPw0HbDQB2e6wNAi2vTLz5qg2sjtI4wcArP9mMKjqqnY5diCpIkx7cWHeK5PgCETLBefLRp12EVhmqBuTa8NkLow8ApPtvPlPRqtKSXGtjJc30ACBkrX3zUKu40BHtthBB+SyH0YeAUn+3vPHhUU5/fokdHZSmz/XfSIs/1AaBNaDWvWG6j31QIKAwYYyRJxcXF1veg5KhUYaToTlL8mU3+8YLiI/rk2NcqiO6i1PgGliMORp8BAC0uIUJKSHBYUutoSY1qKsp0tKRYxcXW1Gy2uutgyVHLr1l11+2663hjHOZkLSTt3btX6eltLwkBAGAHeXl56ty5c6P7AwoDNTU12r9/vxISEuRwhDhBtWHFxcVKT09XXl6eEhMTQ90dWIixbbsY27arLYytMUYlJSXq1KmTIiIiGm0X0GOCiIiIEyYKWCsxMTFs/+HhxBjbtouxbbvCfWyTkk7+Rt/GYwIAALAFwgAAADZHGGhFoqOjNXPmTEVHR4e6K7AYY9t2MbZtl53GNqAJhAAAoO3izgAAADZHGAAAwOYIAwAA2BxhAAAAmyMMNNFLL72kiy++WF6vVzExMfre976nu+66S0VFRQHXyM/P17Rp05SZmano6Gi1a9dOw4YN05o1a+q1zc3NlcPhOOGf+++/v97PPfvssxo8eLC8Xq+io6OVmZmp22+/XUeOHDmVj9+mtfTY1tm3b58mTJig9PR0RUdHq1OnTrr22mv16aefNth+y5YtysnJ0WmnnaaoqCilpaXphhtu0I4dvLa7MeEytpJ05MgRjR07Vg6HQxkZGU34lPYULmP79ttva8SIEWrfvr1cLpdSUlI0fPhwrVq1qqkfOTgMAjZnzhwjyZx22mnm1ltvNXPnzjU//vGPjSTTs2dPU1RUdNIae/fuNaeffrqRZH7yk5+YOXPmmFtvvdWkpqYah8Nh/vd//9ev/cyZM40kk5OTY+bPn9/gn/fff9/vZ2688UYjySQmJpqbbrrJzJkzxwwfPtxIMj169DCHDx+29Ly0BaEYW2OM+fTTT027du1MVFSUueGGG8zcuXPN6NGjjdPpNAkJCWbz5s1+7d98800THR1tYmJizI033mjmzZtnxo0bZ1wul0lKSjIffPCBZeekrQiXsTXGmDVr1pj09HTjdDqNJNOlSxcrTkGbFS5ju2DBAiPJxMTEmDFjxphZs2aZ6667zrhcLiPJPProo5adk+YiDAToo48+MhEREaZTp04mPz/fb98dd9xhJJlbbrnlpHWuvvpqI8nMnTvXb3teXp5JTk42brfbfPXVV77tdWFg8eLFAfVz1apVRpJJSUkxe/bs8ds3b948I8lMmjQpoFp2EaqxPX78uOnVq5eJiooy7733nt/PPP300yY+Pt786le/8m07duyYSUtLMxEREebdd9/1a1837r179zY1NTUBf/a2LlzG1hhjFi5caBwOh8nKyjKvvfYaYeAkwmVsP//8cxMZGWkSEhLMJ5984tf+jTfeMA6Hw8TGxpqSkpKAP3swEAYCdPPNNxtJ5re//W29fcXFxcbtdpuEhARTWlraaI2vv/7aOJ1Ok5ycbCoqKurt/5//+R8jycyePdu3ralhoO6uwKxZs+rtO378uMnMzDRxcXGmrKwsoHp2EKqxffnll40kc/PNNwfUzxdeeMFIMpdddlmD+/v3728k1QsKdhYuY2uMMbfeequ57bbbTEVFhdm1axdh4CTCZWwXLVpk2rVrZyZMmNDg/rPOOqtV/HfLnIEAvf3225KkH//4x/X2JSQkqG/fviopKdGmTZsarbFu3TpVV1dr0KBBioqKqrd/yJAhfsdqSGlpqfbt26fy8vIG9+fl5UmSunfvXm+f0+lUv379VFpaesJ+2k2oxvall16SJF1zzTWSat8Omp+fr6NHjza5n40dw+7CZWwlaebMmZo/f36Dx0B94TK248aN06FDh/Tkk082uD8+Pl6SVF1d3Wg/WwJhIABVVVX6/PPP5XA4lJmZ2WCbs846S5L0ySefNFpn69atfm2bUmPNmjU6//zzlZiYqM6dOyshIUEXXXSR/vWvf/m1q3uz1oEDBxo8htvtliRt37690X7aSSjH9sMPP5QknXHGGZo2bZq8Xq86duyoxMREnX/++Vq3bt0pH8POwmlspcDeLIda4Ta2jdmzZ48+/vhjJSQk6Nxzzw3454KBMBCA4uJiVVdXKzY2VjExMQ22adeunSTp8OHDjdYpLCyUJCUnJ5+wRl27b1u2bJm+//3va8mSJXrmmWc0YsQIvfPOO8rOztabb77pazdw4EBJ0pIlS1RTU+NXIz8/X6+88kqjx7CjUI5t3V2ccePG6a233tKcOXP0l7/8RWPGjNHGjRs1ZMgQv7EN9Bgn6qedhNPYomnawthWVlZq7Nixqq6u1t133+27QxAqkSE9epgoKyuTpBPevqt7kUVd2+bUqatRU1OjY8eOKSYmRhdddJEiIyN1ySWX6Pzzz/e1vf766/XAAw/ozjvv1IQJE7Rz5045nU7deOONevTRR/Xvf/9bl156qaZPn660tDRt2bJFc+bMkdfr1TfffKPjx4837SS0UaEc25KSEt/Pbt68WS6XS5I0atQo9ezZU7/+9a81efJk312cQI9xon7aSTiNLZom3Mf2yJEjuuaaa7R27Vr99Kc/1W233dZo25bCnYEAxMbGSqpNco05duyYX9vm1KmrERER4Uu7AwcO1N133+0XBOrcdtttOu2007R7925t3LhRUu3zp7feeksDBgzQ6tWrNXToUPXs2VPjx4/XNddcowkTJkiqfaaG0I5tZGRtFp8xY4bv/1DqTJkyRQkJCfrss8/02WefNekYJ+qnnYTT2KJpwnlsd+3apf79++vNN9/UuHHjtHTpUkVEhP5SHPoehIGkpCRFRkaqtLTU94/juwoKCiRJKSkpjdap23fo0KET1mjsltV3OZ1O9e7dW5K0e/du3/aMjAy9++67+vzzz7Vq1Sq9++67ys/P1+zZs323uE4//fSAjtHWhXJs625BdujQoV77qKgo3/PKr776qknHOFE/7SScxhZNE65ju27dOp133nnatm2b7r33Xi1atKheoAgVwkAAIiMjfbPzG0t727ZtkyRlZWU1WqdXr16SGp+8F0iN76q73d9Q+s3MzNSwYcM0YMAA3/OoujsIffr0CfgYbVkox7ZHjx6SGr8g1H1jpO43kmD8+2nLwmls0TThOLZvv/22hg0bpmPHjmnlypW66667Gu1XKBAGAlT39ZW///3v9fbl5+frgw8+UHJy8glnhNZ9feWdd95p8DnWq6++KkkaNmyYJKmkpESXXXaZBg4c2ODXTg4fPuy7uJ9zzjmSpG+++UZLlizRX//613rtd+3apQ0bNigrK0tdunQ52Ue2jVCM7beP+9prr9VrX1RUpF27dikiIsL3f1gn6mdjx7C7cBlbNF04je3GjRs1YsQIxcTEaO3atRo5cmSAn7IFhXSVgzCyY8cOExUVZdq3b2/y8vL89o0dO9ZIMr/5zW982/bv32+2bdtmCgsL/dqOGzfOSDJ33nmn3/atW7ea2NhY4/V6TUFBgW97v379jCRzzz33+LWvqqoyY8aMqbcIzZdffmkiIiJMamqq+eabb3zbKyoqfMt0Pv/8880+D21RqMb24MGDJikpybhcLrNu3Tq/n7nllluMJDNixAjftqqqKt8CJatWrfJrv3jxYiPJDBgwoFnnoK0Kl7H9LhYdOrlwGdvS0lJzxhlnGKfTadavX3+qHztoCANN8PjjjxtJpn379ubWW281s2fP9q361r9/f1NeXu5rW3ehfvzxx/1qHDx40Hzve98zkszQoUPN3LlzzS233GISExNNZGSkWblypV/7zz77zLRr1853jBkzZph77rnH/OAHPzCSzFlnnWX27dvn9zPTpk0zkkxaWpq5/fbbzW9+8xvTo0cPI6nRVbDsLhRja4wxK1euNJGRkSYmJsb88pe/NHPnzjWDBg0ykkznzp3rLSm9YcMGEx8fb1wulxk7dqyZN2+eGTVqlImIiDAdO3Y0O3bsCM4JCmPhMrbfft/IjBkzjCTj9Xr9tn83BNpdOIztgw8+aCSZ73//+42+X2b+/PnmH//4R/BOVAAIA0302muvmYsvvtgkJSWZ6Oho06NHDzN79ux6y/s29g/PGGMOHTpkpk+fbs4880wTFRVl2rVrZy6//HKzYcOGBo+5Z88e88tf/tLXPjY21vzgBz8ws2bNMkeOHKnXvqamxvzud78zWVlZJiEhwcTHx5t+/fqZP//5z9achDYqFGNrjDGbNm0yV1xxhUlJSTEul8tkZGSYKVOm1Ftvvc5//vMfM2rUKNOhQwfjcrlMenq6GT9+fL3fjvBf4TC2kk76Z8yYMad8Ltqa1j62dcc92Z+ZM2dacj6ay2GMMaf+sAEAAIQrJhACAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMICwUllZqalTp6pdu3aKjIzUlClTJElHjhzRz372MyUmJsrlcum3v/1tyPq4e/duORwOZWRkhKwPobB27Vo5HA4NGjTohNvauiVLlsjhcGjs2LGh7goQsMhQdwBoisWLF+uxxx5Tx44ddffdd6tPnz6SpPvvv1/PPvusunXrpp/97GcnfIe5ld555x199NFHmjZtmm9bu3btNH/+fCUlJbVIH1qzrl27av78+UpPTw91V4Ji8eLF8nq9uuKKK3zbzjvvPM2fP9/vffZAa8eLihBWJk6cqCeffFILFizQr371K9/2YcOGafXq1VqxYoWuuuqqFuvPyJEj9dFHH2n37t0tdszWau3atRo8eLCys7O1du3aUHcn6GpqapScnKyRI0dqyZIloe4OcEp4TICwcuzYMUm1v30Hsj2YjDH6xz/+0WLHQ+vy6aefqqioKNTdACxBGEDIvfDCCxo8eLA8Ho+io6N1xhln6Oabb9b+/ft9beqePT/99NOSpHHjxvmeyzscDq1bt06SNHjwYDkcDuXm5vp+dv/+/Zo8ebK6du2q6Ohoeb1eZWdn6y9/+UuD/amurtZjjz2mc845R/Hx8YqPj9fAgQP1+uuv+9rk5uYqIiJChw4d0p49e+RwOORwOCTVnzPwzDPPyOFwaMSIEY2eg169esnhcOi9995rdr8bkpubK4fDod/97ndavHixMjIy1KFDB782q1ev1qWXXqr27dsrMjJSHo9HgwYN0ooVKxqsuWXLFg0fPlxJSUmKj49X3759tXz58gbbNmceQd2Yfvrpp75tdWNy/vnnKzExUdHR0UpPT9fVV1/td85a6lwMGjRIZ599tiTp6aef9vs8jc0ZMMZo0aJFuvDCC+XxeBQVFaX09HRdf/312rp1a0CfAQgW5gwgpKZPn66HHnpInTt31tixY5WUlKRNmzZp4cKFWrFihdavX6+zzjrL9+x52bJl+uCDD5STk6Nzzz1Xbrdb5eXlWrhwob788ktNnDhRXbt21QUXXCBJ2rlzpy688EIdOHBAl19+uW644QYdPHhQK1as0OjRo7Vx40Y9/PDDvv7U1NRo5MiRevXVVzVgwADdcccdKi4u1tKlSzV8+HA98sgjmjp1qoYOHaqqqirde++98nq9mjFjRqOf8corr9TEiRP1xhtvqLi4WImJiX77t27dqq1bt+qMM87QhRde2Kx+n8wnn3yil156STfeeKPf3ZPFixfrxhtvlNfr1ejRo9WpUyd9+eWXWrp0qdatW6eFCxdq4sSJvvbbtm3TwIEDVVJSoiuvvFI//OEPtXv3bk2cOFEjR44MuD9NNWnSJD355JPq2bOnbr75ZiUmJmrnzp1asWKFXnnlFb388sv6yU9+ElAtK87FL3/5S3Xs2FHLli3Tueeeq5ycnJPOixg7dqyeeeYZnX766bruuuuUmpqqTz/9VM8//7xWrlyp1atX+8YfaHEGCJE1a9YYSaZXr16mqKjIb99jjz1mJJkhQ4b4bR8zZoyRZBYvXuy3PTs720gy77zzjt/2Cy+80Egyf/rTn/y2FxYWmq5duxpJ5r333vNtf/zxx40kc+211/q137t3r/F4PCYyMtLk5+cbY4zZtWuXkWS6dOni17ah7Tk5OUaSWbp0ab3zcPfddxtJ5p577ml2vxszc+ZMI8m43W7zz3/+s97+Ll26GElm7dq1fttffPFFI8l06NDB1NTU+LZfffXVRpKZMWOGX/svvvjCJCYmGkkmOzvbt/2dd94JaFtDffrkk0+MMcaUlpaayMhIk56ebo4dO+bX9uOPPzYul8uMHDmyxc/F4sWLjSQzZswYv/YNbX/55ZeNJNOtW7d6/9afffZZI8l07979pJ8BCBYeEyBk/vCHP0iS5syZU2/m/aRJk9SlSxe99dZb2rt3b7Pqb926VevXr9fZZ5+tG2+80W+fx+Px/TZf9+hBkv74xz9Kkm6//Xa/9mlpaVqwYIHuvvtuHTlypMl9ue666ySpwdvpy5YtkyRdf/31ze73yWRkZKhfv35+26qrq/Xcc8/ppZdeUnZ2tt++ESNGKCIiQvn5+crPz5ckHT9+XK+99pocDoemTp3q1/7MM8/UDTfcEHB/mqKkpETHjx+XJDmdTr99vXv3VllZmV5++eWA61lxLpqqboLhHXfcUe/f+ujRo9W1a1dt375dmzdvblZ94FTxmAAh869//UuSlJKS0uBs/B49emjPnj364IMP1Llz52bXz8zMbLB+Xc1NmzZJkioqKvTJJ5/I6XSqd+/e9dp/98LcFMOGDVNycrJWr16tkpISJSQkSJI+/PBDff755+rXr58yMzOb1e9A/PCHP6y3zel0+h6nSFJpaakOHz6s6upqSVJiYqKKiop8kzO/+OILlZeXq3PnzkpNTa1Xr1+/fvrd734XcJ8C1aFDB5133nnatGmTBg4cqKlTp+qSSy7x3eKPjGza/41ZcS6a6oMPPpAk9e/fv8H9ffv21RdffKHNmzc32D8g2AgDCJkDBw5IkgYMGHDCdt98880p1V+xYkWjk+G+Xb+goEA1NTXyeDz1fgM9VS6XS9dcc43+8Ic/6G9/+5tGjx4tSXr++eclye+36qb2OxApKSkNbv/qq69099136+9//7sKCwtPWOPQoUOSpOTk5Ab3t2/fPuD+NNWrr76qMWPGaNWqVdqwYYMcDoeysrJ0+eWX6xe/+IU6deoUcC0rzkVT1Y1pQyFK+u+5KygosPS4QKAIAwiZutn3Tz/9dL1Jdd/2gx/84JTqDx8+XBMmTGi0XVRUlCQpIqL2qVlFRUWzjncy1113nf7whz9o+fLlvjDwwgsvKCoqSjk5Oc3udyAa+u25oKBA/fr10/79+3X++ecrJydHnTp1UnR0tKTagFJSUuJrb/5/SZK6/n1XTU1NwP1pqvbt2+u1117T9u3b9be//U1vvPGG1q9frw8//FALFizQypUrNXTo0IBqWXEumqrunJlGlnWpO3eNnVsg2AgDCJmOHTtqz5496tOnT4O35a2oL0lut9tvhbjGJCcnKzIyUuXl5SotLVVcXJyl/enfv7+6dOmi119/XSUlJfrPf/6j3bt366qrrpLX6212v5tr8eLF2r9/vy666CKtXr3a7yJ5/PhxVVVV+bX3eDySpMOHDzdYL9A7FSe64BljdPDgwUb3d+/eXd27d9evf/1rHTlyRI8++qhmzpypm266SXl5eQEdvyFNPRdNlZqaqry8PB04cKDBtTDqPnNjdw6AYGMCIULmRz/6kSTpzTffbHD/7t27fRPHTqX+e++91+Cz3tLSUn399de+v0dFRfnuQrzzzjv12i9cuFBXXHGF3n777Wb1x+FwaPTo0Tp27JjeeOMNvfDCC5JUb+JdU/vdXF988YUk6dJLL63323JDx87MzJTL5dLevXsbDASBLsAUExMjSQ0u2LN9+3aVlZX5bTPG6IsvvtDRo0f9ticlJemee+5Rnz59tHfv3hOGiJNp6rloqvPOO89X67uMMdqwYYNfO6ClEQYQMjfddJMk6aGHHqp3cdu+fbuysrLUvXv3ZgeC7t27q3///jp48KAefPDBevtvu+02derUSYsWLfJtGzdunK9P3z5uQUGB5s6dq7///e/q1q2bJP+LWqC3yOu+VfDqq6/qlVdeUXJysi699NJT7ndz1E1E/PbiPpL02WefaerUqb67FXXPz6Ojo3XxxRerpqZGCxcu9PuZnTt36rnnngvouGeccYbvuN/+bf748eOaMWNGvYvx448/rszMTM2cObNercOHD2vXrl1KSEg4pXdBNPVcSP8d/7q5FCfy85//XJL04IMP1vs2yp/+9Cd99dVX6tu3L+8zQOiE9IuNsL3JkycbSaZ9+/ZmypQpZu7cuWbMmDEmNjbWREZGmpUrV/q1b+o6A9u2bTOpqalGkrnkkkvMnDlzzF133WX69OljJJkLL7zQlJWV+dpXVlaaiy++2Egyffr0Mbm5uebXv/61SUtLM5LMrFmzfG1rampMSkqKkWSGDx9uJk6caHbt2tXo+gN1zj77bJOQkGAkmUmTJjXYpqn9bkzdd+unT59eb9/OnTtNTEyMcTgc5tprrzXz5s0zN910k4mLizMLFy40l19+uZFkBg4caH7/+98bY4zZuHGjiY6ONg6Hw4waNcrMnTvX3HTTTcbr9ZpJkyYFvKbAZZdd5jtHd9xxh7nrrrtMVlaWGTJkiBk4cKDfOgPFxcXm7LPPNpJMv379zJ133mnuvfdeM3nyZNO5c2cjyTz44IMtfi4+/vhjI8lERkaacePG+caysfUHJkyYYCSZjIwMM3XqVHPPPfeYkSNHmoiICJOcnOz7vEAoEAYQcs8//7wZPHiwb1GfDh06mKuvvtps2LChXtumhgFjahcMuuWWW8yZZ55poqKijNvtNmeffbaZN29egxfUiooK88ADD5jevXsbt9tt4uLizIUXXmhefPHFem3/+te/moyMDONyuczpp59uPv/885OGgQcffNBIMpLM+++/3+h5aWq/G3KiC6Axxrz33ntmwIABJikpyXg8HjNw4EDzyiuvGGOM2bx5s+nRo4eJjo42w4YN8/3M+vXrzUUXXWQSEhJMbGys6dOnj3nmmWfM1q1bAw4DhYWFZty4cSY1NdW4XC6Tnp5upk+fbsrKynxj+e2LY0lJiZk1a5bJysoyXq/XREZGmvbt25vhw4ebl19+OWTnYubMmSY5OdlER0ebvn37GmMaDwPGGLNo0SJzwQUXmISEBBMVFWUyMjLMxIkTzZ49ewL6DECw8NZCAABsjjkDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM0RBgAAsDnCAAAANkcYAADA5ggDAADYHGEAAACbIwwAAGBzhAEAAGyOMAAAgM39H4NxU8REt+ycAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(\n", + " trace.posterior[\"Kepler_ror\"].values.flatten(),\n", + " 20,\n", + " density=True,\n", + " histtype=\"step\",\n", + " label=\"Kepler\",\n", + ")\n", + "plt.hist(\n", + " trace.posterior[\"TESS_ror\"].values.flatten(),\n", + " 20,\n", + " density=True,\n", + " histtype=\"step\",\n", + " label=\"TESS\",\n", + ")\n", + "plt.yticks([])\n", + "plt.xlabel(\"effective radius ratio\")\n", + "_ = plt.legend(fontsize=12)" + ] + }, + { + "cell_type": "markdown", + "id": "54bd6aab", + "metadata": {}, + "source": [ + "We can also compare the inferred limb-darkening coefficients:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bb21e376", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:33:49.714371Z", + "iopub.status.busy": "2023-07-17T01:33:49.713647Z", + "iopub.status.idle": "2023-07-17T01:33:50.116208Z", + "shell.execute_reply": "2023-07-17T01:33:50.115517Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "fig = corner.corner(\n", + " trace,\n", + " var_names=[\"TESS_u\"],\n", + " bins=40,\n", + " color=\"C1\",\n", + " range=((0.5, 0.9), (-0.5, 0.1)),\n", + ")\n", + "corner.corner(\n", + " trace,\n", + " var_names=[\"Kepler_u\"],\n", + " bins=40,\n", + " color=\"C0\",\n", + " fig=fig,\n", + " labels=[\"$u_1$\", \"$u_2$\"],\n", + " range=((0.5, 0.9), (-0.5, 0.1)),\n", + ")\n", + "fig.axes[0].axvline(-1.0, color=\"C0\", label=\"Kepler\")\n", + "fig.axes[0].axvline(-1.0, color=\"C1\", label=\"TESS\")\n", + "_ = fig.axes[0].legend(\n", + " fontsize=12, loc=\"center left\", bbox_to_anchor=(1.1, 0.5)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c34de6a5", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1a6bc209", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:33:50.119195Z", + "iopub.status.busy": "2023-07-17T01:33:50.118800Z", + "iopub.status.idle": "2023-07-17T01:33:50.123895Z", + "shell.execute_reply": "2023-07-17T01:33:50.122292Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:arviz, exoplanet:astropy13,\n", + "exoplanet:astropy18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f1018631", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:33:50.126704Z", + "iopub.status.busy": "2023-07-17T01:33:50.126363Z", + "iopub.status.idle": "2023-07-17T01:33:50.130122Z", + "shell.execute_reply": "2023-07-17T01:33:50.129478Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a567800c-90b7-4a31-b98c-e253a2873d7f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/quick-tess.ipynb b/_sources/tutorials/quick-tess.ipynb new file mode 100644 index 00000000..519324ea --- /dev/null +++ b/_sources/tutorials/quick-tess.ipynb @@ -0,0 +1,1348 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "5fd9c2b6", + "metadata": {}, + "source": [ + "(quick-tess)=\n", + "\n", + "# Quick fits for TESS light curves" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "52e702f6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:28.429182Z", + "iopub.status.busy": "2023-07-17T01:17:28.428655Z", + "iopub.status.idle": "2023-07-17T01:17:32.014572Z", + "shell.execute_reply": "2023-07-17T01:17:32.013779Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "a43419d7", + "metadata": {}, + "source": [ + "In this tutorial, we will fit the TESS light curve for a known transiting planet.\n", + "While the {ref}`tess` case study goes through the full details of an end-to-end fit, this tutorial is significantly faster to run and it can give pretty excellent results depending on your goals.\n", + "Some of the main differences are:\n", + "\n", + "1. We start from the light curve rather than doing the photometry ourselves. This should pretty much always be fine unless you have a very bright, faint, or crowded target.\n", + "2. We assume a circular orbit, but as you'll see later, we can approximately relax this assumption later.\n", + "3. We only fit the data near transit. In many cases this will be just fine, but if you have predictable stellar variability (like coherent rotation) then you might do better fitting more data.\n", + "\n", + "We'll fit the planet in the HD 118203 (TIC 286923464) system that was found to transit by [Pepper et al. (2019)](https://arxiv.org/abs/1911.05150) because it is on an eccentric orbit so assumption #2 above is not valid." + ] + }, + { + "cell_type": "markdown", + "id": "9579e7cc", + "metadata": {}, + "source": [ + "First, let's download the TESS light curve using [lightkurve](https://docs.lightkurve.org/):" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9e251e9b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:32.018299Z", + "iopub.status.busy": "2023-07-17T01:17:32.017789Z", + "iopub.status.idle": "2023-07-17T01:17:35.779550Z", + "shell.execute_reply": "2023-07-17T01:17:35.778919Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import lightkurve as lk\n", + "import matplotlib.pyplot as plt\n", + "\n", + "lcfs = lk.search_lightcurve(\n", + " \"TIC 286923464\", mission=\"TESS\", author=\"SPOC\"\n", + ").download_all(flux_column=\"pdcsap_flux\")\n", + "lc = lcfs.stitch().remove_nans().remove_outliers(sigma=7)\n", + "\n", + "x = np.ascontiguousarray(lc.time.value, dtype=np.float64)\n", + "y = np.ascontiguousarray(1e3 * (lc.flux - 1), dtype=np.float64)\n", + "yerr = np.ascontiguousarray(1e3 * lc.flux_err, dtype=np.float64)\n", + "\n", + "texp = np.min(np.diff(x))\n", + "\n", + "plt.plot(x, y, \"k\", linewidth=0.5)\n", + "plt.xlabel(\"time [days]\")\n", + "_ = plt.ylabel(\"relative flux [ppt]\")" + ] + }, + { + "cell_type": "markdown", + "id": "c3bd99fb", + "metadata": {}, + "source": [ + "Then, find the period, phase and depth of the transit using box least squares:stitch" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ef2d02fd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:35.782903Z", + "iopub.status.busy": "2023-07-17T01:17:35.782458Z", + "iopub.status.idle": "2023-07-17T01:17:52.920737Z", + "shell.execute_reply": "2023-07-17T01:17:52.920033Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import exoplanet as xo\n", + "\n", + "pg = xo.estimators.bls_estimator(x, y, yerr, min_period=2, max_period=20)\n", + "\n", + "peak = pg[\"peak_info\"]\n", + "period_guess = peak[\"period\"]\n", + "t0_guess = peak[\"transit_time\"]\n", + "depth_guess = peak[\"depth\"]\n", + "\n", + "plt.plot(pg[\"bls\"].period, pg[\"bls\"].power, \"k\", linewidth=0.5)\n", + "plt.axvline(period_guess, alpha=0.3, linewidth=5)\n", + "plt.xlabel(\"period [days]\")\n", + "plt.ylabel(\"bls power\")\n", + "plt.yticks([])\n", + "_ = plt.xlim(pg[\"bls\"].period.min(), pg[\"bls\"].period.max())" + ] + }, + { + "cell_type": "markdown", + "id": "081a9a53", + "metadata": {}, + "source": [ + "Then, for efficiency purposes, let's extract just the data within 0.25 days of the transits:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a12beb30", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:52.924077Z", + "iopub.status.busy": "2023-07-17T01:17:52.923604Z", + "iopub.status.idle": "2023-07-17T01:17:53.270695Z", + "shell.execute_reply": "2023-07-17T01:17:53.269922Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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pm.Normal(\"log_rho_gp\", mu=np.log(10.0), sigma=10.0)\n", + " kernel = terms.SHOTerm(\n", + " sigma=tt.exp(log_sigma_gp), rho=tt.exp(log_rho_gp), Q=1.0 / 3\n", + " )\n", + " noise_params = [sigma, log_sigma_gp, log_rho_gp]\n", + "\n", + " # Planet parameters\n", + " log_ror = pm.Normal(\n", + " \"log_ror\", mu=0.5 * np.log(depth_guess * 1e-3), sigma=10.0\n", + " )\n", + " ror = pm.Deterministic(\"ror\", tt.exp(log_ror))\n", + "\n", + " # Orbital parameters\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(period_guess), sigma=1.0)\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + " t0 = pm.Normal(\"t0\", mu=t0_guess, sigma=1.0)\n", + " log_dur = pm.Normal(\"log_dur\", mu=np.log(0.1), sigma=10.0)\n", + " dur = pm.Deterministic(\"dur\", tt.exp(log_dur))\n", + " b = xo.distributions.ImpactParameter(\"b\", ror=ror)\n", + "\n", + " # Set up the orbit\n", + " orbit = xo.orbits.KeplerianOrbit(period=period, duration=dur, t0=t0, b=b)\n", + "\n", + " # We're going to track the implied density for reasons that will become clear later\n", + " pm.Deterministic(\"rho_circ\", orbit.rho_star)\n", + "\n", + " # Set up the mean transit model\n", + " star = xo.LimbDarkLightCurve(u)\n", + " lc_model = mean + 1e3 * tt.sum(\n", + " star.get_light_curve(orbit=orbit, r=ror, t=x), axis=-1\n", + " )\n", + "\n", + " # Finally the GP observation model\n", + " gp = GaussianProcess(kernel, t=x, diag=yerr**2 + sigma**2)\n", + " gp.marginal(\"obs\", observed=y - lc_model)\n", + "\n", + " # Double check that everything looks good - we shouldn't see any NaNs!\n", + " print(model.check_test_point())\n", + "\n", + " # Optimize the model\n", + " map_soln = model.test_point\n", + " map_soln = pmx.optimize(map_soln, [sigma])\n", + " map_soln = pmx.optimize(map_soln, [ror, b, dur])\n", + " map_soln = pmx.optimize(map_soln, noise_params)\n", + " map_soln = pmx.optimize(map_soln, star_params)\n", + " map_soln = pmx.optimize(map_soln)" + ] + }, + { + "cell_type": "markdown", + "id": "7cb2cb85", + "metadata": {}, + "source": [ + "Now we can plot our initial model:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "31025f0a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:16.512887Z", + "iopub.status.busy": "2023-07-17T01:23:16.512630Z", + "iopub.status.idle": "2023-07-17T01:23:21.786627Z", + "shell.execute_reply": "2023-07-17T01:23:21.785786Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with model:\n", + " lc_pred = pmx.eval_in_model(lc_model, map_soln)\n", + " gp_pred = pmx.eval_in_model(gp.predict(y - lc_pred), map_soln)\n", + "\n", + "plt.figure(figsize=(8, 4))\n", + "x_fold = (x - map_soln[\"t0\"] + 0.5 * map_soln[\"period\"]) % map_soln[\n", + " \"period\"\n", + "] - 0.5 * map_soln[\"period\"]\n", + "inds = np.argsort(x_fold)\n", + "plt.scatter(x_fold, y - gp_pred - map_soln[\"mean\"], c=x, s=3)\n", + "plt.plot(x_fold[inds], lc_pred[inds] - map_soln[\"mean\"], \"k\")\n", + "plt.xlabel(\"time since transit [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "plt.colorbar(label=\"time [days]\")\n", + "_ = plt.xlim(-0.25, 0.25)" + ] + }, + { + "cell_type": "markdown", + "id": "7c1568f3", + "metadata": {}, + "source": [ + "That looks better!\n", + "\n", + "Now on to sampling:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1d3f4d7c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:21.790507Z", + "iopub.status.busy": "2023-07-17T01:23:21.789983Z", + "iopub.status.idle": "2023-07-17T01:25:33.600714Z", + "shell.execute_reply": "2023-07-17T01:25:33.599905Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [b, log_dur, t0, log_period, log_ror, log_rho_gp, log_sigma_gp, sigma, u, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [4000/4000 01:43<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 104 seconds.\n" + ] + } + ], + "source": [ + "with model:\n", + " trace = pmx.sample(\n", + " tune=1000,\n", + " draws=1000,\n", + " start=map_soln,\n", + " chains=2,\n", + " cores=2,\n", + " return_inferencedata=True,\n", + " random_seed=[286923464, 464329682],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "9033e260", + "metadata": {}, + "source": [ + "Then we can take a look at the summary statistics:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ce195ae5", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:33.604839Z", + "iopub.status.busy": "2023-07-17T01:25:33.604323Z", + "iopub.status.idle": "2023-07-17T01:25:33.708066Z", + "shell.execute_reply": "2023-07-17T01:25:33.707352Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mean0.2620.0970.0670.4360.0020.0021750.01157.01.00
log_sigma_gp-0.7970.138-1.045-0.5300.0030.0021712.01239.01.00
log_rho_gp-0.5560.184-0.895-0.2170.0050.0031622.01271.01.00
log_ror-2.9010.008-2.915-2.8860.0000.0001804.01230.01.00
log_period1.8140.0001.8141.8140.0000.0001936.01259.01.00
t01712.6620.0001712.6621712.6620.0000.0001867.01200.01.00
log_dur-1.5030.002-1.506-1.4990.0000.0001835.01173.01.00
u[0]0.2960.0690.1680.4210.0020.0011992.0928.01.00
u[1]0.1830.096-0.0110.3490.0020.0022139.0971.01.00
sigma0.1870.0060.1750.1990.0000.0001884.01166.01.00
ror0.0550.0000.0540.0560.0000.0001804.01230.01.00
period6.1350.0006.1356.1350.0000.0001936.01259.01.00
dur0.2230.0000.2220.2230.0000.0001835.01173.01.00
b0.1370.0840.0010.2790.0020.0021099.0824.01.01
rho_circ0.3290.0130.3040.3450.0000.0001237.01224.01.00
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "mean 0.262 0.097 0.067 0.436 0.002 0.002 \n", + "log_sigma_gp -0.797 0.138 -1.045 -0.530 0.003 0.002 \n", + "log_rho_gp -0.556 0.184 -0.895 -0.217 0.005 0.003 \n", + "log_ror -2.901 0.008 -2.915 -2.886 0.000 0.000 \n", + "log_period 1.814 0.000 1.814 1.814 0.000 0.000 \n", + "t0 1712.662 0.000 1712.662 1712.662 0.000 0.000 \n", + "log_dur -1.503 0.002 -1.506 -1.499 0.000 0.000 \n", + "u[0] 0.296 0.069 0.168 0.421 0.002 0.001 \n", + "u[1] 0.183 0.096 -0.011 0.349 0.002 0.002 \n", + "sigma 0.187 0.006 0.175 0.199 0.000 0.000 \n", + "ror 0.055 0.000 0.054 0.056 0.000 0.000 \n", + "period 6.135 0.000 6.135 6.135 0.000 0.000 \n", + "dur 0.223 0.000 0.222 0.223 0.000 0.000 \n", + "b 0.137 0.084 0.001 0.279 0.002 0.002 \n", + "rho_circ 0.329 0.013 0.304 0.345 0.000 0.000 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "mean 1750.0 1157.0 1.00 \n", + "log_sigma_gp 1712.0 1239.0 1.00 \n", + "log_rho_gp 1622.0 1271.0 1.00 \n", + "log_ror 1804.0 1230.0 1.00 \n", + "log_period 1936.0 1259.0 1.00 \n", + "t0 1867.0 1200.0 1.00 \n", + "log_dur 1835.0 1173.0 1.00 \n", + "u[0] 1992.0 928.0 1.00 \n", + "u[1] 2139.0 971.0 1.00 \n", + "sigma 1884.0 1166.0 1.00 \n", + "ror 1804.0 1230.0 1.00 \n", + "period 1936.0 1259.0 1.00 \n", + "dur 1835.0 1173.0 1.00 \n", + "b 1099.0 824.0 1.01 \n", + "rho_circ 1237.0 1224.0 1.00 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(trace)" + ] + }, + { + "cell_type": "markdown", + "id": "fab986c6", + "metadata": {}, + "source": [ + "And plot the posterior covariances compared to the values from [Pepper et al. (2019)](https://arxiv.org/abs/1911.05150):" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "7ea16ed3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:33.711432Z", + "iopub.status.busy": "2023-07-17T01:25:33.711034Z", + "iopub.status.idle": "2023-07-17T01:25:34.762176Z", + "shell.execute_reply": "2023-07-17T01:25:34.761274Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "_ = corner.corner(\n", + " trace, var_names=[\"period\", \"ror\", \"b\"], truths=[6.134980, 0.05538, 0.125]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "8dfb4c0d", + "metadata": {}, + "source": [ + "## Bonus: eccentricity\n", + "\n", + "As discussed above, we fit this model assuming a circular orbit which speeds things up for a few reasons.\n", + "First, setting eccentricity to zero means that the orbital dynamics are much simpler and more computationally efficient, since we don't need to solve Kepler's equation numerically.\n", + "But this isn't actually the main effect!\n", + "Instead the bigger issues come from the fact that the degeneracies between eccentricity, arrgument of periasteron, impact parameter, and planet radius are hard for the sampler to handle, causing the sampler's performance to plummet.\n", + "In this case, by fitting with a circular orbit where duration is one of the parameters, everything is well behaved and the sampler runs faster.\n", + "\n", + "But, in this case, the planet *is* actually on an eccentric orbit, so that assumption isn't justified.\n", + "It has been recognized by various researchers over the years (I first learned about this from [Bekki Dawson](https://arxiv.org/abs/1203.5537)) that, to first order, the eccentricity mainly just changes the transit duration.\n", + "The key realization is that this can be thought of as a change in the implied density of the star.\n", + "Therefore, if you fit the transit using stellar density (or duration, in this case) as one of the parameters (*note: you must have a* different *stellar density parameter for each planet if there are more than one*), you can use an independent measurement of the stellar density to infer the eccentricity of the orbit after the fact.\n", + "All the details are described in [Dawson & Johnson (2012)](https://arxiv.org/abs/1203.5537), but here's how you can do this here using the stellar density listed in the TESS input catalog:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9b69f0cf", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:34.765689Z", + "iopub.status.busy": "2023-07-17T01:25:34.765279Z", + "iopub.status.idle": "2023-07-17T01:25:35.639085Z", + "shell.execute_reply": "2023-07-17T01:25:35.637285Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "rho_star = 0.121689 ± 0.0281776\n", + "eccentricity = 0.46 +0.25 -0.13\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from astroquery.mast import Catalogs\n", + "\n", + "star = Catalogs.query_object(\"TIC 286923464\", catalog=\"TIC\", radius=0.001)\n", + "tic_rho_star = float(star[\"rho\"]), float(star[\"e_rho\"])\n", + "print(\"rho_star = {0} ± {1}\".format(*tic_rho_star))\n", + "\n", + "# Extract the implied density from the fit\n", + "rho_circ = np.repeat(np.asarray(trace.posterior[\"rho_circ\"]).flatten(), 100)\n", + "\n", + "# Sample eccentricity and omega from their priors (the math might\n", + "# be a little more subtle for more informative priors, but I leave\n", + "# that as an exercise for the reader...)\n", + "ecc = np.random.uniform(0, 1, len(rho_circ))\n", + "omega = np.random.uniform(-np.pi, np.pi, len(rho_circ))\n", + "\n", + "# Compute the \"g\" parameter from Dawson & Johnson and what true\n", + "# density that implies\n", + "g = (1 + ecc * np.sin(omega)) / np.sqrt(1 - ecc**2)\n", + "rho = rho_circ / g**3\n", + "\n", + "# Re-weight these samples to get weighted posterior samples\n", + "log_weights = -0.5 * ((rho - tic_rho_star[0]) / tic_rho_star[1]) ** 2\n", + "weights = np.exp(log_weights - np.max(log_weights))\n", + "\n", + "# Estimate the expected posterior quantiles\n", + "q = corner.quantile(ecc, [0.16, 0.5, 0.84], weights=weights)\n", + "print(\n", + " \"eccentricity = {0:.2f} +{1[1]:.2f} -{1[0]:.2f}\".format(q[1], np.diff(q))\n", + ")\n", + "\n", + "_ = corner.corner(\n", + " np.vstack((ecc, omega)).T,\n", + " weights=weights,\n", + " truths=[0.316, None],\n", + " plot_datapoints=False,\n", + " labels=[\"eccentricity\", \"omega\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "8663ec67", + "metadata": {}, + "source": [ + "As you can see, this eccentricity estimate is consistent (albeit with large uncertainties) with the value that [Pepper et al. (2019)](https://arxiv.org/abs/1911.05150) measure using radial velocities and it is definitely clear that this planet is not on a circular orbit." + ] + }, + { + "cell_type": "markdown", + "id": "8b1e4f73", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2d409183", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:35.642470Z", + "iopub.status.busy": "2023-07-17T01:25:35.642066Z", + "iopub.status.idle": "2023-07-17T01:25:35.648461Z", + "shell.execute_reply": "2023-07-17T01:25:35.647682Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:agol20, exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:luger18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "193d976a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:35.651409Z", + "iopub.status.busy": "2023-07-17T01:25:35.650977Z", + "iopub.status.idle": "2023-07-17T01:25:35.656141Z", + "shell.execute_reply": "2023-07-17T01:25:35.655562Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "778965c2", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/rv-multi.ipynb b/_sources/tutorials/rv-multi.ipynb new file mode 100644 index 00000000..4cf26f0a --- /dev/null +++ b/_sources/tutorials/rv-multi.ipynb @@ -0,0 +1,1210 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ef809242-d29f-44c2-8425-4c5c6f8584b4", + "metadata": {}, + "source": [ + "(rv-multi)=\n", + "\n", + "# RVs with multiple instruments" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "343551b8-b377-4674-8058-3964e5953077", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:27.068264Z", + "iopub.status.busy": "2023-07-17T01:17:27.068048Z", + "iopub.status.idle": "2023-07-17T01:17:30.052889Z", + "shell.execute_reply": "2023-07-17T01:17:30.051755Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "7728bae8-f878-4ed8-8a14-c0dfd78b4b33", + "metadata": {}, + "source": [ + "In this case study, we will look at how we can use exoplanet and PyMC3 to combine datasets from different RV instruments to fit the orbit of an exoplanet system.\n", + "Before getting started, I want to emphasize that the exoplanet code doesn't have strong opinions about how your data are collected, it only provides extensions that allow PyMC3 to evaluate some astronomy-specific functions.\n", + "This means that you can build any kind of observation model that PyMC3 supports, and support for multiple instruments isn't really a *feature* of exoplanet, even though it is easy to implement.\n", + "\n", + "For the example, we'll use public observations of Pi Mensae which hosts two planets, but we'll ignore the inner planet because the significance of the RV signal is small enough that it won't affect our results.\n", + "The datasets that we'll use are from the Anglo-Australian Planet Search (AAT) and the HARPS archive.\n", + "As is commonly done, we will treat the HARPS observations as two independent datasets split in June 2015 when the HARPS hardware was upgraded.\n", + "Therefore, we'll consider three datasets that we will allow to have different instrumental parameters (RV offset and jitter), but shared orbital parameters and stellar variability.\n", + "In some cases you might also want to have a different astrophyscial variability model for each instrument (if, for example, the observations are made in very different bands), but we'll keep things simple for this example.\n", + "\n", + "The AAT data are available from [The Exoplanet Archive](https://exoplanetarchive.ipac.caltech.edu/) and the HARPS observations can be downloaded from the [ESO Archive](http://archive.eso.org/wdb/wdb/adp/phase3_spectral/form).\n", + "For the sake of simplicity, we have extracted the HARPS RVs from the archive in advance using [Megan Bedell's harps_tools library](https://github.com/megbedell/harps_tools).\n", + "\n", + "To start, download the data and plot them with a (very!) rough zero point correction." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dc26e0c6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.056449Z", + "iopub.status.busy": "2023-07-17T01:17:30.055988Z", + "iopub.status.idle": "2023-07-17T01:17:31.410355Z", + "shell.execute_reply": "2023-07-17T01:17:31.408816Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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pmx.UnitDisk(\"ecs\", testval=np.array([0.7, -0.3]))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sum(ecs**2))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + " phase = pmx.UnitUniform(\"phase\")\n", + " tp = pm.Deterministic(\"tp\", 0.5 * (t.min() + t.max()) + phase * P)\n", + "\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " period=P, t_periastron=tp, ecc=ecc, omega=omega\n", + " )\n", + "\n", + " # Noise model parameters\n", + " log_sigma_gp = pm.Normal(\"log_sigma_gp\", mu=np.log(10), sigma=50)\n", + " log_rho_gp = pm.Normal(\"log_rho_gp\", mu=np.log(50), sigma=50)\n", + "\n", + " # Per instrument parameters\n", + " means = pm.Normal(\n", + " \"means\",\n", + " mu=np.array([np.median(rv[inst_id == i]) for i in range(num_inst)]),\n", + " sigma=200,\n", + " shape=num_inst,\n", + " )\n", + " sigmas = pm.HalfNormal(\"sigmas\", sigma=10, shape=num_inst)\n", + "\n", + " # Compute the RV offset and jitter for each data point depending on its instrument\n", + " mean = tt.zeros(len(t))\n", + " diag = tt.zeros(len(t))\n", + " for i in range(len(inst_names)):\n", + " mean += means[i] * (inst_id == i)\n", + " diag += (rv_err**2 + sigmas[i] ** 2) * (inst_id == i)\n", + " pm.Deterministic(\"mean\", mean)\n", + " pm.Deterministic(\"diag\", diag)\n", + " resid = rv - mean\n", + "\n", + " def rv_model(x):\n", + " return orbit.get_radial_velocity(x, K=K)\n", + "\n", + " kernel = terms.SHOTerm(\n", + " sigma=tt.exp(log_sigma_gp), rho=tt.exp(log_rho_gp), Q=1.0 / 3\n", + " )\n", + " gp = GaussianProcess(kernel, t=t, diag=diag, mean=rv_model)\n", + " gp.marginal(\"obs\", observed=resid)\n", + " pm.Deterministic(\"gp_pred\", gp.predict(resid, include_mean=False))\n", + " pm.Deterministic(\"rv_phase\", rv_model(P * t_phase + tp))\n", + "\n", + " map_soln = model.test_point\n", + " map_soln = pmx.optimize(map_soln, [means])\n", + " map_soln = pmx.optimize(map_soln, [means, phase])\n", + " map_soln = pmx.optimize(map_soln, [means, phase, log_K])\n", + " map_soln = pmx.optimize(map_soln, [means, tp, K, log_P, ecs])\n", + " map_soln = pmx.optimize(map_soln, [sigmas, log_sigma_gp, log_rho_gp])\n", + " map_soln = pmx.optimize(map_soln)" + ] + }, + { + "cell_type": "markdown", + "id": "5a995b50", + "metadata": {}, + "source": [ + "After fitting for the parameters that maximize the posterior probability, we can plot this model to make sure that things are looking reasonable:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "4bb6cb4c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:08.715967Z", + "iopub.status.busy": "2023-07-17T01:22:08.715576Z", + "iopub.status.idle": "2023-07-17T01:22:14.259477Z", + "shell.execute_reply": "2023-07-17T01:22:14.258777Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "t_pred = np.linspace(t.min() - 400, t.max() + 400, 5000)\n", + "with model:\n", + " plt.plot(\n", + " t_pred, pmx.eval_in_model(rv_model(t_pred), map_soln), \"k\", lw=0.5\n", + " )\n", + "\n", + "detrended = rv - map_soln[\"mean\"] - map_soln[\"gp_pred\"]\n", + "plt.errorbar(t, detrended, yerr=rv_err, fmt=\",k\")\n", + "plt.scatter(\n", + " t, detrended, c=inst_id, s=8, zorder=100, cmap=\"tab10\", vmin=0, vmax=10\n", + ")\n", + "plt.xlim(t_pred.min(), t_pred.max())\n", + "plt.xlabel(\"BJD\")\n", + "plt.ylabel(\"radial velocity [m/s]\")\n", + "_ = plt.title(\"map model\", fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "id": "39de44f9", + "metadata": {}, + "source": [ + "That looks fine, so now we can run the MCMC sampler:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "3e5f9237", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:14.262722Z", + "iopub.status.busy": "2023-07-17T01:22:14.262011Z", + "iopub.status.idle": "2023-07-17T01:23:14.543268Z", + "shell.execute_reply": "2023-07-17T01:23:14.542535Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [sigmas, means, log_rho_gp, log_sigma_gp, phase, ecs, log_P, log_K]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [4000/4000 00:31<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 33 seconds.\n" + ] + } + ], + "source": [ + "with model:\n", + " trace = pmx.sample(\n", + " tune=1000,\n", + " draws=1000,\n", + " start=map_soln,\n", + " chains=2,\n", + " cores=2,\n", + " return_inferencedata=True,\n", + " random_seed=[39091, 39095],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "77cf0cae", + "metadata": {}, + "source": [ + "Then we can look at some summaries of the trace and the constraints on some of the key parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6dcf9f2b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:14.546725Z", + "iopub.status.busy": "2023-07-17T01:23:14.546275Z", + "iopub.status.idle": "2023-07-17T01:23:16.020522Z", + "shell.execute_reply": "2023-07-17T01:23:16.019841Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
P2089.1020.4762088.2092089.9800.0100.0072195.01105.01.0
K195.6720.612194.493196.7860.0110.0083049.01748.01.0
tp2456300.6810.7642456299.3062456302.1370.0150.0112519.01306.01.0
ecc0.6440.0020.6410.6480.0000.0002988.01471.01.0
omega-0.5190.006-0.530-0.5080.0000.0002391.01173.01.0
means[0]1.7870.998-0.1373.6030.0220.0162046.01293.01.0
means[1]10709.4010.53710708.44510710.4650.0100.0073096.01516.01.0
means[2]10729.1780.66710727.90710730.4440.0120.0083149.01876.01.0
sigmas[0]3.0591.4150.0485.2820.0380.0271326.0687.01.0
sigmas[1]0.8730.1050.6681.0550.0020.0012917.01636.01.0
sigmas[2]0.5100.0450.4260.5930.0010.0013199.01285.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd \\\n", + "P 2089.102 0.476 2088.209 2089.980 0.010 0.007 \n", + "K 195.672 0.612 194.493 196.786 0.011 0.008 \n", + "tp 2456300.681 0.764 2456299.306 2456302.137 0.015 0.011 \n", + "ecc 0.644 0.002 0.641 0.648 0.000 0.000 \n", + "omega -0.519 0.006 -0.530 -0.508 0.000 0.000 \n", + "means[0] 1.787 0.998 -0.137 3.603 0.022 0.016 \n", + "means[1] 10709.401 0.537 10708.445 10710.465 0.010 0.007 \n", + "means[2] 10729.178 0.667 10727.907 10730.444 0.012 0.008 \n", + "sigmas[0] 3.059 1.415 0.048 5.282 0.038 0.027 \n", + "sigmas[1] 0.873 0.105 0.668 1.055 0.002 0.001 \n", + "sigmas[2] 0.510 0.045 0.426 0.593 0.001 0.001 \n", + "\n", + " ess_bulk ess_tail r_hat \n", + "P 2195.0 1105.0 1.0 \n", + "K 3049.0 1748.0 1.0 \n", + "tp 2519.0 1306.0 1.0 \n", + "ecc 2988.0 1471.0 1.0 \n", + "omega 2391.0 1173.0 1.0 \n", + "means[0] 2046.0 1293.0 1.0 \n", + "means[1] 3096.0 1516.0 1.0 \n", + "means[2] 3149.0 1876.0 1.0 \n", + "sigmas[0] 1326.0 687.0 1.0 \n", + "sigmas[1] 2917.0 1636.0 1.0 \n", + "sigmas[2] 3199.0 1285.0 1.0 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "import arviz as az\n", + "\n", + "corner.corner(trace, var_names=[\"P\", \"K\", \"tp\", \"ecc\", \"omega\"])\n", + "\n", + "az.summary(\n", + " trace, var_names=[\"P\", \"K\", \"tp\", \"ecc\", \"omega\", \"means\", \"sigmas\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "57ee64aa", + "metadata": {}, + "source": [ + "And finally we can plot the phased RV curve and overplot our posterior inference:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2ec10ebc", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:16.023734Z", + "iopub.status.busy": "2023-07-17T01:23:16.023388Z", + "iopub.status.idle": "2023-07-17T01:23:16.324454Z", + "shell.execute_reply": "2023-07-17T01:23:16.323815Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flat_samps = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "\n", + "mu = np.mean(flat_samps[\"mean\"].values + flat_samps[\"gp_pred\"].values, axis=-1)\n", + "mu_var = np.var(flat_samps[\"mean\"], axis=-1)\n", + "jitter_var = np.median(flat_samps[\"diag\"], axis=-1)\n", + "period = np.median(flat_samps[\"P\"])\n", + "tp = np.median(flat_samps[\"tp\"])\n", + "\n", + "detrended = rv - mu\n", + "folded = ((t - tp + 0.5 * period) % period) / period\n", + "plt.errorbar(folded, detrended, yerr=np.sqrt(mu_var + jitter_var), fmt=\",k\")\n", + "plt.scatter(\n", + " folded,\n", + " detrended,\n", + " c=inst_id,\n", + " s=8,\n", + " zorder=100,\n", + " cmap=\"tab10\",\n", + " vmin=0,\n", + " vmax=10,\n", + ")\n", + "plt.errorbar(\n", + " folded + 1, detrended, yerr=np.sqrt(mu_var + jitter_var), fmt=\",k\"\n", + ")\n", + "plt.scatter(\n", + " folded + 1,\n", + " detrended,\n", + " c=inst_id,\n", + " s=8,\n", + " zorder=100,\n", + " cmap=\"tab10\",\n", + " vmin=0,\n", + " vmax=10,\n", + ")\n", + "\n", + "x = t_phase + 0.5\n", + "y = np.mean(flat_samps[\"rv_phase\"], axis=-1)\n", + "plt.plot(x, y, \"k\", lw=0.5, alpha=0.5)\n", + "plt.plot(x + 1, y, \"k\", lw=0.5, alpha=0.5)\n", + "\n", + "plt.axvline(1, color=\"k\", lw=0.5)\n", + "plt.xlim(0, 2)\n", + "plt.xlabel(\"phase\")\n", + "plt.ylabel(\"radial velocity [m/s]\")\n", + "_ = plt.title(\"posterior inference\", fontsize=14)" + ] + }, + { + "cell_type": "markdown", + "id": "93d6d8ce", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e5defff0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:16.327222Z", + "iopub.status.busy": "2023-07-17T01:23:16.326972Z", + "iopub.status.idle": "2023-07-17T01:23:16.332084Z", + "shell.execute_reply": "2023-07-17T01:23:16.330421Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:arviz, exoplanet:astropy13,\n", + "exoplanet:astropy18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "471a1034", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:16.334794Z", + "iopub.status.busy": "2023-07-17T01:23:16.334443Z", + "iopub.status.idle": "2023-07-17T01:23:16.338118Z", + "shell.execute_reply": "2023-07-17T01:23:16.337489Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "56b7c69c-31db-45c2-b12e-92ea681d5d70", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/rv.ipynb b/_sources/tutorials/rv.ipynb new file mode 100644 index 00000000..4c872209 --- /dev/null +++ b/_sources/tutorials/rv.ipynb @@ -0,0 +1,1338 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7812dfbd", + "metadata": {}, + "source": [ + "(rv)=\n", + "\n", + "# Radial velocity fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ef499b30-6dcd-4de5-aafb-028290b5c8d0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:27.541204Z", + "iopub.status.busy": "2023-07-17T01:17:27.540988Z", + "iopub.status.idle": "2023-07-17T01:17:30.573231Z", + "shell.execute_reply": "2023-07-17T01:17:30.572491Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "f644ca40", + "metadata": {}, + "source": [ + "In this case study, we will demonstrate how to fit radial velocity observations of an exoplanetary system using *exoplanet*.\n", + "We will follow [the getting started tutorial](https://radvel.readthedocs.io/en/latest/tutorials/K2-24_Fitting+MCMC.html) from [the excellent RadVel package](https://radvel.readthedocs.io) where they fit for the parameters of the two planets in [the K2-24 system](https://arxiv.org/abs/1511.04497).\n", + "\n", + "First, let's download the data from RadVel:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "151595c9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.576873Z", + "iopub.status.busy": "2023-07-17T01:17:30.576285Z", + "iopub.status.idle": "2023-07-17T01:17:30.903809Z", + "shell.execute_reply": "2023-07-17T01:17:30.903247Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "url = \"https://raw.githubusercontent.com/California-Planet-Search/radvel/master/example_data/epic203771098.csv\"\n", + "data = pd.read_csv(url, index_col=0)\n", + "\n", + "x = np.array(data.t)\n", + "y = np.array(data.vel)\n", + "yerr = np.array(data.errvel)\n", + "\n", + "# Compute a reference time that will be used to normalize the trends model\n", + "x_ref = 0.5 * (x.min() + x.max())\n", + "\n", + "# Also make a fine grid that spans the observation window for plotting purposes\n", + "t = np.linspace(x.min() - 5, x.max() + 5, 1000)\n", + "\n", + "plt.errorbar(x, y, yerr=yerr, fmt=\".k\")\n", + "plt.xlabel(\"time [days]\")\n", + "_ = plt.ylabel(\"radial velocity [m/s]\")" + ] + }, + { + "cell_type": "markdown", + "id": "bc35e597", + "metadata": {}, + "source": [ + "Now, we know the periods and transit times for the planets [from the K2 light curve](https://arxiv.org/abs/1511.04497), so let's start by using the :func:`exoplanet.estimate_semi_amplitude` function to estimate the expected RV semi-amplitudes for the planets." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "6bae5e6d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.906932Z", + "iopub.status.busy": "2023-07-17T01:17:30.906315Z", + "iopub.status.idle": "2023-07-17T01:17:30.911805Z", + "shell.execute_reply": "2023-07-17T01:17:30.911162Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[5.05069163 5.50983542] m/s\n" + ] + } + ], + "source": [ + "import exoplanet as xo\n", + "\n", + "periods = [20.8851, 42.3633]\n", + "period_errs = [0.0003, 0.0006]\n", + "t0s = [2072.7948, 2082.6251]\n", + "t0_errs = [0.0007, 0.0004]\n", + "Ks = xo.estimate_semi_amplitude(periods, x, y, yerr, t0s=t0s)\n", + "print(Ks, \"m/s\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "84a75b04", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.914861Z", + "iopub.status.busy": "2023-07-17T01:17:30.914639Z", + "iopub.status.idle": "2023-07-17T01:17:30.919702Z", + "shell.execute_reply": "2023-07-17T01:17:30.919091Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.43643076e-05, 1.41632026e-05])" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "0.5 * (\n", + " np.log(np.array(periods) + np.array(period_errs))\n", + " - np.log(np.array(periods) - np.array(period_errs))\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "51586651", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.923615Z", + "iopub.status.busy": "2023-07-17T01:17:30.923078Z", + "iopub.status.idle": "2023-07-17T01:17:30.927669Z", + "shell.execute_reply": "2023-07-17T01:17:30.927048Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.43643076e-05, 1.41632026e-05])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.array(period_errs) / np.array(periods)" + ] + }, + { + "cell_type": "markdown", + "id": "7f817fba", + "metadata": {}, + "source": [ + "## The radial velocity model in PyMC3\n", + "\n", + "Now that we have the data and an estimate of the initial values for the parameters, let's start defining the probabilistic model in PyMC3.\n", + "First, we'll define our priors on the parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "da098a77", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:30.930635Z", + "iopub.status.busy": "2023-07-17T01:17:30.930426Z", + "iopub.status.idle": "2023-07-17T01:19:03.433769Z", + "shell.execute_reply": "2023-07-17T01:19:03.432358Z" + } + }, + "outputs": [], + "source": [ + "import pymc3 as pm\n", + "import pymc3_ext as pmx\n", + "import aesara_theano_fallback.tensor as tt\n", + "\n", + "with pm.Model() as model:\n", + " # Gaussian priors based on transit data (from Petigura et al.)\n", + " t0 = pm.Normal(\"t0\", mu=np.array(t0s), sd=np.array(t0_errs), shape=2)\n", + " logP = pm.Normal(\n", + " \"logP\",\n", + " mu=np.log(periods),\n", + " sd=np.array(period_errs) / np.array(periods),\n", + " shape=2,\n", + " testval=np.log(periods),\n", + " )\n", + " P = pm.Deterministic(\"P\", tt.exp(logP))\n", + "\n", + " # Wide log-normal prior for semi-amplitude\n", + " logK = pm.Normal(\n", + " \"logK\", mu=np.log(Ks), sd=2.0, shape=2, testval=np.log(Ks)\n", + " )\n", + "\n", + " # Eccentricity & argument of periasteron\n", + " ecs = pmx.UnitDisk(\"ecs\", shape=(2, 2), testval=0.01 * np.ones((2, 2)))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sum(ecs**2, axis=0))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + " xo.eccentricity.vaneylen19(\n", + " \"ecc_prior\", multi=True, shape=2, fixed=True, observed=ecc\n", + " )\n", + "\n", + " # Jitter & a quadratic RV trend\n", + " logs = pm.Normal(\"logs\", mu=np.log(np.median(yerr)), sd=5.0)\n", + " trend = pm.Normal(\"trend\", mu=0, sd=10.0 ** -np.arange(3)[::-1], shape=3)\n", + "\n", + " # Then we define the orbit\n", + " orbit = xo.orbits.KeplerianOrbit(period=P, t0=t0, ecc=ecc, omega=omega)\n", + "\n", + " # And a function for computing the full RV model\n", + " def get_rv_model(t, name=\"\"):\n", + " # First the RVs induced by the planets\n", + " vrad = orbit.get_radial_velocity(t, K=tt.exp(logK))\n", + " pm.Deterministic(\"vrad\" + name, vrad)\n", + "\n", + " # Define the background model\n", + " A = np.vander(t - x_ref, 3)\n", + " bkg = pm.Deterministic(\"bkg\" + name, tt.dot(A, trend))\n", + "\n", + " # Sum over planets and add the background to get the full model\n", + " return pm.Deterministic(\"rv_model\" + name, tt.sum(vrad, axis=-1) + bkg)\n", + "\n", + " # Define the RVs at the observed times\n", + " rv_model = get_rv_model(x)\n", + "\n", + " # Also define the model on a fine grid as computed above (for plotting)\n", + " rv_model_pred = get_rv_model(t, name=\"_pred\")\n", + "\n", + " # Finally add in the observation model. This next line adds a new contribution\n", + " # to the log probability of the PyMC3 model\n", + " err = tt.sqrt(yerr**2 + tt.exp(2 * logs))\n", + " pm.Normal(\"obs\", mu=rv_model, sd=err, observed=y)" + ] + }, + { + "cell_type": "markdown", + "id": "605230c2", + "metadata": {}, + "source": [ + "Now, we can plot the initial model:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a5cba2e3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:19:03.438057Z", + "iopub.status.busy": "2023-07-17T01:19:03.437387Z", + "iopub.status.idle": "2023-07-17T01:19:19.082307Z", + "shell.execute_reply": "2023-07-17T01:19:19.081551Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(x, y, yerr=yerr, fmt=\".k\")\n", + "\n", + "with model:\n", + " plt.plot(t, pmx.eval_in_model(model.vrad_pred), \"--k\", alpha=0.5)\n", + " plt.plot(t, pmx.eval_in_model(model.bkg_pred), \":k\", alpha=0.5)\n", + " plt.plot(t, pmx.eval_in_model(model.rv_model_pred), label=\"model\")\n", + "\n", + "plt.legend(fontsize=10)\n", + "plt.xlim(t.min(), t.max())\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"radial velocity [m/s]\")\n", + "_ = plt.title(\"initial model\")" + ] + }, + { + "cell_type": "markdown", + "id": "dd70b3a8", + "metadata": {}, + "source": [ + "In this plot, the background is the dotted line, the individual planets are the dashed lines, and the full model is the blue line.\n", + "\n", + "It doesn't look amazing so let's fit for the maximum a posterior parameters." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "e9ed3b98", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:19:19.085968Z", + "iopub.status.busy": "2023-07-17T01:19:19.085367Z", + "iopub.status.idle": "2023-07-17T01:21:59.160834Z", + "shell.execute_reply": "2023-07-17T01:21:59.160173Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [trend]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [13/13 00:00<00:00 logp = -5.742e+01]\n", + "
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\n", + " \n", + " 100.00% [40/40 00:00<00:00 logp = -5.182e+01]\n", + "
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\n", + " \n", + " 100.00% [19/19 00:00<00:00 logp = -5.094e+01]\n", + "
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\n", + " \n", + " 100.00% [77/77 00:00<00:00 logp = -5.077e+01]\n", + "
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"2023-07-17T01:21:59.386152Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(x, y, yerr=yerr, fmt=\".k\")\n", + "plt.plot(t, map_soln[\"vrad_pred\"], \"--k\", alpha=0.5)\n", + "plt.plot(t, map_soln[\"bkg_pred\"], \":k\", alpha=0.5)\n", + "plt.plot(t, map_soln[\"rv_model_pred\"], label=\"model\")\n", + "\n", + "plt.legend(fontsize=10)\n", + "plt.xlim(t.min(), t.max())\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"radial velocity [m/s]\")\n", + "_ = plt.title(\"MAP model\")" + ] + }, + { + "cell_type": "markdown", + "id": "f26f5f52", + "metadata": {}, + "source": [ + "That looks better.\n", + "\n", + "## Sampling\n", + "\n", + "Now that we have our model set up and a good estimate of the initial parameters, let's start sampling.\n", + "There are substantial covariances between some of the parameters so we'll use the `pmx.sample` function from [pymc3-ext](https://github.com/exoplanet-dev/pymc3-ext) which wraps `pm.sample` function with some better defaults and tuning strategies." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "090279e4", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:21:59.390187Z", + "iopub.status.busy": "2023-07-17T01:21:59.389803Z", + "iopub.status.idle": "2023-07-17T01:22:37.987936Z", + "shell.execute_reply": "2023-07-17T01:22:37.986776Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [trend, logs, ecs, logK, logP, t0]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [4000/4000 00:13<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 14 seconds.\n" + ] + } + ], + "source": [ + "np.random.seed(42)\n", + "with model:\n", + " trace = pmx.sample(\n", + " tune=1000,\n", + " draws=1000,\n", + " cores=2,\n", + " chains=2,\n", + " target_accept=0.9,\n", + " return_inferencedata=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "d455c287", + "metadata": {}, + "source": [ + "After sampling, it's always a good idea to do some convergence checks.\n", + "First, let's check the number of effective samples and the Gelman-Rubin statistic for our parameters of interest:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "05343243", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:37.991281Z", + "iopub.status.busy": "2023-07-17T01:22:37.990804Z", + "iopub.status.idle": "2023-07-17T01:22:38.091511Z", + "shell.execute_reply": "2023-07-17T01:22:38.090277Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
trend[0]0.0010.001-0.0010.0020.0000.0002257.01848.01.0
trend[1]-0.0410.023-0.0860.0010.0000.0002501.01679.01.0
trend[2]-1.8640.784-3.228-0.3790.0180.0131807.01275.01.0
logs1.1140.2180.6981.5100.0060.0041326.01350.01.0
omega[0]-0.0211.174-2.4122.5260.0270.0201931.01649.01.0
omega[1]-0.3001.967-3.0732.8700.0430.0312059.01906.01.0
ecc[0]0.0890.0920.0000.2770.0040.003716.0879.01.0
ecc[1]0.0490.0600.0000.1080.0030.002985.0531.01.0
t0[0]2072.7950.0012072.7942072.7960.0000.0002774.01409.01.0
t0[1]2082.6250.0002082.6242082.6260.0000.0002269.01432.01.0
logK[0]1.5070.2461.0311.9010.0070.0051682.0907.01.0
logK[1]1.5040.2341.0221.8920.0060.0041845.0981.01.0
P[0]20.8850.00020.88520.8860.0000.0003278.01314.01.0
P[1]42.3630.00142.36242.3640.0000.0002403.01549.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "trend[0] 0.001 0.001 -0.001 0.002 0.000 0.000 2257.0 \n", + "trend[1] -0.041 0.023 -0.086 0.001 0.000 0.000 2501.0 \n", + "trend[2] -1.864 0.784 -3.228 -0.379 0.018 0.013 1807.0 \n", + "logs 1.114 0.218 0.698 1.510 0.006 0.004 1326.0 \n", + "omega[0] -0.021 1.174 -2.412 2.526 0.027 0.020 1931.0 \n", + "omega[1] -0.300 1.967 -3.073 2.870 0.043 0.031 2059.0 \n", + "ecc[0] 0.089 0.092 0.000 0.277 0.004 0.003 716.0 \n", + "ecc[1] 0.049 0.060 0.000 0.108 0.003 0.002 985.0 \n", + "t0[0] 2072.795 0.001 2072.794 2072.796 0.000 0.000 2774.0 \n", + "t0[1] 2082.625 0.000 2082.624 2082.626 0.000 0.000 2269.0 \n", + "logK[0] 1.507 0.246 1.031 1.901 0.007 0.005 1682.0 \n", + "logK[1] 1.504 0.234 1.022 1.892 0.006 0.004 1845.0 \n", + "P[0] 20.885 0.000 20.885 20.886 0.000 0.000 3278.0 \n", + "P[1] 42.363 0.001 42.362 42.364 0.000 0.000 2403.0 \n", + "\n", + " ess_tail r_hat \n", + "trend[0] 1848.0 1.0 \n", + "trend[1] 1679.0 1.0 \n", + "trend[2] 1275.0 1.0 \n", + "logs 1350.0 1.0 \n", + "omega[0] 1649.0 1.0 \n", + "omega[1] 1906.0 1.0 \n", + "ecc[0] 879.0 1.0 \n", + "ecc[1] 531.0 1.0 \n", + "t0[0] 1409.0 1.0 \n", + "t0[1] 1432.0 1.0 \n", + "logK[0] 907.0 1.0 \n", + "logK[1] 981.0 1.0 \n", + "P[0] 1314.0 1.0 \n", + "P[1] 1549.0 1.0 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(\n", + " trace, var_names=[\"trend\", \"logs\", \"omega\", \"ecc\", \"t0\", \"logK\", \"P\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "49efcc83", + "metadata": {}, + "source": [ + "It looks like everything is pretty much converged here. Not bad for 14 parameters and about a minute of runtime...\n", + "\n", + "Then we can make a [corner plot](https://corner.readthedocs.io) of any combination of the parameters.\n", + "For example, let's look at period, semi-amplitude, and eccentricity:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a5939a96", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:38.094947Z", + "iopub.status.busy": "2023-07-17T01:22:38.094377Z", + "iopub.status.idle": "2023-07-17T01:22:41.711113Z", + "shell.execute_reply": "2023-07-17T01:22:41.710528Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "with model:\n", + " _ = corner.corner(trace, var_names=[\"P\", \"logK\", \"ecc\", \"omega\"])" + ] + }, + { + "cell_type": "markdown", + "id": "856086dd", + "metadata": {}, + "source": [ + "Finally, let's plot the plosterior constraints on the RV model and compare those to the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b797deb4", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:41.719495Z", + "iopub.status.busy": "2023-07-17T01:22:41.719022Z", + "iopub.status.idle": "2023-07-17T01:22:42.005768Z", + "shell.execute_reply": "2023-07-17T01:22:42.005134Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.errorbar(x, y, yerr=yerr, fmt=\".k\")\n", + "\n", + "# Compute the posterior predictions for the RV model\n", + "rv_pred = trace.posterior[\"rv_model_pred\"].values\n", + "pred = np.percentile(rv_pred, [16, 50, 84], axis=(0, 1))\n", + "plt.plot(t, pred[1], color=\"C0\", label=\"model\")\n", + "art = plt.fill_between(t, pred[0], pred[2], color=\"C0\", alpha=0.3)\n", + "art.set_edgecolor(\"none\")\n", + "\n", + "plt.legend(fontsize=10)\n", + "plt.xlim(t.min(), t.max())\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"radial velocity [m/s]\")\n", + "_ = plt.title(\"posterior constraints\")" + ] + }, + { + "cell_type": "markdown", + "id": "5617a97e", + "metadata": {}, + "source": [ + "## Phase plots\n", + "\n", + "It might be also be interesting to look at the phased plots for this system.\n", + "Here we'll fold the dataset on the median of posterior period and then overplot the posterior constraint on the folded model orbits." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "a638bdcc", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:42.008577Z", + "iopub.status.busy": "2023-07-17T01:22:42.008352Z", + "iopub.status.idle": "2023-07-17T01:22:42.542524Z", + "shell.execute_reply": "2023-07-17T01:22:42.541874Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " # Get the posterior median orbital parameters\n", + " p = np.median(trace.posterior[\"P\"].values[:, :, n])\n", + " t0 = np.median(trace.posterior[\"t0\"].values[:, :, n])\n", + "\n", + " # Compute the median of posterior estimate of the background RV\n", + " # and the contribution from the other planet. Then we can remove\n", + " # this from the data to plot just the planet we care about.\n", + " other = np.median(\n", + " trace.posterior[\"vrad\"].values[:, :, :, (n + 1) % 2], axis=(0, 1)\n", + " )\n", + " other += np.median(trace.posterior[\"bkg\"].values, axis=(0, 1))\n", + "\n", + " # Plot the folded data\n", + " x_fold = (x - t0 + 0.5 * p) % p - 0.5 * p\n", + " plt.errorbar(x_fold, y - other, yerr=yerr, fmt=\".k\")\n", + "\n", + " # Compute the posterior prediction for the folded RV model for this\n", + " # planet\n", + " t_fold = (t - t0 + 0.5 * p) % p - 0.5 * p\n", + " inds = np.argsort(t_fold)\n", + " pred = np.percentile(\n", + " trace.posterior[\"vrad_pred\"].values[:, :, inds, n],\n", + " [16, 50, 84],\n", + " axis=(0, 1),\n", + " )\n", + " plt.plot(t_fold[inds], pred[1], color=\"C0\", label=\"model\")\n", + " art = plt.fill_between(\n", + " t_fold[inds], pred[0], pred[2], color=\"C0\", alpha=0.3\n", + " )\n", + " art.set_edgecolor(\"none\")\n", + "\n", + " plt.legend(fontsize=10)\n", + " plt.xlim(-0.5 * p, 0.5 * p)\n", + " plt.xlabel(\"phase [days]\")\n", + " plt.ylabel(\"radial velocity [m/s]\")\n", + " plt.title(\"K2-24{0}\".format(letter))" + ] + }, + { + "cell_type": "markdown", + "id": "ab693478", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7f182c2f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:42.545404Z", + "iopub.status.busy": "2023-07-17T01:22:42.545035Z", + "iopub.status.idle": "2023-07-17T01:22:42.549086Z", + "shell.execute_reply": "2023-07-17T01:22:42.548437Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:pymc3, exoplanet:theano,\n", + "exoplanet:vaneylen19}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "728c81fe", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:42.552452Z", + "iopub.status.busy": "2023-07-17T01:22:42.552107Z", + "iopub.status.idle": "2023-07-17T01:22:42.557261Z", + "shell.execute_reply": "2023-07-17T01:22:42.556672Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ddfbf0f3-d094-4b70-9d1b-077512dd6a95", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/stellar-variability.ipynb b/_sources/tutorials/stellar-variability.ipynb new file mode 100644 index 00000000..bbe99a8f --- /dev/null +++ b/_sources/tutorials/stellar-variability.ipynb @@ -0,0 +1,826 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3644c83b", + "metadata": {}, + "source": [ + "(stellar-variability)=\n", + "\n", + "# Gaussian process models for stellar variability" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2001847a", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:48.904512Z", + "iopub.status.busy": "2023-07-17T01:17:48.903922Z", + "iopub.status.idle": "2023-07-17T01:17:53.317524Z", + "shell.execute_reply": "2023-07-17T01:17:53.316240Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "8fdcfa7d", + "metadata": {}, + "source": [ + "When fitting exoplanets, we also need to fit for the stellar variability and Gaussian Processes (GPs) are often a good descriptive model for this variation.\n", + "[PyMC3 has support for all sorts of general GP models](https://docs.pymc.io/gp.html), but *exoplanet* interfaces with the [celerite2](https://celerite2.readthedocs.io/) library to provide support for scalable 1D GPs (take a look at the [Getting started](https://celerite2.readthedocs.io/en/latest/tutorials/first/) tutorial on the *celerite2* docs for a crash course) that can work with large datasets.\n", + "In this tutorial, we go through the process of modeling the light curve of a rotating star observed by Kepler using *exoplanet* and *celerite2*.\n", + "\n", + "First, let's download and plot the data:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b9d6dcc9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:53.321389Z", + "iopub.status.busy": "2023-07-17T01:17:53.321087Z", + "iopub.status.idle": "2023-07-17T01:17:59.323027Z", + "shell.execute_reply": "2023-07-17T01:17:59.321979Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Warning: 33% (6455/19412) of the cadences will be ignored due to the quality mask (quality_bitmask=8191).\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import lightkurve as lk\n", + "import matplotlib.pyplot as plt\n", + "\n", + "lcf = lk.search_lightcurve(\n", + " \"TIC 10863087\", mission=\"TESS\", author=\"SPOC\"\n", + ").download_all(quality_bitmask=\"hardest\", flux_column=\"pdcsap_flux\")\n", + "lc = lcf.stitch().remove_nans().remove_outliers()\n", + "lc = lc[:5000]\n", + "_, mask = lc.flatten().remove_outliers(sigma=3.0, return_mask=True)\n", + "lc = lc[~mask]\n", + "\n", + "x = np.ascontiguousarray(lc.time.value, dtype=np.float64)\n", + "y = np.ascontiguousarray(lc.flux, dtype=np.float64)\n", + "yerr = np.ascontiguousarray(lc.flux_err, dtype=np.float64)\n", + "mu = np.mean(y)\n", + "y = (y / mu - 1) * 1e3\n", + "yerr = yerr * 1e3 / mu\n", + "\n", + "plt.plot(x, y, \"k\")\n", + "plt.xlim(x.min(), x.max())\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "_ = plt.title(\"TIC 10863087\")" + ] + }, + { + "cell_type": "markdown", + "id": "6ce25da5", + "metadata": {}, + "source": [ + "## A Gaussian process model for stellar variability\n", + "\n", + "This looks like the light curve of a rotating star, and [it has been shown](https://arxiv.org/abs/1706.05459) that it is possible to model this variability by using a quasiperiodic Gaussian process.\n", + "To start with, let's get an estimate of the rotation period using the Lomb-Scargle periodogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "23b731ad", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:59.327872Z", + "iopub.status.busy": "2023-07-17T01:17:59.327342Z", + "iopub.status.idle": "2023-07-17T01:17:59.514876Z", + "shell.execute_reply": "2023-07-17T01:17:59.509333Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import exoplanet as xo\n", + "\n", + "results = xo.estimators.lomb_scargle_estimator(\n", + " x, y, max_peaks=1, min_period=0.1, max_period=2.0, samples_per_peak=50\n", + ")\n", + "\n", + "peak = results[\"peaks\"][0]\n", + "freq, power = results[\"periodogram\"]\n", + "plt.plot(1 / freq, power, \"k\")\n", + "plt.axvline(peak[\"period\"], color=\"k\", lw=4, alpha=0.3)\n", + "plt.xlim((1 / freq).min(), (1 / freq).max())\n", + "plt.yticks([])\n", + "plt.xlabel(\"period [days]\")\n", + "_ = plt.ylabel(\"power\")" + ] + }, + { + "cell_type": "markdown", + "id": "8890345c", + "metadata": {}, + "source": [ + "Now, using this initialization, we can set up the GP model in *exoplanet* and *celerite2*.\n", + "We'll use the [RotationTerm](https://celerite2.readthedocs.io/en/latest/api/python/#celerite2.terms.RotationTerm) kernel that is a mixture of two simple harmonic oscillators with periods separated by a factor of two.\n", + "As you can see from the periodogram above, this might be a good model for this light curve and I've found that it works well in many cases." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "71f77026", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:59.519321Z", + "iopub.status.busy": "2023-07-17T01:17:59.518994Z", + "iopub.status.idle": "2023-07-17T01:22:37.084971Z", + "shell.execute_reply": "2023-07-17T01:22:37.082931Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [f, log_dQ, log_Q0, log_period, sigma_rot, rho, sigma, log_jitter, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [70/70 00:00<00:00 logp = -8.861e+03]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "message: Desired error not necessarily achieved due to precision loss.\n", + "logp: -9263.87083670822 -> -8861.082439762553\n" + ] + } + ], + "source": [ + "import pymc3 as pm\n", + "import pymc3_ext as pmx\n", + "import aesara_theano_fallback.tensor as tt\n", + "from celerite2.theano import terms, GaussianProcess\n", + "\n", + "with pm.Model() as model:\n", + " # The mean flux of the time series\n", + " mean = pm.Normal(\"mean\", mu=0.0, sigma=10.0)\n", + "\n", + " # A jitter term describing excess white noise\n", + " log_jitter = pm.Normal(\"log_jitter\", mu=np.log(np.mean(yerr)), sigma=2.0)\n", + "\n", + " # A term to describe the non-periodic variability\n", + " sigma = pm.InverseGamma(\n", + " \"sigma\", **pmx.estimate_inverse_gamma_parameters(1.0, 5.0)\n", + " )\n", + " rho = pm.InverseGamma(\n", + " \"rho\", **pmx.estimate_inverse_gamma_parameters(0.5, 2.0)\n", + " )\n", + "\n", + " # The parameters of the RotationTerm kernel\n", + " sigma_rot = pm.InverseGamma(\n", + " \"sigma_rot\", **pmx.estimate_inverse_gamma_parameters(1.0, 5.0)\n", + " )\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(peak[\"period\"]), sigma=2.0)\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + " log_Q0 = pm.HalfNormal(\"log_Q0\", sigma=2.0)\n", + " log_dQ = pm.Normal(\"log_dQ\", mu=0.0, sigma=2.0)\n", + " f = pm.Uniform(\"f\", lower=0.1, upper=1.0)\n", + "\n", + " # Set up the Gaussian Process model\n", + " kernel = terms.SHOTerm(sigma=sigma, rho=rho, Q=1 / 3.0)\n", + " kernel += terms.RotationTerm(\n", + " sigma=sigma_rot,\n", + " period=period,\n", + " Q0=tt.exp(log_Q0),\n", + " dQ=tt.exp(log_dQ),\n", + " f=f,\n", + " )\n", + " gp = GaussianProcess(\n", + " kernel,\n", + " t=x,\n", + " diag=yerr**2 + tt.exp(2 * log_jitter),\n", + " mean=mean,\n", + " quiet=True,\n", + " )\n", + "\n", + " # Compute the Gaussian Process likelihood and add it into the\n", + " # the PyMC3 model as a \"potential\"\n", + " gp.marginal(\"gp\", observed=y)\n", + "\n", + " # Compute the mean model prediction for plotting purposes\n", + " pm.Deterministic(\"pred\", gp.predict(y))\n", + "\n", + " # Optimize to find the maximum a posteriori parameters\n", + " map_soln = pmx.optimize()" + ] + }, + { + "cell_type": "markdown", + "id": "10672ab7", + "metadata": {}, + "source": [ + "Now that we have the model set up, let's plot the maximum a posteriori model prediction." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "811f3ad6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:37.092137Z", + "iopub.status.busy": "2023-07-17T01:22:37.091349Z", + "iopub.status.idle": "2023-07-17T01:22:37.870076Z", + "shell.execute_reply": "2023-07-17T01:22:37.868931Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(x, y, \"k\", label=\"data\")\n", + "plt.plot(x, map_soln[\"pred\"], color=\"C1\", label=\"model\")\n", + "plt.xlim(x.min(), x.max())\n", + "plt.legend(fontsize=10)\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "_ = plt.title(\"TIC 10863087; map model\")" + ] + }, + { + "cell_type": "markdown", + "id": "50ef0408", + "metadata": {}, + "source": [ + "That looks pretty good!\n", + "Now let's sample from the posterior using [the PyMC3 Extras (pymc3-ext) library](https://github.com/exoplanet-dev/pymc3-ext):" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "bb91e006", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:37.874073Z", + "iopub.status.busy": "2023-07-17T01:22:37.873780Z", + "iopub.status.idle": "2023-07-17T01:27:43.101384Z", + "shell.execute_reply": "2023-07-17T01:27:43.099970Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [f, log_dQ, log_Q0, log_period, sigma_rot, rho, sigma, log_jitter, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [4000/4000 04:06<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 249 seconds.\n" + ] + } + ], + "source": [ + "with model:\n", + " trace = pmx.sample(\n", + " tune=1000,\n", + " draws=1000,\n", + " start=map_soln,\n", + " cores=2,\n", + " chains=2,\n", + " target_accept=0.9,\n", + " return_inferencedata=True,\n", + " random_seed=[10863087, 10863088],\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "c94d95a1", + "metadata": {}, + "source": [ + "Now we can do the usual convergence checks:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "15ca0850", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:43.106303Z", + "iopub.status.busy": "2023-07-17T01:27:43.106046Z", + "iopub.status.idle": "2023-07-17T01:27:43.207729Z", + "shell.execute_reply": "2023-07-17T01:27:43.206798Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
f0.2810.1670.1000.6120.0040.0032004.01394.01.0
log_dQ0.7052.221-2.9954.8600.0600.0471380.01756.01.0
log_Q03.7280.7172.4585.1910.0220.0151163.0763.01.0
log_period-0.1330.008-0.148-0.1180.0000.0001835.01211.01.0
sigma_rot3.1200.5912.1204.1420.0160.0121650.01094.01.0
rho0.2630.0350.2030.3310.0010.0002585.01411.01.0
sigma1.5850.1801.2541.9000.0040.0032127.01403.01.0
log_jitter-1.2790.473-1.835-0.7990.0350.026741.0278.01.0
mean-0.0340.308-0.5770.5990.0070.0072248.01529.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "f 0.281 0.167 0.100 0.612 0.004 0.003 2004.0 \n", + "log_dQ 0.705 2.221 -2.995 4.860 0.060 0.047 1380.0 \n", + "log_Q0 3.728 0.717 2.458 5.191 0.022 0.015 1163.0 \n", + "log_period -0.133 0.008 -0.148 -0.118 0.000 0.000 1835.0 \n", + "sigma_rot 3.120 0.591 2.120 4.142 0.016 0.012 1650.0 \n", + "rho 0.263 0.035 0.203 0.331 0.001 0.000 2585.0 \n", + "sigma 1.585 0.180 1.254 1.900 0.004 0.003 2127.0 \n", + "log_jitter -1.279 0.473 -1.835 -0.799 0.035 0.026 741.0 \n", + "mean -0.034 0.308 -0.577 0.599 0.007 0.007 2248.0 \n", + "\n", + " ess_tail r_hat \n", + "f 1394.0 1.0 \n", + "log_dQ 1756.0 1.0 \n", + "log_Q0 763.0 1.0 \n", + "log_period 1211.0 1.0 \n", + "sigma_rot 1094.0 1.0 \n", + "rho 1411.0 1.0 \n", + "sigma 1403.0 1.0 \n", + "log_jitter 278.0 1.0 \n", + "mean 1529.0 1.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(\n", + " trace,\n", + " var_names=[\n", + " \"f\",\n", + " \"log_dQ\",\n", + " \"log_Q0\",\n", + " \"log_period\",\n", + " \"sigma_rot\",\n", + " \"rho\",\n", + " \"sigma\",\n", + " \"log_jitter\",\n", + " \"mean\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "ccf56286", + "metadata": {}, + "source": [ + "And plot the posterior distribution over rotation period:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6d33dc06", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:43.212792Z", + "iopub.status.busy": "2023-07-17T01:27:43.212286Z", + "iopub.status.idle": "2023-07-17T01:27:43.377043Z", + "shell.execute_reply": "2023-07-17T01:27:43.375928Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "period_samples = np.asarray(trace.posterior[\"period\"]).flatten()\n", + "plt.hist(period_samples, 25, histtype=\"step\", color=\"k\", density=True)\n", + "plt.yticks([])\n", + "plt.xlabel(\"rotation period [days]\")\n", + "_ = plt.ylabel(\"posterior density\")" + ] + }, + { + "cell_type": "markdown", + "id": "d9026bbe", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "dc94e171", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:43.381351Z", + "iopub.status.busy": "2023-07-17T01:27:43.381058Z", + "iopub.status.idle": "2023-07-17T01:27:43.387229Z", + "shell.execute_reply": "2023-07-17T01:27:43.386403Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:arviz, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "f352af9f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:27:43.390722Z", + "iopub.status.busy": "2023-07-17T01:27:43.390474Z", + "iopub.status.idle": "2023-07-17T01:27:43.395545Z", + "shell.execute_reply": "2023-07-17T01:27:43.394649Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c5c2040e-5175-4ead-8d07-88c5a56400db", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/tess.ipynb b/_sources/tutorials/tess.ipynb new file mode 100644 index 00000000..8b439377 --- /dev/null +++ b/_sources/tutorials/tess.ipynb @@ -0,0 +1,2607 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7243286f", + "metadata": {}, + "source": [ + "(tess)=\n", + "\n", + "# Fitting TESS data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4f50b524-485b-433b-bbf7-063133d8bd4c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:33.766395Z", + "iopub.status.busy": "2023-07-17T01:17:33.766046Z", + "iopub.status.idle": "2023-07-17T01:17:37.963270Z", + "shell.execute_reply": "2023-07-17T01:17:37.962518Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "b77acbc6", + "metadata": {}, + "source": [ + "In this tutorial, we will reproduce the fits to the transiting planet in the Pi Mensae system discovered by [Huang et al. (2018)](https://arxiv.org/abs/1809.05967).\n", + "The data processing and model are similar to the {ref}`joint` case study, but with a few extra bits like aperture selection and de-trending.\n", + "\n", + "To start, we need to download the target pixel file:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "46dc3f48", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:37.966743Z", + "iopub.status.busy": "2023-07-17T01:17:37.966148Z", + "iopub.status.idle": "2023-07-17T01:17:40.963809Z", + "shell.execute_reply": "2023-07-17T01:17:40.963182Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import lightkurve as lk\n", + "import matplotlib.pyplot as plt\n", + "from astropy.io import fits\n", + "\n", + "lc_file = lk.search_lightcurve(\n", + " \"TIC 261136679\", sector=1, author=\"SPOC\"\n", + ").download(quality_bitmask=\"hardest\", flux_column=\"pdcsap_flux\")\n", + "lc = lc_file.remove_nans().normalize().remove_outliers()\n", + "time = lc.time.value\n", + "flux = lc.flux\n", + "\n", + "# For the purposes of this example, we'll discard some of the data\n", + "m = (lc.quality == 0) & (\n", + " np.random.default_rng(261136679).uniform(size=len(time)) < 0.3\n", + ")\n", + "\n", + "with fits.open(lc_file.filename) as hdu:\n", + " hdr = hdu[1].header\n", + "\n", + "texp = hdr[\"FRAMETIM\"] * hdr[\"NUM_FRM\"]\n", + "texp /= 60.0 * 60.0 * 24.0\n", + "\n", + "ref_time = 0.5 * (np.min(time) + np.max(time))\n", + "x = np.ascontiguousarray(time[m] - ref_time, dtype=np.float64)\n", + "y = np.ascontiguousarray(1e3 * (flux[m] - 1.0), dtype=np.float64)\n", + "\n", + "plt.plot(x, y, \".k\")\n", + "plt.xlabel(\"time [days]\")\n", + "plt.ylabel(\"relative flux [ppt]\")\n", + "_ = plt.xlim(x.min(), x.max())" + ] + }, + { + "cell_type": "markdown", + "id": "81ed6be1", + "metadata": {}, + "source": [ + "## Transit search\n", + "\n", + "Now, let's use [the box least squares periodogram from AstroPy](http://docs.astropy.org/en/latest/timeseries/bls.html)\n", + "(Note: you'll need AstroPy v3.1 or more recent to use this feature) to estimate the period, phase, and depth of the transit." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "96b0c78c", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.967318Z", + "iopub.status.busy": "2023-07-17T01:17:40.966823Z", + "iopub.status.idle": "2023-07-17T01:17:43.908542Z", + "shell.execute_reply": "2023-07-17T01:17:43.907968Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from astropy.timeseries import BoxLeastSquares\n", + "\n", + "period_grid = np.exp(np.linspace(np.log(1), np.log(15), 50000))\n", + "\n", + "bls = BoxLeastSquares(x, y)\n", + "bls_power = bls.power(period_grid, 0.1, oversample=20)\n", + "\n", + "# Save the highest peak as the planet candidate\n", + "index = np.argmax(bls_power.power)\n", + "bls_period = bls_power.period[index]\n", + "bls_t0 = bls_power.transit_time[index]\n", + "bls_depth = bls_power.depth[index]\n", + "transit_mask = bls.transit_mask(x, bls_period, 0.2, bls_t0)\n", + "\n", + "fig, axes = plt.subplots(2, 1, figsize=(10, 10))\n", + "\n", + "# Plot the periodogram\n", + "ax = axes[0]\n", + "ax.axvline(np.log10(bls_period), color=\"C1\", lw=5, alpha=0.8)\n", + "ax.plot(np.log10(bls_power.period), bls_power.power, \"k\")\n", + "ax.annotate(\n", + " \"period = {0:.4f} d\".format(bls_period),\n", + " (0, 1),\n", + " xycoords=\"axes fraction\",\n", + " xytext=(5, -5),\n", + " textcoords=\"offset points\",\n", + " va=\"top\",\n", + " ha=\"left\",\n", + " fontsize=12,\n", + ")\n", + "ax.set_ylabel(\"bls power\")\n", + "ax.set_yticks([])\n", + "ax.set_xlim(np.log10(period_grid.min()), np.log10(period_grid.max()))\n", + "ax.set_xlabel(\"log10(period)\")\n", + "\n", + "# Plot the folded transit\n", + "ax = axes[1]\n", + "x_fold = (x - bls_t0 + 0.5 * bls_period) % bls_period - 0.5 * bls_period\n", + "m = np.abs(x_fold) < 0.4\n", + "ax.plot(x_fold[m], y[m], \".k\")\n", + "\n", + "# Overplot the phase binned light curve\n", + "bins = np.linspace(-0.41, 0.41, 32)\n", + "denom, _ = np.histogram(x_fold, bins)\n", + "num, _ = np.histogram(x_fold, bins, weights=y)\n", + "denom[num == 0] = 1.0\n", + "ax.plot(0.5 * (bins[1:] + bins[:-1]), num / denom, color=\"C1\")\n", + "\n", + "ax.set_xlim(-0.3, 0.3)\n", + "ax.set_ylabel(\"de-trended flux [ppt]\")\n", + "_ = ax.set_xlabel(\"time since transit\")" + ] + }, + { + "cell_type": "markdown", + "id": "287e3e93", + "metadata": {}, + "source": [ + "## The transit model in PyMC3\n", + "\n", + "The transit model, initialization, and sampling are all nearly the same as the one in {ref}`joint`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "fbb85aad", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:43.912196Z", + "iopub.status.busy": "2023-07-17T01:17:43.911972Z", + "iopub.status.idle": "2023-07-17T01:25:49.855686Z", + "shell.execute_reply": "2023-07-17T01:25:49.854651Z" + }, + "lines_to_next_cell": 2 + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [log_rho_gp, log_sigma_gp, log_sigma_lc]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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xo.LimbDarkLightCurve(u_star)\n", + "\n", + " # Stellar parameters from Huang et al (2018)\n", + " M_star_huang = 1.094, 0.039\n", + " R_star_huang = 1.10, 0.023\n", + " BoundedNormal = pm.Bound(pm.Normal, lower=0, upper=3)\n", + " m_star = BoundedNormal(\n", + " \"m_star\", mu=M_star_huang[0], sd=M_star_huang[1]\n", + " )\n", + " r_star = BoundedNormal(\n", + " \"r_star\", mu=R_star_huang[0], sd=R_star_huang[1]\n", + " )\n", + "\n", + " # Orbital parameters for the planets\n", + " t0 = pm.Normal(\"t0\", mu=bls_t0, sd=1)\n", + " log_period = pm.Normal(\"log_period\", mu=np.log(bls_period), sd=1)\n", + " period = pm.Deterministic(\"period\", tt.exp(log_period))\n", + "\n", + " # Fit in terms of transit depth (assuming b<1)\n", + " b = pm.Uniform(\"b\", lower=0, upper=1)\n", + " log_depth = pm.Normal(\"log_depth\", mu=np.log(bls_depth), sigma=2.0)\n", + " ror = pm.Deterministic(\n", + " \"ror\",\n", + " star.get_ror_from_approx_transit_depth(\n", + " 1e-3 * tt.exp(log_depth), b\n", + " ),\n", + " )\n", + " r_pl = pm.Deterministic(\"r_pl\", ror * r_star)\n", + "\n", + " # log_r_pl = pm.Normal(\n", + " # \"log_r_pl\",\n", + " # sd=1.0,\n", + " # mu=0.5 * np.log(1e-3 * np.array(bls_depth))\n", + " # + np.log(R_star_huang[0]),\n", + " # )\n", + " # r_pl = pm.Deterministic(\"r_pl\", tt.exp(log_r_pl))\n", + " # ror = pm.Deterministic(\"ror\", r_pl / r_star)\n", + " # b = xo.distributions.ImpactParameter(\"b\", ror=ror)\n", + "\n", + " ecs = pmx.UnitDisk(\"ecs\", testval=np.array([0.01, 0.0]))\n", + " ecc = pm.Deterministic(\"ecc\", tt.sum(ecs**2))\n", + " omega = pm.Deterministic(\"omega\", tt.arctan2(ecs[1], ecs[0]))\n", + " xo.eccentricity.kipping13(\"ecc_prior\", fixed=True, observed=ecc)\n", + "\n", + " # Transit jitter & GP parameters\n", + " log_sigma_lc = pm.Normal(\n", + " \"log_sigma_lc\", mu=np.log(np.std(y[mask])), sd=10\n", + " )\n", + " log_rho_gp = pm.Normal(\"log_rho_gp\", mu=0, sd=10)\n", + " log_sigma_gp = pm.Normal(\n", + " \"log_sigma_gp\", mu=np.log(np.std(y[mask])), sd=10\n", + " )\n", + "\n", + " # Orbit model\n", + " orbit = xo.orbits.KeplerianOrbit(\n", + " r_star=r_star,\n", + " m_star=m_star,\n", + " period=period,\n", + " t0=t0,\n", + " b=b,\n", + " ecc=ecc,\n", + " omega=omega,\n", + " )\n", + "\n", + " # Compute the model light curve\n", + " light_curves = (\n", + " star.get_light_curve(orbit=orbit, r=r_pl, t=x[mask], texp=texp)\n", + " * 1e3\n", + " )\n", + " light_curve = tt.sum(light_curves, axis=-1) + mean\n", + " resid = y[mask] - light_curve\n", + "\n", + " # GP model for the light curve\n", + " kernel = terms.SHOTerm(\n", + " sigma=tt.exp(log_sigma_gp),\n", + " rho=tt.exp(log_rho_gp),\n", + " Q=1 / np.sqrt(2),\n", + " )\n", + " gp = GaussianProcess(kernel, t=x[mask], yerr=tt.exp(log_sigma_lc))\n", + " gp.marginal(\"gp\", observed=resid)\n", + " # pm.Deterministic(\"gp_pred\", gp.predict(resid))\n", + "\n", + " # Compute and save the phased light curve models\n", + " pm.Deterministic(\n", + " \"lc_pred\",\n", + " 1e3\n", + " * star.get_light_curve(\n", + " orbit=orbit, r=r_pl, t=t0 + phase_lc, texp=texp\n", + " )[..., 0],\n", + " )\n", + "\n", + " # Fit for the maximum a posteriori parameters, I've found that I can get\n", + " # a better solution by trying different combinations of parameters in turn\n", + " if start is None:\n", + " start = model.test_point\n", + " map_soln = pmx.optimize(\n", + " start=start, vars=[log_sigma_lc, log_sigma_gp, log_rho_gp]\n", + " )\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_depth])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[b])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_period, t0])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[u_star])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[log_depth])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[b])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[ecs])\n", + " map_soln = pmx.optimize(start=map_soln, vars=[mean])\n", + " map_soln = pmx.optimize(\n", + " start=map_soln, vars=[log_sigma_lc, log_sigma_gp, log_rho_gp]\n", + " )\n", + " map_soln = pmx.optimize(start=map_soln)\n", + "\n", + " extras = dict(\n", + " zip(\n", + " [\"light_curves\", \"gp_pred\"],\n", + " pmx.eval_in_model([light_curves, gp.predict(resid)], map_soln),\n", + " )\n", + " )\n", + "\n", + " return model, map_soln, extras\n", + "\n", + "\n", + "model0, map_soln0, extras0 = build_model()" + ] + }, + { + "cell_type": "markdown", + "id": "82a9efd6", + "metadata": { + "lines_to_next_cell": 2 + }, + "source": [ + "Here's how we plot the initial light curve model:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "acbc3832", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:49.859937Z", + "iopub.status.busy": "2023-07-17T01:25:49.859279Z", + "iopub.status.idle": "2023-07-17T01:25:50.977129Z", + "shell.execute_reply": "2023-07-17T01:25:50.976403Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_light_curve(soln, extras, mask=None):\n", + " if mask is None:\n", + " mask = np.ones(len(x), dtype=bool)\n", + "\n", + " fig, axes = plt.subplots(3, 1, figsize=(10, 7), sharex=True)\n", + "\n", + " ax = axes[0]\n", + " ax.plot(x[mask], y[mask], \"k\", label=\"data\")\n", + " gp_mod = extras[\"gp_pred\"] + soln[\"mean\"]\n", + " ax.plot(x[mask], gp_mod, color=\"C2\", label=\"gp model\")\n", + " ax.legend(fontsize=10)\n", + " ax.set_ylabel(\"relative flux [ppt]\")\n", + "\n", + " ax = axes[1]\n", + " ax.plot(x[mask], y[mask] - gp_mod, \"k\", label=\"de-trended data\")\n", + " for i, l in enumerate(\"b\"):\n", + " mod = extras[\"light_curves\"][:, i]\n", + " ax.plot(x[mask], mod, label=\"planet {0}\".format(l))\n", + " ax.legend(fontsize=10, loc=3)\n", + " ax.set_ylabel(\"de-trended flux [ppt]\")\n", + "\n", + " ax = axes[2]\n", + " mod = gp_mod + np.sum(extras[\"light_curves\"], axis=-1)\n", + " ax.plot(x[mask], y[mask] - mod, \"k\")\n", + " ax.axhline(0, color=\"#aaaaaa\", lw=1)\n", + " ax.set_ylabel(\"residuals [ppt]\")\n", + " ax.set_xlim(x[mask].min(), x[mask].max())\n", + " ax.set_xlabel(\"time [days]\")\n", + "\n", + " return fig\n", + "\n", + "\n", + "_ = plot_light_curve(map_soln0, extras0)" + ] + }, + { + "cell_type": "markdown", + "id": "b0e2da0a", + "metadata": {}, + "source": [ + "As in {ref}`joint`, we can do some sigma clipping to remove significant outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "55f88cd4", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:50.980279Z", + "iopub.status.busy": "2023-07-17T01:25:50.979797Z", + "iopub.status.idle": "2023-07-17T01:25:51.233063Z", + "shell.execute_reply": "2023-07-17T01:25:51.232373Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model, map_soln, extras = build_model(mask, map_soln0)\n", + "_ = plot_light_curve(map_soln, extras, mask)" + ] + }, + { + "cell_type": "markdown", + "id": "f9a72cbc", + "metadata": {}, + "source": [ + "Now that we have the model, we can sample:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d0ef07a9", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:26:44.779926Z", + "iopub.status.busy": "2023-07-17T01:26:44.779306Z", + "iopub.status.idle": "2023-07-17T01:37:48.478853Z", + "shell.execute_reply": "2023-07-17T01:37:48.478191Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Initializing NUTS using adapt_full...\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [log_sigma_gp, log_rho_gp, log_sigma_lc, ecs, log_depth, b, log_period, t0, r_star, m_star, u_star, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [5000/5000 10:15<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_500 tune and 1_000 draw iterations (3_000 + 2_000 draws total) took 618 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "import platform\n", + "\n", + "with model:\n", + " trace = pm.sample(\n", + " tune=1500,\n", + " draws=1000,\n", + " start=map_soln,\n", + " # Parallel sampling runs poorly or crashes on macos\n", + " cores=1 if platform.system() == \"Darwin\" else 2,\n", + " chains=2,\n", + " target_accept=0.95,\n", + " return_inferencedata=True,\n", + " random_seed=[261136679, 261136680],\n", + " init=\"adapt_full\",\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "9d4f2bc1", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:37:48.482340Z", + "iopub.status.busy": "2023-07-17T01:37:48.481975Z", + "iopub.status.idle": "2023-07-17T01:37:48.564057Z", + "shell.execute_reply": "2023-07-17T01:37:48.563426Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
omega0.4371.790-2.7153.1380.0710.050794.01440.01.00
ecc0.2130.1440.0000.4500.0060.005641.0388.01.00
r_pl0.0180.0010.0170.0200.0000.000702.0860.01.01
b0.4800.2200.0320.7940.0120.008356.0529.01.00
t0-13.7350.002-13.739-13.7310.0000.0001078.0861.01.00
period6.2690.0016.2676.2700.0000.0001531.01943.01.00
r_star1.1000.0231.0531.1400.0010.0001674.01158.01.00
m_star1.0950.0401.0211.1690.0010.0011523.01320.01.00
u_star[0]0.3110.2350.0000.7330.0060.0041434.01280.01.00
u_star[1]0.2050.320-0.3440.7990.0090.0061263.01243.01.00
mean0.0020.007-0.0120.0150.0000.0001361.01069.01.00
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "omega 0.437 1.790 -2.715 3.138 0.071 0.050 794.0 \n", + "ecc 0.213 0.144 0.000 0.450 0.006 0.005 641.0 \n", + "r_pl 0.018 0.001 0.017 0.020 0.000 0.000 702.0 \n", + "b 0.480 0.220 0.032 0.794 0.012 0.008 356.0 \n", + "t0 -13.735 0.002 -13.739 -13.731 0.000 0.000 1078.0 \n", + "period 6.269 0.001 6.267 6.270 0.000 0.000 1531.0 \n", + "r_star 1.100 0.023 1.053 1.140 0.001 0.000 1674.0 \n", + "m_star 1.095 0.040 1.021 1.169 0.001 0.001 1523.0 \n", + "u_star[0] 0.311 0.235 0.000 0.733 0.006 0.004 1434.0 \n", + "u_star[1] 0.205 0.320 -0.344 0.799 0.009 0.006 1263.0 \n", + "mean 0.002 0.007 -0.012 0.015 0.000 0.000 1361.0 \n", + "\n", + " ess_tail r_hat \n", + "omega 1440.0 1.00 \n", + "ecc 388.0 1.00 \n", + "r_pl 860.0 1.01 \n", + "b 529.0 1.00 \n", + "t0 861.0 1.00 \n", + "period 1943.0 1.00 \n", + "r_star 1158.0 1.00 \n", + "m_star 1320.0 1.00 \n", + "u_star[0] 1280.0 1.00 \n", + "u_star[1] 1243.0 1.00 \n", + "mean 1069.0 1.00 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(\n", + " trace,\n", + " var_names=[\n", + " \"omega\",\n", + " \"ecc\",\n", + " \"r_pl\",\n", + " \"b\",\n", + " \"t0\",\n", + " \"period\",\n", + " \"r_star\",\n", + " \"m_star\",\n", + " \"u_star\",\n", + " \"mean\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "d27f96a5", + "metadata": {}, + "source": [ + "## Results\n", + "\n", + "After sampling, we can make the usual plots.\n", + "First, let's look at the folded light curve plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d409b7d6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:37:48.567284Z", + "iopub.status.busy": "2023-07-17T01:37:48.566944Z", + "iopub.status.idle": "2023-07-17T01:37:48.769484Z", + "shell.execute_reply": "2023-07-17T01:37:48.768915Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flat_samps = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "\n", + "# Compute the GP prediction\n", + "gp_mod = extras[\"gp_pred\"] + map_soln[\"mean\"] # np.median(\n", + "# flat_samps[\"gp_pred\"].values + flat_samps[\"mean\"].values[None, :], axis=-1\n", + "# )\n", + "\n", + "# Get the posterior median orbital parameters\n", + "p = np.median(flat_samps[\"period\"])\n", + "t0 = np.median(flat_samps[\"t0\"])\n", + "\n", + "# Plot the folded data\n", + "x_fold = (x[mask] - t0 + 0.5 * p) % p - 0.5 * p\n", + "plt.plot(x_fold, y[mask] - gp_mod, \".k\", label=\"data\", zorder=-1000)\n", + "\n", + "# Overplot the phase binned light curve\n", + "bins = np.linspace(-0.41, 0.41, 50)\n", + "denom, _ = np.histogram(x_fold, bins)\n", + "num, _ = np.histogram(x_fold, bins, weights=y[mask])\n", + "denom[num == 0] = 1.0\n", + "plt.plot(\n", + " 0.5 * (bins[1:] + bins[:-1]), num / denom, \"o\", color=\"C2\", label=\"binned\"\n", + ")\n", + "\n", + "# Plot the folded model\n", + "pred = np.percentile(flat_samps[\"lc_pred\"], [16, 50, 84], axis=-1)\n", + "plt.plot(phase_lc, pred[1], color=\"C1\", label=\"model\")\n", + "art = plt.fill_between(\n", + " phase_lc, pred[0], pred[2], color=\"C1\", alpha=0.5, zorder=1000\n", + ")\n", + "art.set_edgecolor(\"none\")\n", + "\n", + "# Annotate the plot with the planet's period\n", + "txt = \"period = {0:.5f} +/- {1:.5f} d\".format(\n", + " np.mean(flat_samps[\"period\"].values), np.std(flat_samps[\"period\"].values)\n", + ")\n", + "plt.annotate(\n", + " txt,\n", + " (0, 0),\n", + " xycoords=\"axes fraction\",\n", + " xytext=(5, 5),\n", + " textcoords=\"offset points\",\n", + " ha=\"left\",\n", + " va=\"bottom\",\n", + " fontsize=12,\n", + ")\n", + "\n", + "plt.legend(fontsize=10, loc=4)\n", + "plt.xlim(-0.5 * p, 0.5 * p)\n", + "plt.xlabel(\"time since transit [days]\")\n", + "plt.ylabel(\"de-trended flux\")\n", + "_ = plt.xlim(-0.15, 0.15)" + ] + }, + { + "cell_type": "markdown", + "id": "49fed894", + "metadata": {}, + "source": [ + "And a corner plot of some of the key parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "2b890e1e", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:37:48.772478Z", + "iopub.status.busy": "2023-07-17T01:37:48.772104Z", + "iopub.status.idle": "2023-07-17T01:37:50.420231Z", + "shell.execute_reply": "2023-07-17T01:37:50.419571Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "import astropy.units as u\n", + "\n", + "trace.posterior[\"r_earth\"] = (\n", + " trace.posterior[\"r_pl\"].coords,\n", + " (trace.posterior[\"r_pl\"].values * u.R_sun).to(u.R_earth).value,\n", + ")\n", + "\n", + "_ = corner.corner(\n", + " trace,\n", + " var_names=[\"period\", \"r_earth\", \"b\", \"ecc\"],\n", + " labels=[\n", + " \"period [days]\",\n", + " \"radius [Earth radii]\",\n", + " \"impact param\",\n", + " \"eccentricity\",\n", + " ],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "b123ab5f", + "metadata": {}, + "source": [ + "These all seem consistent with the previously published values." + ] + }, + { + "cell_type": "markdown", + "id": "673982ce", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3c7d67b5", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:37:50.423577Z", + "iopub.status.busy": "2023-07-17T01:37:50.422969Z", + "iopub.status.idle": "2023-07-17T01:37:50.427211Z", + "shell.execute_reply": "2023-07-17T01:37:50.426569Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{celerite2:foremanmackey17,\n", + "celerite2:foremanmackey18, exoplanet:agol20, exoplanet:arviz,\n", + "exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:kipping13b, exoplanet:luger18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d5718b9b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:37:50.430227Z", + "iopub.status.busy": "2023-07-17T01:37:50.429889Z", + "iopub.status.idle": "2023-07-17T01:37:50.433548Z", + "shell.execute_reply": "2023-07-17T01:37:50.432916Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb47eab4-4908-4177-8d5f-6be14b7a8af0", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/transit.ipynb b/_sources/tutorials/transit.ipynb new file mode 100644 index 00000000..25d18373 --- /dev/null +++ b/_sources/tutorials/transit.ipynb @@ -0,0 +1,932 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e3a9f10d", + "metadata": {}, + "source": [ + "(transit)=\n", + "\n", + "# Transit fitting" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a78ae748-869b-4a44-8733-b145c79fbef2", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:29.694002Z", + "iopub.status.busy": "2023-07-17T01:17:29.693556Z", + "iopub.status.idle": "2023-07-17T01:17:33.037010Z", + "shell.execute_reply": "2023-07-17T01:17:33.036136Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "b9bab082", + "metadata": {}, + "source": [ + "*exoplanet* includes methods for computing the light curves transiting planets.\n", + "In its simplest form this can be used to evaluate a light curve like you would do with [batman](https://astro.uchicago.edu/~kreidberg/batman/), for example:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a90311d7", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:33.040852Z", + "iopub.status.busy": "2023-07-17T01:17:33.040548Z", + "iopub.status.idle": "2023-07-17T01:18:33.305791Z", + "shell.execute_reply": "2023-07-17T01:18:33.304683Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import exoplanet as xo\n", + "\n", + "# The light curve calculation requires an orbit\n", + "orbit = xo.orbits.KeplerianOrbit(period=3.456)\n", + "\n", + "# Compute a limb-darkened light curve using starry\n", + "t = np.linspace(-0.1, 0.1, 1000)\n", + "u = [0.3, 0.2]\n", + "light_curve = (\n", + " xo.LimbDarkLightCurve(*u)\n", + " .get_light_curve(orbit=orbit, r=0.1, t=t, texp=0.02)\n", + " .eval()\n", + ")\n", + "# Note: the `eval` is needed because this is using Theano in\n", + "# the background\n", + "\n", + "plt.plot(t, light_curve, color=\"C0\", lw=2)\n", + "plt.ylabel(\"relative flux\")\n", + "plt.xlabel(\"time [days]\")\n", + "_ = plt.xlim(t.min(), t.max())" + ] + }, + { + "cell_type": "markdown", + "id": "f9f84dd5", + "metadata": {}, + "source": [ + "But the real power comes from the fact that this is defined as a [Aesara/Theano operation](https://aesara.readthedocs.io/en/latest/extending/index.html) so it can be combined with PyMC3 to do gradient-based inference.\n", + "\n", + "## The transit model in PyMC3\n", + "\n", + "In this section, we will construct a simple transit fit model using *PyMC3* and then we will fit a two planet model to simulated data.\n", + "To start, let's randomly sample some periods and phases and then define the time sampling:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "7cb97f4d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:33.309421Z", + "iopub.status.busy": "2023-07-17T01:18:33.309158Z", + "iopub.status.idle": "2023-07-17T01:18:33.314554Z", + "shell.execute_reply": "2023-07-17T01:18:33.313886Z" + } + }, + "outputs": [], + "source": [ + "np.random.seed(123)\n", + "periods = np.random.uniform(5, 20, 2)\n", + "t0s = periods * np.random.rand(2)\n", + "t = np.arange(0, 80, 0.02)\n", + "yerr = 5e-4" + ] + }, + { + "cell_type": "markdown", + "id": "4bc61a15", + "metadata": {}, + "source": [ + "Then, define the parameters.\n", + "In this simple model, we'll just fit for the limb darkening parameters of the star, and the period, phase, impact parameter, and radius ratio of the planets (note: this is already 10 parameters and running MCMC to convergence using [emcee](https://emcee.readthedocs.io) would probably take at least an hour).\n", + "For the limb darkening, we'll use a quadratic law as parameterized by [Kipping (2013)](https://arxiv.org/abs/1308.0009).\n", + "This reparameterizations is implemented in *exoplanet* as custom *PyMC3* distribution :class:`exoplanet.distributions.QuadLimbDark`." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b375c261", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:18:33.317666Z", + "iopub.status.busy": "2023-07-17T01:18:33.317423Z", + "iopub.status.idle": "2023-07-17T01:22:27.518273Z", + "shell.execute_reply": "2023-07-17T01:22:27.517413Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [b, r, u, logP, t0, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [86/86 00:00<00:00 logp = 2.479e+04]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "message: Desired error not necessarily achieved due to precision loss.\n", + "logp: 24787.977771807484 -> 24793.539425611198\n" + ] + } + ], + "source": [ + "import pymc3 as pm\n", + "import pymc3_ext as pmx\n", + "\n", + "with pm.Model() as model:\n", + " # The baseline flux\n", + " mean = pm.Normal(\"mean\", mu=0.0, sd=1.0)\n", + "\n", + " # The time of a reference transit for each planet\n", + " t0 = pm.Normal(\"t0\", mu=t0s, sd=1.0, shape=2)\n", + "\n", + " # The log period; also tracking the period itself\n", + " logP = pm.Normal(\"logP\", mu=np.log(periods), sd=0.1, shape=2)\n", + " period = pm.Deterministic(\"period\", pm.math.exp(logP))\n", + "\n", + " # The Kipping (2013) parameterization for quadratic limb darkening paramters\n", + " u = xo.distributions.QuadLimbDark(\"u\", testval=np.array([0.3, 0.2]))\n", + "\n", + " r = pm.Uniform(\n", + " \"r\", lower=0.01, upper=0.1, shape=2, testval=np.array([0.04, 0.06])\n", + " )\n", + " b = xo.distributions.ImpactParameter(\n", + " \"b\", ror=r, shape=2, testval=np.random.rand(2)\n", + " )\n", + "\n", + " # Set up a Keplerian orbit for the planets\n", + " orbit = xo.orbits.KeplerianOrbit(period=period, t0=t0, b=b)\n", + "\n", + " # Compute the model light curve using starry\n", + " light_curves = xo.LimbDarkLightCurve(u[0], u[1]).get_light_curve(\n", + " orbit=orbit, r=r, t=t\n", + " )\n", + " light_curve = pm.math.sum(light_curves, axis=-1) + mean\n", + "\n", + " # Here we track the value of the model light curve for plotting\n", + " # purposes\n", + " pm.Deterministic(\"light_curves\", light_curves)\n", + "\n", + " # ******************************************************************* #\n", + " # On the folowing lines, we simulate the dataset that we will fit #\n", + " # #\n", + " # NOTE: if you are fitting real data, you shouldn't include this line #\n", + " # because you already have data! #\n", + " # ******************************************************************* #\n", + " y = pmx.eval_in_model(light_curve)\n", + " y += yerr * np.random.randn(len(y))\n", + " # ******************************************************************* #\n", + " # End of fake data creation; you want to include the following lines #\n", + " # ******************************************************************* #\n", + "\n", + " # The likelihood function assuming known Gaussian uncertainty\n", + " pm.Normal(\"obs\", mu=light_curve, sd=yerr, observed=y)\n", + "\n", + " # Fit for the maximum a posteriori parameters given the simuated\n", + " # dataset\n", + " map_soln = pmx.optimize(start=model.test_point)" + ] + }, + { + "cell_type": "markdown", + "id": "1e286731", + "metadata": {}, + "source": [ + "Now we can plot the simulated data and the maximum a posteriori model to make sure that our initialization looks ok." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "36b6e0eb", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:27.522323Z", + "iopub.status.busy": "2023-07-17T01:22:27.521587Z", + "iopub.status.idle": "2023-07-17T01:22:27.841413Z", + "shell.execute_reply": "2023-07-17T01:22:27.840667Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(t, y, \".k\", ms=4, label=\"data\")\n", + "for i, l in enumerate(\"bc\"):\n", + " plt.plot(\n", + " t, map_soln[\"light_curves\"][:, i], lw=1, label=\"planet {0}\".format(l)\n", + " )\n", + "plt.xlim(t.min(), t.max())\n", + "plt.ylabel(\"relative flux\")\n", + "plt.xlabel(\"time [days]\")\n", + "plt.legend(fontsize=10)\n", + "_ = plt.title(\"map model\")" + ] + }, + { + "cell_type": "markdown", + "id": "4e58ba4e", + "metadata": {}, + "source": [ + "## Sampling\n", + "\n", + "Now, let's sample from the posterior defined by this model.\n", + "As usual, there are strong covariances between some of the parameters so we'll use `pmx.sample` from [pymc3-ext](https://github.com/exoplanet-dev/pymc3-ext)." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "80d57b30", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:22:27.844558Z", + "iopub.status.busy": "2023-07-17T01:22:27.844296Z", + "iopub.status.idle": "2023-07-17T01:23:43.750313Z", + "shell.execute_reply": "2023-07-17T01:23:43.749522Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [b, r, u, logP, t0, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
period[0]15.4480.00215.44415.4520.0000.000753.01235.01.0
period[1]9.2920.0009.2929.2930.0000.0001500.01157.01.0
t0[0]3.5030.0063.4923.5130.0000.000915.01204.01.0
t0[1]5.1210.0015.1195.1240.0000.0001977.01227.01.0
r[0]0.0400.0020.0360.0420.0000.000672.0951.01.0
r[1]0.0590.0010.0570.0600.0000.000533.01064.01.0
b[0]0.6720.0460.5850.7420.0020.002446.0693.01.0
b[1]0.4030.0400.3290.4710.0020.001633.0911.01.0
u[0]0.3760.2180.0010.7300.0070.0051129.01106.01.0
u[1]0.2710.366-0.3550.8370.0170.013464.0819.01.0
mean0.0000.000-0.0000.0000.0000.0002351.01426.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "period[0] 15.448 0.002 15.444 15.452 0.000 0.000 753.0 \n", + "period[1] 9.292 0.000 9.292 9.293 0.000 0.000 1500.0 \n", + "t0[0] 3.503 0.006 3.492 3.513 0.000 0.000 915.0 \n", + "t0[1] 5.121 0.001 5.119 5.124 0.000 0.000 1977.0 \n", + "r[0] 0.040 0.002 0.036 0.042 0.000 0.000 672.0 \n", + "r[1] 0.059 0.001 0.057 0.060 0.000 0.000 533.0 \n", + "b[0] 0.672 0.046 0.585 0.742 0.002 0.002 446.0 \n", + "b[1] 0.403 0.040 0.329 0.471 0.002 0.001 633.0 \n", + "u[0] 0.376 0.218 0.001 0.730 0.007 0.005 1129.0 \n", + "u[1] 0.271 0.366 -0.355 0.837 0.017 0.013 464.0 \n", + "mean 0.000 0.000 -0.000 0.000 0.000 0.000 2351.0 \n", + "\n", + " ess_tail r_hat \n", + "period[0] 1235.0 1.0 \n", + "period[1] 1157.0 1.0 \n", + "t0[0] 1204.0 1.0 \n", + "t0[1] 1227.0 1.0 \n", + "r[0] 951.0 1.0 \n", + "r[1] 1064.0 1.0 \n", + "b[0] 693.0 1.0 \n", + "b[1] 911.0 1.0 \n", + "u[0] 1106.0 1.0 \n", + "u[1] 819.0 1.0 \n", + "mean 1426.0 1.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(trace, var_names=[\"period\", \"t0\", \"r\", \"b\", \"u\", \"mean\"])" + ] + }, + { + "cell_type": "markdown", + "id": "302a9c91", + "metadata": {}, + "source": [ + "That looks pretty good!\n", + "Fitting this without *exoplanet* would have taken a lot more patience.\n", + "\n", + "Now we can also look at the [corner plot](https://corner.readthedocs.io) of some of that parameters of interest:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d48da383", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:43.853564Z", + "iopub.status.busy": "2023-07-17T01:23:43.853168Z", + "iopub.status.idle": "2023-07-17T01:23:46.325136Z", + "shell.execute_reply": "2023-07-17T01:23:46.324367Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "truth = dict(\n", + " zip(\n", + " [\"period\", \"r\"],\n", + " pmx.eval_in_model([period, r], model.test_point, model=model),\n", + " )\n", + ")\n", + "_ = corner.corner(\n", + " trace,\n", + " var_names=[\"period\", \"r\"],\n", + " truths=truth,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "c08a166d", + "metadata": {}, + "source": [ + "## Phase plots\n", + "\n", + "Like in the [Radial velocity fitting](./rv.ipynb) tutorial, we can make plots of the model predictions for each planet." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8cee95a5", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:46.330344Z", + "iopub.status.busy": "2023-07-17T01:23:46.329807Z", + "iopub.status.idle": "2023-07-17T01:23:47.338124Z", + "shell.execute_reply": "2023-07-17T01:23:47.337276Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " # Get the posterior median orbital parameters\n", + " period_trace = trace.posterior[\"period\"].values[:, :, n]\n", + " p = np.median(period_trace)\n", + " t0 = np.median(trace.posterior[\"t0\"].values[:, :, n])\n", + "\n", + " # Compute the median of posterior estimate of the contribution from\n", + " # the other planet. Then we can remove this from the data to plot\n", + " # just the planet we care about.\n", + " lcs = trace.posterior[\"light_curves\"].values\n", + " other = np.median(lcs[:, :, :, (n + 1) % 2], axis=(0, 1))\n", + "\n", + " # Plot the folded data\n", + " x_fold = (t - t0 + 0.5 * p) % p - 0.5 * p\n", + " plt.errorbar(\n", + " x_fold, y - other, yerr=yerr, fmt=\".k\", label=\"data\", zorder=-1000\n", + " )\n", + "\n", + " # Plot the folded model\n", + " inds = np.argsort(x_fold)\n", + " inds = inds[np.abs(x_fold)[inds] < 0.3]\n", + " pred = lcs[:, :, inds, n] + trace.posterior[\"mean\"].values[:, :, None]\n", + " pred = np.median(pred, axis=(0, 1))\n", + " plt.plot(x_fold[inds], pred, color=\"C1\", label=\"model\")\n", + "\n", + " # Annotate the plot with the planet's period\n", + " txt = \"period = {0:.4f} +/- {1:.4f} d\".format(\n", + " np.mean(period_trace), np.std(period_trace)\n", + " )\n", + " plt.annotate(\n", + " txt,\n", + " (0, 0),\n", + " xycoords=\"axes fraction\",\n", + " xytext=(5, 5),\n", + " textcoords=\"offset points\",\n", + " ha=\"left\",\n", + " va=\"bottom\",\n", + " fontsize=12,\n", + " )\n", + "\n", + " plt.legend(fontsize=10, loc=4)\n", + " plt.xlim(-0.5 * p, 0.5 * p)\n", + " plt.xlabel(\"time since transit [days]\")\n", + " plt.ylabel(\"relative flux\")\n", + " plt.title(\"planet {0}\".format(letter))\n", + " plt.xlim(-0.3, 0.3)" + ] + }, + { + "cell_type": "markdown", + "id": "a6c47be4", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "e5461564", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:47.341826Z", + "iopub.status.busy": "2023-07-17T01:23:47.341290Z", + "iopub.status.idle": "2023-07-17T01:23:47.346537Z", + "shell.execute_reply": "2023-07-17T01:23:47.345874Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{exoplanet:agol20,\n", + "exoplanet:arviz, exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:luger18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "43ecde5f", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:47.349453Z", + "iopub.status.busy": "2023-07-17T01:23:47.349215Z", + "iopub.status.idle": "2023-07-17T01:23:47.355281Z", + "shell.execute_reply": "2023-07-17T01:23:47.354659Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "afcce422-b61b-4c16-ab44-75179f7741e3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_sources/tutorials/ttv.ipynb b/_sources/tutorials/ttv.ipynb new file mode 100644 index 00000000..a5867a9a --- /dev/null +++ b/_sources/tutorials/ttv.ipynb @@ -0,0 +1,1422 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1072f391-e4b4-476c-bec3-211fda0ef8ed", + "metadata": {}, + "source": [ + "(ttv)=\n", + "\n", + "# Fitting transit times" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "12785329-3284-4b9e-b546-5ab4458561b0", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:35.516233Z", + "iopub.status.busy": "2023-07-17T01:17:35.516007Z", + "iopub.status.idle": "2023-07-17T01:17:40.200084Z", + "shell.execute_reply": "2023-07-17T01:17:40.199327Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "exoplanet.__version__ = '0.5.4.dev17+g057344e'\n" + ] + } + ], + "source": [ + "import exoplanet\n", + "\n", + "exoplanet.utils.docs_setup()\n", + "print(f\"exoplanet.__version__ = '{exoplanet.__version__}'\")" + ] + }, + { + "cell_type": "markdown", + "id": "fd479fba-73ba-40f1-a45e-82ea34822187", + "metadata": {}, + "source": [ + "Fitting for or marginalizing over the transit times or transit timing variations (TTVs) can be useful for several reasons, and it is a compelling use case for *exoplanet* becuase the number of parameters in the model increases significantly because there will be a new parameter for each transit.\n", + "The performance of the NUTS sampler used by *exoplanet* scales well with the number of parameters, so a TTV model should be substantially faster to run to convergence with *exoplanet* than with other tools.\n", + "There are a few definitions and subtleties that should be considered before jumping in.\n", + "\n", + "In this tutorial, we will be using a \"descriptive\" model [orbits.TTVOrbit](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.orbits.TTVOrbit) to fit the light curve where the underlying motion is still Keplerian, but the time coordinate is warped to make `t0` a function of time.\n", + "All of the other orbital elements besides `t0` are shared across all orbits, but the `t0` for each transit will be a parameter.\n", + "This means that other variations (like transit duration variations) are not currently supported, but it would be possible to include more general effects.\n", + "`exoplanet` also supports photodynamics modeling using the [orbits.ReboundOrbit](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.orbits.ReboundOrbit) for more detailed analysis, but that is a topic for a future tutorial.\n", + "\n", + "It is also important to note that \"transit time\" within *exoplanet* (and most other transit fitting software) is defined as the time of conjunction (called `t0` in the code): the time when the true anomaly is $\\pi/2 - \\omega$.\n", + "Section 18 of [the EXOFASTv2 paper](https://arxiv.org/abs/1907.09480) includes an excellent discussion of some of the commonly used definitions of \"transit time\" in the literature.\n", + "\n", + "Finally, there is a subtlety in the definition of the \"period\" of an orbit with TTVs.\n", + "Two possible definitions are: (1) the average time between transits, or (2) the slope of a least squares fit to the transit times as a function of transit number.\n", + "In *exoplanet*, we use the latter definition and call this parameter the `ttv_period` to distinguish it from the `period` of the underlying Keplerian motion which sets the shape and duration of the transit.\n", + "By default, these two periods are constrained to be equal, but it can be useful to fit for both parameters since the shape of the transit might not be perfectly described by the same period.\n", + "That being said, if you fit for both periods, make sure that you constrain `ttv_period` and `period` to be similar or things can get a bit ugly.\n", + "\n", + "To get started, let's generate some simulated transit times.\n", + "We'll use the [orbits.ttv.compute_expected_transit_times](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.orbits.ttv.compute_expected_transit_times) function to get the expected transit times for a linear ephemeris within some observation baseline:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "512156b8", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.203802Z", + "iopub.status.busy": "2023-07-17T01:17:40.203193Z", + "iopub.status.idle": "2023-07-17T01:17:40.583893Z", + "shell.execute_reply": "2023-07-17T01:17:40.583296Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import exoplanet as xo\n", + "\n", + "np.random.seed(3948)\n", + "true_periods = np.random.uniform(8, 12, 2)\n", + "true_t0s = true_periods * np.random.rand(2)\n", + "t = np.arange(0, 80, 0.01)\n", + "texp = 0.01\n", + "yerr = 5e-4\n", + "\n", + "# Compute the transit times for a linear ephemeris\n", + "true_transit_times = xo.orbits.ttv.compute_expected_transit_times(\n", + " t.min(), t.max(), true_periods, true_t0s\n", + ")\n", + "\n", + "# Simulate transit timing variations using a simple model\n", + "true_ttvs = [\n", + " (0.05 - (i % 2) * 0.1) * np.sin(2 * np.pi * tt / 23.7)\n", + " for i, tt in enumerate(true_transit_times)\n", + "]\n", + "true_transit_times = [tt + v for tt, v in zip(true_transit_times, true_ttvs)]\n", + "\n", + "# Plot the true TTV model\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 5), sharex=True)\n", + "ax1.plot(true_transit_times[0], true_ttvs[0], \".k\")\n", + "ax1.axhline(0, color=\"k\", lw=0.5)\n", + "ax1.set_ylim(np.max(np.abs(ax1.get_ylim())) * np.array([-1, 1]))\n", + "ax1.set_ylabel(\"$O-C$ [days]\")\n", + "\n", + "ax2.plot(true_transit_times[1], true_ttvs[1], \".k\")\n", + "ax2.axhline(0, color=\"k\", lw=0.5)\n", + "ax2.set_ylim(np.max(np.abs(ax2.get_ylim())) * np.array([-1, 1]))\n", + "ax2.set_ylabel(\"$O-C$ [days]\")\n", + "\n", + "ax2.set_xlabel(\"transit time [days]\")\n", + "_ = ax1.set_title(\"true TTVs\")" + ] + }, + { + "cell_type": "markdown", + "id": "86f7e561", + "metadata": {}, + "source": [ + "Now, like in the [Transit fitting](https://docs.exoplanet.codes/en/stable/tutorials/transit/) tutorial, we'll set up the the model using *PyMC3* and *exoplanet*, and then simulate a data set from that model." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "4dafa187", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:17:40.587275Z", + "iopub.status.busy": "2023-07-17T01:17:40.586815Z", + "iopub.status.idle": "2023-07-17T01:23:24.402897Z", + "shell.execute_reply": "2023-07-17T01:23:24.402230Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "optimizing logp for variables: [tts_1, tts_0]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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xo.ImpactParameter(\n", + " \"b\", ror=r, shape=2, testval=0.5 * np.random.rand(2)\n", + " )\n", + "\n", + " # Now we have a parameter for each transit time for each planet:\n", + " transit_times = []\n", + " for i in range(2):\n", + " transit_times.append(\n", + " pm.Normal(\n", + " \"tts_{0}\".format(i),\n", + " mu=true_transit_times[i],\n", + " sd=1.0,\n", + " shape=len(true_transit_times[i]),\n", + " )\n", + " )\n", + "\n", + " # Set up an orbit for the planets\n", + " orbit = xo.orbits.TTVOrbit(b=b, transit_times=transit_times)\n", + "\n", + " # It will be useful later to track some parameters of the orbit\n", + " pm.Deterministic(\"t0\", orbit.t0)\n", + " pm.Deterministic(\"period\", orbit.period)\n", + " for i in range(2):\n", + " pm.Deterministic(\"ttvs_{0}\".format(i), orbit.ttvs[i])\n", + "\n", + " # The rest of this block follows the transit fitting tutorial\n", + " light_curves = xo.LimbDarkLightCurve(u).get_light_curve(\n", + " orbit=orbit, r=r, t=t, texp=texp\n", + " )\n", + " light_curve = pm.math.sum(light_curves, axis=-1) + mean\n", + " pm.Deterministic(\"light_curves\", light_curves)\n", + "\n", + " # ******************************************************************* #\n", + " # On the folowing lines, we simulate the dataset that we will fit #\n", + " # #\n", + " # NOTE: if you are fitting real data, you shouldn't include this line #\n", + " # because you already have data! #\n", + " # ******************************************************************* #\n", + " y = pmx.eval_in_model(light_curve)\n", + " y += yerr * np.random.randn(len(y))\n", + " # ******************************************************************* #\n", + " # End of fake data creation; you want to include the following lines #\n", + " # ******************************************************************* #\n", + "\n", + " pm.Normal(\"obs\", mu=light_curve, sd=yerr, observed=y)\n", + "\n", + " map_soln = model.test_point\n", + " map_soln = pmx.optimize(start=map_soln, vars=transit_times)\n", + " map_soln = pmx.optimize(start=map_soln, vars=[r, b])\n", + " map_soln = pmx.optimize(start=map_soln, vars=transit_times)\n", + " map_soln = pmx.optimize(start=map_soln)" + ] + }, + { + "cell_type": "markdown", + "id": "7fd9aaa5", + "metadata": {}, + "source": [ + "Here's our simulated light curve and the initial model:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "b4134703", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:24.406368Z", + "iopub.status.busy": "2023-07-17T01:23:24.405806Z", + "iopub.status.idle": "2023-07-17T01:23:24.751972Z", + "shell.execute_reply": "2023-07-17T01:23:24.751299Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(t, y, \".k\", ms=4, label=\"data\")\n", + "for i, l in enumerate(\"bc\"):\n", + " plt.plot(\n", + " t, map_soln[\"light_curves\"][:, i], lw=1, label=\"planet {0}\".format(l)\n", + " )\n", + "plt.xlim(t.min(), t.max())\n", + "plt.ylabel(\"relative flux\")\n", + "plt.xlabel(\"time [days]\")\n", + "plt.legend(fontsize=10)\n", + "_ = plt.title(\"map model\")" + ] + }, + { + "cell_type": "markdown", + "id": "feb3b63a", + "metadata": {}, + "source": [ + "This looks similar to the light curve from the [Transit fitting](https://docs.exoplanet.codes/en/stable/tutorials/transit/) tutorial, but if we try plotting the folded transits, we can see that something isn't right: these transits look pretty smeared out!" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "db223b7d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:24.755304Z", + "iopub.status.busy": "2023-07-17T01:23:24.754858Z", + "iopub.status.idle": "2023-07-17T01:23:25.838829Z", + "shell.execute_reply": "2023-07-17T01:23:25.838132Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " # Get the posterior median orbital parameters\n", + " p = map_soln[\"period\"][n]\n", + " t0 = map_soln[\"t0\"][n]\n", + "\n", + " # Compute the median of posterior estimate of the contribution from\n", + " # the other planet. Then we can remove this from the data to plot\n", + " # just the planet we care about.\n", + " other = map_soln[\"light_curves\"][:, (n + 1) % 2]\n", + "\n", + " # Plot the folded data\n", + " x_fold = (t - t0 + 0.5 * p) % p - 0.5 * p\n", + " plt.errorbar(\n", + " x_fold, y - other, yerr=yerr, fmt=\".k\", label=\"data\", zorder=-1000\n", + " )\n", + "\n", + " plt.legend(fontsize=10, loc=4)\n", + " plt.xlim(-0.5 * p, 0.5 * p)\n", + " plt.xlabel(\"time since transit [days]\")\n", + " plt.ylabel(\"relative flux\")\n", + " plt.title(\"planet {0}\".format(letter))\n", + " plt.xlim(-0.3, 0.3)" + ] + }, + { + "cell_type": "markdown", + "id": "42c90578", + "metadata": {}, + "source": [ + "Instead, we can correct for the transit times by subtracting these estimates and plot that instead:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "7085e09b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:25.841730Z", + "iopub.status.busy": "2023-07-17T01:23:25.841490Z", + "iopub.status.idle": "2023-07-17T01:23:28.112079Z", + "shell.execute_reply": "2023-07-17T01:23:28.111302Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "with model:\n", + " t_warp = pmx.eval_in_model(orbit._warp_times(t), map_soln)\n", + "\n", + "for n, letter in enumerate(\"bc\"):\n", + " plt.figure()\n", + "\n", + " p = map_soln[\"period\"][n]\n", + " other = map_soln[\"light_curves\"][:, (n + 1) % 2]\n", + "\n", + " # NOTE: 't0' has already been subtracted!\n", + " x_fold = (t_warp[:, n] + 0.5 * p) % p - 0.5 * p\n", + " plt.errorbar(\n", + " x_fold, y - other, yerr=yerr, fmt=\".k\", label=\"data\", zorder=-1000\n", + " )\n", + "\n", + " plt.legend(fontsize=10, loc=4)\n", + " plt.xlim(-0.5 * p, 0.5 * p)\n", + " plt.xlabel(\"time since transit [days]\")\n", + " plt.ylabel(\"relative flux\")\n", + " plt.title(\"planet {0}\".format(letter))\n", + " plt.xlim(-0.3, 0.3)" + ] + }, + { + "cell_type": "markdown", + "id": "957750a3", + "metadata": {}, + "source": [ + "That looks better!\n", + "\n", + "## Sampling\n", + "\n", + "Now let's run some MCMC as usual:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "2369a6e3", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:23:28.115269Z", + "iopub.status.busy": "2023-07-17T01:23:28.114898Z", + "iopub.status.idle": "2023-07-17T01:25:45.598577Z", + "shell.execute_reply": "2023-07-17T01:25:45.597872Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Multiprocess sampling (2 chains in 2 jobs)\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "NUTS: [tts_1, tts_0, b, logr, u, mean]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [4000/4000 01:35<00:00 Sampling 2 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 98 seconds.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "The acceptance probability does not match the target. It is 0.9627897366722855, but should be close to 0.9. Try to increase the number of tuning steps.\n" + ] + } + ], + "source": [ + "np.random.seed(230948)\n", + "with model:\n", + " trace = pmx.sample(\n", + " tune=1000,\n", + " draws=1000,\n", + " start=map_soln,\n", + " cores=2,\n", + " chains=2,\n", + " return_inferencedata=True,\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "64f52752", + "metadata": {}, + "source": [ + "Then check the convergence diagnostics:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "7180bcc6", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:45.602057Z", + "iopub.status.busy": "2023-07-17T01:25:45.601481Z", + "iopub.status.idle": "2023-07-17T01:25:45.740146Z", + "shell.execute_reply": "2023-07-17T01:25:45.739473Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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meansdhdi_3%hdi_97%mcse_meanmcse_sdess_bulkess_tailr_hat
mean-0.0000.000-0.0000.0000.0000.0002932.01543.01.0
u[0]0.3400.1730.0180.6200.0050.0041080.0753.01.0
u[1]0.1870.310-0.3400.7330.0120.011675.0300.01.0
logr[0]-3.2230.020-3.257-3.1860.0010.0001138.0786.01.0
logr[1]-2.8140.014-2.838-2.7880.0010.000905.0380.01.0
b[0]0.3930.0430.3060.4640.0010.0011154.0765.01.0
b[1]0.3520.0340.2880.4090.0010.001920.0388.01.0
tts_0[0]6.9630.0056.9556.9720.0000.0002410.01687.01.0
tts_0[1]15.1050.00715.09115.1160.0000.0001613.01363.01.0
tts_0[2]23.3800.00223.37623.3840.0000.0002581.01443.01.0
tts_0[3]31.6670.00431.66031.6730.0000.0002656.01644.01.0
tts_0[4]39.8130.00339.80839.8180.0000.0002573.01581.01.0
tts_0[5]48.1050.00348.09948.1110.0000.0002820.01632.01.0
tts_0[6]56.3710.00356.36556.3780.0000.0003302.01570.01.0
tts_0[7]64.5250.00264.52264.5280.0000.0002408.01311.01.0
tts_0[8]72.8350.00372.83072.8400.0000.0002831.01523.01.0
tts_1[0]1.9710.0021.9681.9730.0000.0002675.01297.01.0
tts_1[1]13.3950.00113.39213.3980.0000.0002445.01551.01.0
tts_1[2]24.7440.00124.74124.7470.0000.0003134.01378.01.0
tts_1[3]36.1440.00136.14136.1460.0000.0002632.01630.01.0
tts_1[4]47.5120.00147.50947.5150.0000.0003017.01663.01.0
tts_1[5]58.8890.00158.88658.8910.0000.0002818.01655.01.0
tts_1[6]70.2840.00170.28270.2870.0000.0003507.01384.01.0
\n", + "
" + ], + "text/plain": [ + " mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n", + "mean -0.000 0.000 -0.000 0.000 0.000 0.000 2932.0 \n", + "u[0] 0.340 0.173 0.018 0.620 0.005 0.004 1080.0 \n", + "u[1] 0.187 0.310 -0.340 0.733 0.012 0.011 675.0 \n", + "logr[0] -3.223 0.020 -3.257 -3.186 0.001 0.000 1138.0 \n", + "logr[1] -2.814 0.014 -2.838 -2.788 0.001 0.000 905.0 \n", + "b[0] 0.393 0.043 0.306 0.464 0.001 0.001 1154.0 \n", + "b[1] 0.352 0.034 0.288 0.409 0.001 0.001 920.0 \n", + "tts_0[0] 6.963 0.005 6.955 6.972 0.000 0.000 2410.0 \n", + "tts_0[1] 15.105 0.007 15.091 15.116 0.000 0.000 1613.0 \n", + "tts_0[2] 23.380 0.002 23.376 23.384 0.000 0.000 2581.0 \n", + "tts_0[3] 31.667 0.004 31.660 31.673 0.000 0.000 2656.0 \n", + "tts_0[4] 39.813 0.003 39.808 39.818 0.000 0.000 2573.0 \n", + "tts_0[5] 48.105 0.003 48.099 48.111 0.000 0.000 2820.0 \n", + "tts_0[6] 56.371 0.003 56.365 56.378 0.000 0.000 3302.0 \n", + "tts_0[7] 64.525 0.002 64.522 64.528 0.000 0.000 2408.0 \n", + "tts_0[8] 72.835 0.003 72.830 72.840 0.000 0.000 2831.0 \n", + "tts_1[0] 1.971 0.002 1.968 1.973 0.000 0.000 2675.0 \n", + "tts_1[1] 13.395 0.001 13.392 13.398 0.000 0.000 2445.0 \n", + "tts_1[2] 24.744 0.001 24.741 24.747 0.000 0.000 3134.0 \n", + "tts_1[3] 36.144 0.001 36.141 36.146 0.000 0.000 2632.0 \n", + "tts_1[4] 47.512 0.001 47.509 47.515 0.000 0.000 3017.0 \n", + "tts_1[5] 58.889 0.001 58.886 58.891 0.000 0.000 2818.0 \n", + "tts_1[6] 70.284 0.001 70.282 70.287 0.000 0.000 3507.0 \n", + "\n", + " ess_tail r_hat \n", + "mean 1543.0 1.0 \n", + "u[0] 753.0 1.0 \n", + "u[1] 300.0 1.0 \n", + "logr[0] 786.0 1.0 \n", + "logr[1] 380.0 1.0 \n", + "b[0] 765.0 1.0 \n", + "b[1] 388.0 1.0 \n", + "tts_0[0] 1687.0 1.0 \n", + "tts_0[1] 1363.0 1.0 \n", + "tts_0[2] 1443.0 1.0 \n", + "tts_0[3] 1644.0 1.0 \n", + "tts_0[4] 1581.0 1.0 \n", + "tts_0[5] 1632.0 1.0 \n", + "tts_0[6] 1570.0 1.0 \n", + "tts_0[7] 1311.0 1.0 \n", + "tts_0[8] 1523.0 1.0 \n", + "tts_1[0] 1297.0 1.0 \n", + "tts_1[1] 1551.0 1.0 \n", + "tts_1[2] 1378.0 1.0 \n", + "tts_1[3] 1630.0 1.0 \n", + "tts_1[4] 1663.0 1.0 \n", + "tts_1[5] 1655.0 1.0 \n", + "tts_1[6] 1384.0 1.0 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import arviz as az\n", + "\n", + "az.summary(trace, var_names=[\"mean\", \"u\", \"logr\", \"b\", \"tts_0\", \"tts_1\"])" + ] + }, + { + "cell_type": "markdown", + "id": "57ad7a4a", + "metadata": {}, + "source": [ + "And plot the corner plot of the physical parameters:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ded78309", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:45.743237Z", + "iopub.status.busy": "2023-07-17T01:25:45.742707Z", + "iopub.status.idle": "2023-07-17T01:25:50.999921Z", + "shell.execute_reply": "2023-07-17T01:25:50.999289Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import corner\n", + "\n", + "names = [\"period\", \"r\", \"b\"]\n", + "\n", + "with model:\n", + " truths = dict(zip(names, pmx.eval_in_model([orbit.period, r, b])))\n", + "\n", + "_ = corner.corner(\n", + " trace,\n", + " truths=truths,\n", + " var_names=names,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "id": "6d386c48", + "metadata": {}, + "source": [ + "We could also plot corner plots of the transit times, but they're not terribly enlightening in this case so let's skip it.\n", + "\n", + "Finally, let's plot the posterior estimates of the the transit times in an O-C diagram:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "6ebe6afd", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:51.005506Z", + "iopub.status.busy": "2023-07-17T01:25:51.005035Z", + "iopub.status.idle": "2023-07-17T01:25:51.352195Z", + "shell.execute_reply": "2023-07-17T01:25:51.351486Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "flat_samps = trace.posterior.stack(sample=(\"chain\", \"draw\"))\n", + "\n", + "fig, (ax1, ax2) = plt.subplots(2, 1, figsize=(10, 5), sharex=True)\n", + "\n", + "q = np.percentile(flat_samps[\"ttvs_0\"], [16, 50, 84], axis=-1)\n", + "ax1.fill_between(\n", + " np.mean(flat_samps[\"tts_0\"], axis=-1),\n", + " q[0],\n", + " q[2],\n", + " color=\"C0\",\n", + " alpha=0.4,\n", + " edgecolor=\"none\",\n", + ")\n", + "ref = np.polyval(\n", + " np.polyfit(true_transit_times[0], true_ttvs[0], 1), true_transit_times[0]\n", + ")\n", + "ax1.plot(true_transit_times[0], true_ttvs[0] - ref, \".k\")\n", + "ax1.axhline(0, color=\"k\", lw=0.5)\n", + "ax1.set_ylim(np.max(np.abs(ax1.get_ylim())) * np.array([-1, 1]))\n", + "\n", + "ax1.set_ylabel(\"$O-C$ [days]\")\n", + "\n", + "q = np.percentile(flat_samps[\"ttvs_1\"], [16, 50, 84], axis=-1)\n", + "ax2.fill_between(\n", + " np.mean(flat_samps[\"tts_1\"], axis=-1),\n", + " q[0],\n", + " q[2],\n", + " color=\"C1\",\n", + " alpha=0.4,\n", + " edgecolor=\"none\",\n", + ")\n", + "ref = np.polyval(\n", + " np.polyfit(true_transit_times[1], true_ttvs[1], 1), true_transit_times[1]\n", + ")\n", + "ax2.plot(true_transit_times[1], true_ttvs[1] - ref, \".k\", label=\"truth\")\n", + "ax2.axhline(0, color=\"k\", lw=0.5)\n", + "ax2.set_ylim(np.max(np.abs(ax2.get_ylim())) * np.array([-1, 1]))\n", + "\n", + "ax2.legend(fontsize=10)\n", + "ax2.set_ylabel(\"$O-C$ [days]\")\n", + "ax2.set_xlabel(\"transit time [days]\")\n", + "_ = ax1.set_title(\"posterior inference\")" + ] + }, + { + "cell_type": "markdown", + "id": "230caf4f", + "metadata": {}, + "source": [ + "## Citations\n", + "\n", + "As described in the [citation tutorial](https://docs.exoplanet.codes/en/stable/tutorials/citation/), we can use [citations.get_citations_for_model](https://docs.exoplanet.codes/en/stable/user/api/#exoplanet.citations.get_citations_for_model) to construct an acknowledgement and BibTeX listing that includes the relevant citations for this model." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "57fb744d", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:51.354887Z", + "iopub.status.busy": "2023-07-17T01:25:51.354627Z", + "iopub.status.idle": "2023-07-17T01:25:51.358844Z", + "shell.execute_reply": "2023-07-17T01:25:51.358177Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "This research made use of \\textsf{exoplanet} \\citep{exoplanet:joss,\n", + "exoplanet:zenodo} and its dependencies \\citep{exoplanet:agol20,\n", + "exoplanet:arviz, exoplanet:astropy13, exoplanet:astropy18, exoplanet:kipping13,\n", + "exoplanet:luger18, exoplanet:pymc3, exoplanet:theano}.\n" + ] + } + ], + "source": [ + "with model:\n", + " txt, bib = xo.citations.get_citations_for_model()\n", + "print(txt)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a1c4f6fa", + "metadata": { + "execution": { + "iopub.execute_input": "2023-07-17T01:25:51.362226Z", + "iopub.status.busy": "2023-07-17T01:25:51.361880Z", + "iopub.status.idle": "2023-07-17T01:25:51.365497Z", + "shell.execute_reply": "2023-07-17T01:25:51.364871Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "@article{exoplanet:joss,\n", + " author = {{Foreman-Mackey}, Daniel and {Luger}, Rodrigo and {Agol}, Eric\n", + " and {Barclay}, Thomas and {Bouma}, Luke G. and {Brandt},\n", + " Timothy D. and {Czekala}, Ian and {David}, Trevor J. and\n", + " {Dong}, Jiayin and {Gilbert}, Emily A. and {Gordon}, Tyler A.\n", + " and {Hedges}, Christina and {Hey}, Daniel R. and {Morris},\n", + " Brett M. and {Price-Whelan}, Adrian M. and {Savel}, Arjun B.},\n", + " title = \"{exoplanet: Gradient-based probabilistic inference for\n", + " exoplanet data \\& other astronomical time series}\",\n", + " journal = {arXiv e-prints},\n", + " year = 2021,\n", + " month = may,\n", + " eid = {arXiv:2105.01994},\n", + " pages = {arXiv:2105.01994},\n", + "archivePrefix = {arXiv},\n", + " eprint = {2105.01994},\n", + " primaryClass = {astro-ph.IM},\n", + " adsurl = {https://ui.adsabs.harvard.edu/abs/2021arXiv210501994F},\n", + " adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n", + "}\n", + "\n", + "...\n" + ] + } + ], + "source": [ + "print(bib.split(\"\\n\\n\")[0] + \"\\n\\n...\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f3e3dc28-baba-45de-b934-ef868945a821", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.17" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/_static/_sphinx_javascript_frameworks_compat.js b/_static/_sphinx_javascript_frameworks_compat.js new file mode 100644 index 00000000..8549469d --- /dev/null +++ b/_static/_sphinx_javascript_frameworks_compat.js @@ -0,0 +1,134 @@ +/* + * _sphinx_javascript_frameworks_compat.js + * ~~~~~~~~~~ + * + * Compatability shim for jQuery and underscores.js. + * + * WILL BE REMOVED IN Sphinx 6.0 + * xref RemovedInSphinx60Warning + * + */ + +/** + * select a different prefix for underscore + */ +$u = _.noConflict(); + + +/** + * small helper function to urldecode strings + * + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL + */ +jQuery.urldecode = function(x) { + if (!x) { + return x + } + return decodeURIComponent(x.replace(/\+/g, ' ')); +}; + +/** + * small helper function to urlencode strings + */ +jQuery.urlencode = encodeURIComponent; + +/** + * This function returns the parsed url parameters of the + * current request. Multiple values per key are supported, + * it will always return arrays of strings for the value parts. + */ +jQuery.getQueryParameters = function(s) { + if (typeof s === 'undefined') + s = document.location.search; + var parts = s.substr(s.indexOf('?') + 1).split('&'); + var result = {}; + for (var i = 0; i < parts.length; i++) { + var tmp = parts[i].split('=', 2); + var key = jQuery.urldecode(tmp[0]); + var value = jQuery.urldecode(tmp[1]); + if (key in result) + result[key].push(value); + else + result[key] = [value]; + } + return result; +}; + +/** + * highlight a given string on a jquery object by wrapping it in + * span elements with the given class name. + */ +jQuery.fn.highlightText = function(text, className) { + function highlight(node, addItems) { + if (node.nodeType === 3) { + var val = node.nodeValue; + var pos = val.toLowerCase().indexOf(text); + if (pos >= 0 && + !jQuery(node.parentNode).hasClass(className) && + !jQuery(node.parentNode).hasClass("nohighlight")) { + var span; + var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.className = className; + } + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + node.parentNode.insertBefore(span, node.parentNode.insertBefore( + document.createTextNode(val.substr(pos + text.length)), + node.nextSibling)); + node.nodeValue = val.substr(0, pos); + if (isInSVG) { + var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect"); + var bbox = node.parentElement.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute('class', className); + addItems.push({ + "parent": node.parentNode, + "target": rect}); + } + } + } + else if (!jQuery(node).is("button, select, textarea")) { + jQuery.each(node.childNodes, function() { + highlight(this, addItems); + }); + } + } + var addItems = []; + var result = this.each(function() { + highlight(this, addItems); + }); + for (var i = 0; i < addItems.length; ++i) { + jQuery(addItems[i].parent).before(addItems[i].target); + } + return result; +}; + +/* + * backward compatibility for jQuery.browser + * This will be supported until firefox bug is fixed. + */ +if (!jQuery.browser) { + jQuery.uaMatch = function(ua) { + ua = ua.toLowerCase(); + + var match = /(chrome)[ \/]([\w.]+)/.exec(ua) || + /(webkit)[ \/]([\w.]+)/.exec(ua) || + /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) || + /(msie) ([\w.]+)/.exec(ua) || + ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) || + []; + + return { + browser: match[ 1 ] || "", + version: match[ 2 ] || "0" + }; + }; + jQuery.browser = {}; + jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true; +} diff --git a/_static/basic.css b/_static/basic.css new file mode 100644 index 00000000..18495ea0 --- /dev/null +++ b/_static/basic.css @@ -0,0 +1,900 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; +} + +div.section::after { + display: block; + content: ''; + clear: left; +} + +/* -- relbar ---------------------------------------------------------------- */ + +div.related { + width: 100%; + font-size: 90%; +} + +div.related h3 { + display: none; +} + +div.related ul { + margin: 0; + padding: 0 0 0 10px; + list-style: none; +} + +div.related li { + display: inline; +} + +div.related li.right { + float: right; + margin-right: 5px; +} + +/* -- sidebar --------------------------------------------------------------- */ + +div.sphinxsidebarwrapper { + padding: 10px 5px 0 10px; +} + +div.sphinxsidebar { + float: left; + width: 270px; + margin-left: -100%; + font-size: 90%; + word-wrap: break-word; + overflow-wrap : break-word; +} + +div.sphinxsidebar ul { + list-style: none; +} + +div.sphinxsidebar ul ul, +div.sphinxsidebar ul.want-points { + margin-left: 20px; + list-style: square; +} + +div.sphinxsidebar ul ul { + margin-top: 0; + margin-bottom: 0; +} + +div.sphinxsidebar form { + margin-top: 10px; +} + +div.sphinxsidebar input { + border: 1px solid #98dbcc; + font-family: sans-serif; + font-size: 1em; +} + +div.sphinxsidebar #searchbox form.search { + overflow: hidden; +} + +div.sphinxsidebar #searchbox input[type="text"] { + float: left; + width: 80%; + padding: 0.25em; + box-sizing: border-box; +} + +div.sphinxsidebar #searchbox input[type="submit"] { + float: left; + width: 20%; + border-left: none; + padding: 0.25em; + box-sizing: border-box; +} + + +img { + border: 0; + max-width: 100%; +} + +/* -- search page ----------------------------------------------------------- */ + +ul.search { + margin: 10px 0 0 20px; + padding: 0; +} + +ul.search li { + padding: 5px 0 5px 20px; + background-image: url(file.png); + background-repeat: no-repeat; + background-position: 0 7px; +} + +ul.search li a { + font-weight: bold; +} + +ul.search li p.context { + color: #888; + margin: 2px 0 0 30px; + text-align: left; +} + +ul.keywordmatches li.goodmatch a { + font-weight: bold; +} + +/* -- index page ------------------------------------------------------------ */ + +table.contentstable { + width: 90%; + margin-left: auto; + margin-right: auto; +} + +table.contentstable p.biglink { + line-height: 150%; +} + +a.biglink { + font-size: 1.3em; +} + +span.linkdescr { + font-style: italic; + padding-top: 5px; + font-size: 90%; +} + +/* -- general index --------------------------------------------------------- */ + +table.indextable { + width: 100%; +} + +table.indextable td { + text-align: left; + vertical-align: top; +} + +table.indextable ul { + margin-top: 0; + margin-bottom: 0; + list-style-type: none; +} + +table.indextable > tbody > tr > td > ul { + padding-left: 0em; +} + +table.indextable tr.pcap { + height: 10px; +} + +table.indextable tr.cap { + margin-top: 10px; + background-color: #f2f2f2; +} + +img.toggler { + margin-right: 3px; + margin-top: 3px; + cursor: pointer; +} + +div.modindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +div.genindex-jumpbox { + border-top: 1px solid #ddd; + border-bottom: 1px solid #ddd; + margin: 1em 0 1em 0; + padding: 0.4em; +} + +/* -- domain module index --------------------------------------------------- */ + +table.modindextable td { + padding: 2px; + border-collapse: collapse; +} + +/* -- general body styles --------------------------------------------------- */ + +div.body { + min-width: 360px; + max-width: 800px; +} + +div.body p, div.body dd, div.body li, div.body blockquote { + -moz-hyphens: auto; + -ms-hyphens: auto; + -webkit-hyphens: auto; + hyphens: auto; +} + +a.headerlink { + visibility: hidden; +} + +h1:hover > a.headerlink, +h2:hover > a.headerlink, +h3:hover > a.headerlink, +h4:hover > a.headerlink, +h5:hover > a.headerlink, +h6:hover > a.headerlink, +dt:hover > a.headerlink, +caption:hover > a.headerlink, +p.caption:hover > a.headerlink, +div.code-block-caption:hover > a.headerlink { + visibility: visible; +} + +div.body p.caption { + text-align: inherit; +} + +div.body td { + text-align: left; +} + +.first { + margin-top: 0 !important; +} + +p.rubric { + margin-top: 30px; + font-weight: bold; +} + +img.align-left, figure.align-left, .figure.align-left, object.align-left { + clear: left; + float: left; + margin-right: 1em; +} + +img.align-right, figure.align-right, .figure.align-right, object.align-right { + clear: right; + float: right; + margin-left: 1em; +} + +img.align-center, figure.align-center, .figure.align-center, object.align-center { + display: block; + margin-left: auto; + margin-right: auto; +} + +img.align-default, figure.align-default, .figure.align-default { + display: block; + margin-left: auto; + margin-right: auto; +} + +.align-left { + text-align: left; +} + +.align-center { + text-align: center; +} + +.align-default { + text-align: center; +} + +.align-right { + text-align: right; +} + +/* -- sidebars -------------------------------------------------------------- */ + +div.sidebar, +aside.sidebar { + margin: 0 0 0.5em 1em; + border: 1px solid #ddb; + padding: 7px; + background-color: #ffe; + width: 40%; + float: right; + clear: right; + overflow-x: auto; +} + +p.sidebar-title { + font-weight: bold; +} +nav.contents, +aside.topic, +div.admonition, div.topic, blockquote { + clear: left; +} + +/* -- topics ---------------------------------------------------------------- */ +nav.contents, +aside.topic, +div.topic { + border: 1px solid #ccc; + padding: 7px; + margin: 10px 0 10px 0; +} + +p.topic-title { + font-size: 1.1em; + font-weight: bold; + margin-top: 10px; +} + +/* -- admonitions ----------------------------------------------------------- */ + +div.admonition { + margin-top: 10px; + margin-bottom: 10px; + padding: 7px; +} + +div.admonition dt { + font-weight: bold; +} + +p.admonition-title { + margin: 0px 10px 5px 0px; + font-weight: bold; +} + +div.body p.centered { + text-align: center; + margin-top: 25px; +} + +/* -- content of sidebars/topics/admonitions -------------------------------- */ + +div.sidebar > :last-child, +aside.sidebar > :last-child, +nav.contents > :last-child, +aside.topic > :last-child, +div.topic > :last-child, +div.admonition > :last-child { + margin-bottom: 0; +} + +div.sidebar::after, +aside.sidebar::after, +nav.contents::after, +aside.topic::after, +div.topic::after, +div.admonition::after, +blockquote::after { + display: block; + content: ''; + clear: both; +} + +/* -- tables ---------------------------------------------------------------- */ + +table.docutils { + margin-top: 10px; + margin-bottom: 10px; + border: 0; + border-collapse: collapse; +} + +table.align-center { + margin-left: auto; + margin-right: auto; +} + +table.align-default { + margin-left: auto; + margin-right: auto; +} + +table caption span.caption-number { + font-style: italic; +} + +table caption span.caption-text { +} + +table.docutils td, table.docutils th { + padding: 1px 8px 1px 5px; + border-top: 0; + border-left: 0; + border-right: 0; + border-bottom: 1px solid #aaa; +} + +th { + text-align: left; + padding-right: 5px; +} + +table.citation { + border-left: solid 1px gray; + margin-left: 1px; +} + +table.citation td { + border-bottom: none; +} + +th > :first-child, +td > :first-child { + margin-top: 0px; +} + +th > :last-child, +td > :last-child { + margin-bottom: 0px; +} + +/* -- figures --------------------------------------------------------------- */ + +div.figure, figure { + margin: 0.5em; + padding: 0.5em; +} + +div.figure p.caption, figcaption { + padding: 0.3em; +} + +div.figure p.caption span.caption-number, +figcaption span.caption-number { + font-style: italic; +} + +div.figure p.caption span.caption-text, +figcaption span.caption-text { +} + +/* -- field list styles ----------------------------------------------------- */ + +table.field-list td, table.field-list th { + border: 0 !important; +} + +.field-list ul { + margin: 0; + padding-left: 1em; +} + +.field-list p { + margin: 0; +} + +.field-name { + -moz-hyphens: manual; + -ms-hyphens: manual; + -webkit-hyphens: manual; + hyphens: manual; +} + +/* -- hlist styles ---------------------------------------------------------- */ + +table.hlist { + margin: 1em 0; +} + +table.hlist td { + vertical-align: top; +} + +/* -- object description styles --------------------------------------------- */ + +.sig { + font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace; +} + +.sig-name, code.descname { + background-color: transparent; + font-weight: bold; +} + +.sig-name { + font-size: 1.1em; +} + +code.descname { + font-size: 1.2em; +} + +.sig-prename, code.descclassname { + background-color: transparent; +} + +.optional { + font-size: 1.3em; +} + +.sig-paren { + font-size: larger; +} + +.sig-param.n { + font-style: italic; +} + +/* C++ specific styling */ + +.sig-inline.c-texpr, +.sig-inline.cpp-texpr { + font-family: unset; +} + +.sig.c .k, .sig.c .kt, +.sig.cpp .k, .sig.cpp .kt { + color: #0033B3; +} + +.sig.c .m, +.sig.cpp .m { + color: #1750EB; +} + +.sig.c .s, .sig.c .sc, +.sig.cpp .s, .sig.cpp .sc { + color: #067D17; +} + + +/* -- other body styles ----------------------------------------------------- */ + +ol.arabic { + list-style: decimal; +} + +ol.loweralpha { + list-style: lower-alpha; +} + +ol.upperalpha { + list-style: upper-alpha; +} + +ol.lowerroman { + list-style: lower-roman; +} + +ol.upperroman { + list-style: upper-roman; +} + +:not(li) > ol > li:first-child > :first-child, +:not(li) > ul > li:first-child > :first-child { + margin-top: 0px; +} + +:not(li) > ol > li:last-child > :last-child, +:not(li) > ul > li:last-child > :last-child { + margin-bottom: 0px; +} + +ol.simple ol p, +ol.simple ul p, +ul.simple ol p, +ul.simple ul p { + margin-top: 0; +} + +ol.simple > li:not(:first-child) > p, +ul.simple > li:not(:first-child) > p { + margin-top: 0; +} + +ol.simple p, +ul.simple p { + margin-bottom: 0; +} +aside.footnote > span, +div.citation > span { + float: left; +} +aside.footnote > span:last-of-type, +div.citation > span:last-of-type { + padding-right: 0.5em; +} +aside.footnote > p { + margin-left: 2em; +} +div.citation > p { + margin-left: 4em; +} +aside.footnote > p:last-of-type, +div.citation > p:last-of-type { + margin-bottom: 0em; +} +aside.footnote > p:last-of-type:after, +div.citation > p:last-of-type:after { + content: ""; + clear: both; +} + +dl.field-list { + display: grid; + grid-template-columns: fit-content(30%) auto; +} + +dl.field-list > dt { + font-weight: bold; + word-break: break-word; + padding-left: 0.5em; + padding-right: 5px; +} + +dl.field-list > dd { + padding-left: 0.5em; + margin-top: 0em; + margin-left: 0em; + margin-bottom: 0em; +} + +dl { + margin-bottom: 15px; +} + +dd > :first-child { + margin-top: 0px; +} + +dd ul, dd table { + margin-bottom: 10px; +} + +dd { + margin-top: 3px; + margin-bottom: 10px; + margin-left: 30px; +} + +dl > dd:last-child, +dl > dd:last-child > :last-child { + margin-bottom: 0; +} + +dt:target, span.highlighted { + background-color: #fbe54e; +} + +rect.highlighted { + fill: #fbe54e; +} + +dl.glossary dt { + font-weight: bold; + font-size: 1.1em; +} + +.versionmodified { + font-style: italic; +} + +.system-message { + background-color: #fda; + padding: 5px; + border: 3px solid red; +} + +.footnote:target { + background-color: #ffa; +} + +.line-block { + display: block; + margin-top: 1em; + margin-bottom: 1em; +} + +.line-block .line-block { + margin-top: 0; + margin-bottom: 0; + margin-left: 1.5em; +} + +.guilabel, .menuselection { + font-family: sans-serif; +} + +.accelerator { + text-decoration: underline; +} + +.classifier { + font-style: oblique; +} + +.classifier:before { + font-style: normal; + margin: 0 0.5em; + content: ":"; + display: inline-block; +} + +abbr, acronym { + border-bottom: dotted 1px; + cursor: help; +} + +/* -- code displays --------------------------------------------------------- */ + +pre { + overflow: auto; + overflow-y: hidden; /* fixes display issues on Chrome browsers */ +} + +pre, div[class*="highlight-"] { + clear: both; +} + +span.pre { + -moz-hyphens: none; + -ms-hyphens: none; + -webkit-hyphens: none; + hyphens: none; + white-space: nowrap; +} + +div[class*="highlight-"] { + margin: 1em 0; +} + +td.linenos pre { + border: 0; + background-color: transparent; + color: #aaa; +} + +table.highlighttable { + display: block; +} + +table.highlighttable tbody { + display: block; +} + +table.highlighttable tr { + display: flex; +} + +table.highlighttable td { + margin: 0; + padding: 0; +} + +table.highlighttable td.linenos { + padding-right: 0.5em; +} + +table.highlighttable td.code { + flex: 1; + overflow: hidden; +} + +.highlight .hll { + display: block; +} + +div.highlight pre, +table.highlighttable pre { + margin: 0; +} + +div.code-block-caption + div { + margin-top: 0; +} + +div.code-block-caption { + margin-top: 1em; + padding: 2px 5px; + font-size: small; +} + +div.code-block-caption code { + background-color: transparent; +} + +table.highlighttable td.linenos, +span.linenos, +div.highlight span.gp { /* gp: Generic.Prompt */ + user-select: none; + -webkit-user-select: text; /* Safari fallback only */ + -webkit-user-select: none; /* Chrome/Safari */ + -moz-user-select: none; /* Firefox */ + -ms-user-select: none; /* IE10+ */ +} + +div.code-block-caption span.caption-number { + padding: 0.1em 0.3em; + font-style: italic; +} + +div.code-block-caption span.caption-text { +} + +div.literal-block-wrapper { + margin: 1em 0; +} + +code.xref, a code { + background-color: transparent; + font-weight: bold; +} + +h1 code, h2 code, h3 code, h4 code, h5 code, h6 code { + background-color: transparent; +} + +.viewcode-link { + float: right; +} + +.viewcode-back { + float: right; + font-family: sans-serif; +} + +div.viewcode-block:target { + margin: -1px -10px; + padding: 0 10px; +} + +/* -- math display ---------------------------------------------------------- */ + +img.math { + vertical-align: middle; +} + +div.body div.math p { + text-align: center; +} + +span.eqno { + float: right; +} + +span.eqno a.headerlink { + position: absolute; + z-index: 1; +} + +div.math:hover a.headerlink { + visibility: visible; +} + +/* -- printout stylesheet --------------------------------------------------- */ + +@media print { + div.document, + div.documentwrapper, + div.bodywrapper { + margin: 0 !important; + width: 100%; + } + + div.sphinxsidebar, + div.related, + div.footer, + #top-link { + display: none; + } +} \ No newline at end of file diff --git a/_static/doctools.js b/_static/doctools.js new file mode 100644 index 00000000..527b876c --- /dev/null +++ b/_static/doctools.js @@ -0,0 +1,156 @@ +/* + * doctools.js + * ~~~~~~~~~~~ + * + * Base JavaScript utilities for all Sphinx HTML documentation. + * + * :copyright: Copyright 2007-2022 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([ + "TEXTAREA", + "INPUT", + "SELECT", + "BUTTON", +]); + +const _ready = (callback) => { + if (document.readyState !== "loading") { + callback(); + } else { + document.addEventListener("DOMContentLoaded", callback); + } +}; + +/** + * Small JavaScript module for the documentation. + */ +const Documentation = { + init: () => { + Documentation.initDomainIndexTable(); + Documentation.initOnKeyListeners(); + }, + + /** + * i18n support + */ + TRANSLATIONS: {}, + PLURAL_EXPR: (n) => (n === 1 ? 0 : 1), + LOCALE: "unknown", + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext: (string) => { + const translated = Documentation.TRANSLATIONS[string]; + switch (typeof translated) { + case "undefined": + return string; // no translation + case "string": + return translated; // translation exists + default: + return translated[0]; // (singular, plural) translation tuple exists + } + }, + + ngettext: (singular, plural, n) => { + const translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated !== "undefined") + return translated[Documentation.PLURAL_EXPR(n)]; + return n === 1 ? singular : plural; + }, + + addTranslations: (catalog) => { + Object.assign(Documentation.TRANSLATIONS, catalog.messages); + Documentation.PLURAL_EXPR = new Function( + "n", + `return (${catalog.plural_expr})` + ); + Documentation.LOCALE = catalog.locale; + }, + + /** + * helper function to focus on search bar + */ + focusSearchBar: () => { + document.querySelectorAll("input[name=q]")[0]?.focus(); + }, + + /** + * Initialise the domain index toggle buttons + */ + initDomainIndexTable: () => { + const toggler = (el) => { + const idNumber = el.id.substr(7); + const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`); + if (el.src.substr(-9) === "minus.png") { + el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`; + toggledRows.forEach((el) => (el.style.display = "none")); + } else { + el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`; + toggledRows.forEach((el) => (el.style.display = "")); + } + }; + + const togglerElements = document.querySelectorAll("img.toggler"); + togglerElements.forEach((el) => + el.addEventListener("click", (event) => toggler(event.currentTarget)) + ); + togglerElements.forEach((el) => (el.style.display = "")); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler); + }, + + initOnKeyListeners: () => { + // only install a listener if it is really needed + if ( + !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS && + !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS + ) + return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.altKey || event.ctrlKey || event.metaKey) return; + + if (!event.shiftKey) { + switch (event.key) { + case "ArrowLeft": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const prevLink = document.querySelector('link[rel="prev"]'); + if (prevLink && prevLink.href) { + window.location.href = prevLink.href; + event.preventDefault(); + } + break; + case "ArrowRight": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const nextLink = document.querySelector('link[rel="next"]'); + if (nextLink && nextLink.href) { + window.location.href = nextLink.href; + event.preventDefault(); + } + break; + } + } + + // some keyboard layouts may need Shift to get / + switch (event.key) { + case "/": + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break; + Documentation.focusSearchBar(); + event.preventDefault(); + } + }); + }, +}; + +// quick alias for translations +const _ = Documentation.gettext; + +_ready(Documentation.init); diff --git a/_static/documentation_options.js b/_static/documentation_options.js new file mode 100644 index 00000000..8ae9207b --- /dev/null +++ b/_static/documentation_options.js @@ -0,0 +1,14 @@ +var DOCUMENTATION_OPTIONS = { + URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'), + VERSION: '0.5.4.dev17+g057344e', + LANGUAGE: 'en', + COLLAPSE_INDEX: false, + BUILDER: 'dirhtml', + FILE_SUFFIX: '.html', + LINK_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '', + NAVIGATION_WITH_KEYS: true, + SHOW_SEARCH_SUMMARY: true, + ENABLE_SEARCH_SHORTCUTS: true, +}; \ No newline at end of file diff --git a/_static/favicon.png b/_static/favicon.png new file mode 100644 index 00000000..787d536f Binary files /dev/null and b/_static/favicon.png differ diff --git a/_static/file.png b/_static/file.png new file mode 100644 index 00000000..a858a410 Binary files /dev/null and b/_static/file.png differ diff --git a/_static/images/logo_binder.svg b/_static/images/logo_binder.svg new file mode 100644 index 00000000..45fecf75 --- /dev/null +++ b/_static/images/logo_binder.svg @@ -0,0 +1,19 @@ + + + + +logo + + + + + + + + diff --git a/_static/images/logo_colab.png b/_static/images/logo_colab.png new file mode 100644 index 00000000..b7560ec2 Binary files /dev/null and b/_static/images/logo_colab.png differ diff --git a/_static/images/logo_deepnote.svg b/_static/images/logo_deepnote.svg new file mode 100644 index 00000000..fa77ebfc --- /dev/null +++ b/_static/images/logo_deepnote.svg @@ -0,0 +1 @@ + diff --git a/_static/images/logo_jupyterhub.svg b/_static/images/logo_jupyterhub.svg new file mode 100644 index 00000000..60cfe9f2 --- /dev/null +++ b/_static/images/logo_jupyterhub.svg @@ -0,0 +1 @@ +logo_jupyterhubHub diff --git a/_static/jquery-3.6.0.js b/_static/jquery-3.6.0.js new file mode 100644 index 00000000..fc6c299b --- /dev/null +++ b/_static/jquery-3.6.0.js @@ -0,0 +1,10881 @@ +/*! + * jQuery JavaScript Library v3.6.0 + * https://jquery.com/ + * + * Includes Sizzle.js + * https://sizzlejs.com/ + * + * Copyright OpenJS Foundation and other contributors + * Released under the MIT license + * https://jquery.org/license + * + * Date: 2021-03-02T17:08Z + */ +( function( global, factory ) { + + "use strict"; + + if ( typeof module === "object" && typeof module.exports === "object" ) { + + // For CommonJS and CommonJS-like environments where a proper `window` + // is present, execute the factory and get jQuery. + // For environments that do not have a `window` with a `document` + // (such as Node.js), expose a factory as module.exports. + // This accentuates the need for the creation of a real `window`. + // e.g. var jQuery = require("jquery")(window); + // See ticket #14549 for more info. + module.exports = global.document ? + factory( global, true ) : + function( w ) { + if ( !w.document ) { + throw new Error( "jQuery requires a window with a document" ); + } + return factory( w ); + }; + } else { + factory( global ); + } + +// Pass this if window is not defined yet +} )( typeof window !== "undefined" ? window : this, function( window, noGlobal ) { + +// Edge <= 12 - 13+, Firefox <=18 - 45+, IE 10 - 11, Safari 5.1 - 9+, iOS 6 - 9.1 +// throw exceptions when non-strict code (e.g., ASP.NET 4.5) accesses strict mode +// arguments.callee.caller (trac-13335). But as of jQuery 3.0 (2016), strict mode should be common +// enough that all such attempts are guarded in a try block. +"use strict"; + +var arr = []; + +var getProto = Object.getPrototypeOf; + +var slice = arr.slice; + +var flat = arr.flat ? function( array ) { + return arr.flat.call( array ); +} : function( array ) { + return arr.concat.apply( [], array ); +}; + + +var push = arr.push; + +var indexOf = arr.indexOf; + +var class2type = {}; + +var toString = class2type.toString; + +var hasOwn = class2type.hasOwnProperty; + +var fnToString = hasOwn.toString; + +var ObjectFunctionString = fnToString.call( Object ); + +var support = {}; + +var isFunction = function isFunction( obj ) { + + // Support: Chrome <=57, Firefox <=52 + // In some browsers, typeof returns "function" for HTML elements + // (i.e., `typeof document.createElement( "object" ) === "function"`). + // We don't want to classify *any* DOM node as a function. + // Support: QtWeb <=3.8.5, WebKit <=534.34, wkhtmltopdf tool <=0.12.5 + // Plus for old WebKit, typeof returns "function" for HTML collections + // (e.g., `typeof document.getElementsByTagName("div") === "function"`). (gh-4756) + return typeof obj === "function" && typeof obj.nodeType !== "number" && + typeof obj.item !== "function"; + }; + + +var isWindow = function isWindow( obj ) { + return obj != null && obj === obj.window; + }; + + +var document = window.document; + + + + var preservedScriptAttributes = { + type: true, + src: true, + nonce: true, + noModule: true + }; + + function DOMEval( code, node, doc ) { + doc = doc || document; + + var i, val, + script = doc.createElement( "script" ); + + script.text = code; + if ( node ) { + for ( i in preservedScriptAttributes ) { + + // Support: Firefox 64+, Edge 18+ + // Some browsers don't support the "nonce" property on scripts. + // On the other hand, just using `getAttribute` is not enough as + // the `nonce` attribute is reset to an empty string whenever it + // becomes browsing-context connected. + // See https://github.com/whatwg/html/issues/2369 + // See https://html.spec.whatwg.org/#nonce-attributes + // The `node.getAttribute` check was added for the sake of + // `jQuery.globalEval` so that it can fake a nonce-containing node + // via an object. + val = node[ i ] || node.getAttribute && node.getAttribute( i ); + if ( val ) { + script.setAttribute( i, val ); + } + } + } + doc.head.appendChild( script ).parentNode.removeChild( script ); + } + + +function toType( obj ) { + if ( obj == null ) { + return obj + ""; + } + + // Support: Android <=2.3 only (functionish RegExp) + return typeof obj === "object" || typeof obj === "function" ? + class2type[ toString.call( obj ) ] || "object" : + typeof obj; +} +/* global Symbol */ +// Defining this global in .eslintrc.json would create a danger of using the global +// unguarded in another place, it seems safer to define global only for this module + + + +var + version = "3.6.0", + + // Define a local copy of jQuery + jQuery = function( selector, context ) { + + // The jQuery object is actually just the init constructor 'enhanced' + // Need init if jQuery is called (just allow error to be thrown if not included) + return new jQuery.fn.init( selector, context ); + }; + +jQuery.fn = jQuery.prototype = { + + // The current version of jQuery being used + jquery: version, + + constructor: jQuery, + + // The default length of a jQuery object is 0 + length: 0, + + toArray: function() { + return slice.call( this ); + }, + + // Get the Nth element in the matched element set OR + // Get the whole matched element set as a clean array + get: function( num ) { + + // Return all the elements in a clean array + if ( num == null ) { + return slice.call( this ); + } + + // Return just the one element from the set + return num < 0 ? this[ num + this.length ] : this[ num ]; + }, + + // Take an array of elements and push it onto the stack + // (returning the new matched element set) + pushStack: function( elems ) { + + // Build a new jQuery matched element set + var ret = jQuery.merge( this.constructor(), elems ); + + // Add the old object onto the stack (as a reference) + ret.prevObject = this; + + // Return the newly-formed element set + return ret; + }, + + // Execute a callback for every element in the matched set. + each: function( callback ) { + return jQuery.each( this, callback ); + }, + + map: function( callback ) { + return this.pushStack( jQuery.map( this, function( elem, i ) { + return callback.call( elem, i, elem ); + } ) ); + }, + + slice: function() { + return this.pushStack( slice.apply( this, arguments ) ); + }, + + first: function() { + return this.eq( 0 ); + }, + + last: function() { + return this.eq( -1 ); + }, + + even: function() { + return this.pushStack( jQuery.grep( this, function( _elem, i ) { + return ( i + 1 ) % 2; + } ) ); + }, + + odd: function() { + return this.pushStack( jQuery.grep( this, function( _elem, i ) { + return i % 2; + } ) ); + }, + + eq: function( i ) { + var len = this.length, + j = +i + ( i < 0 ? len : 0 ); + return this.pushStack( j >= 0 && j < len ? [ this[ j ] ] : [] ); + }, + + end: function() { + return this.prevObject || this.constructor(); + }, + + // For internal use only. + // Behaves like an Array's method, not like a jQuery method. + push: push, + sort: arr.sort, + splice: arr.splice +}; + +jQuery.extend = jQuery.fn.extend = function() { + var options, name, src, copy, copyIsArray, clone, + target = arguments[ 0 ] || {}, + i = 1, + length = arguments.length, + deep = false; + + // Handle a deep copy situation + if ( typeof target === "boolean" ) { + deep = target; + + // Skip the boolean and the target + target = arguments[ i ] || {}; + i++; + } + + // Handle case when target is a string or something (possible in deep copy) + if ( typeof target !== "object" && !isFunction( target ) ) { + target = {}; + } + + // Extend jQuery itself if only one argument is passed + if ( i === length ) { + target = this; + i--; + } + + for ( ; i < length; i++ ) { + + // Only deal with non-null/undefined values + if ( ( options = arguments[ i ] ) != null ) { + + // Extend the base object + for ( name in options ) { + copy = options[ name ]; + + // Prevent Object.prototype pollution + // Prevent never-ending loop + if ( name === "__proto__" || target === copy ) { + continue; + } + + // Recurse if we're merging plain objects or arrays + if ( deep && copy && ( jQuery.isPlainObject( copy ) || + ( copyIsArray = Array.isArray( copy ) ) ) ) { + src = target[ name ]; + + // Ensure proper type for the source value + if ( copyIsArray && !Array.isArray( src ) ) { + clone = []; + } else if ( !copyIsArray && !jQuery.isPlainObject( src ) ) { + clone = {}; + } else { + clone = src; + } + copyIsArray = false; + + // Never move original objects, clone them + target[ name ] = jQuery.extend( deep, clone, copy ); + + // Don't bring in undefined values + } else if ( copy !== undefined ) { + target[ name ] = copy; + } + } + } + } + + // Return the modified object + return target; +}; + +jQuery.extend( { + + // Unique for each copy of jQuery on the page + expando: "jQuery" + ( version + Math.random() ).replace( /\D/g, "" ), + + // Assume jQuery is ready without the ready module + isReady: true, + + error: function( msg ) { + throw new Error( msg ); + }, + + noop: function() {}, + + isPlainObject: function( obj ) { + var proto, Ctor; + + // Detect obvious negatives + // Use toString instead of jQuery.type to catch host objects + if ( !obj || toString.call( obj ) !== "[object Object]" ) { + return false; + } + + proto = getProto( obj ); + + // Objects with no prototype (e.g., `Object.create( null )`) are plain + if ( !proto ) { + return true; + } + + // Objects with prototype are plain iff they were constructed by a global Object function + Ctor = hasOwn.call( proto, "constructor" ) && proto.constructor; + return typeof Ctor === "function" && fnToString.call( Ctor ) === ObjectFunctionString; + }, + + isEmptyObject: function( obj ) { + var name; + + for ( name in obj ) { + return false; + } + return true; + }, + + // Evaluates a script in a provided context; falls back to the global one + // if not specified. + globalEval: function( code, options, doc ) { + DOMEval( code, { nonce: options && options.nonce }, doc ); + }, + + each: function( obj, callback ) { + var length, i = 0; + + if ( isArrayLike( obj ) ) { + length = obj.length; + for ( ; i < length; i++ ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } else { + for ( i in obj ) { + if ( callback.call( obj[ i ], i, obj[ i ] ) === false ) { + break; + } + } + } + + return obj; + }, + + // results is for internal usage only + makeArray: function( arr, results ) { + var ret = results || []; + + if ( arr != null ) { + if ( isArrayLike( Object( arr ) ) ) { + jQuery.merge( ret, + typeof arr === "string" ? + [ arr ] : arr + ); + } else { + push.call( ret, arr ); + } + } + + return ret; + }, + + inArray: function( elem, arr, i ) { + return arr == null ? -1 : indexOf.call( arr, elem, i ); + }, + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + merge: function( first, second ) { + var len = +second.length, + j = 0, + i = first.length; + + for ( ; j < len; j++ ) { + first[ i++ ] = second[ j ]; + } + + first.length = i; + + return first; + }, + + grep: function( elems, callback, invert ) { + var callbackInverse, + matches = [], + i = 0, + length = elems.length, + callbackExpect = !invert; + + // Go through the array, only saving the items + // that pass the validator function + for ( ; i < length; i++ ) { + callbackInverse = !callback( elems[ i ], i ); + if ( callbackInverse !== callbackExpect ) { + matches.push( elems[ i ] ); + } + } + + return matches; + }, + + // arg is for internal usage only + map: function( elems, callback, arg ) { + var length, value, + i = 0, + ret = []; + + // Go through the array, translating each of the items to their new values + if ( isArrayLike( elems ) ) { + length = elems.length; + for ( ; i < length; i++ ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + + // Go through every key on the object, + } else { + for ( i in elems ) { + value = callback( elems[ i ], i, arg ); + + if ( value != null ) { + ret.push( value ); + } + } + } + + // Flatten any nested arrays + return flat( ret ); + }, + + // A global GUID counter for objects + guid: 1, + + // jQuery.support is not used in Core but other projects attach their + // properties to it so it needs to exist. + support: support +} ); + +if ( typeof Symbol === "function" ) { + jQuery.fn[ Symbol.iterator ] = arr[ Symbol.iterator ]; +} + +// Populate the class2type map +jQuery.each( "Boolean Number String Function Array Date RegExp Object Error Symbol".split( " " ), + function( _i, name ) { + class2type[ "[object " + name + "]" ] = name.toLowerCase(); + } ); + +function isArrayLike( obj ) { + + // Support: real iOS 8.2 only (not reproducible in simulator) + // `in` check used to prevent JIT error (gh-2145) + // hasOwn isn't used here due to false negatives + // regarding Nodelist length in IE + var length = !!obj && "length" in obj && obj.length, + type = toType( obj ); + + if ( isFunction( obj ) || isWindow( obj ) ) { + return false; + } + + return type === "array" || length === 0 || + typeof length === "number" && length > 0 && ( length - 1 ) in obj; +} +var Sizzle = +/*! + * Sizzle CSS Selector Engine v2.3.6 + * https://sizzlejs.com/ + * + * Copyright JS Foundation and other contributors + * Released under the MIT license + * https://js.foundation/ + * + * Date: 2021-02-16 + */ +( function( window ) { +var i, + support, + Expr, + getText, + isXML, + tokenize, + compile, + select, + outermostContext, + sortInput, + hasDuplicate, + + // Local document vars + setDocument, + document, + docElem, + documentIsHTML, + rbuggyQSA, + rbuggyMatches, + matches, + contains, + + // Instance-specific data + expando = "sizzle" + 1 * new Date(), + preferredDoc = window.document, + dirruns = 0, + done = 0, + classCache = createCache(), + tokenCache = createCache(), + compilerCache = createCache(), + nonnativeSelectorCache = createCache(), + sortOrder = function( a, b ) { + if ( a === b ) { + hasDuplicate = true; + } + return 0; + }, + + // Instance methods + hasOwn = ( {} ).hasOwnProperty, + arr = [], + pop = arr.pop, + pushNative = arr.push, + push = arr.push, + slice = arr.slice, + + // Use a stripped-down indexOf as it's faster than native + // https://jsperf.com/thor-indexof-vs-for/5 + indexOf = function( list, elem ) { + var i = 0, + len = list.length; + for ( ; i < len; i++ ) { + if ( list[ i ] === elem ) { + return i; + } + } + return -1; + }, + + booleans = "checked|selected|async|autofocus|autoplay|controls|defer|disabled|hidden|" + + "ismap|loop|multiple|open|readonly|required|scoped", + + // Regular expressions + + // http://www.w3.org/TR/css3-selectors/#whitespace + whitespace = "[\\x20\\t\\r\\n\\f]", + + // https://www.w3.org/TR/css-syntax-3/#ident-token-diagram + identifier = "(?:\\\\[\\da-fA-F]{1,6}" + whitespace + + "?|\\\\[^\\r\\n\\f]|[\\w-]|[^\0-\\x7f])+", + + // Attribute selectors: http://www.w3.org/TR/selectors/#attribute-selectors + attributes = "\\[" + whitespace + "*(" + identifier + ")(?:" + whitespace + + + // Operator (capture 2) + "*([*^$|!~]?=)" + whitespace + + + // "Attribute values must be CSS identifiers [capture 5] + // or strings [capture 3 or capture 4]" + "*(?:'((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\"|(" + identifier + "))|)" + + whitespace + "*\\]", + + pseudos = ":(" + identifier + ")(?:\\((" + + + // To reduce the number of selectors needing tokenize in the preFilter, prefer arguments: + // 1. quoted (capture 3; capture 4 or capture 5) + "('((?:\\\\.|[^\\\\'])*)'|\"((?:\\\\.|[^\\\\\"])*)\")|" + + + // 2. simple (capture 6) + "((?:\\\\.|[^\\\\()[\\]]|" + attributes + ")*)|" + + + // 3. anything else (capture 2) + ".*" + + ")\\)|)", + + // Leading and non-escaped trailing whitespace, capturing some non-whitespace characters preceding the latter + rwhitespace = new RegExp( whitespace + "+", "g" ), + rtrim = new RegExp( "^" + whitespace + "+|((?:^|[^\\\\])(?:\\\\.)*)" + + whitespace + "+$", "g" ), + + rcomma = new RegExp( "^" + whitespace + "*," + whitespace + "*" ), + rcombinators = new RegExp( "^" + whitespace + "*([>+~]|" + whitespace + ")" + whitespace + + "*" ), + rdescend = new RegExp( whitespace + "|>" ), + + rpseudo = new RegExp( pseudos ), + ridentifier = new RegExp( "^" + identifier + "$" ), + + matchExpr = { + "ID": new RegExp( "^#(" + identifier + ")" ), + "CLASS": new RegExp( "^\\.(" + identifier + ")" ), + "TAG": new RegExp( "^(" + identifier + "|[*])" ), + "ATTR": new RegExp( "^" + attributes ), + "PSEUDO": new RegExp( "^" + pseudos ), + "CHILD": new RegExp( "^:(only|first|last|nth|nth-last)-(child|of-type)(?:\\(" + + whitespace + "*(even|odd|(([+-]|)(\\d*)n|)" + whitespace + "*(?:([+-]|)" + + whitespace + "*(\\d+)|))" + whitespace + "*\\)|)", "i" ), + "bool": new RegExp( "^(?:" + booleans + ")$", "i" ), + + // For use in libraries implementing .is() + // We use this for POS matching in `select` + "needsContext": new RegExp( "^" + whitespace + + "*[>+~]|:(even|odd|eq|gt|lt|nth|first|last)(?:\\(" + whitespace + + "*((?:-\\d)?\\d*)" + whitespace + "*\\)|)(?=[^-]|$)", "i" ) + }, + + rhtml = /HTML$/i, + rinputs = /^(?:input|select|textarea|button)$/i, + rheader = /^h\d$/i, + + rnative = /^[^{]+\{\s*\[native \w/, + + // Easily-parseable/retrievable ID or TAG or CLASS selectors + rquickExpr = /^(?:#([\w-]+)|(\w+)|\.([\w-]+))$/, + + rsibling = /[+~]/, + + // CSS escapes + // http://www.w3.org/TR/CSS21/syndata.html#escaped-characters + runescape = new RegExp( "\\\\[\\da-fA-F]{1,6}" + whitespace + "?|\\\\([^\\r\\n\\f])", "g" ), + funescape = function( escape, nonHex ) { + var high = "0x" + escape.slice( 1 ) - 0x10000; + + return nonHex ? + + // Strip the backslash prefix from a non-hex escape sequence + nonHex : + + // Replace a hexadecimal escape sequence with the encoded Unicode code point + // Support: IE <=11+ + // For values outside the Basic Multilingual Plane (BMP), manually construct a + // surrogate pair + high < 0 ? + String.fromCharCode( high + 0x10000 ) : + String.fromCharCode( high >> 10 | 0xD800, high & 0x3FF | 0xDC00 ); + }, + + // CSS string/identifier serialization + // https://drafts.csswg.org/cssom/#common-serializing-idioms + rcssescape = /([\0-\x1f\x7f]|^-?\d)|^-$|[^\0-\x1f\x7f-\uFFFF\w-]/g, + fcssescape = function( ch, asCodePoint ) { + if ( asCodePoint ) { + + // U+0000 NULL becomes U+FFFD REPLACEMENT CHARACTER + if ( ch === "\0" ) { + return "\uFFFD"; + } + + // Control characters and (dependent upon position) numbers get escaped as code points + return ch.slice( 0, -1 ) + "\\" + + ch.charCodeAt( ch.length - 1 ).toString( 16 ) + " "; + } + + // Other potentially-special ASCII characters get backslash-escaped + return "\\" + ch; + }, + + // Used for iframes + // See setDocument() + // Removing the function wrapper causes a "Permission Denied" + // error in IE + unloadHandler = function() { + setDocument(); + }, + + inDisabledFieldset = addCombinator( + function( elem ) { + return elem.disabled === true && elem.nodeName.toLowerCase() === "fieldset"; + }, + { dir: "parentNode", next: "legend" } + ); + +// Optimize for push.apply( _, NodeList ) +try { + push.apply( + ( arr = slice.call( preferredDoc.childNodes ) ), + preferredDoc.childNodes + ); + + // Support: Android<4.0 + // Detect silently failing push.apply + // eslint-disable-next-line no-unused-expressions + arr[ preferredDoc.childNodes.length ].nodeType; +} catch ( e ) { + push = { apply: arr.length ? + + // Leverage slice if possible + function( target, els ) { + pushNative.apply( target, slice.call( els ) ); + } : + + // Support: IE<9 + // Otherwise append directly + function( target, els ) { + var j = target.length, + i = 0; + + // Can't trust NodeList.length + while ( ( target[ j++ ] = els[ i++ ] ) ) {} + target.length = j - 1; + } + }; +} + +function Sizzle( selector, context, results, seed ) { + var m, i, elem, nid, match, groups, newSelector, + newContext = context && context.ownerDocument, + + // nodeType defaults to 9, since context defaults to document + nodeType = context ? context.nodeType : 9; + + results = results || []; + + // Return early from calls with invalid selector or context + if ( typeof selector !== "string" || !selector || + nodeType !== 1 && nodeType !== 9 && nodeType !== 11 ) { + + return results; + } + + // Try to shortcut find operations (as opposed to filters) in HTML documents + if ( !seed ) { + setDocument( context ); + context = context || document; + + if ( documentIsHTML ) { + + // If the selector is sufficiently simple, try using a "get*By*" DOM method + // (excepting DocumentFragment context, where the methods don't exist) + if ( nodeType !== 11 && ( match = rquickExpr.exec( selector ) ) ) { + + // ID selector + if ( ( m = match[ 1 ] ) ) { + + // Document context + if ( nodeType === 9 ) { + if ( ( elem = context.getElementById( m ) ) ) { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( elem.id === m ) { + results.push( elem ); + return results; + } + } else { + return results; + } + + // Element context + } else { + + // Support: IE, Opera, Webkit + // TODO: identify versions + // getElementById can match elements by name instead of ID + if ( newContext && ( elem = newContext.getElementById( m ) ) && + contains( context, elem ) && + elem.id === m ) { + + results.push( elem ); + return results; + } + } + + // Type selector + } else if ( match[ 2 ] ) { + push.apply( results, context.getElementsByTagName( selector ) ); + return results; + + // Class selector + } else if ( ( m = match[ 3 ] ) && support.getElementsByClassName && + context.getElementsByClassName ) { + + push.apply( results, context.getElementsByClassName( m ) ); + return results; + } + } + + // Take advantage of querySelectorAll + if ( support.qsa && + !nonnativeSelectorCache[ selector + " " ] && + ( !rbuggyQSA || !rbuggyQSA.test( selector ) ) && + + // Support: IE 8 only + // Exclude object elements + ( nodeType !== 1 || context.nodeName.toLowerCase() !== "object" ) ) { + + newSelector = selector; + newContext = context; + + // qSA considers elements outside a scoping root when evaluating child or + // descendant combinators, which is not what we want. + // In such cases, we work around the behavior by prefixing every selector in the + // list with an ID selector referencing the scope context. + // The technique has to be used as well when a leading combinator is used + // as such selectors are not recognized by querySelectorAll. + // Thanks to Andrew Dupont for this technique. + if ( nodeType === 1 && + ( rdescend.test( selector ) || rcombinators.test( selector ) ) ) { + + // Expand context for sibling selectors + newContext = rsibling.test( selector ) && testContext( context.parentNode ) || + context; + + // We can use :scope instead of the ID hack if the browser + // supports it & if we're not changing the context. + if ( newContext !== context || !support.scope ) { + + // Capture the context ID, setting it first if necessary + if ( ( nid = context.getAttribute( "id" ) ) ) { + nid = nid.replace( rcssescape, fcssescape ); + } else { + context.setAttribute( "id", ( nid = expando ) ); + } + } + + // Prefix every selector in the list + groups = tokenize( selector ); + i = groups.length; + while ( i-- ) { + groups[ i ] = ( nid ? "#" + nid : ":scope" ) + " " + + toSelector( groups[ i ] ); + } + newSelector = groups.join( "," ); + } + + try { + push.apply( results, + newContext.querySelectorAll( newSelector ) + ); + return results; + } catch ( qsaError ) { + nonnativeSelectorCache( selector, true ); + } finally { + if ( nid === expando ) { + context.removeAttribute( "id" ); + } + } + } + } + } + + // All others + return select( selector.replace( rtrim, "$1" ), context, results, seed ); +} + +/** + * Create key-value caches of limited size + * @returns {function(string, object)} Returns the Object data after storing it on itself with + * property name the (space-suffixed) string and (if the cache is larger than Expr.cacheLength) + * deleting the oldest entry + */ +function createCache() { + var keys = []; + + function cache( key, value ) { + + // Use (key + " ") to avoid collision with native prototype properties (see Issue #157) + if ( keys.push( key + " " ) > Expr.cacheLength ) { + + // Only keep the most recent entries + delete cache[ keys.shift() ]; + } + return ( cache[ key + " " ] = value ); + } + return cache; +} + +/** + * Mark a function for special use by Sizzle + * @param {Function} fn The function to mark + */ +function markFunction( fn ) { + fn[ expando ] = true; + return fn; +} + +/** + * Support testing using an element + * @param {Function} fn Passed the created element and returns a boolean result + */ +function assert( fn ) { + var el = document.createElement( "fieldset" ); + + try { + return !!fn( el ); + } catch ( e ) { + return false; + } finally { + + // Remove from its parent by default + if ( el.parentNode ) { + el.parentNode.removeChild( el ); + } + + // release memory in IE + el = null; + } +} + +/** + * Adds the same handler for all of the specified attrs + * @param {String} attrs Pipe-separated list of attributes + * @param {Function} handler The method that will be applied + */ +function addHandle( attrs, handler ) { + var arr = attrs.split( "|" ), + i = arr.length; + + while ( i-- ) { + Expr.attrHandle[ arr[ i ] ] = handler; + } +} + +/** + * Checks document order of two siblings + * @param {Element} a + * @param {Element} b + * @returns {Number} Returns less than 0 if a precedes b, greater than 0 if a follows b + */ +function siblingCheck( a, b ) { + var cur = b && a, + diff = cur && a.nodeType === 1 && b.nodeType === 1 && + a.sourceIndex - b.sourceIndex; + + // Use IE sourceIndex if available on both nodes + if ( diff ) { + return diff; + } + + // Check if b follows a + if ( cur ) { + while ( ( cur = cur.nextSibling ) ) { + if ( cur === b ) { + return -1; + } + } + } + + return a ? 1 : -1; +} + +/** + * Returns a function to use in pseudos for input types + * @param {String} type + */ +function createInputPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for buttons + * @param {String} type + */ +function createButtonPseudo( type ) { + return function( elem ) { + var name = elem.nodeName.toLowerCase(); + return ( name === "input" || name === "button" ) && elem.type === type; + }; +} + +/** + * Returns a function to use in pseudos for :enabled/:disabled + * @param {Boolean} disabled true for :disabled; false for :enabled + */ +function createDisabledPseudo( disabled ) { + + // Known :disabled false positives: fieldset[disabled] > legend:nth-of-type(n+2) :can-disable + return function( elem ) { + + // Only certain elements can match :enabled or :disabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-enabled + // https://html.spec.whatwg.org/multipage/scripting.html#selector-disabled + if ( "form" in elem ) { + + // Check for inherited disabledness on relevant non-disabled elements: + // * listed form-associated elements in a disabled fieldset + // https://html.spec.whatwg.org/multipage/forms.html#category-listed + // https://html.spec.whatwg.org/multipage/forms.html#concept-fe-disabled + // * option elements in a disabled optgroup + // https://html.spec.whatwg.org/multipage/forms.html#concept-option-disabled + // All such elements have a "form" property. + if ( elem.parentNode && elem.disabled === false ) { + + // Option elements defer to a parent optgroup if present + if ( "label" in elem ) { + if ( "label" in elem.parentNode ) { + return elem.parentNode.disabled === disabled; + } else { + return elem.disabled === disabled; + } + } + + // Support: IE 6 - 11 + // Use the isDisabled shortcut property to check for disabled fieldset ancestors + return elem.isDisabled === disabled || + + // Where there is no isDisabled, check manually + /* jshint -W018 */ + elem.isDisabled !== !disabled && + inDisabledFieldset( elem ) === disabled; + } + + return elem.disabled === disabled; + + // Try to winnow out elements that can't be disabled before trusting the disabled property. + // Some victims get caught in our net (label, legend, menu, track), but it shouldn't + // even exist on them, let alone have a boolean value. + } else if ( "label" in elem ) { + return elem.disabled === disabled; + } + + // Remaining elements are neither :enabled nor :disabled + return false; + }; +} + +/** + * Returns a function to use in pseudos for positionals + * @param {Function} fn + */ +function createPositionalPseudo( fn ) { + return markFunction( function( argument ) { + argument = +argument; + return markFunction( function( seed, matches ) { + var j, + matchIndexes = fn( [], seed.length, argument ), + i = matchIndexes.length; + + // Match elements found at the specified indexes + while ( i-- ) { + if ( seed[ ( j = matchIndexes[ i ] ) ] ) { + seed[ j ] = !( matches[ j ] = seed[ j ] ); + } + } + } ); + } ); +} + +/** + * Checks a node for validity as a Sizzle context + * @param {Element|Object=} context + * @returns {Element|Object|Boolean} The input node if acceptable, otherwise a falsy value + */ +function testContext( context ) { + return context && typeof context.getElementsByTagName !== "undefined" && context; +} + +// Expose support vars for convenience +support = Sizzle.support = {}; + +/** + * Detects XML nodes + * @param {Element|Object} elem An element or a document + * @returns {Boolean} True iff elem is a non-HTML XML node + */ +isXML = Sizzle.isXML = function( elem ) { + var namespace = elem && elem.namespaceURI, + docElem = elem && ( elem.ownerDocument || elem ).documentElement; + + // Support: IE <=8 + // Assume HTML when documentElement doesn't yet exist, such as inside loading iframes + // https://bugs.jquery.com/ticket/4833 + return !rhtml.test( namespace || docElem && docElem.nodeName || "HTML" ); +}; + +/** + * Sets document-related variables once based on the current document + * @param {Element|Object} [doc] An element or document object to use to set the document + * @returns {Object} Returns the current document + */ +setDocument = Sizzle.setDocument = function( node ) { + var hasCompare, subWindow, + doc = node ? node.ownerDocument || node : preferredDoc; + + // Return early if doc is invalid or already selected + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( doc == document || doc.nodeType !== 9 || !doc.documentElement ) { + return document; + } + + // Update global variables + document = doc; + docElem = document.documentElement; + documentIsHTML = !isXML( document ); + + // Support: IE 9 - 11+, Edge 12 - 18+ + // Accessing iframe documents after unload throws "permission denied" errors (jQuery #13936) + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( preferredDoc != document && + ( subWindow = document.defaultView ) && subWindow.top !== subWindow ) { + + // Support: IE 11, Edge + if ( subWindow.addEventListener ) { + subWindow.addEventListener( "unload", unloadHandler, false ); + + // Support: IE 9 - 10 only + } else if ( subWindow.attachEvent ) { + subWindow.attachEvent( "onunload", unloadHandler ); + } + } + + // Support: IE 8 - 11+, Edge 12 - 18+, Chrome <=16 - 25 only, Firefox <=3.6 - 31 only, + // Safari 4 - 5 only, Opera <=11.6 - 12.x only + // IE/Edge & older browsers don't support the :scope pseudo-class. + // Support: Safari 6.0 only + // Safari 6.0 supports :scope but it's an alias of :root there. + support.scope = assert( function( el ) { + docElem.appendChild( el ).appendChild( document.createElement( "div" ) ); + return typeof el.querySelectorAll !== "undefined" && + !el.querySelectorAll( ":scope fieldset div" ).length; + } ); + + /* Attributes + ---------------------------------------------------------------------- */ + + // Support: IE<8 + // Verify that getAttribute really returns attributes and not properties + // (excepting IE8 booleans) + support.attributes = assert( function( el ) { + el.className = "i"; + return !el.getAttribute( "className" ); + } ); + + /* getElement(s)By* + ---------------------------------------------------------------------- */ + + // Check if getElementsByTagName("*") returns only elements + support.getElementsByTagName = assert( function( el ) { + el.appendChild( document.createComment( "" ) ); + return !el.getElementsByTagName( "*" ).length; + } ); + + // Support: IE<9 + support.getElementsByClassName = rnative.test( document.getElementsByClassName ); + + // Support: IE<10 + // Check if getElementById returns elements by name + // The broken getElementById methods don't pick up programmatically-set names, + // so use a roundabout getElementsByName test + support.getById = assert( function( el ) { + docElem.appendChild( el ).id = expando; + return !document.getElementsByName || !document.getElementsByName( expando ).length; + } ); + + // ID filter and find + if ( support.getById ) { + Expr.filter[ "ID" ] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + return elem.getAttribute( "id" ) === attrId; + }; + }; + Expr.find[ "ID" ] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var elem = context.getElementById( id ); + return elem ? [ elem ] : []; + } + }; + } else { + Expr.filter[ "ID" ] = function( id ) { + var attrId = id.replace( runescape, funescape ); + return function( elem ) { + var node = typeof elem.getAttributeNode !== "undefined" && + elem.getAttributeNode( "id" ); + return node && node.value === attrId; + }; + }; + + // Support: IE 6 - 7 only + // getElementById is not reliable as a find shortcut + Expr.find[ "ID" ] = function( id, context ) { + if ( typeof context.getElementById !== "undefined" && documentIsHTML ) { + var node, i, elems, + elem = context.getElementById( id ); + + if ( elem ) { + + // Verify the id attribute + node = elem.getAttributeNode( "id" ); + if ( node && node.value === id ) { + return [ elem ]; + } + + // Fall back on getElementsByName + elems = context.getElementsByName( id ); + i = 0; + while ( ( elem = elems[ i++ ] ) ) { + node = elem.getAttributeNode( "id" ); + if ( node && node.value === id ) { + return [ elem ]; + } + } + } + + return []; + } + }; + } + + // Tag + Expr.find[ "TAG" ] = support.getElementsByTagName ? + function( tag, context ) { + if ( typeof context.getElementsByTagName !== "undefined" ) { + return context.getElementsByTagName( tag ); + + // DocumentFragment nodes don't have gEBTN + } else if ( support.qsa ) { + return context.querySelectorAll( tag ); + } + } : + + function( tag, context ) { + var elem, + tmp = [], + i = 0, + + // By happy coincidence, a (broken) gEBTN appears on DocumentFragment nodes too + results = context.getElementsByTagName( tag ); + + // Filter out possible comments + if ( tag === "*" ) { + while ( ( elem = results[ i++ ] ) ) { + if ( elem.nodeType === 1 ) { + tmp.push( elem ); + } + } + + return tmp; + } + return results; + }; + + // Class + Expr.find[ "CLASS" ] = support.getElementsByClassName && function( className, context ) { + if ( typeof context.getElementsByClassName !== "undefined" && documentIsHTML ) { + return context.getElementsByClassName( className ); + } + }; + + /* QSA/matchesSelector + ---------------------------------------------------------------------- */ + + // QSA and matchesSelector support + + // matchesSelector(:active) reports false when true (IE9/Opera 11.5) + rbuggyMatches = []; + + // qSa(:focus) reports false when true (Chrome 21) + // We allow this because of a bug in IE8/9 that throws an error + // whenever `document.activeElement` is accessed on an iframe + // So, we allow :focus to pass through QSA all the time to avoid the IE error + // See https://bugs.jquery.com/ticket/13378 + rbuggyQSA = []; + + if ( ( support.qsa = rnative.test( document.querySelectorAll ) ) ) { + + // Build QSA regex + // Regex strategy adopted from Diego Perini + assert( function( el ) { + + var input; + + // Select is set to empty string on purpose + // This is to test IE's treatment of not explicitly + // setting a boolean content attribute, + // since its presence should be enough + // https://bugs.jquery.com/ticket/12359 + docElem.appendChild( el ).innerHTML = "" + + ""; + + // Support: IE8, Opera 11-12.16 + // Nothing should be selected when empty strings follow ^= or $= or *= + // The test attribute must be unknown in Opera but "safe" for WinRT + // https://msdn.microsoft.com/en-us/library/ie/hh465388.aspx#attribute_section + if ( el.querySelectorAll( "[msallowcapture^='']" ).length ) { + rbuggyQSA.push( "[*^$]=" + whitespace + "*(?:''|\"\")" ); + } + + // Support: IE8 + // Boolean attributes and "value" are not treated correctly + if ( !el.querySelectorAll( "[selected]" ).length ) { + rbuggyQSA.push( "\\[" + whitespace + "*(?:value|" + booleans + ")" ); + } + + // Support: Chrome<29, Android<4.4, Safari<7.0+, iOS<7.0+, PhantomJS<1.9.8+ + if ( !el.querySelectorAll( "[id~=" + expando + "-]" ).length ) { + rbuggyQSA.push( "~=" ); + } + + // Support: IE 11+, Edge 15 - 18+ + // IE 11/Edge don't find elements on a `[name='']` query in some cases. + // Adding a temporary attribute to the document before the selection works + // around the issue. + // Interestingly, IE 10 & older don't seem to have the issue. + input = document.createElement( "input" ); + input.setAttribute( "name", "" ); + el.appendChild( input ); + if ( !el.querySelectorAll( "[name='']" ).length ) { + rbuggyQSA.push( "\\[" + whitespace + "*name" + whitespace + "*=" + + whitespace + "*(?:''|\"\")" ); + } + + // Webkit/Opera - :checked should return selected option elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + // IE8 throws error here and will not see later tests + if ( !el.querySelectorAll( ":checked" ).length ) { + rbuggyQSA.push( ":checked" ); + } + + // Support: Safari 8+, iOS 8+ + // https://bugs.webkit.org/show_bug.cgi?id=136851 + // In-page `selector#id sibling-combinator selector` fails + if ( !el.querySelectorAll( "a#" + expando + "+*" ).length ) { + rbuggyQSA.push( ".#.+[+~]" ); + } + + // Support: Firefox <=3.6 - 5 only + // Old Firefox doesn't throw on a badly-escaped identifier. + el.querySelectorAll( "\\\f" ); + rbuggyQSA.push( "[\\r\\n\\f]" ); + } ); + + assert( function( el ) { + el.innerHTML = "" + + ""; + + // Support: Windows 8 Native Apps + // The type and name attributes are restricted during .innerHTML assignment + var input = document.createElement( "input" ); + input.setAttribute( "type", "hidden" ); + el.appendChild( input ).setAttribute( "name", "D" ); + + // Support: IE8 + // Enforce case-sensitivity of name attribute + if ( el.querySelectorAll( "[name=d]" ).length ) { + rbuggyQSA.push( "name" + whitespace + "*[*^$|!~]?=" ); + } + + // FF 3.5 - :enabled/:disabled and hidden elements (hidden elements are still enabled) + // IE8 throws error here and will not see later tests + if ( el.querySelectorAll( ":enabled" ).length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Support: IE9-11+ + // IE's :disabled selector does not pick up the children of disabled fieldsets + docElem.appendChild( el ).disabled = true; + if ( el.querySelectorAll( ":disabled" ).length !== 2 ) { + rbuggyQSA.push( ":enabled", ":disabled" ); + } + + // Support: Opera 10 - 11 only + // Opera 10-11 does not throw on post-comma invalid pseudos + el.querySelectorAll( "*,:x" ); + rbuggyQSA.push( ",.*:" ); + } ); + } + + if ( ( support.matchesSelector = rnative.test( ( matches = docElem.matches || + docElem.webkitMatchesSelector || + docElem.mozMatchesSelector || + docElem.oMatchesSelector || + docElem.msMatchesSelector ) ) ) ) { + + assert( function( el ) { + + // Check to see if it's possible to do matchesSelector + // on a disconnected node (IE 9) + support.disconnectedMatch = matches.call( el, "*" ); + + // This should fail with an exception + // Gecko does not error, returns false instead + matches.call( el, "[s!='']:x" ); + rbuggyMatches.push( "!=", pseudos ); + } ); + } + + rbuggyQSA = rbuggyQSA.length && new RegExp( rbuggyQSA.join( "|" ) ); + rbuggyMatches = rbuggyMatches.length && new RegExp( rbuggyMatches.join( "|" ) ); + + /* Contains + ---------------------------------------------------------------------- */ + hasCompare = rnative.test( docElem.compareDocumentPosition ); + + // Element contains another + // Purposefully self-exclusive + // As in, an element does not contain itself + contains = hasCompare || rnative.test( docElem.contains ) ? + function( a, b ) { + var adown = a.nodeType === 9 ? a.documentElement : a, + bup = b && b.parentNode; + return a === bup || !!( bup && bup.nodeType === 1 && ( + adown.contains ? + adown.contains( bup ) : + a.compareDocumentPosition && a.compareDocumentPosition( bup ) & 16 + ) ); + } : + function( a, b ) { + if ( b ) { + while ( ( b = b.parentNode ) ) { + if ( b === a ) { + return true; + } + } + } + return false; + }; + + /* Sorting + ---------------------------------------------------------------------- */ + + // Document order sorting + sortOrder = hasCompare ? + function( a, b ) { + + // Flag for duplicate removal + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + // Sort on method existence if only one input has compareDocumentPosition + var compare = !a.compareDocumentPosition - !b.compareDocumentPosition; + if ( compare ) { + return compare; + } + + // Calculate position if both inputs belong to the same document + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + compare = ( a.ownerDocument || a ) == ( b.ownerDocument || b ) ? + a.compareDocumentPosition( b ) : + + // Otherwise we know they are disconnected + 1; + + // Disconnected nodes + if ( compare & 1 || + ( !support.sortDetached && b.compareDocumentPosition( a ) === compare ) ) { + + // Choose the first element that is related to our preferred document + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( a == document || a.ownerDocument == preferredDoc && + contains( preferredDoc, a ) ) { + return -1; + } + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( b == document || b.ownerDocument == preferredDoc && + contains( preferredDoc, b ) ) { + return 1; + } + + // Maintain original order + return sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + } + + return compare & 4 ? -1 : 1; + } : + function( a, b ) { + + // Exit early if the nodes are identical + if ( a === b ) { + hasDuplicate = true; + return 0; + } + + var cur, + i = 0, + aup = a.parentNode, + bup = b.parentNode, + ap = [ a ], + bp = [ b ]; + + // Parentless nodes are either documents or disconnected + if ( !aup || !bup ) { + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + /* eslint-disable eqeqeq */ + return a == document ? -1 : + b == document ? 1 : + /* eslint-enable eqeqeq */ + aup ? -1 : + bup ? 1 : + sortInput ? + ( indexOf( sortInput, a ) - indexOf( sortInput, b ) ) : + 0; + + // If the nodes are siblings, we can do a quick check + } else if ( aup === bup ) { + return siblingCheck( a, b ); + } + + // Otherwise we need full lists of their ancestors for comparison + cur = a; + while ( ( cur = cur.parentNode ) ) { + ap.unshift( cur ); + } + cur = b; + while ( ( cur = cur.parentNode ) ) { + bp.unshift( cur ); + } + + // Walk down the tree looking for a discrepancy + while ( ap[ i ] === bp[ i ] ) { + i++; + } + + return i ? + + // Do a sibling check if the nodes have a common ancestor + siblingCheck( ap[ i ], bp[ i ] ) : + + // Otherwise nodes in our document sort first + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + /* eslint-disable eqeqeq */ + ap[ i ] == preferredDoc ? -1 : + bp[ i ] == preferredDoc ? 1 : + /* eslint-enable eqeqeq */ + 0; + }; + + return document; +}; + +Sizzle.matches = function( expr, elements ) { + return Sizzle( expr, null, null, elements ); +}; + +Sizzle.matchesSelector = function( elem, expr ) { + setDocument( elem ); + + if ( support.matchesSelector && documentIsHTML && + !nonnativeSelectorCache[ expr + " " ] && + ( !rbuggyMatches || !rbuggyMatches.test( expr ) ) && + ( !rbuggyQSA || !rbuggyQSA.test( expr ) ) ) { + + try { + var ret = matches.call( elem, expr ); + + // IE 9's matchesSelector returns false on disconnected nodes + if ( ret || support.disconnectedMatch || + + // As well, disconnected nodes are said to be in a document + // fragment in IE 9 + elem.document && elem.document.nodeType !== 11 ) { + return ret; + } + } catch ( e ) { + nonnativeSelectorCache( expr, true ); + } + } + + return Sizzle( expr, document, null, [ elem ] ).length > 0; +}; + +Sizzle.contains = function( context, elem ) { + + // Set document vars if needed + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( ( context.ownerDocument || context ) != document ) { + setDocument( context ); + } + return contains( context, elem ); +}; + +Sizzle.attr = function( elem, name ) { + + // Set document vars if needed + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( ( elem.ownerDocument || elem ) != document ) { + setDocument( elem ); + } + + var fn = Expr.attrHandle[ name.toLowerCase() ], + + // Don't get fooled by Object.prototype properties (jQuery #13807) + val = fn && hasOwn.call( Expr.attrHandle, name.toLowerCase() ) ? + fn( elem, name, !documentIsHTML ) : + undefined; + + return val !== undefined ? + val : + support.attributes || !documentIsHTML ? + elem.getAttribute( name ) : + ( val = elem.getAttributeNode( name ) ) && val.specified ? + val.value : + null; +}; + +Sizzle.escape = function( sel ) { + return ( sel + "" ).replace( rcssescape, fcssescape ); +}; + +Sizzle.error = function( msg ) { + throw new Error( "Syntax error, unrecognized expression: " + msg ); +}; + +/** + * Document sorting and removing duplicates + * @param {ArrayLike} results + */ +Sizzle.uniqueSort = function( results ) { + var elem, + duplicates = [], + j = 0, + i = 0; + + // Unless we *know* we can detect duplicates, assume their presence + hasDuplicate = !support.detectDuplicates; + sortInput = !support.sortStable && results.slice( 0 ); + results.sort( sortOrder ); + + if ( hasDuplicate ) { + while ( ( elem = results[ i++ ] ) ) { + if ( elem === results[ i ] ) { + j = duplicates.push( i ); + } + } + while ( j-- ) { + results.splice( duplicates[ j ], 1 ); + } + } + + // Clear input after sorting to release objects + // See https://github.com/jquery/sizzle/pull/225 + sortInput = null; + + return results; +}; + +/** + * Utility function for retrieving the text value of an array of DOM nodes + * @param {Array|Element} elem + */ +getText = Sizzle.getText = function( elem ) { + var node, + ret = "", + i = 0, + nodeType = elem.nodeType; + + if ( !nodeType ) { + + // If no nodeType, this is expected to be an array + while ( ( node = elem[ i++ ] ) ) { + + // Do not traverse comment nodes + ret += getText( node ); + } + } else if ( nodeType === 1 || nodeType === 9 || nodeType === 11 ) { + + // Use textContent for elements + // innerText usage removed for consistency of new lines (jQuery #11153) + if ( typeof elem.textContent === "string" ) { + return elem.textContent; + } else { + + // Traverse its children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + ret += getText( elem ); + } + } + } else if ( nodeType === 3 || nodeType === 4 ) { + return elem.nodeValue; + } + + // Do not include comment or processing instruction nodes + + return ret; +}; + +Expr = Sizzle.selectors = { + + // Can be adjusted by the user + cacheLength: 50, + + createPseudo: markFunction, + + match: matchExpr, + + attrHandle: {}, + + find: {}, + + relative: { + ">": { dir: "parentNode", first: true }, + " ": { dir: "parentNode" }, + "+": { dir: "previousSibling", first: true }, + "~": { dir: "previousSibling" } + }, + + preFilter: { + "ATTR": function( match ) { + match[ 1 ] = match[ 1 ].replace( runescape, funescape ); + + // Move the given value to match[3] whether quoted or unquoted + match[ 3 ] = ( match[ 3 ] || match[ 4 ] || + match[ 5 ] || "" ).replace( runescape, funescape ); + + if ( match[ 2 ] === "~=" ) { + match[ 3 ] = " " + match[ 3 ] + " "; + } + + return match.slice( 0, 4 ); + }, + + "CHILD": function( match ) { + + /* matches from matchExpr["CHILD"] + 1 type (only|nth|...) + 2 what (child|of-type) + 3 argument (even|odd|\d*|\d*n([+-]\d+)?|...) + 4 xn-component of xn+y argument ([+-]?\d*n|) + 5 sign of xn-component + 6 x of xn-component + 7 sign of y-component + 8 y of y-component + */ + match[ 1 ] = match[ 1 ].toLowerCase(); + + if ( match[ 1 ].slice( 0, 3 ) === "nth" ) { + + // nth-* requires argument + if ( !match[ 3 ] ) { + Sizzle.error( match[ 0 ] ); + } + + // numeric x and y parameters for Expr.filter.CHILD + // remember that false/true cast respectively to 0/1 + match[ 4 ] = +( match[ 4 ] ? + match[ 5 ] + ( match[ 6 ] || 1 ) : + 2 * ( match[ 3 ] === "even" || match[ 3 ] === "odd" ) ); + match[ 5 ] = +( ( match[ 7 ] + match[ 8 ] ) || match[ 3 ] === "odd" ); + + // other types prohibit arguments + } else if ( match[ 3 ] ) { + Sizzle.error( match[ 0 ] ); + } + + return match; + }, + + "PSEUDO": function( match ) { + var excess, + unquoted = !match[ 6 ] && match[ 2 ]; + + if ( matchExpr[ "CHILD" ].test( match[ 0 ] ) ) { + return null; + } + + // Accept quoted arguments as-is + if ( match[ 3 ] ) { + match[ 2 ] = match[ 4 ] || match[ 5 ] || ""; + + // Strip excess characters from unquoted arguments + } else if ( unquoted && rpseudo.test( unquoted ) && + + // Get excess from tokenize (recursively) + ( excess = tokenize( unquoted, true ) ) && + + // advance to the next closing parenthesis + ( excess = unquoted.indexOf( ")", unquoted.length - excess ) - unquoted.length ) ) { + + // excess is a negative index + match[ 0 ] = match[ 0 ].slice( 0, excess ); + match[ 2 ] = unquoted.slice( 0, excess ); + } + + // Return only captures needed by the pseudo filter method (type and argument) + return match.slice( 0, 3 ); + } + }, + + filter: { + + "TAG": function( nodeNameSelector ) { + var nodeName = nodeNameSelector.replace( runescape, funescape ).toLowerCase(); + return nodeNameSelector === "*" ? + function() { + return true; + } : + function( elem ) { + return elem.nodeName && elem.nodeName.toLowerCase() === nodeName; + }; + }, + + "CLASS": function( className ) { + var pattern = classCache[ className + " " ]; + + return pattern || + ( pattern = new RegExp( "(^|" + whitespace + + ")" + className + "(" + whitespace + "|$)" ) ) && classCache( + className, function( elem ) { + return pattern.test( + typeof elem.className === "string" && elem.className || + typeof elem.getAttribute !== "undefined" && + elem.getAttribute( "class" ) || + "" + ); + } ); + }, + + "ATTR": function( name, operator, check ) { + return function( elem ) { + var result = Sizzle.attr( elem, name ); + + if ( result == null ) { + return operator === "!="; + } + if ( !operator ) { + return true; + } + + result += ""; + + /* eslint-disable max-len */ + + return operator === "=" ? result === check : + operator === "!=" ? result !== check : + operator === "^=" ? check && result.indexOf( check ) === 0 : + operator === "*=" ? check && result.indexOf( check ) > -1 : + operator === "$=" ? check && result.slice( -check.length ) === check : + operator === "~=" ? ( " " + result.replace( rwhitespace, " " ) + " " ).indexOf( check ) > -1 : + operator === "|=" ? result === check || result.slice( 0, check.length + 1 ) === check + "-" : + false; + /* eslint-enable max-len */ + + }; + }, + + "CHILD": function( type, what, _argument, first, last ) { + var simple = type.slice( 0, 3 ) !== "nth", + forward = type.slice( -4 ) !== "last", + ofType = what === "of-type"; + + return first === 1 && last === 0 ? + + // Shortcut for :nth-*(n) + function( elem ) { + return !!elem.parentNode; + } : + + function( elem, _context, xml ) { + var cache, uniqueCache, outerCache, node, nodeIndex, start, + dir = simple !== forward ? "nextSibling" : "previousSibling", + parent = elem.parentNode, + name = ofType && elem.nodeName.toLowerCase(), + useCache = !xml && !ofType, + diff = false; + + if ( parent ) { + + // :(first|last|only)-(child|of-type) + if ( simple ) { + while ( dir ) { + node = elem; + while ( ( node = node[ dir ] ) ) { + if ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) { + + return false; + } + } + + // Reverse direction for :only-* (if we haven't yet done so) + start = dir = type === "only" && !start && "nextSibling"; + } + return true; + } + + start = [ forward ? parent.firstChild : parent.lastChild ]; + + // non-xml :nth-child(...) stores cache data on `parent` + if ( forward && useCache ) { + + // Seek `elem` from a previously-cached index + + // ...in a gzip-friendly way + node = parent; + outerCache = node[ expando ] || ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex && cache[ 2 ]; + node = nodeIndex && parent.childNodes[ nodeIndex ]; + + while ( ( node = ++nodeIndex && node && node[ dir ] || + + // Fallback to seeking `elem` from the start + ( diff = nodeIndex = 0 ) || start.pop() ) ) { + + // When found, cache indexes on `parent` and break + if ( node.nodeType === 1 && ++diff && node === elem ) { + uniqueCache[ type ] = [ dirruns, nodeIndex, diff ]; + break; + } + } + + } else { + + // Use previously-cached element index if available + if ( useCache ) { + + // ...in a gzip-friendly way + node = elem; + outerCache = node[ expando ] || ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + cache = uniqueCache[ type ] || []; + nodeIndex = cache[ 0 ] === dirruns && cache[ 1 ]; + diff = nodeIndex; + } + + // xml :nth-child(...) + // or :nth-last-child(...) or :nth(-last)?-of-type(...) + if ( diff === false ) { + + // Use the same loop as above to seek `elem` from the start + while ( ( node = ++nodeIndex && node && node[ dir ] || + ( diff = nodeIndex = 0 ) || start.pop() ) ) { + + if ( ( ofType ? + node.nodeName.toLowerCase() === name : + node.nodeType === 1 ) && + ++diff ) { + + // Cache the index of each encountered element + if ( useCache ) { + outerCache = node[ expando ] || + ( node[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ node.uniqueID ] || + ( outerCache[ node.uniqueID ] = {} ); + + uniqueCache[ type ] = [ dirruns, diff ]; + } + + if ( node === elem ) { + break; + } + } + } + } + } + + // Incorporate the offset, then check against cycle size + diff -= last; + return diff === first || ( diff % first === 0 && diff / first >= 0 ); + } + }; + }, + + "PSEUDO": function( pseudo, argument ) { + + // pseudo-class names are case-insensitive + // http://www.w3.org/TR/selectors/#pseudo-classes + // Prioritize by case sensitivity in case custom pseudos are added with uppercase letters + // Remember that setFilters inherits from pseudos + var args, + fn = Expr.pseudos[ pseudo ] || Expr.setFilters[ pseudo.toLowerCase() ] || + Sizzle.error( "unsupported pseudo: " + pseudo ); + + // The user may use createPseudo to indicate that + // arguments are needed to create the filter function + // just as Sizzle does + if ( fn[ expando ] ) { + return fn( argument ); + } + + // But maintain support for old signatures + if ( fn.length > 1 ) { + args = [ pseudo, pseudo, "", argument ]; + return Expr.setFilters.hasOwnProperty( pseudo.toLowerCase() ) ? + markFunction( function( seed, matches ) { + var idx, + matched = fn( seed, argument ), + i = matched.length; + while ( i-- ) { + idx = indexOf( seed, matched[ i ] ); + seed[ idx ] = !( matches[ idx ] = matched[ i ] ); + } + } ) : + function( elem ) { + return fn( elem, 0, args ); + }; + } + + return fn; + } + }, + + pseudos: { + + // Potentially complex pseudos + "not": markFunction( function( selector ) { + + // Trim the selector passed to compile + // to avoid treating leading and trailing + // spaces as combinators + var input = [], + results = [], + matcher = compile( selector.replace( rtrim, "$1" ) ); + + return matcher[ expando ] ? + markFunction( function( seed, matches, _context, xml ) { + var elem, + unmatched = matcher( seed, null, xml, [] ), + i = seed.length; + + // Match elements unmatched by `matcher` + while ( i-- ) { + if ( ( elem = unmatched[ i ] ) ) { + seed[ i ] = !( matches[ i ] = elem ); + } + } + } ) : + function( elem, _context, xml ) { + input[ 0 ] = elem; + matcher( input, null, xml, results ); + + // Don't keep the element (issue #299) + input[ 0 ] = null; + return !results.pop(); + }; + } ), + + "has": markFunction( function( selector ) { + return function( elem ) { + return Sizzle( selector, elem ).length > 0; + }; + } ), + + "contains": markFunction( function( text ) { + text = text.replace( runescape, funescape ); + return function( elem ) { + return ( elem.textContent || getText( elem ) ).indexOf( text ) > -1; + }; + } ), + + // "Whether an element is represented by a :lang() selector + // is based solely on the element's language value + // being equal to the identifier C, + // or beginning with the identifier C immediately followed by "-". + // The matching of C against the element's language value is performed case-insensitively. + // The identifier C does not have to be a valid language name." + // http://www.w3.org/TR/selectors/#lang-pseudo + "lang": markFunction( function( lang ) { + + // lang value must be a valid identifier + if ( !ridentifier.test( lang || "" ) ) { + Sizzle.error( "unsupported lang: " + lang ); + } + lang = lang.replace( runescape, funescape ).toLowerCase(); + return function( elem ) { + var elemLang; + do { + if ( ( elemLang = documentIsHTML ? + elem.lang : + elem.getAttribute( "xml:lang" ) || elem.getAttribute( "lang" ) ) ) { + + elemLang = elemLang.toLowerCase(); + return elemLang === lang || elemLang.indexOf( lang + "-" ) === 0; + } + } while ( ( elem = elem.parentNode ) && elem.nodeType === 1 ); + return false; + }; + } ), + + // Miscellaneous + "target": function( elem ) { + var hash = window.location && window.location.hash; + return hash && hash.slice( 1 ) === elem.id; + }, + + "root": function( elem ) { + return elem === docElem; + }, + + "focus": function( elem ) { + return elem === document.activeElement && + ( !document.hasFocus || document.hasFocus() ) && + !!( elem.type || elem.href || ~elem.tabIndex ); + }, + + // Boolean properties + "enabled": createDisabledPseudo( false ), + "disabled": createDisabledPseudo( true ), + + "checked": function( elem ) { + + // In CSS3, :checked should return both checked and selected elements + // http://www.w3.org/TR/2011/REC-css3-selectors-20110929/#checked + var nodeName = elem.nodeName.toLowerCase(); + return ( nodeName === "input" && !!elem.checked ) || + ( nodeName === "option" && !!elem.selected ); + }, + + "selected": function( elem ) { + + // Accessing this property makes selected-by-default + // options in Safari work properly + if ( elem.parentNode ) { + // eslint-disable-next-line no-unused-expressions + elem.parentNode.selectedIndex; + } + + return elem.selected === true; + }, + + // Contents + "empty": function( elem ) { + + // http://www.w3.org/TR/selectors/#empty-pseudo + // :empty is negated by element (1) or content nodes (text: 3; cdata: 4; entity ref: 5), + // but not by others (comment: 8; processing instruction: 7; etc.) + // nodeType < 6 works because attributes (2) do not appear as children + for ( elem = elem.firstChild; elem; elem = elem.nextSibling ) { + if ( elem.nodeType < 6 ) { + return false; + } + } + return true; + }, + + "parent": function( elem ) { + return !Expr.pseudos[ "empty" ]( elem ); + }, + + // Element/input types + "header": function( elem ) { + return rheader.test( elem.nodeName ); + }, + + "input": function( elem ) { + return rinputs.test( elem.nodeName ); + }, + + "button": function( elem ) { + var name = elem.nodeName.toLowerCase(); + return name === "input" && elem.type === "button" || name === "button"; + }, + + "text": function( elem ) { + var attr; + return elem.nodeName.toLowerCase() === "input" && + elem.type === "text" && + + // Support: IE<8 + // New HTML5 attribute values (e.g., "search") appear with elem.type === "text" + ( ( attr = elem.getAttribute( "type" ) ) == null || + attr.toLowerCase() === "text" ); + }, + + // Position-in-collection + "first": createPositionalPseudo( function() { + return [ 0 ]; + } ), + + "last": createPositionalPseudo( function( _matchIndexes, length ) { + return [ length - 1 ]; + } ), + + "eq": createPositionalPseudo( function( _matchIndexes, length, argument ) { + return [ argument < 0 ? argument + length : argument ]; + } ), + + "even": createPositionalPseudo( function( matchIndexes, length ) { + var i = 0; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "odd": createPositionalPseudo( function( matchIndexes, length ) { + var i = 1; + for ( ; i < length; i += 2 ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "lt": createPositionalPseudo( function( matchIndexes, length, argument ) { + var i = argument < 0 ? + argument + length : + argument > length ? + length : + argument; + for ( ; --i >= 0; ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ), + + "gt": createPositionalPseudo( function( matchIndexes, length, argument ) { + var i = argument < 0 ? argument + length : argument; + for ( ; ++i < length; ) { + matchIndexes.push( i ); + } + return matchIndexes; + } ) + } +}; + +Expr.pseudos[ "nth" ] = Expr.pseudos[ "eq" ]; + +// Add button/input type pseudos +for ( i in { radio: true, checkbox: true, file: true, password: true, image: true } ) { + Expr.pseudos[ i ] = createInputPseudo( i ); +} +for ( i in { submit: true, reset: true } ) { + Expr.pseudos[ i ] = createButtonPseudo( i ); +} + +// Easy API for creating new setFilters +function setFilters() {} +setFilters.prototype = Expr.filters = Expr.pseudos; +Expr.setFilters = new setFilters(); + +tokenize = Sizzle.tokenize = function( selector, parseOnly ) { + var matched, match, tokens, type, + soFar, groups, preFilters, + cached = tokenCache[ selector + " " ]; + + if ( cached ) { + return parseOnly ? 0 : cached.slice( 0 ); + } + + soFar = selector; + groups = []; + preFilters = Expr.preFilter; + + while ( soFar ) { + + // Comma and first run + if ( !matched || ( match = rcomma.exec( soFar ) ) ) { + if ( match ) { + + // Don't consume trailing commas as valid + soFar = soFar.slice( match[ 0 ].length ) || soFar; + } + groups.push( ( tokens = [] ) ); + } + + matched = false; + + // Combinators + if ( ( match = rcombinators.exec( soFar ) ) ) { + matched = match.shift(); + tokens.push( { + value: matched, + + // Cast descendant combinators to space + type: match[ 0 ].replace( rtrim, " " ) + } ); + soFar = soFar.slice( matched.length ); + } + + // Filters + for ( type in Expr.filter ) { + if ( ( match = matchExpr[ type ].exec( soFar ) ) && ( !preFilters[ type ] || + ( match = preFilters[ type ]( match ) ) ) ) { + matched = match.shift(); + tokens.push( { + value: matched, + type: type, + matches: match + } ); + soFar = soFar.slice( matched.length ); + } + } + + if ( !matched ) { + break; + } + } + + // Return the length of the invalid excess + // if we're just parsing + // Otherwise, throw an error or return tokens + return parseOnly ? + soFar.length : + soFar ? + Sizzle.error( selector ) : + + // Cache the tokens + tokenCache( selector, groups ).slice( 0 ); +}; + +function toSelector( tokens ) { + var i = 0, + len = tokens.length, + selector = ""; + for ( ; i < len; i++ ) { + selector += tokens[ i ].value; + } + return selector; +} + +function addCombinator( matcher, combinator, base ) { + var dir = combinator.dir, + skip = combinator.next, + key = skip || dir, + checkNonElements = base && key === "parentNode", + doneName = done++; + + return combinator.first ? + + // Check against closest ancestor/preceding element + function( elem, context, xml ) { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + return matcher( elem, context, xml ); + } + } + return false; + } : + + // Check against all ancestor/preceding elements + function( elem, context, xml ) { + var oldCache, uniqueCache, outerCache, + newCache = [ dirruns, doneName ]; + + // We can't set arbitrary data on XML nodes, so they don't benefit from combinator caching + if ( xml ) { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + if ( matcher( elem, context, xml ) ) { + return true; + } + } + } + } else { + while ( ( elem = elem[ dir ] ) ) { + if ( elem.nodeType === 1 || checkNonElements ) { + outerCache = elem[ expando ] || ( elem[ expando ] = {} ); + + // Support: IE <9 only + // Defend against cloned attroperties (jQuery gh-1709) + uniqueCache = outerCache[ elem.uniqueID ] || + ( outerCache[ elem.uniqueID ] = {} ); + + if ( skip && skip === elem.nodeName.toLowerCase() ) { + elem = elem[ dir ] || elem; + } else if ( ( oldCache = uniqueCache[ key ] ) && + oldCache[ 0 ] === dirruns && oldCache[ 1 ] === doneName ) { + + // Assign to newCache so results back-propagate to previous elements + return ( newCache[ 2 ] = oldCache[ 2 ] ); + } else { + + // Reuse newcache so results back-propagate to previous elements + uniqueCache[ key ] = newCache; + + // A match means we're done; a fail means we have to keep checking + if ( ( newCache[ 2 ] = matcher( elem, context, xml ) ) ) { + return true; + } + } + } + } + } + return false; + }; +} + +function elementMatcher( matchers ) { + return matchers.length > 1 ? + function( elem, context, xml ) { + var i = matchers.length; + while ( i-- ) { + if ( !matchers[ i ]( elem, context, xml ) ) { + return false; + } + } + return true; + } : + matchers[ 0 ]; +} + +function multipleContexts( selector, contexts, results ) { + var i = 0, + len = contexts.length; + for ( ; i < len; i++ ) { + Sizzle( selector, contexts[ i ], results ); + } + return results; +} + +function condense( unmatched, map, filter, context, xml ) { + var elem, + newUnmatched = [], + i = 0, + len = unmatched.length, + mapped = map != null; + + for ( ; i < len; i++ ) { + if ( ( elem = unmatched[ i ] ) ) { + if ( !filter || filter( elem, context, xml ) ) { + newUnmatched.push( elem ); + if ( mapped ) { + map.push( i ); + } + } + } + } + + return newUnmatched; +} + +function setMatcher( preFilter, selector, matcher, postFilter, postFinder, postSelector ) { + if ( postFilter && !postFilter[ expando ] ) { + postFilter = setMatcher( postFilter ); + } + if ( postFinder && !postFinder[ expando ] ) { + postFinder = setMatcher( postFinder, postSelector ); + } + return markFunction( function( seed, results, context, xml ) { + var temp, i, elem, + preMap = [], + postMap = [], + preexisting = results.length, + + // Get initial elements from seed or context + elems = seed || multipleContexts( + selector || "*", + context.nodeType ? [ context ] : context, + [] + ), + + // Prefilter to get matcher input, preserving a map for seed-results synchronization + matcherIn = preFilter && ( seed || !selector ) ? + condense( elems, preMap, preFilter, context, xml ) : + elems, + + matcherOut = matcher ? + + // If we have a postFinder, or filtered seed, or non-seed postFilter or preexisting results, + postFinder || ( seed ? preFilter : preexisting || postFilter ) ? + + // ...intermediate processing is necessary + [] : + + // ...otherwise use results directly + results : + matcherIn; + + // Find primary matches + if ( matcher ) { + matcher( matcherIn, matcherOut, context, xml ); + } + + // Apply postFilter + if ( postFilter ) { + temp = condense( matcherOut, postMap ); + postFilter( temp, [], context, xml ); + + // Un-match failing elements by moving them back to matcherIn + i = temp.length; + while ( i-- ) { + if ( ( elem = temp[ i ] ) ) { + matcherOut[ postMap[ i ] ] = !( matcherIn[ postMap[ i ] ] = elem ); + } + } + } + + if ( seed ) { + if ( postFinder || preFilter ) { + if ( postFinder ) { + + // Get the final matcherOut by condensing this intermediate into postFinder contexts + temp = []; + i = matcherOut.length; + while ( i-- ) { + if ( ( elem = matcherOut[ i ] ) ) { + + // Restore matcherIn since elem is not yet a final match + temp.push( ( matcherIn[ i ] = elem ) ); + } + } + postFinder( null, ( matcherOut = [] ), temp, xml ); + } + + // Move matched elements from seed to results to keep them synchronized + i = matcherOut.length; + while ( i-- ) { + if ( ( elem = matcherOut[ i ] ) && + ( temp = postFinder ? indexOf( seed, elem ) : preMap[ i ] ) > -1 ) { + + seed[ temp ] = !( results[ temp ] = elem ); + } + } + } + + // Add elements to results, through postFinder if defined + } else { + matcherOut = condense( + matcherOut === results ? + matcherOut.splice( preexisting, matcherOut.length ) : + matcherOut + ); + if ( postFinder ) { + postFinder( null, results, matcherOut, xml ); + } else { + push.apply( results, matcherOut ); + } + } + } ); +} + +function matcherFromTokens( tokens ) { + var checkContext, matcher, j, + len = tokens.length, + leadingRelative = Expr.relative[ tokens[ 0 ].type ], + implicitRelative = leadingRelative || Expr.relative[ " " ], + i = leadingRelative ? 1 : 0, + + // The foundational matcher ensures that elements are reachable from top-level context(s) + matchContext = addCombinator( function( elem ) { + return elem === checkContext; + }, implicitRelative, true ), + matchAnyContext = addCombinator( function( elem ) { + return indexOf( checkContext, elem ) > -1; + }, implicitRelative, true ), + matchers = [ function( elem, context, xml ) { + var ret = ( !leadingRelative && ( xml || context !== outermostContext ) ) || ( + ( checkContext = context ).nodeType ? + matchContext( elem, context, xml ) : + matchAnyContext( elem, context, xml ) ); + + // Avoid hanging onto element (issue #299) + checkContext = null; + return ret; + } ]; + + for ( ; i < len; i++ ) { + if ( ( matcher = Expr.relative[ tokens[ i ].type ] ) ) { + matchers = [ addCombinator( elementMatcher( matchers ), matcher ) ]; + } else { + matcher = Expr.filter[ tokens[ i ].type ].apply( null, tokens[ i ].matches ); + + // Return special upon seeing a positional matcher + if ( matcher[ expando ] ) { + + // Find the next relative operator (if any) for proper handling + j = ++i; + for ( ; j < len; j++ ) { + if ( Expr.relative[ tokens[ j ].type ] ) { + break; + } + } + return setMatcher( + i > 1 && elementMatcher( matchers ), + i > 1 && toSelector( + + // If the preceding token was a descendant combinator, insert an implicit any-element `*` + tokens + .slice( 0, i - 1 ) + .concat( { value: tokens[ i - 2 ].type === " " ? "*" : "" } ) + ).replace( rtrim, "$1" ), + matcher, + i < j && matcherFromTokens( tokens.slice( i, j ) ), + j < len && matcherFromTokens( ( tokens = tokens.slice( j ) ) ), + j < len && toSelector( tokens ) + ); + } + matchers.push( matcher ); + } + } + + return elementMatcher( matchers ); +} + +function matcherFromGroupMatchers( elementMatchers, setMatchers ) { + var bySet = setMatchers.length > 0, + byElement = elementMatchers.length > 0, + superMatcher = function( seed, context, xml, results, outermost ) { + var elem, j, matcher, + matchedCount = 0, + i = "0", + unmatched = seed && [], + setMatched = [], + contextBackup = outermostContext, + + // We must always have either seed elements or outermost context + elems = seed || byElement && Expr.find[ "TAG" ]( "*", outermost ), + + // Use integer dirruns iff this is the outermost matcher + dirrunsUnique = ( dirruns += contextBackup == null ? 1 : Math.random() || 0.1 ), + len = elems.length; + + if ( outermost ) { + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + outermostContext = context == document || context || outermost; + } + + // Add elements passing elementMatchers directly to results + // Support: IE<9, Safari + // Tolerate NodeList properties (IE: "length"; Safari: ) matching elements by id + for ( ; i !== len && ( elem = elems[ i ] ) != null; i++ ) { + if ( byElement && elem ) { + j = 0; + + // Support: IE 11+, Edge 17 - 18+ + // IE/Edge sometimes throw a "Permission denied" error when strict-comparing + // two documents; shallow comparisons work. + // eslint-disable-next-line eqeqeq + if ( !context && elem.ownerDocument != document ) { + setDocument( elem ); + xml = !documentIsHTML; + } + while ( ( matcher = elementMatchers[ j++ ] ) ) { + if ( matcher( elem, context || document, xml ) ) { + results.push( elem ); + break; + } + } + if ( outermost ) { + dirruns = dirrunsUnique; + } + } + + // Track unmatched elements for set filters + if ( bySet ) { + + // They will have gone through all possible matchers + if ( ( elem = !matcher && elem ) ) { + matchedCount--; + } + + // Lengthen the array for every element, matched or not + if ( seed ) { + unmatched.push( elem ); + } + } + } + + // `i` is now the count of elements visited above, and adding it to `matchedCount` + // makes the latter nonnegative. + matchedCount += i; + + // Apply set filters to unmatched elements + // NOTE: This can be skipped if there are no unmatched elements (i.e., `matchedCount` + // equals `i`), unless we didn't visit _any_ elements in the above loop because we have + // no element matchers and no seed. + // Incrementing an initially-string "0" `i` allows `i` to remain a string only in that + // case, which will result in a "00" `matchedCount` that differs from `i` but is also + // numerically zero. + if ( bySet && i !== matchedCount ) { + j = 0; + while ( ( matcher = setMatchers[ j++ ] ) ) { + matcher( unmatched, setMatched, context, xml ); + } + + if ( seed ) { + + // Reintegrate element matches to eliminate the need for sorting + if ( matchedCount > 0 ) { + while ( i-- ) { + if ( !( unmatched[ i ] || setMatched[ i ] ) ) { + setMatched[ i ] = pop.call( results ); + } + } + } + + // Discard index placeholder values to get only actual matches + setMatched = condense( setMatched ); + } + + // Add matches to results + push.apply( results, setMatched ); + + // Seedless set matches succeeding multiple successful matchers stipulate sorting + if ( outermost && !seed && setMatched.length > 0 && + ( matchedCount + setMatchers.length ) > 1 ) { + + Sizzle.uniqueSort( results ); + } + } + + // Override manipulation of globals by nested matchers + if ( outermost ) { + dirruns = dirrunsUnique; + outermostContext = contextBackup; + } + + return unmatched; + }; + + return bySet ? + markFunction( superMatcher ) : + superMatcher; +} + +compile = Sizzle.compile = function( selector, match /* Internal Use Only */ ) { + var i, + setMatchers = [], + elementMatchers = [], + cached = compilerCache[ selector + " " ]; + + if ( !cached ) { + + // Generate a function of recursive functions that can be used to check each element + if ( !match ) { + match = tokenize( selector ); + } + i = match.length; + while ( i-- ) { + cached = matcherFromTokens( match[ i ] ); + if ( cached[ expando ] ) { + setMatchers.push( cached ); + } else { + elementMatchers.push( cached ); + } + } + + // Cache the compiled function + cached = compilerCache( + selector, + matcherFromGroupMatchers( elementMatchers, setMatchers ) + ); + + // Save selector and tokenization + cached.selector = selector; + } + return cached; +}; + +/** + * A low-level selection function that works with Sizzle's compiled + * selector functions + * @param {String|Function} selector A selector or a pre-compiled + * selector function built with Sizzle.compile + * @param {Element} context + * @param {Array} [results] + * @param {Array} [seed] A set of elements to match against + */ +select = Sizzle.select = function( selector, context, results, seed ) { + var i, tokens, token, type, find, + compiled = typeof selector === "function" && selector, + match = !seed && tokenize( ( selector = compiled.selector || selector ) ); + + results = results || []; + + // Try to minimize operations if there is only one selector in the list and no seed + // (the latter of which guarantees us context) + if ( match.length === 1 ) { + + // Reduce context if the leading compound selector is an ID + tokens = match[ 0 ] = match[ 0 ].slice( 0 ); + if ( tokens.length > 2 && ( token = tokens[ 0 ] ).type === "ID" && + context.nodeType === 9 && documentIsHTML && Expr.relative[ tokens[ 1 ].type ] ) { + + context = ( Expr.find[ "ID" ]( token.matches[ 0 ] + .replace( runescape, funescape ), context ) || [] )[ 0 ]; + if ( !context ) { + return results; + + // Precompiled matchers will still verify ancestry, so step up a level + } else if ( compiled ) { + context = context.parentNode; + } + + selector = selector.slice( tokens.shift().value.length ); + } + + // Fetch a seed set for right-to-left matching + i = matchExpr[ "needsContext" ].test( selector ) ? 0 : tokens.length; + while ( i-- ) { + token = tokens[ i ]; + + // Abort if we hit a combinator + if ( Expr.relative[ ( type = token.type ) ] ) { + break; + } + if ( ( find = Expr.find[ type ] ) ) { + + // Search, expanding context for leading sibling combinators + if ( ( seed = find( + token.matches[ 0 ].replace( runescape, funescape ), + rsibling.test( tokens[ 0 ].type ) && testContext( context.parentNode ) || + context + ) ) ) { + + // If seed is empty or no tokens remain, we can return early + tokens.splice( i, 1 ); + selector = seed.length && toSelector( tokens ); + if ( !selector ) { + push.apply( results, seed ); + return results; + } + + break; + } + } + } + } + + // Compile and execute a filtering function if one is not provided + // Provide `match` to avoid retokenization if we modified the selector above + ( compiled || compile( selector, match ) )( + seed, + context, + !documentIsHTML, + results, + !context || rsibling.test( selector ) && testContext( context.parentNode ) || context + ); + return results; +}; + +// One-time assignments + +// Sort stability +support.sortStable = expando.split( "" ).sort( sortOrder ).join( "" ) === expando; + +// Support: Chrome 14-35+ +// Always assume duplicates if they aren't passed to the comparison function +support.detectDuplicates = !!hasDuplicate; + +// Initialize against the default document +setDocument(); + +// Support: Webkit<537.32 - Safari 6.0.3/Chrome 25 (fixed in Chrome 27) +// Detached nodes confoundingly follow *each other* +support.sortDetached = assert( function( el ) { + + // Should return 1, but returns 4 (following) + return el.compareDocumentPosition( document.createElement( "fieldset" ) ) & 1; +} ); + +// Support: IE<8 +// Prevent attribute/property "interpolation" +// https://msdn.microsoft.com/en-us/library/ms536429%28VS.85%29.aspx +if ( !assert( function( el ) { + el.innerHTML = ""; + return el.firstChild.getAttribute( "href" ) === "#"; +} ) ) { + addHandle( "type|href|height|width", function( elem, name, isXML ) { + if ( !isXML ) { + return elem.getAttribute( name, name.toLowerCase() === "type" ? 1 : 2 ); + } + } ); +} + +// Support: IE<9 +// Use defaultValue in place of getAttribute("value") +if ( !support.attributes || !assert( function( el ) { + el.innerHTML = ""; + el.firstChild.setAttribute( "value", "" ); + return el.firstChild.getAttribute( "value" ) === ""; +} ) ) { + addHandle( "value", function( elem, _name, isXML ) { + if ( !isXML && elem.nodeName.toLowerCase() === "input" ) { + return elem.defaultValue; + } + } ); +} + +// Support: IE<9 +// Use getAttributeNode to fetch booleans when getAttribute lies +if ( !assert( function( el ) { + return el.getAttribute( "disabled" ) == null; +} ) ) { + addHandle( booleans, function( elem, name, isXML ) { + var val; + if ( !isXML ) { + return elem[ name ] === true ? name.toLowerCase() : + ( val = elem.getAttributeNode( name ) ) && val.specified ? + val.value : + null; + } + } ); +} + +return Sizzle; + +} )( window ); + + + +jQuery.find = Sizzle; +jQuery.expr = Sizzle.selectors; + +// Deprecated +jQuery.expr[ ":" ] = jQuery.expr.pseudos; +jQuery.uniqueSort = jQuery.unique = Sizzle.uniqueSort; +jQuery.text = Sizzle.getText; +jQuery.isXMLDoc = Sizzle.isXML; +jQuery.contains = Sizzle.contains; +jQuery.escapeSelector = Sizzle.escape; + + + + +var dir = function( elem, dir, until ) { + var matched = [], + truncate = until !== undefined; + + while ( ( elem = elem[ dir ] ) && elem.nodeType !== 9 ) { + if ( elem.nodeType === 1 ) { + if ( truncate && jQuery( elem ).is( until ) ) { + break; + } + matched.push( elem ); + } + } + return matched; +}; + + +var siblings = function( n, elem ) { + var matched = []; + + for ( ; n; n = n.nextSibling ) { + if ( n.nodeType === 1 && n !== elem ) { + matched.push( n ); + } + } + + return matched; +}; + + +var rneedsContext = jQuery.expr.match.needsContext; + + + +function nodeName( elem, name ) { + + return elem.nodeName && elem.nodeName.toLowerCase() === name.toLowerCase(); + +} +var rsingleTag = ( /^<([a-z][^\/\0>:\x20\t\r\n\f]*)[\x20\t\r\n\f]*\/?>(?:<\/\1>|)$/i ); + + + +// Implement the identical functionality for filter and not +function winnow( elements, qualifier, not ) { + if ( isFunction( qualifier ) ) { + return jQuery.grep( elements, function( elem, i ) { + return !!qualifier.call( elem, i, elem ) !== not; + } ); + } + + // Single element + if ( qualifier.nodeType ) { + return jQuery.grep( elements, function( elem ) { + return ( elem === qualifier ) !== not; + } ); + } + + // Arraylike of elements (jQuery, arguments, Array) + if ( typeof qualifier !== "string" ) { + return jQuery.grep( elements, function( elem ) { + return ( indexOf.call( qualifier, elem ) > -1 ) !== not; + } ); + } + + // Filtered directly for both simple and complex selectors + return jQuery.filter( qualifier, elements, not ); +} + +jQuery.filter = function( expr, elems, not ) { + var elem = elems[ 0 ]; + + if ( not ) { + expr = ":not(" + expr + ")"; + } + + if ( elems.length === 1 && elem.nodeType === 1 ) { + return jQuery.find.matchesSelector( elem, expr ) ? [ elem ] : []; + } + + return jQuery.find.matches( expr, jQuery.grep( elems, function( elem ) { + return elem.nodeType === 1; + } ) ); +}; + +jQuery.fn.extend( { + find: function( selector ) { + var i, ret, + len = this.length, + self = this; + + if ( typeof selector !== "string" ) { + return this.pushStack( jQuery( selector ).filter( function() { + for ( i = 0; i < len; i++ ) { + if ( jQuery.contains( self[ i ], this ) ) { + return true; + } + } + } ) ); + } + + ret = this.pushStack( [] ); + + for ( i = 0; i < len; i++ ) { + jQuery.find( selector, self[ i ], ret ); + } + + return len > 1 ? jQuery.uniqueSort( ret ) : ret; + }, + filter: function( selector ) { + return this.pushStack( winnow( this, selector || [], false ) ); + }, + not: function( selector ) { + return this.pushStack( winnow( this, selector || [], true ) ); + }, + is: function( selector ) { + return !!winnow( + this, + + // If this is a positional/relative selector, check membership in the returned set + // so $("p:first").is("p:last") won't return true for a doc with two "p". + typeof selector === "string" && rneedsContext.test( selector ) ? + jQuery( selector ) : + selector || [], + false + ).length; + } +} ); + + +// Initialize a jQuery object + + +// A central reference to the root jQuery(document) +var rootjQuery, + + // A simple way to check for HTML strings + // Prioritize #id over to avoid XSS via location.hash (#9521) + // Strict HTML recognition (#11290: must start with <) + // Shortcut simple #id case for speed + rquickExpr = /^(?:\s*(<[\w\W]+>)[^>]*|#([\w-]+))$/, + + init = jQuery.fn.init = function( selector, context, root ) { + var match, elem; + + // HANDLE: $(""), $(null), $(undefined), $(false) + if ( !selector ) { + return this; + } + + // Method init() accepts an alternate rootjQuery + // so migrate can support jQuery.sub (gh-2101) + root = root || rootjQuery; + + // Handle HTML strings + if ( typeof selector === "string" ) { + if ( selector[ 0 ] === "<" && + selector[ selector.length - 1 ] === ">" && + selector.length >= 3 ) { + + // Assume that strings that start and end with <> are HTML and skip the regex check + match = [ null, selector, null ]; + + } else { + match = rquickExpr.exec( selector ); + } + + // Match html or make sure no context is specified for #id + if ( match && ( match[ 1 ] || !context ) ) { + + // HANDLE: $(html) -> $(array) + if ( match[ 1 ] ) { + context = context instanceof jQuery ? context[ 0 ] : context; + + // Option to run scripts is true for back-compat + // Intentionally let the error be thrown if parseHTML is not present + jQuery.merge( this, jQuery.parseHTML( + match[ 1 ], + context && context.nodeType ? context.ownerDocument || context : document, + true + ) ); + + // HANDLE: $(html, props) + if ( rsingleTag.test( match[ 1 ] ) && jQuery.isPlainObject( context ) ) { + for ( match in context ) { + + // Properties of context are called as methods if possible + if ( isFunction( this[ match ] ) ) { + this[ match ]( context[ match ] ); + + // ...and otherwise set as attributes + } else { + this.attr( match, context[ match ] ); + } + } + } + + return this; + + // HANDLE: $(#id) + } else { + elem = document.getElementById( match[ 2 ] ); + + if ( elem ) { + + // Inject the element directly into the jQuery object + this[ 0 ] = elem; + this.length = 1; + } + return this; + } + + // HANDLE: $(expr, $(...)) + } else if ( !context || context.jquery ) { + return ( context || root ).find( selector ); + + // HANDLE: $(expr, context) + // (which is just equivalent to: $(context).find(expr) + } else { + return this.constructor( context ).find( selector ); + } + + // HANDLE: $(DOMElement) + } else if ( selector.nodeType ) { + this[ 0 ] = selector; + this.length = 1; + return this; + + // HANDLE: $(function) + // Shortcut for document ready + } else if ( isFunction( selector ) ) { + return root.ready !== undefined ? + root.ready( selector ) : + + // Execute immediately if ready is not present + selector( jQuery ); + } + + return jQuery.makeArray( selector, this ); + }; + +// Give the init function the jQuery prototype for later instantiation +init.prototype = jQuery.fn; + +// Initialize central reference +rootjQuery = jQuery( document ); + + +var rparentsprev = /^(?:parents|prev(?:Until|All))/, + + // Methods guaranteed to produce a unique set when starting from a unique set + guaranteedUnique = { + children: true, + contents: true, + next: true, + prev: true + }; + +jQuery.fn.extend( { + has: function( target ) { + var targets = jQuery( target, this ), + l = targets.length; + + return this.filter( function() { + var i = 0; + for ( ; i < l; i++ ) { + if ( jQuery.contains( this, targets[ i ] ) ) { + return true; + } + } + } ); + }, + + closest: function( selectors, context ) { + var cur, + i = 0, + l = this.length, + matched = [], + targets = typeof selectors !== "string" && jQuery( selectors ); + + // Positional selectors never match, since there's no _selection_ context + if ( !rneedsContext.test( selectors ) ) { + for ( ; i < l; i++ ) { + for ( cur = this[ i ]; cur && cur !== context; cur = cur.parentNode ) { + + // Always skip document fragments + if ( cur.nodeType < 11 && ( targets ? + targets.index( cur ) > -1 : + + // Don't pass non-elements to Sizzle + cur.nodeType === 1 && + jQuery.find.matchesSelector( cur, selectors ) ) ) { + + matched.push( cur ); + break; + } + } + } + } + + return this.pushStack( matched.length > 1 ? jQuery.uniqueSort( matched ) : matched ); + }, + + // Determine the position of an element within the set + index: function( elem ) { + + // No argument, return index in parent + if ( !elem ) { + return ( this[ 0 ] && this[ 0 ].parentNode ) ? this.first().prevAll().length : -1; + } + + // Index in selector + if ( typeof elem === "string" ) { + return indexOf.call( jQuery( elem ), this[ 0 ] ); + } + + // Locate the position of the desired element + return indexOf.call( this, + + // If it receives a jQuery object, the first element is used + elem.jquery ? elem[ 0 ] : elem + ); + }, + + add: function( selector, context ) { + return this.pushStack( + jQuery.uniqueSort( + jQuery.merge( this.get(), jQuery( selector, context ) ) + ) + ); + }, + + addBack: function( selector ) { + return this.add( selector == null ? + this.prevObject : this.prevObject.filter( selector ) + ); + } +} ); + +function sibling( cur, dir ) { + while ( ( cur = cur[ dir ] ) && cur.nodeType !== 1 ) {} + return cur; +} + +jQuery.each( { + parent: function( elem ) { + var parent = elem.parentNode; + return parent && parent.nodeType !== 11 ? parent : null; + }, + parents: function( elem ) { + return dir( elem, "parentNode" ); + }, + parentsUntil: function( elem, _i, until ) { + return dir( elem, "parentNode", until ); + }, + next: function( elem ) { + return sibling( elem, "nextSibling" ); + }, + prev: function( elem ) { + return sibling( elem, "previousSibling" ); + }, + nextAll: function( elem ) { + return dir( elem, "nextSibling" ); + }, + prevAll: function( elem ) { + return dir( elem, "previousSibling" ); + }, + nextUntil: function( elem, _i, until ) { + return dir( elem, "nextSibling", until ); + }, + prevUntil: function( elem, _i, until ) { + return dir( elem, "previousSibling", until ); + }, + siblings: function( elem ) { + return siblings( ( elem.parentNode || {} ).firstChild, elem ); + }, + children: function( elem ) { + return siblings( elem.firstChild ); + }, + contents: function( elem ) { + if ( elem.contentDocument != null && + + // Support: IE 11+ + // elements with no `data` attribute has an object + // `contentDocument` with a `null` prototype. + getProto( elem.contentDocument ) ) { + + return elem.contentDocument; + } + + // Support: IE 9 - 11 only, iOS 7 only, Android Browser <=4.3 only + // Treat the template element as a regular one in browsers that + // don't support it. + if ( nodeName( elem, "template" ) ) { + elem = elem.content || elem; + } + + return jQuery.merge( [], elem.childNodes ); + } +}, function( name, fn ) { + jQuery.fn[ name ] = function( until, selector ) { + var matched = jQuery.map( this, fn, until ); + + if ( name.slice( -5 ) !== "Until" ) { + selector = until; + } + + if ( selector && typeof selector === "string" ) { + matched = jQuery.filter( selector, matched ); + } + + if ( this.length > 1 ) { + + // Remove duplicates + if ( !guaranteedUnique[ name ] ) { + jQuery.uniqueSort( matched ); + } + + // Reverse order for parents* and prev-derivatives + if ( rparentsprev.test( name ) ) { + matched.reverse(); + } + } + + return this.pushStack( matched ); + }; +} ); +var rnothtmlwhite = ( /[^\x20\t\r\n\f]+/g ); + + + +// Convert String-formatted options into Object-formatted ones +function createOptions( options ) { + var object = {}; + jQuery.each( options.match( rnothtmlwhite ) || [], function( _, flag ) { + object[ flag ] = true; + } ); + return object; +} + +/* + * Create a callback list using the following parameters: + * + * options: an optional list of space-separated options that will change how + * the callback list behaves or a more traditional option object + * + * By default a callback list will act like an event callback list and can be + * "fired" multiple times. + * + * Possible options: + * + * once: will ensure the callback list can only be fired once (like a Deferred) + * + * memory: will keep track of previous values and will call any callback added + * after the list has been fired right away with the latest "memorized" + * values (like a Deferred) + * + * unique: will ensure a callback can only be added once (no duplicate in the list) + * + * stopOnFalse: interrupt callings when a callback returns false + * + */ +jQuery.Callbacks = function( options ) { + + // Convert options from String-formatted to Object-formatted if needed + // (we check in cache first) + options = typeof options === "string" ? + createOptions( options ) : + jQuery.extend( {}, options ); + + var // Flag to know if list is currently firing + firing, + + // Last fire value for non-forgettable lists + memory, + + // Flag to know if list was already fired + fired, + + // Flag to prevent firing + locked, + + // Actual callback list + list = [], + + // Queue of execution data for repeatable lists + queue = [], + + // Index of currently firing callback (modified by add/remove as needed) + firingIndex = -1, + + // Fire callbacks + fire = function() { + + // Enforce single-firing + locked = locked || options.once; + + // Execute callbacks for all pending executions, + // respecting firingIndex overrides and runtime changes + fired = firing = true; + for ( ; queue.length; firingIndex = -1 ) { + memory = queue.shift(); + while ( ++firingIndex < list.length ) { + + // Run callback and check for early termination + if ( list[ firingIndex ].apply( memory[ 0 ], memory[ 1 ] ) === false && + options.stopOnFalse ) { + + // Jump to end and forget the data so .add doesn't re-fire + firingIndex = list.length; + memory = false; + } + } + } + + // Forget the data if we're done with it + if ( !options.memory ) { + memory = false; + } + + firing = false; + + // Clean up if we're done firing for good + if ( locked ) { + + // Keep an empty list if we have data for future add calls + if ( memory ) { + list = []; + + // Otherwise, this object is spent + } else { + list = ""; + } + } + }, + + // Actual Callbacks object + self = { + + // Add a callback or a collection of callbacks to the list + add: function() { + if ( list ) { + + // If we have memory from a past run, we should fire after adding + if ( memory && !firing ) { + firingIndex = list.length - 1; + queue.push( memory ); + } + + ( function add( args ) { + jQuery.each( args, function( _, arg ) { + if ( isFunction( arg ) ) { + if ( !options.unique || !self.has( arg ) ) { + list.push( arg ); + } + } else if ( arg && arg.length && toType( arg ) !== "string" ) { + + // Inspect recursively + add( arg ); + } + } ); + } )( arguments ); + + if ( memory && !firing ) { + fire(); + } + } + return this; + }, + + // Remove a callback from the list + remove: function() { + jQuery.each( arguments, function( _, arg ) { + var index; + while ( ( index = jQuery.inArray( arg, list, index ) ) > -1 ) { + list.splice( index, 1 ); + + // Handle firing indexes + if ( index <= firingIndex ) { + firingIndex--; + } + } + } ); + return this; + }, + + // Check if a given callback is in the list. + // If no argument is given, return whether or not list has callbacks attached. + has: function( fn ) { + return fn ? + jQuery.inArray( fn, list ) > -1 : + list.length > 0; + }, + + // Remove all callbacks from the list + empty: function() { + if ( list ) { + list = []; + } + return this; + }, + + // Disable .fire and .add + // Abort any current/pending executions + // Clear all callbacks and values + disable: function() { + locked = queue = []; + list = memory = ""; + return this; + }, + disabled: function() { + return !list; + }, + + // Disable .fire + // Also disable .add unless we have memory (since it would have no effect) + // Abort any pending executions + lock: function() { + locked = queue = []; + if ( !memory && !firing ) { + list = memory = ""; + } + return this; + }, + locked: function() { + return !!locked; + }, + + // Call all callbacks with the given context and arguments + fireWith: function( context, args ) { + if ( !locked ) { + args = args || []; + args = [ context, args.slice ? args.slice() : args ]; + queue.push( args ); + if ( !firing ) { + fire(); + } + } + return this; + }, + + // Call all the callbacks with the given arguments + fire: function() { + self.fireWith( this, arguments ); + return this; + }, + + // To know if the callbacks have already been called at least once + fired: function() { + return !!fired; + } + }; + + return self; +}; + + +function Identity( v ) { + return v; +} +function Thrower( ex ) { + throw ex; +} + +function adoptValue( value, resolve, reject, noValue ) { + var method; + + try { + + // Check for promise aspect first to privilege synchronous behavior + if ( value && isFunction( ( method = value.promise ) ) ) { + method.call( value ).done( resolve ).fail( reject ); + + // Other thenables + } else if ( value && isFunction( ( method = value.then ) ) ) { + method.call( value, resolve, reject ); + + // Other non-thenables + } else { + + // Control `resolve` arguments by letting Array#slice cast boolean `noValue` to integer: + // * false: [ value ].slice( 0 ) => resolve( value ) + // * true: [ value ].slice( 1 ) => resolve() + resolve.apply( undefined, [ value ].slice( noValue ) ); + } + + // For Promises/A+, convert exceptions into rejections + // Since jQuery.when doesn't unwrap thenables, we can skip the extra checks appearing in + // Deferred#then to conditionally suppress rejection. + } catch ( value ) { + + // Support: Android 4.0 only + // Strict mode functions invoked without .call/.apply get global-object context + reject.apply( undefined, [ value ] ); + } +} + +jQuery.extend( { + + Deferred: function( func ) { + var tuples = [ + + // action, add listener, callbacks, + // ... .then handlers, argument index, [final state] + [ "notify", "progress", jQuery.Callbacks( "memory" ), + jQuery.Callbacks( "memory" ), 2 ], + [ "resolve", "done", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 0, "resolved" ], + [ "reject", "fail", jQuery.Callbacks( "once memory" ), + jQuery.Callbacks( "once memory" ), 1, "rejected" ] + ], + state = "pending", + promise = { + state: function() { + return state; + }, + always: function() { + deferred.done( arguments ).fail( arguments ); + return this; + }, + "catch": function( fn ) { + return promise.then( null, fn ); + }, + + // Keep pipe for back-compat + pipe: function( /* fnDone, fnFail, fnProgress */ ) { + var fns = arguments; + + return jQuery.Deferred( function( newDefer ) { + jQuery.each( tuples, function( _i, tuple ) { + + // Map tuples (progress, done, fail) to arguments (done, fail, progress) + var fn = isFunction( fns[ tuple[ 4 ] ] ) && fns[ tuple[ 4 ] ]; + + // deferred.progress(function() { bind to newDefer or newDefer.notify }) + // deferred.done(function() { bind to newDefer or newDefer.resolve }) + // deferred.fail(function() { bind to newDefer or newDefer.reject }) + deferred[ tuple[ 1 ] ]( function() { + var returned = fn && fn.apply( this, arguments ); + if ( returned && isFunction( returned.promise ) ) { + returned.promise() + .progress( newDefer.notify ) + .done( newDefer.resolve ) + .fail( newDefer.reject ); + } else { + newDefer[ tuple[ 0 ] + "With" ]( + this, + fn ? [ returned ] : arguments + ); + } + } ); + } ); + fns = null; + } ).promise(); + }, + then: function( onFulfilled, onRejected, onProgress ) { + var maxDepth = 0; + function resolve( depth, deferred, handler, special ) { + return function() { + var that = this, + args = arguments, + mightThrow = function() { + var returned, then; + + // Support: Promises/A+ section 2.3.3.3.3 + // https://promisesaplus.com/#point-59 + // Ignore double-resolution attempts + if ( depth < maxDepth ) { + return; + } + + returned = handler.apply( that, args ); + + // Support: Promises/A+ section 2.3.1 + // https://promisesaplus.com/#point-48 + if ( returned === deferred.promise() ) { + throw new TypeError( "Thenable self-resolution" ); + } + + // Support: Promises/A+ sections 2.3.3.1, 3.5 + // https://promisesaplus.com/#point-54 + // https://promisesaplus.com/#point-75 + // Retrieve `then` only once + then = returned && + + // Support: Promises/A+ section 2.3.4 + // https://promisesaplus.com/#point-64 + // Only check objects and functions for thenability + ( typeof returned === "object" || + typeof returned === "function" ) && + returned.then; + + // Handle a returned thenable + if ( isFunction( then ) ) { + + // Special processors (notify) just wait for resolution + if ( special ) { + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ) + ); + + // Normal processors (resolve) also hook into progress + } else { + + // ...and disregard older resolution values + maxDepth++; + + then.call( + returned, + resolve( maxDepth, deferred, Identity, special ), + resolve( maxDepth, deferred, Thrower, special ), + resolve( maxDepth, deferred, Identity, + deferred.notifyWith ) + ); + } + + // Handle all other returned values + } else { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Identity ) { + that = undefined; + args = [ returned ]; + } + + // Process the value(s) + // Default process is resolve + ( special || deferred.resolveWith )( that, args ); + } + }, + + // Only normal processors (resolve) catch and reject exceptions + process = special ? + mightThrow : + function() { + try { + mightThrow(); + } catch ( e ) { + + if ( jQuery.Deferred.exceptionHook ) { + jQuery.Deferred.exceptionHook( e, + process.stackTrace ); + } + + // Support: Promises/A+ section 2.3.3.3.4.1 + // https://promisesaplus.com/#point-61 + // Ignore post-resolution exceptions + if ( depth + 1 >= maxDepth ) { + + // Only substitute handlers pass on context + // and multiple values (non-spec behavior) + if ( handler !== Thrower ) { + that = undefined; + args = [ e ]; + } + + deferred.rejectWith( that, args ); + } + } + }; + + // Support: Promises/A+ section 2.3.3.3.1 + // https://promisesaplus.com/#point-57 + // Re-resolve promises immediately to dodge false rejection from + // subsequent errors + if ( depth ) { + process(); + } else { + + // Call an optional hook to record the stack, in case of exception + // since it's otherwise lost when execution goes async + if ( jQuery.Deferred.getStackHook ) { + process.stackTrace = jQuery.Deferred.getStackHook(); + } + window.setTimeout( process ); + } + }; + } + + return jQuery.Deferred( function( newDefer ) { + + // progress_handlers.add( ... ) + tuples[ 0 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onProgress ) ? + onProgress : + Identity, + newDefer.notifyWith + ) + ); + + // fulfilled_handlers.add( ... ) + tuples[ 1 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onFulfilled ) ? + onFulfilled : + Identity + ) + ); + + // rejected_handlers.add( ... ) + tuples[ 2 ][ 3 ].add( + resolve( + 0, + newDefer, + isFunction( onRejected ) ? + onRejected : + Thrower + ) + ); + } ).promise(); + }, + + // Get a promise for this deferred + // If obj is provided, the promise aspect is added to the object + promise: function( obj ) { + return obj != null ? jQuery.extend( obj, promise ) : promise; + } + }, + deferred = {}; + + // Add list-specific methods + jQuery.each( tuples, function( i, tuple ) { + var list = tuple[ 2 ], + stateString = tuple[ 5 ]; + + // promise.progress = list.add + // promise.done = list.add + // promise.fail = list.add + promise[ tuple[ 1 ] ] = list.add; + + // Handle state + if ( stateString ) { + list.add( + function() { + + // state = "resolved" (i.e., fulfilled) + // state = "rejected" + state = stateString; + }, + + // rejected_callbacks.disable + // fulfilled_callbacks.disable + tuples[ 3 - i ][ 2 ].disable, + + // rejected_handlers.disable + // fulfilled_handlers.disable + tuples[ 3 - i ][ 3 ].disable, + + // progress_callbacks.lock + tuples[ 0 ][ 2 ].lock, + + // progress_handlers.lock + tuples[ 0 ][ 3 ].lock + ); + } + + // progress_handlers.fire + // fulfilled_handlers.fire + // rejected_handlers.fire + list.add( tuple[ 3 ].fire ); + + // deferred.notify = function() { deferred.notifyWith(...) } + // deferred.resolve = function() { deferred.resolveWith(...) } + // deferred.reject = function() { deferred.rejectWith(...) } + deferred[ tuple[ 0 ] ] = function() { + deferred[ tuple[ 0 ] + "With" ]( this === deferred ? undefined : this, arguments ); + return this; + }; + + // deferred.notifyWith = list.fireWith + // deferred.resolveWith = list.fireWith + // deferred.rejectWith = list.fireWith + deferred[ tuple[ 0 ] + "With" ] = list.fireWith; + } ); + + // Make the deferred a promise + promise.promise( deferred ); + + // Call given func if any + if ( func ) { + func.call( deferred, deferred ); + } + + // All done! + return deferred; + }, + + // Deferred helper + when: function( singleValue ) { + var + + // count of uncompleted subordinates + remaining = arguments.length, + + // count of unprocessed arguments + i = remaining, + + // subordinate fulfillment data + resolveContexts = Array( i ), + resolveValues = slice.call( arguments ), + + // the primary Deferred + primary = jQuery.Deferred(), + + // subordinate callback factory + updateFunc = function( i ) { + return function( value ) { + resolveContexts[ i ] = this; + resolveValues[ i ] = arguments.length > 1 ? slice.call( arguments ) : value; + if ( !( --remaining ) ) { + primary.resolveWith( resolveContexts, resolveValues ); + } + }; + }; + + // Single- and empty arguments are adopted like Promise.resolve + if ( remaining <= 1 ) { + adoptValue( singleValue, primary.done( updateFunc( i ) ).resolve, primary.reject, + !remaining ); + + // Use .then() to unwrap secondary thenables (cf. gh-3000) + if ( primary.state() === "pending" || + isFunction( resolveValues[ i ] && resolveValues[ i ].then ) ) { + + return primary.then(); + } + } + + // Multiple arguments are aggregated like Promise.all array elements + while ( i-- ) { + adoptValue( resolveValues[ i ], updateFunc( i ), primary.reject ); + } + + return primary.promise(); + } +} ); + + +// These usually indicate a programmer mistake during development, +// warn about them ASAP rather than swallowing them by default. +var rerrorNames = /^(Eval|Internal|Range|Reference|Syntax|Type|URI)Error$/; + +jQuery.Deferred.exceptionHook = function( error, stack ) { + + // Support: IE 8 - 9 only + // Console exists when dev tools are open, which can happen at any time + if ( window.console && window.console.warn && error && rerrorNames.test( error.name ) ) { + window.console.warn( "jQuery.Deferred exception: " + error.message, error.stack, stack ); + } +}; + + + + +jQuery.readyException = function( error ) { + window.setTimeout( function() { + throw error; + } ); +}; + + + + +// The deferred used on DOM ready +var readyList = jQuery.Deferred(); + +jQuery.fn.ready = function( fn ) { + + readyList + .then( fn ) + + // Wrap jQuery.readyException in a function so that the lookup + // happens at the time of error handling instead of callback + // registration. + .catch( function( error ) { + jQuery.readyException( error ); + } ); + + return this; +}; + +jQuery.extend( { + + // Is the DOM ready to be used? Set to true once it occurs. + isReady: false, + + // A counter to track how many items to wait for before + // the ready event fires. See #6781 + readyWait: 1, + + // Handle when the DOM is ready + ready: function( wait ) { + + // Abort if there are pending holds or we're already ready + if ( wait === true ? --jQuery.readyWait : jQuery.isReady ) { + return; + } + + // Remember that the DOM is ready + jQuery.isReady = true; + + // If a normal DOM Ready event fired, decrement, and wait if need be + if ( wait !== true && --jQuery.readyWait > 0 ) { + return; + } + + // If there are functions bound, to execute + readyList.resolveWith( document, [ jQuery ] ); + } +} ); + +jQuery.ready.then = readyList.then; + +// The ready event handler and self cleanup method +function completed() { + document.removeEventListener( "DOMContentLoaded", completed ); + window.removeEventListener( "load", completed ); + jQuery.ready(); +} + +// Catch cases where $(document).ready() is called +// after the browser event has already occurred. +// Support: IE <=9 - 10 only +// Older IE sometimes signals "interactive" too soon +if ( document.readyState === "complete" || + ( document.readyState !== "loading" && !document.documentElement.doScroll ) ) { + + // Handle it asynchronously to allow scripts the opportunity to delay ready + window.setTimeout( jQuery.ready ); + +} else { + + // Use the handy event callback + document.addEventListener( "DOMContentLoaded", completed ); + + // A fallback to window.onload, that will always work + window.addEventListener( "load", completed ); +} + + + + +// Multifunctional method to get and set values of a collection +// The value/s can optionally be executed if it's a function +var access = function( elems, fn, key, value, chainable, emptyGet, raw ) { + var i = 0, + len = elems.length, + bulk = key == null; + + // Sets many values + if ( toType( key ) === "object" ) { + chainable = true; + for ( i in key ) { + access( elems, fn, i, key[ i ], true, emptyGet, raw ); + } + + // Sets one value + } else if ( value !== undefined ) { + chainable = true; + + if ( !isFunction( value ) ) { + raw = true; + } + + if ( bulk ) { + + // Bulk operations run against the entire set + if ( raw ) { + fn.call( elems, value ); + fn = null; + + // ...except when executing function values + } else { + bulk = fn; + fn = function( elem, _key, value ) { + return bulk.call( jQuery( elem ), value ); + }; + } + } + + if ( fn ) { + for ( ; i < len; i++ ) { + fn( + elems[ i ], key, raw ? + value : + value.call( elems[ i ], i, fn( elems[ i ], key ) ) + ); + } + } + } + + if ( chainable ) { + return elems; + } + + // Gets + if ( bulk ) { + return fn.call( elems ); + } + + return len ? fn( elems[ 0 ], key ) : emptyGet; +}; + + +// Matches dashed string for camelizing +var rmsPrefix = /^-ms-/, + rdashAlpha = /-([a-z])/g; + +// Used by camelCase as callback to replace() +function fcamelCase( _all, letter ) { + return letter.toUpperCase(); +} + +// Convert dashed to camelCase; used by the css and data modules +// Support: IE <=9 - 11, Edge 12 - 15 +// Microsoft forgot to hump their vendor prefix (#9572) +function camelCase( string ) { + return string.replace( rmsPrefix, "ms-" ).replace( rdashAlpha, fcamelCase ); +} +var acceptData = function( owner ) { + + // Accepts only: + // - Node + // - Node.ELEMENT_NODE + // - Node.DOCUMENT_NODE + // - Object + // - Any + return owner.nodeType === 1 || owner.nodeType === 9 || !( +owner.nodeType ); +}; + + + + +function Data() { + this.expando = jQuery.expando + Data.uid++; +} + +Data.uid = 1; + +Data.prototype = { + + cache: function( owner ) { + + // Check if the owner object already has a cache + var value = owner[ this.expando ]; + + // If not, create one + if ( !value ) { + value = {}; + + // We can accept data for non-element nodes in modern browsers, + // but we should not, see #8335. + // Always return an empty object. + if ( acceptData( owner ) ) { + + // If it is a node unlikely to be stringify-ed or looped over + // use plain assignment + if ( owner.nodeType ) { + owner[ this.expando ] = value; + + // Otherwise secure it in a non-enumerable property + // configurable must be true to allow the property to be + // deleted when data is removed + } else { + Object.defineProperty( owner, this.expando, { + value: value, + configurable: true + } ); + } + } + } + + return value; + }, + set: function( owner, data, value ) { + var prop, + cache = this.cache( owner ); + + // Handle: [ owner, key, value ] args + // Always use camelCase key (gh-2257) + if ( typeof data === "string" ) { + cache[ camelCase( data ) ] = value; + + // Handle: [ owner, { properties } ] args + } else { + + // Copy the properties one-by-one to the cache object + for ( prop in data ) { + cache[ camelCase( prop ) ] = data[ prop ]; + } + } + return cache; + }, + get: function( owner, key ) { + return key === undefined ? + this.cache( owner ) : + + // Always use camelCase key (gh-2257) + owner[ this.expando ] && owner[ this.expando ][ camelCase( key ) ]; + }, + access: function( owner, key, value ) { + + // In cases where either: + // + // 1. No key was specified + // 2. A string key was specified, but no value provided + // + // Take the "read" path and allow the get method to determine + // which value to return, respectively either: + // + // 1. The entire cache object + // 2. The data stored at the key + // + if ( key === undefined || + ( ( key && typeof key === "string" ) && value === undefined ) ) { + + return this.get( owner, key ); + } + + // When the key is not a string, or both a key and value + // are specified, set or extend (existing objects) with either: + // + // 1. An object of properties + // 2. A key and value + // + this.set( owner, key, value ); + + // Since the "set" path can have two possible entry points + // return the expected data based on which path was taken[*] + return value !== undefined ? value : key; + }, + remove: function( owner, key ) { + var i, + cache = owner[ this.expando ]; + + if ( cache === undefined ) { + return; + } + + if ( key !== undefined ) { + + // Support array or space separated string of keys + if ( Array.isArray( key ) ) { + + // If key is an array of keys... + // We always set camelCase keys, so remove that. + key = key.map( camelCase ); + } else { + key = camelCase( key ); + + // If a key with the spaces exists, use it. + // Otherwise, create an array by matching non-whitespace + key = key in cache ? + [ key ] : + ( key.match( rnothtmlwhite ) || [] ); + } + + i = key.length; + + while ( i-- ) { + delete cache[ key[ i ] ]; + } + } + + // Remove the expando if there's no more data + if ( key === undefined || jQuery.isEmptyObject( cache ) ) { + + // Support: Chrome <=35 - 45 + // Webkit & Blink performance suffers when deleting properties + // from DOM nodes, so set to undefined instead + // https://bugs.chromium.org/p/chromium/issues/detail?id=378607 (bug restricted) + if ( owner.nodeType ) { + owner[ this.expando ] = undefined; + } else { + delete owner[ this.expando ]; + } + } + }, + hasData: function( owner ) { + var cache = owner[ this.expando ]; + return cache !== undefined && !jQuery.isEmptyObject( cache ); + } +}; +var dataPriv = new Data(); + +var dataUser = new Data(); + + + +// Implementation Summary +// +// 1. Enforce API surface and semantic compatibility with 1.9.x branch +// 2. Improve the module's maintainability by reducing the storage +// paths to a single mechanism. +// 3. Use the same single mechanism to support "private" and "user" data. +// 4. _Never_ expose "private" data to user code (TODO: Drop _data, _removeData) +// 5. Avoid exposing implementation details on user objects (eg. expando properties) +// 6. Provide a clear path for implementation upgrade to WeakMap in 2014 + +var rbrace = /^(?:\{[\w\W]*\}|\[[\w\W]*\])$/, + rmultiDash = /[A-Z]/g; + +function getData( data ) { + if ( data === "true" ) { + return true; + } + + if ( data === "false" ) { + return false; + } + + if ( data === "null" ) { + return null; + } + + // Only convert to a number if it doesn't change the string + if ( data === +data + "" ) { + return +data; + } + + if ( rbrace.test( data ) ) { + return JSON.parse( data ); + } + + return data; +} + +function dataAttr( elem, key, data ) { + var name; + + // If nothing was found internally, try to fetch any + // data from the HTML5 data-* attribute + if ( data === undefined && elem.nodeType === 1 ) { + name = "data-" + key.replace( rmultiDash, "-$&" ).toLowerCase(); + data = elem.getAttribute( name ); + + if ( typeof data === "string" ) { + try { + data = getData( data ); + } catch ( e ) {} + + // Make sure we set the data so it isn't changed later + dataUser.set( elem, key, data ); + } else { + data = undefined; + } + } + return data; +} + +jQuery.extend( { + hasData: function( elem ) { + return dataUser.hasData( elem ) || dataPriv.hasData( elem ); + }, + + data: function( elem, name, data ) { + return dataUser.access( elem, name, data ); + }, + + removeData: function( elem, name ) { + dataUser.remove( elem, name ); + }, + + // TODO: Now that all calls to _data and _removeData have been replaced + // with direct calls to dataPriv methods, these can be deprecated. + _data: function( elem, name, data ) { + return dataPriv.access( elem, name, data ); + }, + + _removeData: function( elem, name ) { + dataPriv.remove( elem, name ); + } +} ); + +jQuery.fn.extend( { + data: function( key, value ) { + var i, name, data, + elem = this[ 0 ], + attrs = elem && elem.attributes; + + // Gets all values + if ( key === undefined ) { + if ( this.length ) { + data = dataUser.get( elem ); + + if ( elem.nodeType === 1 && !dataPriv.get( elem, "hasDataAttrs" ) ) { + i = attrs.length; + while ( i-- ) { + + // Support: IE 11 only + // The attrs elements can be null (#14894) + if ( attrs[ i ] ) { + name = attrs[ i ].name; + if ( name.indexOf( "data-" ) === 0 ) { + name = camelCase( name.slice( 5 ) ); + dataAttr( elem, name, data[ name ] ); + } + } + } + dataPriv.set( elem, "hasDataAttrs", true ); + } + } + + return data; + } + + // Sets multiple values + if ( typeof key === "object" ) { + return this.each( function() { + dataUser.set( this, key ); + } ); + } + + return access( this, function( value ) { + var data; + + // The calling jQuery object (element matches) is not empty + // (and therefore has an element appears at this[ 0 ]) and the + // `value` parameter was not undefined. An empty jQuery object + // will result in `undefined` for elem = this[ 0 ] which will + // throw an exception if an attempt to read a data cache is made. + if ( elem && value === undefined ) { + + // Attempt to get data from the cache + // The key will always be camelCased in Data + data = dataUser.get( elem, key ); + if ( data !== undefined ) { + return data; + } + + // Attempt to "discover" the data in + // HTML5 custom data-* attrs + data = dataAttr( elem, key ); + if ( data !== undefined ) { + return data; + } + + // We tried really hard, but the data doesn't exist. + return; + } + + // Set the data... + this.each( function() { + + // We always store the camelCased key + dataUser.set( this, key, value ); + } ); + }, null, value, arguments.length > 1, null, true ); + }, + + removeData: function( key ) { + return this.each( function() { + dataUser.remove( this, key ); + } ); + } +} ); + + +jQuery.extend( { + queue: function( elem, type, data ) { + var queue; + + if ( elem ) { + type = ( type || "fx" ) + "queue"; + queue = dataPriv.get( elem, type ); + + // Speed up dequeue by getting out quickly if this is just a lookup + if ( data ) { + if ( !queue || Array.isArray( data ) ) { + queue = dataPriv.access( elem, type, jQuery.makeArray( data ) ); + } else { + queue.push( data ); + } + } + return queue || []; + } + }, + + dequeue: function( elem, type ) { + type = type || "fx"; + + var queue = jQuery.queue( elem, type ), + startLength = queue.length, + fn = queue.shift(), + hooks = jQuery._queueHooks( elem, type ), + next = function() { + jQuery.dequeue( elem, type ); + }; + + // If the fx queue is dequeued, always remove the progress sentinel + if ( fn === "inprogress" ) { + fn = queue.shift(); + startLength--; + } + + if ( fn ) { + + // Add a progress sentinel to prevent the fx queue from being + // automatically dequeued + if ( type === "fx" ) { + queue.unshift( "inprogress" ); + } + + // Clear up the last queue stop function + delete hooks.stop; + fn.call( elem, next, hooks ); + } + + if ( !startLength && hooks ) { + hooks.empty.fire(); + } + }, + + // Not public - generate a queueHooks object, or return the current one + _queueHooks: function( elem, type ) { + var key = type + "queueHooks"; + return dataPriv.get( elem, key ) || dataPriv.access( elem, key, { + empty: jQuery.Callbacks( "once memory" ).add( function() { + dataPriv.remove( elem, [ type + "queue", key ] ); + } ) + } ); + } +} ); + +jQuery.fn.extend( { + queue: function( type, data ) { + var setter = 2; + + if ( typeof type !== "string" ) { + data = type; + type = "fx"; + setter--; + } + + if ( arguments.length < setter ) { + return jQuery.queue( this[ 0 ], type ); + } + + return data === undefined ? + this : + this.each( function() { + var queue = jQuery.queue( this, type, data ); + + // Ensure a hooks for this queue + jQuery._queueHooks( this, type ); + + if ( type === "fx" && queue[ 0 ] !== "inprogress" ) { + jQuery.dequeue( this, type ); + } + } ); + }, + dequeue: function( type ) { + return this.each( function() { + jQuery.dequeue( this, type ); + } ); + }, + clearQueue: function( type ) { + return this.queue( type || "fx", [] ); + }, + + // Get a promise resolved when queues of a certain type + // are emptied (fx is the type by default) + promise: function( type, obj ) { + var tmp, + count = 1, + defer = jQuery.Deferred(), + elements = this, + i = this.length, + resolve = function() { + if ( !( --count ) ) { + defer.resolveWith( elements, [ elements ] ); + } + }; + + if ( typeof type !== "string" ) { + obj = type; + type = undefined; + } + type = type || "fx"; + + while ( i-- ) { + tmp = dataPriv.get( elements[ i ], type + "queueHooks" ); + if ( tmp && tmp.empty ) { + count++; + tmp.empty.add( resolve ); + } + } + resolve(); + return defer.promise( obj ); + } +} ); +var pnum = ( /[+-]?(?:\d*\.|)\d+(?:[eE][+-]?\d+|)/ ).source; + +var rcssNum = new RegExp( "^(?:([+-])=|)(" + pnum + ")([a-z%]*)$", "i" ); + + +var cssExpand = [ "Top", "Right", "Bottom", "Left" ]; + +var documentElement = document.documentElement; + + + + var isAttached = function( elem ) { + return jQuery.contains( elem.ownerDocument, elem ); + }, + composed = { composed: true }; + + // Support: IE 9 - 11+, Edge 12 - 18+, iOS 10.0 - 10.2 only + // Check attachment across shadow DOM boundaries when possible (gh-3504) + // Support: iOS 10.0-10.2 only + // Early iOS 10 versions support `attachShadow` but not `getRootNode`, + // leading to errors. We need to check for `getRootNode`. + if ( documentElement.getRootNode ) { + isAttached = function( elem ) { + return jQuery.contains( elem.ownerDocument, elem ) || + elem.getRootNode( composed ) === elem.ownerDocument; + }; + } +var isHiddenWithinTree = function( elem, el ) { + + // isHiddenWithinTree might be called from jQuery#filter function; + // in that case, element will be second argument + elem = el || elem; + + // Inline style trumps all + return elem.style.display === "none" || + elem.style.display === "" && + + // Otherwise, check computed style + // Support: Firefox <=43 - 45 + // Disconnected elements can have computed display: none, so first confirm that elem is + // in the document. + isAttached( elem ) && + + jQuery.css( elem, "display" ) === "none"; + }; + + + +function adjustCSS( elem, prop, valueParts, tween ) { + var adjusted, scale, + maxIterations = 20, + currentValue = tween ? + function() { + return tween.cur(); + } : + function() { + return jQuery.css( elem, prop, "" ); + }, + initial = currentValue(), + unit = valueParts && valueParts[ 3 ] || ( jQuery.cssNumber[ prop ] ? "" : "px" ), + + // Starting value computation is required for potential unit mismatches + initialInUnit = elem.nodeType && + ( jQuery.cssNumber[ prop ] || unit !== "px" && +initial ) && + rcssNum.exec( jQuery.css( elem, prop ) ); + + if ( initialInUnit && initialInUnit[ 3 ] !== unit ) { + + // Support: Firefox <=54 + // Halve the iteration target value to prevent interference from CSS upper bounds (gh-2144) + initial = initial / 2; + + // Trust units reported by jQuery.css + unit = unit || initialInUnit[ 3 ]; + + // Iteratively approximate from a nonzero starting point + initialInUnit = +initial || 1; + + while ( maxIterations-- ) { + + // Evaluate and update our best guess (doubling guesses that zero out). + // Finish if the scale equals or crosses 1 (making the old*new product non-positive). + jQuery.style( elem, prop, initialInUnit + unit ); + if ( ( 1 - scale ) * ( 1 - ( scale = currentValue() / initial || 0.5 ) ) <= 0 ) { + maxIterations = 0; + } + initialInUnit = initialInUnit / scale; + + } + + initialInUnit = initialInUnit * 2; + jQuery.style( elem, prop, initialInUnit + unit ); + + // Make sure we update the tween properties later on + valueParts = valueParts || []; + } + + if ( valueParts ) { + initialInUnit = +initialInUnit || +initial || 0; + + // Apply relative offset (+=/-=) if specified + adjusted = valueParts[ 1 ] ? + initialInUnit + ( valueParts[ 1 ] + 1 ) * valueParts[ 2 ] : + +valueParts[ 2 ]; + if ( tween ) { + tween.unit = unit; + tween.start = initialInUnit; + tween.end = adjusted; + } + } + return adjusted; +} + + +var defaultDisplayMap = {}; + +function getDefaultDisplay( elem ) { + var temp, + doc = elem.ownerDocument, + nodeName = elem.nodeName, + display = defaultDisplayMap[ nodeName ]; + + if ( display ) { + return display; + } + + temp = doc.body.appendChild( doc.createElement( nodeName ) ); + display = jQuery.css( temp, "display" ); + + temp.parentNode.removeChild( temp ); + + if ( display === "none" ) { + display = "block"; + } + defaultDisplayMap[ nodeName ] = display; + + return display; +} + +function showHide( elements, show ) { + var display, elem, + values = [], + index = 0, + length = elements.length; + + // Determine new display value for elements that need to change + for ( ; index < length; index++ ) { + elem = elements[ index ]; + if ( !elem.style ) { + continue; + } + + display = elem.style.display; + if ( show ) { + + // Since we force visibility upon cascade-hidden elements, an immediate (and slow) + // check is required in this first loop unless we have a nonempty display value (either + // inline or about-to-be-restored) + if ( display === "none" ) { + values[ index ] = dataPriv.get( elem, "display" ) || null; + if ( !values[ index ] ) { + elem.style.display = ""; + } + } + if ( elem.style.display === "" && isHiddenWithinTree( elem ) ) { + values[ index ] = getDefaultDisplay( elem ); + } + } else { + if ( display !== "none" ) { + values[ index ] = "none"; + + // Remember what we're overwriting + dataPriv.set( elem, "display", display ); + } + } + } + + // Set the display of the elements in a second loop to avoid constant reflow + for ( index = 0; index < length; index++ ) { + if ( values[ index ] != null ) { + elements[ index ].style.display = values[ index ]; + } + } + + return elements; +} + +jQuery.fn.extend( { + show: function() { + return showHide( this, true ); + }, + hide: function() { + return showHide( this ); + }, + toggle: function( state ) { + if ( typeof state === "boolean" ) { + return state ? this.show() : this.hide(); + } + + return this.each( function() { + if ( isHiddenWithinTree( this ) ) { + jQuery( this ).show(); + } else { + jQuery( this ).hide(); + } + } ); + } +} ); +var rcheckableType = ( /^(?:checkbox|radio)$/i ); + +var rtagName = ( /<([a-z][^\/\0>\x20\t\r\n\f]*)/i ); + +var rscriptType = ( /^$|^module$|\/(?:java|ecma)script/i ); + + + +( function() { + var fragment = document.createDocumentFragment(), + div = fragment.appendChild( document.createElement( "div" ) ), + input = document.createElement( "input" ); + + // Support: Android 4.0 - 4.3 only + // Check state lost if the name is set (#11217) + // Support: Windows Web Apps (WWA) + // `name` and `type` must use .setAttribute for WWA (#14901) + input.setAttribute( "type", "radio" ); + input.setAttribute( "checked", "checked" ); + input.setAttribute( "name", "t" ); + + div.appendChild( input ); + + // Support: Android <=4.1 only + // Older WebKit doesn't clone checked state correctly in fragments + support.checkClone = div.cloneNode( true ).cloneNode( true ).lastChild.checked; + + // Support: IE <=11 only + // Make sure textarea (and checkbox) defaultValue is properly cloned + div.innerHTML = ""; + support.noCloneChecked = !!div.cloneNode( true ).lastChild.defaultValue; + + // Support: IE <=9 only + // IE <=9 replaces "; + support.option = !!div.lastChild; +} )(); + + +// We have to close these tags to support XHTML (#13200) +var wrapMap = { + + // XHTML parsers do not magically insert elements in the + // same way that tag soup parsers do. So we cannot shorten + // this by omitting or other required elements. + thead: [ 1, "", "
" ], + col: [ 2, "", "
" ], + tr: [ 2, "", "
" ], + td: [ 3, "", "
" ], + + _default: [ 0, "", "" ] +}; + +wrapMap.tbody = wrapMap.tfoot = wrapMap.colgroup = wrapMap.caption = wrapMap.thead; +wrapMap.th = wrapMap.td; + +// Support: IE <=9 only +if ( !support.option ) { + wrapMap.optgroup = wrapMap.option = [ 1, "" ]; +} + + +function getAll( context, tag ) { + + // Support: IE <=9 - 11 only + // Use typeof to avoid zero-argument method invocation on host objects (#15151) + var ret; + + if ( typeof context.getElementsByTagName !== "undefined" ) { + ret = context.getElementsByTagName( tag || "*" ); + + } else if ( typeof context.querySelectorAll !== "undefined" ) { + ret = context.querySelectorAll( tag || "*" ); + + } else { + ret = []; + } + + if ( tag === undefined || tag && nodeName( context, tag ) ) { + return jQuery.merge( [ context ], ret ); + } + + return ret; +} + + +// Mark scripts as having already been evaluated +function setGlobalEval( elems, refElements ) { + var i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + dataPriv.set( + elems[ i ], + "globalEval", + !refElements || dataPriv.get( refElements[ i ], "globalEval" ) + ); + } +} + + +var rhtml = /<|&#?\w+;/; + +function buildFragment( elems, context, scripts, selection, ignored ) { + var elem, tmp, tag, wrap, attached, j, + fragment = context.createDocumentFragment(), + nodes = [], + i = 0, + l = elems.length; + + for ( ; i < l; i++ ) { + elem = elems[ i ]; + + if ( elem || elem === 0 ) { + + // Add nodes directly + if ( toType( elem ) === "object" ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, elem.nodeType ? [ elem ] : elem ); + + // Convert non-html into a text node + } else if ( !rhtml.test( elem ) ) { + nodes.push( context.createTextNode( elem ) ); + + // Convert html into DOM nodes + } else { + tmp = tmp || fragment.appendChild( context.createElement( "div" ) ); + + // Deserialize a standard representation + tag = ( rtagName.exec( elem ) || [ "", "" ] )[ 1 ].toLowerCase(); + wrap = wrapMap[ tag ] || wrapMap._default; + tmp.innerHTML = wrap[ 1 ] + jQuery.htmlPrefilter( elem ) + wrap[ 2 ]; + + // Descend through wrappers to the right content + j = wrap[ 0 ]; + while ( j-- ) { + tmp = tmp.lastChild; + } + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( nodes, tmp.childNodes ); + + // Remember the top-level container + tmp = fragment.firstChild; + + // Ensure the created nodes are orphaned (#12392) + tmp.textContent = ""; + } + } + } + + // Remove wrapper from fragment + fragment.textContent = ""; + + i = 0; + while ( ( elem = nodes[ i++ ] ) ) { + + // Skip elements already in the context collection (trac-4087) + if ( selection && jQuery.inArray( elem, selection ) > -1 ) { + if ( ignored ) { + ignored.push( elem ); + } + continue; + } + + attached = isAttached( elem ); + + // Append to fragment + tmp = getAll( fragment.appendChild( elem ), "script" ); + + // Preserve script evaluation history + if ( attached ) { + setGlobalEval( tmp ); + } + + // Capture executables + if ( scripts ) { + j = 0; + while ( ( elem = tmp[ j++ ] ) ) { + if ( rscriptType.test( elem.type || "" ) ) { + scripts.push( elem ); + } + } + } + } + + return fragment; +} + + +var rtypenamespace = /^([^.]*)(?:\.(.+)|)/; + +function returnTrue() { + return true; +} + +function returnFalse() { + return false; +} + +// Support: IE <=9 - 11+ +// focus() and blur() are asynchronous, except when they are no-op. +// So expect focus to be synchronous when the element is already active, +// and blur to be synchronous when the element is not already active. +// (focus and blur are always synchronous in other supported browsers, +// this just defines when we can count on it). +function expectSync( elem, type ) { + return ( elem === safeActiveElement() ) === ( type === "focus" ); +} + +// Support: IE <=9 only +// Accessing document.activeElement can throw unexpectedly +// https://bugs.jquery.com/ticket/13393 +function safeActiveElement() { + try { + return document.activeElement; + } catch ( err ) { } +} + +function on( elem, types, selector, data, fn, one ) { + var origFn, type; + + // Types can be a map of types/handlers + if ( typeof types === "object" ) { + + // ( types-Object, selector, data ) + if ( typeof selector !== "string" ) { + + // ( types-Object, data ) + data = data || selector; + selector = undefined; + } + for ( type in types ) { + on( elem, type, selector, data, types[ type ], one ); + } + return elem; + } + + if ( data == null && fn == null ) { + + // ( types, fn ) + fn = selector; + data = selector = undefined; + } else if ( fn == null ) { + if ( typeof selector === "string" ) { + + // ( types, selector, fn ) + fn = data; + data = undefined; + } else { + + // ( types, data, fn ) + fn = data; + data = selector; + selector = undefined; + } + } + if ( fn === false ) { + fn = returnFalse; + } else if ( !fn ) { + return elem; + } + + if ( one === 1 ) { + origFn = fn; + fn = function( event ) { + + // Can use an empty set, since event contains the info + jQuery().off( event ); + return origFn.apply( this, arguments ); + }; + + // Use same guid so caller can remove using origFn + fn.guid = origFn.guid || ( origFn.guid = jQuery.guid++ ); + } + return elem.each( function() { + jQuery.event.add( this, types, fn, data, selector ); + } ); +} + +/* + * Helper functions for managing events -- not part of the public interface. + * Props to Dean Edwards' addEvent library for many of the ideas. + */ +jQuery.event = { + + global: {}, + + add: function( elem, types, handler, data, selector ) { + + var handleObjIn, eventHandle, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.get( elem ); + + // Only attach events to objects that accept data + if ( !acceptData( elem ) ) { + return; + } + + // Caller can pass in an object of custom data in lieu of the handler + if ( handler.handler ) { + handleObjIn = handler; + handler = handleObjIn.handler; + selector = handleObjIn.selector; + } + + // Ensure that invalid selectors throw exceptions at attach time + // Evaluate against documentElement in case elem is a non-element node (e.g., document) + if ( selector ) { + jQuery.find.matchesSelector( documentElement, selector ); + } + + // Make sure that the handler has a unique ID, used to find/remove it later + if ( !handler.guid ) { + handler.guid = jQuery.guid++; + } + + // Init the element's event structure and main handler, if this is the first + if ( !( events = elemData.events ) ) { + events = elemData.events = Object.create( null ); + } + if ( !( eventHandle = elemData.handle ) ) { + eventHandle = elemData.handle = function( e ) { + + // Discard the second event of a jQuery.event.trigger() and + // when an event is called after a page has unloaded + return typeof jQuery !== "undefined" && jQuery.event.triggered !== e.type ? + jQuery.event.dispatch.apply( elem, arguments ) : undefined; + }; + } + + // Handle multiple events separated by a space + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // There *must* be a type, no attaching namespace-only handlers + if ( !type ) { + continue; + } + + // If event changes its type, use the special event handlers for the changed type + special = jQuery.event.special[ type ] || {}; + + // If selector defined, determine special event api type, otherwise given type + type = ( selector ? special.delegateType : special.bindType ) || type; + + // Update special based on newly reset type + special = jQuery.event.special[ type ] || {}; + + // handleObj is passed to all event handlers + handleObj = jQuery.extend( { + type: type, + origType: origType, + data: data, + handler: handler, + guid: handler.guid, + selector: selector, + needsContext: selector && jQuery.expr.match.needsContext.test( selector ), + namespace: namespaces.join( "." ) + }, handleObjIn ); + + // Init the event handler queue if we're the first + if ( !( handlers = events[ type ] ) ) { + handlers = events[ type ] = []; + handlers.delegateCount = 0; + + // Only use addEventListener if the special events handler returns false + if ( !special.setup || + special.setup.call( elem, data, namespaces, eventHandle ) === false ) { + + if ( elem.addEventListener ) { + elem.addEventListener( type, eventHandle ); + } + } + } + + if ( special.add ) { + special.add.call( elem, handleObj ); + + if ( !handleObj.handler.guid ) { + handleObj.handler.guid = handler.guid; + } + } + + // Add to the element's handler list, delegates in front + if ( selector ) { + handlers.splice( handlers.delegateCount++, 0, handleObj ); + } else { + handlers.push( handleObj ); + } + + // Keep track of which events have ever been used, for event optimization + jQuery.event.global[ type ] = true; + } + + }, + + // Detach an event or set of events from an element + remove: function( elem, types, handler, selector, mappedTypes ) { + + var j, origCount, tmp, + events, t, handleObj, + special, handlers, type, namespaces, origType, + elemData = dataPriv.hasData( elem ) && dataPriv.get( elem ); + + if ( !elemData || !( events = elemData.events ) ) { + return; + } + + // Once for each type.namespace in types; type may be omitted + types = ( types || "" ).match( rnothtmlwhite ) || [ "" ]; + t = types.length; + while ( t-- ) { + tmp = rtypenamespace.exec( types[ t ] ) || []; + type = origType = tmp[ 1 ]; + namespaces = ( tmp[ 2 ] || "" ).split( "." ).sort(); + + // Unbind all events (on this namespace, if provided) for the element + if ( !type ) { + for ( type in events ) { + jQuery.event.remove( elem, type + types[ t ], handler, selector, true ); + } + continue; + } + + special = jQuery.event.special[ type ] || {}; + type = ( selector ? special.delegateType : special.bindType ) || type; + handlers = events[ type ] || []; + tmp = tmp[ 2 ] && + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ); + + // Remove matching events + origCount = j = handlers.length; + while ( j-- ) { + handleObj = handlers[ j ]; + + if ( ( mappedTypes || origType === handleObj.origType ) && + ( !handler || handler.guid === handleObj.guid ) && + ( !tmp || tmp.test( handleObj.namespace ) ) && + ( !selector || selector === handleObj.selector || + selector === "**" && handleObj.selector ) ) { + handlers.splice( j, 1 ); + + if ( handleObj.selector ) { + handlers.delegateCount--; + } + if ( special.remove ) { + special.remove.call( elem, handleObj ); + } + } + } + + // Remove generic event handler if we removed something and no more handlers exist + // (avoids potential for endless recursion during removal of special event handlers) + if ( origCount && !handlers.length ) { + if ( !special.teardown || + special.teardown.call( elem, namespaces, elemData.handle ) === false ) { + + jQuery.removeEvent( elem, type, elemData.handle ); + } + + delete events[ type ]; + } + } + + // Remove data and the expando if it's no longer used + if ( jQuery.isEmptyObject( events ) ) { + dataPriv.remove( elem, "handle events" ); + } + }, + + dispatch: function( nativeEvent ) { + + var i, j, ret, matched, handleObj, handlerQueue, + args = new Array( arguments.length ), + + // Make a writable jQuery.Event from the native event object + event = jQuery.event.fix( nativeEvent ), + + handlers = ( + dataPriv.get( this, "events" ) || Object.create( null ) + )[ event.type ] || [], + special = jQuery.event.special[ event.type ] || {}; + + // Use the fix-ed jQuery.Event rather than the (read-only) native event + args[ 0 ] = event; + + for ( i = 1; i < arguments.length; i++ ) { + args[ i ] = arguments[ i ]; + } + + event.delegateTarget = this; + + // Call the preDispatch hook for the mapped type, and let it bail if desired + if ( special.preDispatch && special.preDispatch.call( this, event ) === false ) { + return; + } + + // Determine handlers + handlerQueue = jQuery.event.handlers.call( this, event, handlers ); + + // Run delegates first; they may want to stop propagation beneath us + i = 0; + while ( ( matched = handlerQueue[ i++ ] ) && !event.isPropagationStopped() ) { + event.currentTarget = matched.elem; + + j = 0; + while ( ( handleObj = matched.handlers[ j++ ] ) && + !event.isImmediatePropagationStopped() ) { + + // If the event is namespaced, then each handler is only invoked if it is + // specially universal or its namespaces are a superset of the event's. + if ( !event.rnamespace || handleObj.namespace === false || + event.rnamespace.test( handleObj.namespace ) ) { + + event.handleObj = handleObj; + event.data = handleObj.data; + + ret = ( ( jQuery.event.special[ handleObj.origType ] || {} ).handle || + handleObj.handler ).apply( matched.elem, args ); + + if ( ret !== undefined ) { + if ( ( event.result = ret ) === false ) { + event.preventDefault(); + event.stopPropagation(); + } + } + } + } + } + + // Call the postDispatch hook for the mapped type + if ( special.postDispatch ) { + special.postDispatch.call( this, event ); + } + + return event.result; + }, + + handlers: function( event, handlers ) { + var i, handleObj, sel, matchedHandlers, matchedSelectors, + handlerQueue = [], + delegateCount = handlers.delegateCount, + cur = event.target; + + // Find delegate handlers + if ( delegateCount && + + // Support: IE <=9 + // Black-hole SVG instance trees (trac-13180) + cur.nodeType && + + // Support: Firefox <=42 + // Suppress spec-violating clicks indicating a non-primary pointer button (trac-3861) + // https://www.w3.org/TR/DOM-Level-3-Events/#event-type-click + // Support: IE 11 only + // ...but not arrow key "clicks" of radio inputs, which can have `button` -1 (gh-2343) + !( event.type === "click" && event.button >= 1 ) ) { + + for ( ; cur !== this; cur = cur.parentNode || this ) { + + // Don't check non-elements (#13208) + // Don't process clicks on disabled elements (#6911, #8165, #11382, #11764) + if ( cur.nodeType === 1 && !( event.type === "click" && cur.disabled === true ) ) { + matchedHandlers = []; + matchedSelectors = {}; + for ( i = 0; i < delegateCount; i++ ) { + handleObj = handlers[ i ]; + + // Don't conflict with Object.prototype properties (#13203) + sel = handleObj.selector + " "; + + if ( matchedSelectors[ sel ] === undefined ) { + matchedSelectors[ sel ] = handleObj.needsContext ? + jQuery( sel, this ).index( cur ) > -1 : + jQuery.find( sel, this, null, [ cur ] ).length; + } + if ( matchedSelectors[ sel ] ) { + matchedHandlers.push( handleObj ); + } + } + if ( matchedHandlers.length ) { + handlerQueue.push( { elem: cur, handlers: matchedHandlers } ); + } + } + } + } + + // Add the remaining (directly-bound) handlers + cur = this; + if ( delegateCount < handlers.length ) { + handlerQueue.push( { elem: cur, handlers: handlers.slice( delegateCount ) } ); + } + + return handlerQueue; + }, + + addProp: function( name, hook ) { + Object.defineProperty( jQuery.Event.prototype, name, { + enumerable: true, + configurable: true, + + get: isFunction( hook ) ? + function() { + if ( this.originalEvent ) { + return hook( this.originalEvent ); + } + } : + function() { + if ( this.originalEvent ) { + return this.originalEvent[ name ]; + } + }, + + set: function( value ) { + Object.defineProperty( this, name, { + enumerable: true, + configurable: true, + writable: true, + value: value + } ); + } + } ); + }, + + fix: function( originalEvent ) { + return originalEvent[ jQuery.expando ] ? + originalEvent : + new jQuery.Event( originalEvent ); + }, + + special: { + load: { + + // Prevent triggered image.load events from bubbling to window.load + noBubble: true + }, + click: { + + // Utilize native event to ensure correct state for checkable inputs + setup: function( data ) { + + // For mutual compressibility with _default, replace `this` access with a local var. + // `|| data` is dead code meant only to preserve the variable through minification. + var el = this || data; + + // Claim the first handler + if ( rcheckableType.test( el.type ) && + el.click && nodeName( el, "input" ) ) { + + // dataPriv.set( el, "click", ... ) + leverageNative( el, "click", returnTrue ); + } + + // Return false to allow normal processing in the caller + return false; + }, + trigger: function( data ) { + + // For mutual compressibility with _default, replace `this` access with a local var. + // `|| data` is dead code meant only to preserve the variable through minification. + var el = this || data; + + // Force setup before triggering a click + if ( rcheckableType.test( el.type ) && + el.click && nodeName( el, "input" ) ) { + + leverageNative( el, "click" ); + } + + // Return non-false to allow normal event-path propagation + return true; + }, + + // For cross-browser consistency, suppress native .click() on links + // Also prevent it if we're currently inside a leveraged native-event stack + _default: function( event ) { + var target = event.target; + return rcheckableType.test( target.type ) && + target.click && nodeName( target, "input" ) && + dataPriv.get( target, "click" ) || + nodeName( target, "a" ); + } + }, + + beforeunload: { + postDispatch: function( event ) { + + // Support: Firefox 20+ + // Firefox doesn't alert if the returnValue field is not set. + if ( event.result !== undefined && event.originalEvent ) { + event.originalEvent.returnValue = event.result; + } + } + } + } +}; + +// Ensure the presence of an event listener that handles manually-triggered +// synthetic events by interrupting progress until reinvoked in response to +// *native* events that it fires directly, ensuring that state changes have +// already occurred before other listeners are invoked. +function leverageNative( el, type, expectSync ) { + + // Missing expectSync indicates a trigger call, which must force setup through jQuery.event.add + if ( !expectSync ) { + if ( dataPriv.get( el, type ) === undefined ) { + jQuery.event.add( el, type, returnTrue ); + } + return; + } + + // Register the controller as a special universal handler for all event namespaces + dataPriv.set( el, type, false ); + jQuery.event.add( el, type, { + namespace: false, + handler: function( event ) { + var notAsync, result, + saved = dataPriv.get( this, type ); + + if ( ( event.isTrigger & 1 ) && this[ type ] ) { + + // Interrupt processing of the outer synthetic .trigger()ed event + // Saved data should be false in such cases, but might be a leftover capture object + // from an async native handler (gh-4350) + if ( !saved.length ) { + + // Store arguments for use when handling the inner native event + // There will always be at least one argument (an event object), so this array + // will not be confused with a leftover capture object. + saved = slice.call( arguments ); + dataPriv.set( this, type, saved ); + + // Trigger the native event and capture its result + // Support: IE <=9 - 11+ + // focus() and blur() are asynchronous + notAsync = expectSync( this, type ); + this[ type ](); + result = dataPriv.get( this, type ); + if ( saved !== result || notAsync ) { + dataPriv.set( this, type, false ); + } else { + result = {}; + } + if ( saved !== result ) { + + // Cancel the outer synthetic event + event.stopImmediatePropagation(); + event.preventDefault(); + + // Support: Chrome 86+ + // In Chrome, if an element having a focusout handler is blurred by + // clicking outside of it, it invokes the handler synchronously. If + // that handler calls `.remove()` on the element, the data is cleared, + // leaving `result` undefined. We need to guard against this. + return result && result.value; + } + + // If this is an inner synthetic event for an event with a bubbling surrogate + // (focus or blur), assume that the surrogate already propagated from triggering the + // native event and prevent that from happening again here. + // This technically gets the ordering wrong w.r.t. to `.trigger()` (in which the + // bubbling surrogate propagates *after* the non-bubbling base), but that seems + // less bad than duplication. + } else if ( ( jQuery.event.special[ type ] || {} ).delegateType ) { + event.stopPropagation(); + } + + // If this is a native event triggered above, everything is now in order + // Fire an inner synthetic event with the original arguments + } else if ( saved.length ) { + + // ...and capture the result + dataPriv.set( this, type, { + value: jQuery.event.trigger( + + // Support: IE <=9 - 11+ + // Extend with the prototype to reset the above stopImmediatePropagation() + jQuery.extend( saved[ 0 ], jQuery.Event.prototype ), + saved.slice( 1 ), + this + ) + } ); + + // Abort handling of the native event + event.stopImmediatePropagation(); + } + } + } ); +} + +jQuery.removeEvent = function( elem, type, handle ) { + + // This "if" is needed for plain objects + if ( elem.removeEventListener ) { + elem.removeEventListener( type, handle ); + } +}; + +jQuery.Event = function( src, props ) { + + // Allow instantiation without the 'new' keyword + if ( !( this instanceof jQuery.Event ) ) { + return new jQuery.Event( src, props ); + } + + // Event object + if ( src && src.type ) { + this.originalEvent = src; + this.type = src.type; + + // Events bubbling up the document may have been marked as prevented + // by a handler lower down the tree; reflect the correct value. + this.isDefaultPrevented = src.defaultPrevented || + src.defaultPrevented === undefined && + + // Support: Android <=2.3 only + src.returnValue === false ? + returnTrue : + returnFalse; + + // Create target properties + // Support: Safari <=6 - 7 only + // Target should not be a text node (#504, #13143) + this.target = ( src.target && src.target.nodeType === 3 ) ? + src.target.parentNode : + src.target; + + this.currentTarget = src.currentTarget; + this.relatedTarget = src.relatedTarget; + + // Event type + } else { + this.type = src; + } + + // Put explicitly provided properties onto the event object + if ( props ) { + jQuery.extend( this, props ); + } + + // Create a timestamp if incoming event doesn't have one + this.timeStamp = src && src.timeStamp || Date.now(); + + // Mark it as fixed + this[ jQuery.expando ] = true; +}; + +// jQuery.Event is based on DOM3 Events as specified by the ECMAScript Language Binding +// https://www.w3.org/TR/2003/WD-DOM-Level-3-Events-20030331/ecma-script-binding.html +jQuery.Event.prototype = { + constructor: jQuery.Event, + isDefaultPrevented: returnFalse, + isPropagationStopped: returnFalse, + isImmediatePropagationStopped: returnFalse, + isSimulated: false, + + preventDefault: function() { + var e = this.originalEvent; + + this.isDefaultPrevented = returnTrue; + + if ( e && !this.isSimulated ) { + e.preventDefault(); + } + }, + stopPropagation: function() { + var e = this.originalEvent; + + this.isPropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopPropagation(); + } + }, + stopImmediatePropagation: function() { + var e = this.originalEvent; + + this.isImmediatePropagationStopped = returnTrue; + + if ( e && !this.isSimulated ) { + e.stopImmediatePropagation(); + } + + this.stopPropagation(); + } +}; + +// Includes all common event props including KeyEvent and MouseEvent specific props +jQuery.each( { + altKey: true, + bubbles: true, + cancelable: true, + changedTouches: true, + ctrlKey: true, + detail: true, + eventPhase: true, + metaKey: true, + pageX: true, + pageY: true, + shiftKey: true, + view: true, + "char": true, + code: true, + charCode: true, + key: true, + keyCode: true, + button: true, + buttons: true, + clientX: true, + clientY: true, + offsetX: true, + offsetY: true, + pointerId: true, + pointerType: true, + screenX: true, + screenY: true, + targetTouches: true, + toElement: true, + touches: true, + which: true +}, jQuery.event.addProp ); + +jQuery.each( { focus: "focusin", blur: "focusout" }, function( type, delegateType ) { + jQuery.event.special[ type ] = { + + // Utilize native event if possible so blur/focus sequence is correct + setup: function() { + + // Claim the first handler + // dataPriv.set( this, "focus", ... ) + // dataPriv.set( this, "blur", ... ) + leverageNative( this, type, expectSync ); + + // Return false to allow normal processing in the caller + return false; + }, + trigger: function() { + + // Force setup before trigger + leverageNative( this, type ); + + // Return non-false to allow normal event-path propagation + return true; + }, + + // Suppress native focus or blur as it's already being fired + // in leverageNative. + _default: function() { + return true; + }, + + delegateType: delegateType + }; +} ); + +// Create mouseenter/leave events using mouseover/out and event-time checks +// so that event delegation works in jQuery. +// Do the same for pointerenter/pointerleave and pointerover/pointerout +// +// Support: Safari 7 only +// Safari sends mouseenter too often; see: +// https://bugs.chromium.org/p/chromium/issues/detail?id=470258 +// for the description of the bug (it existed in older Chrome versions as well). +jQuery.each( { + mouseenter: "mouseover", + mouseleave: "mouseout", + pointerenter: "pointerover", + pointerleave: "pointerout" +}, function( orig, fix ) { + jQuery.event.special[ orig ] = { + delegateType: fix, + bindType: fix, + + handle: function( event ) { + var ret, + target = this, + related = event.relatedTarget, + handleObj = event.handleObj; + + // For mouseenter/leave call the handler if related is outside the target. + // NB: No relatedTarget if the mouse left/entered the browser window + if ( !related || ( related !== target && !jQuery.contains( target, related ) ) ) { + event.type = handleObj.origType; + ret = handleObj.handler.apply( this, arguments ); + event.type = fix; + } + return ret; + } + }; +} ); + +jQuery.fn.extend( { + + on: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn ); + }, + one: function( types, selector, data, fn ) { + return on( this, types, selector, data, fn, 1 ); + }, + off: function( types, selector, fn ) { + var handleObj, type; + if ( types && types.preventDefault && types.handleObj ) { + + // ( event ) dispatched jQuery.Event + handleObj = types.handleObj; + jQuery( types.delegateTarget ).off( + handleObj.namespace ? + handleObj.origType + "." + handleObj.namespace : + handleObj.origType, + handleObj.selector, + handleObj.handler + ); + return this; + } + if ( typeof types === "object" ) { + + // ( types-object [, selector] ) + for ( type in types ) { + this.off( type, selector, types[ type ] ); + } + return this; + } + if ( selector === false || typeof selector === "function" ) { + + // ( types [, fn] ) + fn = selector; + selector = undefined; + } + if ( fn === false ) { + fn = returnFalse; + } + return this.each( function() { + jQuery.event.remove( this, types, fn, selector ); + } ); + } +} ); + + +var + + // Support: IE <=10 - 11, Edge 12 - 13 only + // In IE/Edge using regex groups here causes severe slowdowns. + // See https://connect.microsoft.com/IE/feedback/details/1736512/ + rnoInnerhtml = /\s*$/g; + +// Prefer a tbody over its parent table for containing new rows +function manipulationTarget( elem, content ) { + if ( nodeName( elem, "table" ) && + nodeName( content.nodeType !== 11 ? content : content.firstChild, "tr" ) ) { + + return jQuery( elem ).children( "tbody" )[ 0 ] || elem; + } + + return elem; +} + +// Replace/restore the type attribute of script elements for safe DOM manipulation +function disableScript( elem ) { + elem.type = ( elem.getAttribute( "type" ) !== null ) + "/" + elem.type; + return elem; +} +function restoreScript( elem ) { + if ( ( elem.type || "" ).slice( 0, 5 ) === "true/" ) { + elem.type = elem.type.slice( 5 ); + } else { + elem.removeAttribute( "type" ); + } + + return elem; +} + +function cloneCopyEvent( src, dest ) { + var i, l, type, pdataOld, udataOld, udataCur, events; + + if ( dest.nodeType !== 1 ) { + return; + } + + // 1. Copy private data: events, handlers, etc. + if ( dataPriv.hasData( src ) ) { + pdataOld = dataPriv.get( src ); + events = pdataOld.events; + + if ( events ) { + dataPriv.remove( dest, "handle events" ); + + for ( type in events ) { + for ( i = 0, l = events[ type ].length; i < l; i++ ) { + jQuery.event.add( dest, type, events[ type ][ i ] ); + } + } + } + } + + // 2. Copy user data + if ( dataUser.hasData( src ) ) { + udataOld = dataUser.access( src ); + udataCur = jQuery.extend( {}, udataOld ); + + dataUser.set( dest, udataCur ); + } +} + +// Fix IE bugs, see support tests +function fixInput( src, dest ) { + var nodeName = dest.nodeName.toLowerCase(); + + // Fails to persist the checked state of a cloned checkbox or radio button. + if ( nodeName === "input" && rcheckableType.test( src.type ) ) { + dest.checked = src.checked; + + // Fails to return the selected option to the default selected state when cloning options + } else if ( nodeName === "input" || nodeName === "textarea" ) { + dest.defaultValue = src.defaultValue; + } +} + +function domManip( collection, args, callback, ignored ) { + + // Flatten any nested arrays + args = flat( args ); + + var fragment, first, scripts, hasScripts, node, doc, + i = 0, + l = collection.length, + iNoClone = l - 1, + value = args[ 0 ], + valueIsFunction = isFunction( value ); + + // We can't cloneNode fragments that contain checked, in WebKit + if ( valueIsFunction || + ( l > 1 && typeof value === "string" && + !support.checkClone && rchecked.test( value ) ) ) { + return collection.each( function( index ) { + var self = collection.eq( index ); + if ( valueIsFunction ) { + args[ 0 ] = value.call( this, index, self.html() ); + } + domManip( self, args, callback, ignored ); + } ); + } + + if ( l ) { + fragment = buildFragment( args, collection[ 0 ].ownerDocument, false, collection, ignored ); + first = fragment.firstChild; + + if ( fragment.childNodes.length === 1 ) { + fragment = first; + } + + // Require either new content or an interest in ignored elements to invoke the callback + if ( first || ignored ) { + scripts = jQuery.map( getAll( fragment, "script" ), disableScript ); + hasScripts = scripts.length; + + // Use the original fragment for the last item + // instead of the first because it can end up + // being emptied incorrectly in certain situations (#8070). + for ( ; i < l; i++ ) { + node = fragment; + + if ( i !== iNoClone ) { + node = jQuery.clone( node, true, true ); + + // Keep references to cloned scripts for later restoration + if ( hasScripts ) { + + // Support: Android <=4.0 only, PhantomJS 1 only + // push.apply(_, arraylike) throws on ancient WebKit + jQuery.merge( scripts, getAll( node, "script" ) ); + } + } + + callback.call( collection[ i ], node, i ); + } + + if ( hasScripts ) { + doc = scripts[ scripts.length - 1 ].ownerDocument; + + // Reenable scripts + jQuery.map( scripts, restoreScript ); + + // Evaluate executable scripts on first document insertion + for ( i = 0; i < hasScripts; i++ ) { + node = scripts[ i ]; + if ( rscriptType.test( node.type || "" ) && + !dataPriv.access( node, "globalEval" ) && + jQuery.contains( doc, node ) ) { + + if ( node.src && ( node.type || "" ).toLowerCase() !== "module" ) { + + // Optional AJAX dependency, but won't run scripts if not present + if ( jQuery._evalUrl && !node.noModule ) { + jQuery._evalUrl( node.src, { + nonce: node.nonce || node.getAttribute( "nonce" ) + }, doc ); + } + } else { + DOMEval( node.textContent.replace( rcleanScript, "" ), node, doc ); + } + } + } + } + } + } + + return collection; +} + +function remove( elem, selector, keepData ) { + var node, + nodes = selector ? jQuery.filter( selector, elem ) : elem, + i = 0; + + for ( ; ( node = nodes[ i ] ) != null; i++ ) { + if ( !keepData && node.nodeType === 1 ) { + jQuery.cleanData( getAll( node ) ); + } + + if ( node.parentNode ) { + if ( keepData && isAttached( node ) ) { + setGlobalEval( getAll( node, "script" ) ); + } + node.parentNode.removeChild( node ); + } + } + + return elem; +} + +jQuery.extend( { + htmlPrefilter: function( html ) { + return html; + }, + + clone: function( elem, dataAndEvents, deepDataAndEvents ) { + var i, l, srcElements, destElements, + clone = elem.cloneNode( true ), + inPage = isAttached( elem ); + + // Fix IE cloning issues + if ( !support.noCloneChecked && ( elem.nodeType === 1 || elem.nodeType === 11 ) && + !jQuery.isXMLDoc( elem ) ) { + + // We eschew Sizzle here for performance reasons: https://jsperf.com/getall-vs-sizzle/2 + destElements = getAll( clone ); + srcElements = getAll( elem ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + fixInput( srcElements[ i ], destElements[ i ] ); + } + } + + // Copy the events from the original to the clone + if ( dataAndEvents ) { + if ( deepDataAndEvents ) { + srcElements = srcElements || getAll( elem ); + destElements = destElements || getAll( clone ); + + for ( i = 0, l = srcElements.length; i < l; i++ ) { + cloneCopyEvent( srcElements[ i ], destElements[ i ] ); + } + } else { + cloneCopyEvent( elem, clone ); + } + } + + // Preserve script evaluation history + destElements = getAll( clone, "script" ); + if ( destElements.length > 0 ) { + setGlobalEval( destElements, !inPage && getAll( elem, "script" ) ); + } + + // Return the cloned set + return clone; + }, + + cleanData: function( elems ) { + var data, elem, type, + special = jQuery.event.special, + i = 0; + + for ( ; ( elem = elems[ i ] ) !== undefined; i++ ) { + if ( acceptData( elem ) ) { + if ( ( data = elem[ dataPriv.expando ] ) ) { + if ( data.events ) { + for ( type in data.events ) { + if ( special[ type ] ) { + jQuery.event.remove( elem, type ); + + // This is a shortcut to avoid jQuery.event.remove's overhead + } else { + jQuery.removeEvent( elem, type, data.handle ); + } + } + } + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataPriv.expando ] = undefined; + } + if ( elem[ dataUser.expando ] ) { + + // Support: Chrome <=35 - 45+ + // Assign undefined instead of using delete, see Data#remove + elem[ dataUser.expando ] = undefined; + } + } + } + } +} ); + +jQuery.fn.extend( { + detach: function( selector ) { + return remove( this, selector, true ); + }, + + remove: function( selector ) { + return remove( this, selector ); + }, + + text: function( value ) { + return access( this, function( value ) { + return value === undefined ? + jQuery.text( this ) : + this.empty().each( function() { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + this.textContent = value; + } + } ); + }, null, value, arguments.length ); + }, + + append: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.appendChild( elem ); + } + } ); + }, + + prepend: function() { + return domManip( this, arguments, function( elem ) { + if ( this.nodeType === 1 || this.nodeType === 11 || this.nodeType === 9 ) { + var target = manipulationTarget( this, elem ); + target.insertBefore( elem, target.firstChild ); + } + } ); + }, + + before: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this ); + } + } ); + }, + + after: function() { + return domManip( this, arguments, function( elem ) { + if ( this.parentNode ) { + this.parentNode.insertBefore( elem, this.nextSibling ); + } + } ); + }, + + empty: function() { + var elem, + i = 0; + + for ( ; ( elem = this[ i ] ) != null; i++ ) { + if ( elem.nodeType === 1 ) { + + // Prevent memory leaks + jQuery.cleanData( getAll( elem, false ) ); + + // Remove any remaining nodes + elem.textContent = ""; + } + } + + return this; + }, + + clone: function( dataAndEvents, deepDataAndEvents ) { + dataAndEvents = dataAndEvents == null ? false : dataAndEvents; + deepDataAndEvents = deepDataAndEvents == null ? dataAndEvents : deepDataAndEvents; + + return this.map( function() { + return jQuery.clone( this, dataAndEvents, deepDataAndEvents ); + } ); + }, + + html: function( value ) { + return access( this, function( value ) { + var elem = this[ 0 ] || {}, + i = 0, + l = this.length; + + if ( value === undefined && elem.nodeType === 1 ) { + return elem.innerHTML; + } + + // See if we can take a shortcut and just use innerHTML + if ( typeof value === "string" && !rnoInnerhtml.test( value ) && + !wrapMap[ ( rtagName.exec( value ) || [ "", "" ] )[ 1 ].toLowerCase() ] ) { + + value = jQuery.htmlPrefilter( value ); + + try { + for ( ; i < l; i++ ) { + elem = this[ i ] || {}; + + // Remove element nodes and prevent memory leaks + if ( elem.nodeType === 1 ) { + jQuery.cleanData( getAll( elem, false ) ); + elem.innerHTML = value; + } + } + + elem = 0; + + // If using innerHTML throws an exception, use the fallback method + } catch ( e ) {} + } + + if ( elem ) { + this.empty().append( value ); + } + }, null, value, arguments.length ); + }, + + replaceWith: function() { + var ignored = []; + + // Make the changes, replacing each non-ignored context element with the new content + return domManip( this, arguments, function( elem ) { + var parent = this.parentNode; + + if ( jQuery.inArray( this, ignored ) < 0 ) { + jQuery.cleanData( getAll( this ) ); + if ( parent ) { + parent.replaceChild( elem, this ); + } + } + + // Force callback invocation + }, ignored ); + } +} ); + +jQuery.each( { + appendTo: "append", + prependTo: "prepend", + insertBefore: "before", + insertAfter: "after", + replaceAll: "replaceWith" +}, function( name, original ) { + jQuery.fn[ name ] = function( selector ) { + var elems, + ret = [], + insert = jQuery( selector ), + last = insert.length - 1, + i = 0; + + for ( ; i <= last; i++ ) { + elems = i === last ? this : this.clone( true ); + jQuery( insert[ i ] )[ original ]( elems ); + + // Support: Android <=4.0 only, PhantomJS 1 only + // .get() because push.apply(_, arraylike) throws on ancient WebKit + push.apply( ret, elems.get() ); + } + + return this.pushStack( ret ); + }; +} ); +var rnumnonpx = new RegExp( "^(" + pnum + ")(?!px)[a-z%]+$", "i" ); + +var getStyles = function( elem ) { + + // Support: IE <=11 only, Firefox <=30 (#15098, #14150) + // IE throws on elements created in popups + // FF meanwhile throws on frame elements through "defaultView.getComputedStyle" + var view = elem.ownerDocument.defaultView; + + if ( !view || !view.opener ) { + view = window; + } + + return view.getComputedStyle( elem ); + }; + +var swap = function( elem, options, callback ) { + var ret, name, + old = {}; + + // Remember the old values, and insert the new ones + for ( name in options ) { + old[ name ] = elem.style[ name ]; + elem.style[ name ] = options[ name ]; + } + + ret = callback.call( elem ); + + // Revert the old values + for ( name in options ) { + elem.style[ name ] = old[ name ]; + } + + return ret; +}; + + +var rboxStyle = new RegExp( cssExpand.join( "|" ), "i" ); + + + +( function() { + + // Executing both pixelPosition & boxSizingReliable tests require only one layout + // so they're executed at the same time to save the second computation. + function computeStyleTests() { + + // This is a singleton, we need to execute it only once + if ( !div ) { + return; + } + + container.style.cssText = "position:absolute;left:-11111px;width:60px;" + + "margin-top:1px;padding:0;border:0"; + div.style.cssText = + "position:relative;display:block;box-sizing:border-box;overflow:scroll;" + + "margin:auto;border:1px;padding:1px;" + + "width:60%;top:1%"; + documentElement.appendChild( container ).appendChild( div ); + + var divStyle = window.getComputedStyle( div ); + pixelPositionVal = divStyle.top !== "1%"; + + // Support: Android 4.0 - 4.3 only, Firefox <=3 - 44 + reliableMarginLeftVal = roundPixelMeasures( divStyle.marginLeft ) === 12; + + // Support: Android 4.0 - 4.3 only, Safari <=9.1 - 10.1, iOS <=7.0 - 9.3 + // Some styles come back with percentage values, even though they shouldn't + div.style.right = "60%"; + pixelBoxStylesVal = roundPixelMeasures( divStyle.right ) === 36; + + // Support: IE 9 - 11 only + // Detect misreporting of content dimensions for box-sizing:border-box elements + boxSizingReliableVal = roundPixelMeasures( divStyle.width ) === 36; + + // Support: IE 9 only + // Detect overflow:scroll screwiness (gh-3699) + // Support: Chrome <=64 + // Don't get tricked when zoom affects offsetWidth (gh-4029) + div.style.position = "absolute"; + scrollboxSizeVal = roundPixelMeasures( div.offsetWidth / 3 ) === 12; + + documentElement.removeChild( container ); + + // Nullify the div so it wouldn't be stored in the memory and + // it will also be a sign that checks already performed + div = null; + } + + function roundPixelMeasures( measure ) { + return Math.round( parseFloat( measure ) ); + } + + var pixelPositionVal, boxSizingReliableVal, scrollboxSizeVal, pixelBoxStylesVal, + reliableTrDimensionsVal, reliableMarginLeftVal, + container = document.createElement( "div" ), + div = document.createElement( "div" ); + + // Finish early in limited (non-browser) environments + if ( !div.style ) { + return; + } + + // Support: IE <=9 - 11 only + // Style of cloned element affects source element cloned (#8908) + div.style.backgroundClip = "content-box"; + div.cloneNode( true ).style.backgroundClip = ""; + support.clearCloneStyle = div.style.backgroundClip === "content-box"; + + jQuery.extend( support, { + boxSizingReliable: function() { + computeStyleTests(); + return boxSizingReliableVal; + }, + pixelBoxStyles: function() { + computeStyleTests(); + return pixelBoxStylesVal; + }, + pixelPosition: function() { + computeStyleTests(); + return pixelPositionVal; + }, + reliableMarginLeft: function() { + computeStyleTests(); + return reliableMarginLeftVal; + }, + scrollboxSize: function() { + computeStyleTests(); + return scrollboxSizeVal; + }, + + // Support: IE 9 - 11+, Edge 15 - 18+ + // IE/Edge misreport `getComputedStyle` of table rows with width/height + // set in CSS while `offset*` properties report correct values. + // Behavior in IE 9 is more subtle than in newer versions & it passes + // some versions of this test; make sure not to make it pass there! + // + // Support: Firefox 70+ + // Only Firefox includes border widths + // in computed dimensions. (gh-4529) + reliableTrDimensions: function() { + var table, tr, trChild, trStyle; + if ( reliableTrDimensionsVal == null ) { + table = document.createElement( "table" ); + tr = document.createElement( "tr" ); + trChild = document.createElement( "div" ); + + table.style.cssText = "position:absolute;left:-11111px;border-collapse:separate"; + tr.style.cssText = "border:1px solid"; + + // Support: Chrome 86+ + // Height set through cssText does not get applied. + // Computed height then comes back as 0. + tr.style.height = "1px"; + trChild.style.height = "9px"; + + // Support: Android 8 Chrome 86+ + // In our bodyBackground.html iframe, + // display for all div elements is set to "inline", + // which causes a problem only in Android 8 Chrome 86. + // Ensuring the div is display: block + // gets around this issue. + trChild.style.display = "block"; + + documentElement + .appendChild( table ) + .appendChild( tr ) + .appendChild( trChild ); + + trStyle = window.getComputedStyle( tr ); + reliableTrDimensionsVal = ( parseInt( trStyle.height, 10 ) + + parseInt( trStyle.borderTopWidth, 10 ) + + parseInt( trStyle.borderBottomWidth, 10 ) ) === tr.offsetHeight; + + documentElement.removeChild( table ); + } + return reliableTrDimensionsVal; + } + } ); +} )(); + + +function curCSS( elem, name, computed ) { + var width, minWidth, maxWidth, ret, + + // Support: Firefox 51+ + // Retrieving style before computed somehow + // fixes an issue with getting wrong values + // on detached elements + style = elem.style; + + computed = computed || getStyles( elem ); + + // getPropertyValue is needed for: + // .css('filter') (IE 9 only, #12537) + // .css('--customProperty) (#3144) + if ( computed ) { + ret = computed.getPropertyValue( name ) || computed[ name ]; + + if ( ret === "" && !isAttached( elem ) ) { + ret = jQuery.style( elem, name ); + } + + // A tribute to the "awesome hack by Dean Edwards" + // Android Browser returns percentage for some values, + // but width seems to be reliably pixels. + // This is against the CSSOM draft spec: + // https://drafts.csswg.org/cssom/#resolved-values + if ( !support.pixelBoxStyles() && rnumnonpx.test( ret ) && rboxStyle.test( name ) ) { + + // Remember the original values + width = style.width; + minWidth = style.minWidth; + maxWidth = style.maxWidth; + + // Put in the new values to get a computed value out + style.minWidth = style.maxWidth = style.width = ret; + ret = computed.width; + + // Revert the changed values + style.width = width; + style.minWidth = minWidth; + style.maxWidth = maxWidth; + } + } + + return ret !== undefined ? + + // Support: IE <=9 - 11 only + // IE returns zIndex value as an integer. + ret + "" : + ret; +} + + +function addGetHookIf( conditionFn, hookFn ) { + + // Define the hook, we'll check on the first run if it's really needed. + return { + get: function() { + if ( conditionFn() ) { + + // Hook not needed (or it's not possible to use it due + // to missing dependency), remove it. + delete this.get; + return; + } + + // Hook needed; redefine it so that the support test is not executed again. + return ( this.get = hookFn ).apply( this, arguments ); + } + }; +} + + +var cssPrefixes = [ "Webkit", "Moz", "ms" ], + emptyStyle = document.createElement( "div" ).style, + vendorProps = {}; + +// Return a vendor-prefixed property or undefined +function vendorPropName( name ) { + + // Check for vendor prefixed names + var capName = name[ 0 ].toUpperCase() + name.slice( 1 ), + i = cssPrefixes.length; + + while ( i-- ) { + name = cssPrefixes[ i ] + capName; + if ( name in emptyStyle ) { + return name; + } + } +} + +// Return a potentially-mapped jQuery.cssProps or vendor prefixed property +function finalPropName( name ) { + var final = jQuery.cssProps[ name ] || vendorProps[ name ]; + + if ( final ) { + return final; + } + if ( name in emptyStyle ) { + return name; + } + return vendorProps[ name ] = vendorPropName( name ) || name; +} + + +var + + // Swappable if display is none or starts with table + // except "table", "table-cell", or "table-caption" + // See here for display values: https://developer.mozilla.org/en-US/docs/CSS/display + rdisplayswap = /^(none|table(?!-c[ea]).+)/, + rcustomProp = /^--/, + cssShow = { position: "absolute", visibility: "hidden", display: "block" }, + cssNormalTransform = { + letterSpacing: "0", + fontWeight: "400" + }; + +function setPositiveNumber( _elem, value, subtract ) { + + // Any relative (+/-) values have already been + // normalized at this point + var matches = rcssNum.exec( value ); + return matches ? + + // Guard against undefined "subtract", e.g., when used as in cssHooks + Math.max( 0, matches[ 2 ] - ( subtract || 0 ) ) + ( matches[ 3 ] || "px" ) : + value; +} + +function boxModelAdjustment( elem, dimension, box, isBorderBox, styles, computedVal ) { + var i = dimension === "width" ? 1 : 0, + extra = 0, + delta = 0; + + // Adjustment may not be necessary + if ( box === ( isBorderBox ? "border" : "content" ) ) { + return 0; + } + + for ( ; i < 4; i += 2 ) { + + // Both box models exclude margin + if ( box === "margin" ) { + delta += jQuery.css( elem, box + cssExpand[ i ], true, styles ); + } + + // If we get here with a content-box, we're seeking "padding" or "border" or "margin" + if ( !isBorderBox ) { + + // Add padding + delta += jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + + // For "border" or "margin", add border + if ( box !== "padding" ) { + delta += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + + // But still keep track of it otherwise + } else { + extra += jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + + // If we get here with a border-box (content + padding + border), we're seeking "content" or + // "padding" or "margin" + } else { + + // For "content", subtract padding + if ( box === "content" ) { + delta -= jQuery.css( elem, "padding" + cssExpand[ i ], true, styles ); + } + + // For "content" or "padding", subtract border + if ( box !== "margin" ) { + delta -= jQuery.css( elem, "border" + cssExpand[ i ] + "Width", true, styles ); + } + } + } + + // Account for positive content-box scroll gutter when requested by providing computedVal + if ( !isBorderBox && computedVal >= 0 ) { + + // offsetWidth/offsetHeight is a rounded sum of content, padding, scroll gutter, and border + // Assuming integer scroll gutter, subtract the rest and round down + delta += Math.max( 0, Math.ceil( + elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - + computedVal - + delta - + extra - + 0.5 + + // If offsetWidth/offsetHeight is unknown, then we can't determine content-box scroll gutter + // Use an explicit zero to avoid NaN (gh-3964) + ) ) || 0; + } + + return delta; +} + +function getWidthOrHeight( elem, dimension, extra ) { + + // Start with computed style + var styles = getStyles( elem ), + + // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-4322). + // Fake content-box until we know it's needed to know the true value. + boxSizingNeeded = !support.boxSizingReliable() || extra, + isBorderBox = boxSizingNeeded && + jQuery.css( elem, "boxSizing", false, styles ) === "border-box", + valueIsBorderBox = isBorderBox, + + val = curCSS( elem, dimension, styles ), + offsetProp = "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ); + + // Support: Firefox <=54 + // Return a confounding non-pixel value or feign ignorance, as appropriate. + if ( rnumnonpx.test( val ) ) { + if ( !extra ) { + return val; + } + val = "auto"; + } + + + // Support: IE 9 - 11 only + // Use offsetWidth/offsetHeight for when box sizing is unreliable. + // In those cases, the computed value can be trusted to be border-box. + if ( ( !support.boxSizingReliable() && isBorderBox || + + // Support: IE 10 - 11+, Edge 15 - 18+ + // IE/Edge misreport `getComputedStyle` of table rows with width/height + // set in CSS while `offset*` properties report correct values. + // Interestingly, in some cases IE 9 doesn't suffer from this issue. + !support.reliableTrDimensions() && nodeName( elem, "tr" ) || + + // Fall back to offsetWidth/offsetHeight when value is "auto" + // This happens for inline elements with no explicit setting (gh-3571) + val === "auto" || + + // Support: Android <=4.1 - 4.3 only + // Also use offsetWidth/offsetHeight for misreported inline dimensions (gh-3602) + !parseFloat( val ) && jQuery.css( elem, "display", false, styles ) === "inline" ) && + + // Make sure the element is visible & connected + elem.getClientRects().length ) { + + isBorderBox = jQuery.css( elem, "boxSizing", false, styles ) === "border-box"; + + // Where available, offsetWidth/offsetHeight approximate border box dimensions. + // Where not available (e.g., SVG), assume unreliable box-sizing and interpret the + // retrieved value as a content box dimension. + valueIsBorderBox = offsetProp in elem; + if ( valueIsBorderBox ) { + val = elem[ offsetProp ]; + } + } + + // Normalize "" and auto + val = parseFloat( val ) || 0; + + // Adjust for the element's box model + return ( val + + boxModelAdjustment( + elem, + dimension, + extra || ( isBorderBox ? "border" : "content" ), + valueIsBorderBox, + styles, + + // Provide the current computed size to request scroll gutter calculation (gh-3589) + val + ) + ) + "px"; +} + +jQuery.extend( { + + // Add in style property hooks for overriding the default + // behavior of getting and setting a style property + cssHooks: { + opacity: { + get: function( elem, computed ) { + if ( computed ) { + + // We should always get a number back from opacity + var ret = curCSS( elem, "opacity" ); + return ret === "" ? "1" : ret; + } + } + } + }, + + // Don't automatically add "px" to these possibly-unitless properties + cssNumber: { + "animationIterationCount": true, + "columnCount": true, + "fillOpacity": true, + "flexGrow": true, + "flexShrink": true, + "fontWeight": true, + "gridArea": true, + "gridColumn": true, + "gridColumnEnd": true, + "gridColumnStart": true, + "gridRow": true, + "gridRowEnd": true, + "gridRowStart": true, + "lineHeight": true, + "opacity": true, + "order": true, + "orphans": true, + "widows": true, + "zIndex": true, + "zoom": true + }, + + // Add in properties whose names you wish to fix before + // setting or getting the value + cssProps: {}, + + // Get and set the style property on a DOM Node + style: function( elem, name, value, extra ) { + + // Don't set styles on text and comment nodes + if ( !elem || elem.nodeType === 3 || elem.nodeType === 8 || !elem.style ) { + return; + } + + // Make sure that we're working with the right name + var ret, type, hooks, + origName = camelCase( name ), + isCustomProp = rcustomProp.test( name ), + style = elem.style; + + // Make sure that we're working with the right name. We don't + // want to query the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Gets hook for the prefixed version, then unprefixed version + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // Check if we're setting a value + if ( value !== undefined ) { + type = typeof value; + + // Convert "+=" or "-=" to relative numbers (#7345) + if ( type === "string" && ( ret = rcssNum.exec( value ) ) && ret[ 1 ] ) { + value = adjustCSS( elem, name, ret ); + + // Fixes bug #9237 + type = "number"; + } + + // Make sure that null and NaN values aren't set (#7116) + if ( value == null || value !== value ) { + return; + } + + // If a number was passed in, add the unit (except for certain CSS properties) + // The isCustomProp check can be removed in jQuery 4.0 when we only auto-append + // "px" to a few hardcoded values. + if ( type === "number" && !isCustomProp ) { + value += ret && ret[ 3 ] || ( jQuery.cssNumber[ origName ] ? "" : "px" ); + } + + // background-* props affect original clone's values + if ( !support.clearCloneStyle && value === "" && name.indexOf( "background" ) === 0 ) { + style[ name ] = "inherit"; + } + + // If a hook was provided, use that value, otherwise just set the specified value + if ( !hooks || !( "set" in hooks ) || + ( value = hooks.set( elem, value, extra ) ) !== undefined ) { + + if ( isCustomProp ) { + style.setProperty( name, value ); + } else { + style[ name ] = value; + } + } + + } else { + + // If a hook was provided get the non-computed value from there + if ( hooks && "get" in hooks && + ( ret = hooks.get( elem, false, extra ) ) !== undefined ) { + + return ret; + } + + // Otherwise just get the value from the style object + return style[ name ]; + } + }, + + css: function( elem, name, extra, styles ) { + var val, num, hooks, + origName = camelCase( name ), + isCustomProp = rcustomProp.test( name ); + + // Make sure that we're working with the right name. We don't + // want to modify the value if it is a CSS custom property + // since they are user-defined. + if ( !isCustomProp ) { + name = finalPropName( origName ); + } + + // Try prefixed name followed by the unprefixed name + hooks = jQuery.cssHooks[ name ] || jQuery.cssHooks[ origName ]; + + // If a hook was provided get the computed value from there + if ( hooks && "get" in hooks ) { + val = hooks.get( elem, true, extra ); + } + + // Otherwise, if a way to get the computed value exists, use that + if ( val === undefined ) { + val = curCSS( elem, name, styles ); + } + + // Convert "normal" to computed value + if ( val === "normal" && name in cssNormalTransform ) { + val = cssNormalTransform[ name ]; + } + + // Make numeric if forced or a qualifier was provided and val looks numeric + if ( extra === "" || extra ) { + num = parseFloat( val ); + return extra === true || isFinite( num ) ? num || 0 : val; + } + + return val; + } +} ); + +jQuery.each( [ "height", "width" ], function( _i, dimension ) { + jQuery.cssHooks[ dimension ] = { + get: function( elem, computed, extra ) { + if ( computed ) { + + // Certain elements can have dimension info if we invisibly show them + // but it must have a current display style that would benefit + return rdisplayswap.test( jQuery.css( elem, "display" ) ) && + + // Support: Safari 8+ + // Table columns in Safari have non-zero offsetWidth & zero + // getBoundingClientRect().width unless display is changed. + // Support: IE <=11 only + // Running getBoundingClientRect on a disconnected node + // in IE throws an error. + ( !elem.getClientRects().length || !elem.getBoundingClientRect().width ) ? + swap( elem, cssShow, function() { + return getWidthOrHeight( elem, dimension, extra ); + } ) : + getWidthOrHeight( elem, dimension, extra ); + } + }, + + set: function( elem, value, extra ) { + var matches, + styles = getStyles( elem ), + + // Only read styles.position if the test has a chance to fail + // to avoid forcing a reflow. + scrollboxSizeBuggy = !support.scrollboxSize() && + styles.position === "absolute", + + // To avoid forcing a reflow, only fetch boxSizing if we need it (gh-3991) + boxSizingNeeded = scrollboxSizeBuggy || extra, + isBorderBox = boxSizingNeeded && + jQuery.css( elem, "boxSizing", false, styles ) === "border-box", + subtract = extra ? + boxModelAdjustment( + elem, + dimension, + extra, + isBorderBox, + styles + ) : + 0; + + // Account for unreliable border-box dimensions by comparing offset* to computed and + // faking a content-box to get border and padding (gh-3699) + if ( isBorderBox && scrollboxSizeBuggy ) { + subtract -= Math.ceil( + elem[ "offset" + dimension[ 0 ].toUpperCase() + dimension.slice( 1 ) ] - + parseFloat( styles[ dimension ] ) - + boxModelAdjustment( elem, dimension, "border", false, styles ) - + 0.5 + ); + } + + // Convert to pixels if value adjustment is needed + if ( subtract && ( matches = rcssNum.exec( value ) ) && + ( matches[ 3 ] || "px" ) !== "px" ) { + + elem.style[ dimension ] = value; + value = jQuery.css( elem, dimension ); + } + + return setPositiveNumber( elem, value, subtract ); + } + }; +} ); + +jQuery.cssHooks.marginLeft = addGetHookIf( support.reliableMarginLeft, + function( elem, computed ) { + if ( computed ) { + return ( parseFloat( curCSS( elem, "marginLeft" ) ) || + elem.getBoundingClientRect().left - + swap( elem, { marginLeft: 0 }, function() { + return elem.getBoundingClientRect().left; + } ) + ) + "px"; + } + } +); + +// These hooks are used by animate to expand properties +jQuery.each( { + margin: "", + padding: "", + border: "Width" +}, function( prefix, suffix ) { + jQuery.cssHooks[ prefix + suffix ] = { + expand: function( value ) { + var i = 0, + expanded = {}, + + // Assumes a single number if not a string + parts = typeof value === "string" ? value.split( " " ) : [ value ]; + + for ( ; i < 4; i++ ) { + expanded[ prefix + cssExpand[ i ] + suffix ] = + parts[ i ] || parts[ i - 2 ] || parts[ 0 ]; + } + + return expanded; + } + }; + + if ( prefix !== "margin" ) { + jQuery.cssHooks[ prefix + suffix ].set = setPositiveNumber; + } +} ); + +jQuery.fn.extend( { + css: function( name, value ) { + return access( this, function( elem, name, value ) { + var styles, len, + map = {}, + i = 0; + + if ( Array.isArray( name ) ) { + styles = getStyles( elem ); + len = name.length; + + for ( ; i < len; i++ ) { + map[ name[ i ] ] = jQuery.css( elem, name[ i ], false, styles ); + } + + return map; + } + + return value !== undefined ? + jQuery.style( elem, name, value ) : + jQuery.css( elem, name ); + }, name, value, arguments.length > 1 ); + } +} ); + + +function Tween( elem, options, prop, end, easing ) { + return new Tween.prototype.init( elem, options, prop, end, easing ); +} +jQuery.Tween = Tween; + +Tween.prototype = { + constructor: Tween, + init: function( elem, options, prop, end, easing, unit ) { + this.elem = elem; + this.prop = prop; + this.easing = easing || jQuery.easing._default; + this.options = options; + this.start = this.now = this.cur(); + this.end = end; + this.unit = unit || ( jQuery.cssNumber[ prop ] ? "" : "px" ); + }, + cur: function() { + var hooks = Tween.propHooks[ this.prop ]; + + return hooks && hooks.get ? + hooks.get( this ) : + Tween.propHooks._default.get( this ); + }, + run: function( percent ) { + var eased, + hooks = Tween.propHooks[ this.prop ]; + + if ( this.options.duration ) { + this.pos = eased = jQuery.easing[ this.easing ]( + percent, this.options.duration * percent, 0, 1, this.options.duration + ); + } else { + this.pos = eased = percent; + } + this.now = ( this.end - this.start ) * eased + this.start; + + if ( this.options.step ) { + this.options.step.call( this.elem, this.now, this ); + } + + if ( hooks && hooks.set ) { + hooks.set( this ); + } else { + Tween.propHooks._default.set( this ); + } + return this; + } +}; + +Tween.prototype.init.prototype = Tween.prototype; + +Tween.propHooks = { + _default: { + get: function( tween ) { + var result; + + // Use a property on the element directly when it is not a DOM element, + // or when there is no matching style property that exists. + if ( tween.elem.nodeType !== 1 || + tween.elem[ tween.prop ] != null && tween.elem.style[ tween.prop ] == null ) { + return tween.elem[ tween.prop ]; + } + + // Passing an empty string as a 3rd parameter to .css will automatically + // attempt a parseFloat and fallback to a string if the parse fails. + // Simple values such as "10px" are parsed to Float; + // complex values such as "rotate(1rad)" are returned as-is. + result = jQuery.css( tween.elem, tween.prop, "" ); + + // Empty strings, null, undefined and "auto" are converted to 0. + return !result || result === "auto" ? 0 : result; + }, + set: function( tween ) { + + // Use step hook for back compat. + // Use cssHook if its there. + // Use .style if available and use plain properties where available. + if ( jQuery.fx.step[ tween.prop ] ) { + jQuery.fx.step[ tween.prop ]( tween ); + } else if ( tween.elem.nodeType === 1 && ( + jQuery.cssHooks[ tween.prop ] || + tween.elem.style[ finalPropName( tween.prop ) ] != null ) ) { + jQuery.style( tween.elem, tween.prop, tween.now + tween.unit ); + } else { + tween.elem[ tween.prop ] = tween.now; + } + } + } +}; + +// Support: IE <=9 only +// Panic based approach to setting things on disconnected nodes +Tween.propHooks.scrollTop = Tween.propHooks.scrollLeft = { + set: function( tween ) { + if ( tween.elem.nodeType && tween.elem.parentNode ) { + tween.elem[ tween.prop ] = tween.now; + } + } +}; + +jQuery.easing = { + linear: function( p ) { + return p; + }, + swing: function( p ) { + return 0.5 - Math.cos( p * Math.PI ) / 2; + }, + _default: "swing" +}; + +jQuery.fx = Tween.prototype.init; + +// Back compat <1.8 extension point +jQuery.fx.step = {}; + + + + +var + fxNow, inProgress, + rfxtypes = /^(?:toggle|show|hide)$/, + rrun = /queueHooks$/; + +function schedule() { + if ( inProgress ) { + if ( document.hidden === false && window.requestAnimationFrame ) { + window.requestAnimationFrame( schedule ); + } else { + window.setTimeout( schedule, jQuery.fx.interval ); + } + + jQuery.fx.tick(); + } +} + +// Animations created synchronously will run synchronously +function createFxNow() { + window.setTimeout( function() { + fxNow = undefined; + } ); + return ( fxNow = Date.now() ); +} + +// Generate parameters to create a standard animation +function genFx( type, includeWidth ) { + var which, + i = 0, + attrs = { height: type }; + + // If we include width, step value is 1 to do all cssExpand values, + // otherwise step value is 2 to skip over Left and Right + includeWidth = includeWidth ? 1 : 0; + for ( ; i < 4; i += 2 - includeWidth ) { + which = cssExpand[ i ]; + attrs[ "margin" + which ] = attrs[ "padding" + which ] = type; + } + + if ( includeWidth ) { + attrs.opacity = attrs.width = type; + } + + return attrs; +} + +function createTween( value, prop, animation ) { + var tween, + collection = ( Animation.tweeners[ prop ] || [] ).concat( Animation.tweeners[ "*" ] ), + index = 0, + length = collection.length; + for ( ; index < length; index++ ) { + if ( ( tween = collection[ index ].call( animation, prop, value ) ) ) { + + // We're done with this property + return tween; + } + } +} + +function defaultPrefilter( elem, props, opts ) { + var prop, value, toggle, hooks, oldfire, propTween, restoreDisplay, display, + isBox = "width" in props || "height" in props, + anim = this, + orig = {}, + style = elem.style, + hidden = elem.nodeType && isHiddenWithinTree( elem ), + dataShow = dataPriv.get( elem, "fxshow" ); + + // Queue-skipping animations hijack the fx hooks + if ( !opts.queue ) { + hooks = jQuery._queueHooks( elem, "fx" ); + if ( hooks.unqueued == null ) { + hooks.unqueued = 0; + oldfire = hooks.empty.fire; + hooks.empty.fire = function() { + if ( !hooks.unqueued ) { + oldfire(); + } + }; + } + hooks.unqueued++; + + anim.always( function() { + + // Ensure the complete handler is called before this completes + anim.always( function() { + hooks.unqueued--; + if ( !jQuery.queue( elem, "fx" ).length ) { + hooks.empty.fire(); + } + } ); + } ); + } + + // Detect show/hide animations + for ( prop in props ) { + value = props[ prop ]; + if ( rfxtypes.test( value ) ) { + delete props[ prop ]; + toggle = toggle || value === "toggle"; + if ( value === ( hidden ? "hide" : "show" ) ) { + + // Pretend to be hidden if this is a "show" and + // there is still data from a stopped show/hide + if ( value === "show" && dataShow && dataShow[ prop ] !== undefined ) { + hidden = true; + + // Ignore all other no-op show/hide data + } else { + continue; + } + } + orig[ prop ] = dataShow && dataShow[ prop ] || jQuery.style( elem, prop ); + } + } + + // Bail out if this is a no-op like .hide().hide() + propTween = !jQuery.isEmptyObject( props ); + if ( !propTween && jQuery.isEmptyObject( orig ) ) { + return; + } + + // Restrict "overflow" and "display" styles during box animations + if ( isBox && elem.nodeType === 1 ) { + + // Support: IE <=9 - 11, Edge 12 - 15 + // Record all 3 overflow attributes because IE does not infer the shorthand + // from identically-valued overflowX and overflowY and Edge just mirrors + // the overflowX value there. + opts.overflow = [ style.overflow, style.overflowX, style.overflowY ]; + + // Identify a display type, preferring old show/hide data over the CSS cascade + restoreDisplay = dataShow && dataShow.display; + if ( restoreDisplay == null ) { + restoreDisplay = dataPriv.get( elem, "display" ); + } + display = jQuery.css( elem, "display" ); + if ( display === "none" ) { + if ( restoreDisplay ) { + display = restoreDisplay; + } else { + + // Get nonempty value(s) by temporarily forcing visibility + showHide( [ elem ], true ); + restoreDisplay = elem.style.display || restoreDisplay; + display = jQuery.css( elem, "display" ); + showHide( [ elem ] ); + } + } + + // Animate inline elements as inline-block + if ( display === "inline" || display === "inline-block" && restoreDisplay != null ) { + if ( jQuery.css( elem, "float" ) === "none" ) { + + // Restore the original display value at the end of pure show/hide animations + if ( !propTween ) { + anim.done( function() { + style.display = restoreDisplay; + } ); + if ( restoreDisplay == null ) { + display = style.display; + restoreDisplay = display === "none" ? "" : display; + } + } + style.display = "inline-block"; + } + } + } + + if ( opts.overflow ) { + style.overflow = "hidden"; + anim.always( function() { + style.overflow = opts.overflow[ 0 ]; + style.overflowX = opts.overflow[ 1 ]; + style.overflowY = opts.overflow[ 2 ]; + } ); + } + + // Implement show/hide animations + propTween = false; + for ( prop in orig ) { + + // General show/hide setup for this element animation + if ( !propTween ) { + if ( dataShow ) { + if ( "hidden" in dataShow ) { + hidden = dataShow.hidden; + } + } else { + dataShow = dataPriv.access( elem, "fxshow", { display: restoreDisplay } ); + } + + // Store hidden/visible for toggle so `.stop().toggle()` "reverses" + if ( toggle ) { + dataShow.hidden = !hidden; + } + + // Show elements before animating them + if ( hidden ) { + showHide( [ elem ], true ); + } + + /* eslint-disable no-loop-func */ + + anim.done( function() { + + /* eslint-enable no-loop-func */ + + // The final step of a "hide" animation is actually hiding the element + if ( !hidden ) { + showHide( [ elem ] ); + } + dataPriv.remove( elem, "fxshow" ); + for ( prop in orig ) { + jQuery.style( elem, prop, orig[ prop ] ); + } + } ); + } + + // Per-property setup + propTween = createTween( hidden ? dataShow[ prop ] : 0, prop, anim ); + if ( !( prop in dataShow ) ) { + dataShow[ prop ] = propTween.start; + if ( hidden ) { + propTween.end = propTween.start; + propTween.start = 0; + } + } + } +} + +function propFilter( props, specialEasing ) { + var index, name, easing, value, hooks; + + // camelCase, specialEasing and expand cssHook pass + for ( index in props ) { + name = camelCase( index ); + easing = specialEasing[ name ]; + value = props[ index ]; + if ( Array.isArray( value ) ) { + easing = value[ 1 ]; + value = props[ index ] = value[ 0 ]; + } + + if ( index !== name ) { + props[ name ] = value; + delete props[ index ]; + } + + hooks = jQuery.cssHooks[ name ]; + if ( hooks && "expand" in hooks ) { + value = hooks.expand( value ); + delete props[ name ]; + + // Not quite $.extend, this won't overwrite existing keys. + // Reusing 'index' because we have the correct "name" + for ( index in value ) { + if ( !( index in props ) ) { + props[ index ] = value[ index ]; + specialEasing[ index ] = easing; + } + } + } else { + specialEasing[ name ] = easing; + } + } +} + +function Animation( elem, properties, options ) { + var result, + stopped, + index = 0, + length = Animation.prefilters.length, + deferred = jQuery.Deferred().always( function() { + + // Don't match elem in the :animated selector + delete tick.elem; + } ), + tick = function() { + if ( stopped ) { + return false; + } + var currentTime = fxNow || createFxNow(), + remaining = Math.max( 0, animation.startTime + animation.duration - currentTime ), + + // Support: Android 2.3 only + // Archaic crash bug won't allow us to use `1 - ( 0.5 || 0 )` (#12497) + temp = remaining / animation.duration || 0, + percent = 1 - temp, + index = 0, + length = animation.tweens.length; + + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( percent ); + } + + deferred.notifyWith( elem, [ animation, percent, remaining ] ); + + // If there's more to do, yield + if ( percent < 1 && length ) { + return remaining; + } + + // If this was an empty animation, synthesize a final progress notification + if ( !length ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + } + + // Resolve the animation and report its conclusion + deferred.resolveWith( elem, [ animation ] ); + return false; + }, + animation = deferred.promise( { + elem: elem, + props: jQuery.extend( {}, properties ), + opts: jQuery.extend( true, { + specialEasing: {}, + easing: jQuery.easing._default + }, options ), + originalProperties: properties, + originalOptions: options, + startTime: fxNow || createFxNow(), + duration: options.duration, + tweens: [], + createTween: function( prop, end ) { + var tween = jQuery.Tween( elem, animation.opts, prop, end, + animation.opts.specialEasing[ prop ] || animation.opts.easing ); + animation.tweens.push( tween ); + return tween; + }, + stop: function( gotoEnd ) { + var index = 0, + + // If we are going to the end, we want to run all the tweens + // otherwise we skip this part + length = gotoEnd ? animation.tweens.length : 0; + if ( stopped ) { + return this; + } + stopped = true; + for ( ; index < length; index++ ) { + animation.tweens[ index ].run( 1 ); + } + + // Resolve when we played the last frame; otherwise, reject + if ( gotoEnd ) { + deferred.notifyWith( elem, [ animation, 1, 0 ] ); + deferred.resolveWith( elem, [ animation, gotoEnd ] ); + } else { + deferred.rejectWith( elem, [ animation, gotoEnd ] ); + } + return this; + } + } ), + props = animation.props; + + propFilter( props, animation.opts.specialEasing ); + + for ( ; index < length; index++ ) { + result = Animation.prefilters[ index ].call( animation, elem, props, animation.opts ); + if ( result ) { + if ( isFunction( result.stop ) ) { + jQuery._queueHooks( animation.elem, animation.opts.queue ).stop = + result.stop.bind( result ); + } + return result; + } + } + + jQuery.map( props, createTween, animation ); + + if ( isFunction( animation.opts.start ) ) { + animation.opts.start.call( elem, animation ); + } + + // Attach callbacks from options + animation + .progress( animation.opts.progress ) + .done( animation.opts.done, animation.opts.complete ) + .fail( animation.opts.fail ) + .always( animation.opts.always ); + + jQuery.fx.timer( + jQuery.extend( tick, { + elem: elem, + anim: animation, + queue: animation.opts.queue + } ) + ); + + return animation; +} + +jQuery.Animation = jQuery.extend( Animation, { + + tweeners: { + "*": [ function( prop, value ) { + var tween = this.createTween( prop, value ); + adjustCSS( tween.elem, prop, rcssNum.exec( value ), tween ); + return tween; + } ] + }, + + tweener: function( props, callback ) { + if ( isFunction( props ) ) { + callback = props; + props = [ "*" ]; + } else { + props = props.match( rnothtmlwhite ); + } + + var prop, + index = 0, + length = props.length; + + for ( ; index < length; index++ ) { + prop = props[ index ]; + Animation.tweeners[ prop ] = Animation.tweeners[ prop ] || []; + Animation.tweeners[ prop ].unshift( callback ); + } + }, + + prefilters: [ defaultPrefilter ], + + prefilter: function( callback, prepend ) { + if ( prepend ) { + Animation.prefilters.unshift( callback ); + } else { + Animation.prefilters.push( callback ); + } + } +} ); + +jQuery.speed = function( speed, easing, fn ) { + var opt = speed && typeof speed === "object" ? jQuery.extend( {}, speed ) : { + complete: fn || !fn && easing || + isFunction( speed ) && speed, + duration: speed, + easing: fn && easing || easing && !isFunction( easing ) && easing + }; + + // Go to the end state if fx are off + if ( jQuery.fx.off ) { + opt.duration = 0; + + } else { + if ( typeof opt.duration !== "number" ) { + if ( opt.duration in jQuery.fx.speeds ) { + opt.duration = jQuery.fx.speeds[ opt.duration ]; + + } else { + opt.duration = jQuery.fx.speeds._default; + } + } + } + + // Normalize opt.queue - true/undefined/null -> "fx" + if ( opt.queue == null || opt.queue === true ) { + opt.queue = "fx"; + } + + // Queueing + opt.old = opt.complete; + + opt.complete = function() { + if ( isFunction( opt.old ) ) { + opt.old.call( this ); + } + + if ( opt.queue ) { + jQuery.dequeue( this, opt.queue ); + } + }; + + return opt; +}; + +jQuery.fn.extend( { + fadeTo: function( speed, to, easing, callback ) { + + // Show any hidden elements after setting opacity to 0 + return this.filter( isHiddenWithinTree ).css( "opacity", 0 ).show() + + // Animate to the value specified + .end().animate( { opacity: to }, speed, easing, callback ); + }, + animate: function( prop, speed, easing, callback ) { + var empty = jQuery.isEmptyObject( prop ), + optall = jQuery.speed( speed, easing, callback ), + doAnimation = function() { + + // Operate on a copy of prop so per-property easing won't be lost + var anim = Animation( this, jQuery.extend( {}, prop ), optall ); + + // Empty animations, or finishing resolves immediately + if ( empty || dataPriv.get( this, "finish" ) ) { + anim.stop( true ); + } + }; + + doAnimation.finish = doAnimation; + + return empty || optall.queue === false ? + this.each( doAnimation ) : + this.queue( optall.queue, doAnimation ); + }, + stop: function( type, clearQueue, gotoEnd ) { + var stopQueue = function( hooks ) { + var stop = hooks.stop; + delete hooks.stop; + stop( gotoEnd ); + }; + + if ( typeof type !== "string" ) { + gotoEnd = clearQueue; + clearQueue = type; + type = undefined; + } + if ( clearQueue ) { + this.queue( type || "fx", [] ); + } + + return this.each( function() { + var dequeue = true, + index = type != null && type + "queueHooks", + timers = jQuery.timers, + data = dataPriv.get( this ); + + if ( index ) { + if ( data[ index ] && data[ index ].stop ) { + stopQueue( data[ index ] ); + } + } else { + for ( index in data ) { + if ( data[ index ] && data[ index ].stop && rrun.test( index ) ) { + stopQueue( data[ index ] ); + } + } + } + + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && + ( type == null || timers[ index ].queue === type ) ) { + + timers[ index ].anim.stop( gotoEnd ); + dequeue = false; + timers.splice( index, 1 ); + } + } + + // Start the next in the queue if the last step wasn't forced. + // Timers currently will call their complete callbacks, which + // will dequeue but only if they were gotoEnd. + if ( dequeue || !gotoEnd ) { + jQuery.dequeue( this, type ); + } + } ); + }, + finish: function( type ) { + if ( type !== false ) { + type = type || "fx"; + } + return this.each( function() { + var index, + data = dataPriv.get( this ), + queue = data[ type + "queue" ], + hooks = data[ type + "queueHooks" ], + timers = jQuery.timers, + length = queue ? queue.length : 0; + + // Enable finishing flag on private data + data.finish = true; + + // Empty the queue first + jQuery.queue( this, type, [] ); + + if ( hooks && hooks.stop ) { + hooks.stop.call( this, true ); + } + + // Look for any active animations, and finish them + for ( index = timers.length; index--; ) { + if ( timers[ index ].elem === this && timers[ index ].queue === type ) { + timers[ index ].anim.stop( true ); + timers.splice( index, 1 ); + } + } + + // Look for any animations in the old queue and finish them + for ( index = 0; index < length; index++ ) { + if ( queue[ index ] && queue[ index ].finish ) { + queue[ index ].finish.call( this ); + } + } + + // Turn off finishing flag + delete data.finish; + } ); + } +} ); + +jQuery.each( [ "toggle", "show", "hide" ], function( _i, name ) { + var cssFn = jQuery.fn[ name ]; + jQuery.fn[ name ] = function( speed, easing, callback ) { + return speed == null || typeof speed === "boolean" ? + cssFn.apply( this, arguments ) : + this.animate( genFx( name, true ), speed, easing, callback ); + }; +} ); + +// Generate shortcuts for custom animations +jQuery.each( { + slideDown: genFx( "show" ), + slideUp: genFx( "hide" ), + slideToggle: genFx( "toggle" ), + fadeIn: { opacity: "show" }, + fadeOut: { opacity: "hide" }, + fadeToggle: { opacity: "toggle" } +}, function( name, props ) { + jQuery.fn[ name ] = function( speed, easing, callback ) { + return this.animate( props, speed, easing, callback ); + }; +} ); + +jQuery.timers = []; +jQuery.fx.tick = function() { + var timer, + i = 0, + timers = jQuery.timers; + + fxNow = Date.now(); + + for ( ; i < timers.length; i++ ) { + timer = timers[ i ]; + + // Run the timer and safely remove it when done (allowing for external removal) + if ( !timer() && timers[ i ] === timer ) { + timers.splice( i--, 1 ); + } + } + + if ( !timers.length ) { + jQuery.fx.stop(); + } + fxNow = undefined; +}; + +jQuery.fx.timer = function( timer ) { + jQuery.timers.push( timer ); + jQuery.fx.start(); +}; + +jQuery.fx.interval = 13; +jQuery.fx.start = function() { + if ( inProgress ) { + return; + } + + inProgress = true; + schedule(); +}; + +jQuery.fx.stop = function() { + inProgress = null; +}; + +jQuery.fx.speeds = { + slow: 600, + fast: 200, + + // Default speed + _default: 400 +}; + + +// Based off of the plugin by Clint Helfers, with permission. +// https://web.archive.org/web/20100324014747/http://blindsignals.com/index.php/2009/07/jquery-delay/ +jQuery.fn.delay = function( time, type ) { + time = jQuery.fx ? jQuery.fx.speeds[ time ] || time : time; + type = type || "fx"; + + return this.queue( type, function( next, hooks ) { + var timeout = window.setTimeout( next, time ); + hooks.stop = function() { + window.clearTimeout( timeout ); + }; + } ); +}; + + +( function() { + var input = document.createElement( "input" ), + select = document.createElement( "select" ), + opt = select.appendChild( document.createElement( "option" ) ); + + input.type = "checkbox"; + + // Support: Android <=4.3 only + // Default value for a checkbox should be "on" + support.checkOn = input.value !== ""; + + // Support: IE <=11 only + // Must access selectedIndex to make default options select + support.optSelected = opt.selected; + + // Support: IE <=11 only + // An input loses its value after becoming a radio + input = document.createElement( "input" ); + input.value = "t"; + input.type = "radio"; + support.radioValue = input.value === "t"; +} )(); + + +var boolHook, + attrHandle = jQuery.expr.attrHandle; + +jQuery.fn.extend( { + attr: function( name, value ) { + return access( this, jQuery.attr, name, value, arguments.length > 1 ); + }, + + removeAttr: function( name ) { + return this.each( function() { + jQuery.removeAttr( this, name ); + } ); + } +} ); + +jQuery.extend( { + attr: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set attributes on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + // Fallback to prop when attributes are not supported + if ( typeof elem.getAttribute === "undefined" ) { + return jQuery.prop( elem, name, value ); + } + + // Attribute hooks are determined by the lowercase version + // Grab necessary hook if one is defined + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + hooks = jQuery.attrHooks[ name.toLowerCase() ] || + ( jQuery.expr.match.bool.test( name ) ? boolHook : undefined ); + } + + if ( value !== undefined ) { + if ( value === null ) { + jQuery.removeAttr( elem, name ); + return; + } + + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + elem.setAttribute( name, value + "" ); + return value; + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + ret = jQuery.find.attr( elem, name ); + + // Non-existent attributes return null, we normalize to undefined + return ret == null ? undefined : ret; + }, + + attrHooks: { + type: { + set: function( elem, value ) { + if ( !support.radioValue && value === "radio" && + nodeName( elem, "input" ) ) { + var val = elem.value; + elem.setAttribute( "type", value ); + if ( val ) { + elem.value = val; + } + return value; + } + } + } + }, + + removeAttr: function( elem, value ) { + var name, + i = 0, + + // Attribute names can contain non-HTML whitespace characters + // https://html.spec.whatwg.org/multipage/syntax.html#attributes-2 + attrNames = value && value.match( rnothtmlwhite ); + + if ( attrNames && elem.nodeType === 1 ) { + while ( ( name = attrNames[ i++ ] ) ) { + elem.removeAttribute( name ); + } + } + } +} ); + +// Hooks for boolean attributes +boolHook = { + set: function( elem, value, name ) { + if ( value === false ) { + + // Remove boolean attributes when set to false + jQuery.removeAttr( elem, name ); + } else { + elem.setAttribute( name, name ); + } + return name; + } +}; + +jQuery.each( jQuery.expr.match.bool.source.match( /\w+/g ), function( _i, name ) { + var getter = attrHandle[ name ] || jQuery.find.attr; + + attrHandle[ name ] = function( elem, name, isXML ) { + var ret, handle, + lowercaseName = name.toLowerCase(); + + if ( !isXML ) { + + // Avoid an infinite loop by temporarily removing this function from the getter + handle = attrHandle[ lowercaseName ]; + attrHandle[ lowercaseName ] = ret; + ret = getter( elem, name, isXML ) != null ? + lowercaseName : + null; + attrHandle[ lowercaseName ] = handle; + } + return ret; + }; +} ); + + + + +var rfocusable = /^(?:input|select|textarea|button)$/i, + rclickable = /^(?:a|area)$/i; + +jQuery.fn.extend( { + prop: function( name, value ) { + return access( this, jQuery.prop, name, value, arguments.length > 1 ); + }, + + removeProp: function( name ) { + return this.each( function() { + delete this[ jQuery.propFix[ name ] || name ]; + } ); + } +} ); + +jQuery.extend( { + prop: function( elem, name, value ) { + var ret, hooks, + nType = elem.nodeType; + + // Don't get/set properties on text, comment and attribute nodes + if ( nType === 3 || nType === 8 || nType === 2 ) { + return; + } + + if ( nType !== 1 || !jQuery.isXMLDoc( elem ) ) { + + // Fix name and attach hooks + name = jQuery.propFix[ name ] || name; + hooks = jQuery.propHooks[ name ]; + } + + if ( value !== undefined ) { + if ( hooks && "set" in hooks && + ( ret = hooks.set( elem, value, name ) ) !== undefined ) { + return ret; + } + + return ( elem[ name ] = value ); + } + + if ( hooks && "get" in hooks && ( ret = hooks.get( elem, name ) ) !== null ) { + return ret; + } + + return elem[ name ]; + }, + + propHooks: { + tabIndex: { + get: function( elem ) { + + // Support: IE <=9 - 11 only + // elem.tabIndex doesn't always return the + // correct value when it hasn't been explicitly set + // https://web.archive.org/web/20141116233347/http://fluidproject.org/blog/2008/01/09/getting-setting-and-removing-tabindex-values-with-javascript/ + // Use proper attribute retrieval(#12072) + var tabindex = jQuery.find.attr( elem, "tabindex" ); + + if ( tabindex ) { + return parseInt( tabindex, 10 ); + } + + if ( + rfocusable.test( elem.nodeName ) || + rclickable.test( elem.nodeName ) && + elem.href + ) { + return 0; + } + + return -1; + } + } + }, + + propFix: { + "for": "htmlFor", + "class": "className" + } +} ); + +// Support: IE <=11 only +// Accessing the selectedIndex property +// forces the browser to respect setting selected +// on the option +// The getter ensures a default option is selected +// when in an optgroup +// eslint rule "no-unused-expressions" is disabled for this code +// since it considers such accessions noop +if ( !support.optSelected ) { + jQuery.propHooks.selected = { + get: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent && parent.parentNode ) { + parent.parentNode.selectedIndex; + } + return null; + }, + set: function( elem ) { + + /* eslint no-unused-expressions: "off" */ + + var parent = elem.parentNode; + if ( parent ) { + parent.selectedIndex; + + if ( parent.parentNode ) { + parent.parentNode.selectedIndex; + } + } + } + }; +} + +jQuery.each( [ + "tabIndex", + "readOnly", + "maxLength", + "cellSpacing", + "cellPadding", + "rowSpan", + "colSpan", + "useMap", + "frameBorder", + "contentEditable" +], function() { + jQuery.propFix[ this.toLowerCase() ] = this; +} ); + + + + + // Strip and collapse whitespace according to HTML spec + // https://infra.spec.whatwg.org/#strip-and-collapse-ascii-whitespace + function stripAndCollapse( value ) { + var tokens = value.match( rnothtmlwhite ) || []; + return tokens.join( " " ); + } + + +function getClass( elem ) { + return elem.getAttribute && elem.getAttribute( "class" ) || ""; +} + +function classesToArray( value ) { + if ( Array.isArray( value ) ) { + return value; + } + if ( typeof value === "string" ) { + return value.match( rnothtmlwhite ) || []; + } + return []; +} + +jQuery.fn.extend( { + addClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).addClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + classes = classesToArray( value ); + + if ( classes.length ) { + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + if ( cur.indexOf( " " + clazz + " " ) < 0 ) { + cur += clazz + " "; + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + removeClass: function( value ) { + var classes, elem, cur, curValue, clazz, j, finalValue, + i = 0; + + if ( isFunction( value ) ) { + return this.each( function( j ) { + jQuery( this ).removeClass( value.call( this, j, getClass( this ) ) ); + } ); + } + + if ( !arguments.length ) { + return this.attr( "class", "" ); + } + + classes = classesToArray( value ); + + if ( classes.length ) { + while ( ( elem = this[ i++ ] ) ) { + curValue = getClass( elem ); + + // This expression is here for better compressibility (see addClass) + cur = elem.nodeType === 1 && ( " " + stripAndCollapse( curValue ) + " " ); + + if ( cur ) { + j = 0; + while ( ( clazz = classes[ j++ ] ) ) { + + // Remove *all* instances + while ( cur.indexOf( " " + clazz + " " ) > -1 ) { + cur = cur.replace( " " + clazz + " ", " " ); + } + } + + // Only assign if different to avoid unneeded rendering. + finalValue = stripAndCollapse( cur ); + if ( curValue !== finalValue ) { + elem.setAttribute( "class", finalValue ); + } + } + } + } + + return this; + }, + + toggleClass: function( value, stateVal ) { + var type = typeof value, + isValidValue = type === "string" || Array.isArray( value ); + + if ( typeof stateVal === "boolean" && isValidValue ) { + return stateVal ? this.addClass( value ) : this.removeClass( value ); + } + + if ( isFunction( value ) ) { + return this.each( function( i ) { + jQuery( this ).toggleClass( + value.call( this, i, getClass( this ), stateVal ), + stateVal + ); + } ); + } + + return this.each( function() { + var className, i, self, classNames; + + if ( isValidValue ) { + + // Toggle individual class names + i = 0; + self = jQuery( this ); + classNames = classesToArray( value ); + + while ( ( className = classNames[ i++ ] ) ) { + + // Check each className given, space separated list + if ( self.hasClass( className ) ) { + self.removeClass( className ); + } else { + self.addClass( className ); + } + } + + // Toggle whole class name + } else if ( value === undefined || type === "boolean" ) { + className = getClass( this ); + if ( className ) { + + // Store className if set + dataPriv.set( this, "__className__", className ); + } + + // If the element has a class name or if we're passed `false`, + // then remove the whole classname (if there was one, the above saved it). + // Otherwise bring back whatever was previously saved (if anything), + // falling back to the empty string if nothing was stored. + if ( this.setAttribute ) { + this.setAttribute( "class", + className || value === false ? + "" : + dataPriv.get( this, "__className__" ) || "" + ); + } + } + } ); + }, + + hasClass: function( selector ) { + var className, elem, + i = 0; + + className = " " + selector + " "; + while ( ( elem = this[ i++ ] ) ) { + if ( elem.nodeType === 1 && + ( " " + stripAndCollapse( getClass( elem ) ) + " " ).indexOf( className ) > -1 ) { + return true; + } + } + + return false; + } +} ); + + + + +var rreturn = /\r/g; + +jQuery.fn.extend( { + val: function( value ) { + var hooks, ret, valueIsFunction, + elem = this[ 0 ]; + + if ( !arguments.length ) { + if ( elem ) { + hooks = jQuery.valHooks[ elem.type ] || + jQuery.valHooks[ elem.nodeName.toLowerCase() ]; + + if ( hooks && + "get" in hooks && + ( ret = hooks.get( elem, "value" ) ) !== undefined + ) { + return ret; + } + + ret = elem.value; + + // Handle most common string cases + if ( typeof ret === "string" ) { + return ret.replace( rreturn, "" ); + } + + // Handle cases where value is null/undef or number + return ret == null ? "" : ret; + } + + return; + } + + valueIsFunction = isFunction( value ); + + return this.each( function( i ) { + var val; + + if ( this.nodeType !== 1 ) { + return; + } + + if ( valueIsFunction ) { + val = value.call( this, i, jQuery( this ).val() ); + } else { + val = value; + } + + // Treat null/undefined as ""; convert numbers to string + if ( val == null ) { + val = ""; + + } else if ( typeof val === "number" ) { + val += ""; + + } else if ( Array.isArray( val ) ) { + val = jQuery.map( val, function( value ) { + return value == null ? "" : value + ""; + } ); + } + + hooks = jQuery.valHooks[ this.type ] || jQuery.valHooks[ this.nodeName.toLowerCase() ]; + + // If set returns undefined, fall back to normal setting + if ( !hooks || !( "set" in hooks ) || hooks.set( this, val, "value" ) === undefined ) { + this.value = val; + } + } ); + } +} ); + +jQuery.extend( { + valHooks: { + option: { + get: function( elem ) { + + var val = jQuery.find.attr( elem, "value" ); + return val != null ? + val : + + // Support: IE <=10 - 11 only + // option.text throws exceptions (#14686, #14858) + // Strip and collapse whitespace + // https://html.spec.whatwg.org/#strip-and-collapse-whitespace + stripAndCollapse( jQuery.text( elem ) ); + } + }, + select: { + get: function( elem ) { + var value, option, i, + options = elem.options, + index = elem.selectedIndex, + one = elem.type === "select-one", + values = one ? null : [], + max = one ? index + 1 : options.length; + + if ( index < 0 ) { + i = max; + + } else { + i = one ? index : 0; + } + + // Loop through all the selected options + for ( ; i < max; i++ ) { + option = options[ i ]; + + // Support: IE <=9 only + // IE8-9 doesn't update selected after form reset (#2551) + if ( ( option.selected || i === index ) && + + // Don't return options that are disabled or in a disabled optgroup + !option.disabled && + ( !option.parentNode.disabled || + !nodeName( option.parentNode, "optgroup" ) ) ) { + + // Get the specific value for the option + value = jQuery( option ).val(); + + // We don't need an array for one selects + if ( one ) { + return value; + } + + // Multi-Selects return an array + values.push( value ); + } + } + + return values; + }, + + set: function( elem, value ) { + var optionSet, option, + options = elem.options, + values = jQuery.makeArray( value ), + i = options.length; + + while ( i-- ) { + option = options[ i ]; + + /* eslint-disable no-cond-assign */ + + if ( option.selected = + jQuery.inArray( jQuery.valHooks.option.get( option ), values ) > -1 + ) { + optionSet = true; + } + + /* eslint-enable no-cond-assign */ + } + + // Force browsers to behave consistently when non-matching value is set + if ( !optionSet ) { + elem.selectedIndex = -1; + } + return values; + } + } + } +} ); + +// Radios and checkboxes getter/setter +jQuery.each( [ "radio", "checkbox" ], function() { + jQuery.valHooks[ this ] = { + set: function( elem, value ) { + if ( Array.isArray( value ) ) { + return ( elem.checked = jQuery.inArray( jQuery( elem ).val(), value ) > -1 ); + } + } + }; + if ( !support.checkOn ) { + jQuery.valHooks[ this ].get = function( elem ) { + return elem.getAttribute( "value" ) === null ? "on" : elem.value; + }; + } +} ); + + + + +// Return jQuery for attributes-only inclusion + + +support.focusin = "onfocusin" in window; + + +var rfocusMorph = /^(?:focusinfocus|focusoutblur)$/, + stopPropagationCallback = function( e ) { + e.stopPropagation(); + }; + +jQuery.extend( jQuery.event, { + + trigger: function( event, data, elem, onlyHandlers ) { + + var i, cur, tmp, bubbleType, ontype, handle, special, lastElement, + eventPath = [ elem || document ], + type = hasOwn.call( event, "type" ) ? event.type : event, + namespaces = hasOwn.call( event, "namespace" ) ? event.namespace.split( "." ) : []; + + cur = lastElement = tmp = elem = elem || document; + + // Don't do events on text and comment nodes + if ( elem.nodeType === 3 || elem.nodeType === 8 ) { + return; + } + + // focus/blur morphs to focusin/out; ensure we're not firing them right now + if ( rfocusMorph.test( type + jQuery.event.triggered ) ) { + return; + } + + if ( type.indexOf( "." ) > -1 ) { + + // Namespaced trigger; create a regexp to match event type in handle() + namespaces = type.split( "." ); + type = namespaces.shift(); + namespaces.sort(); + } + ontype = type.indexOf( ":" ) < 0 && "on" + type; + + // Caller can pass in a jQuery.Event object, Object, or just an event type string + event = event[ jQuery.expando ] ? + event : + new jQuery.Event( type, typeof event === "object" && event ); + + // Trigger bitmask: & 1 for native handlers; & 2 for jQuery (always true) + event.isTrigger = onlyHandlers ? 2 : 3; + event.namespace = namespaces.join( "." ); + event.rnamespace = event.namespace ? + new RegExp( "(^|\\.)" + namespaces.join( "\\.(?:.*\\.|)" ) + "(\\.|$)" ) : + null; + + // Clean up the event in case it is being reused + event.result = undefined; + if ( !event.target ) { + event.target = elem; + } + + // Clone any incoming data and prepend the event, creating the handler arg list + data = data == null ? + [ event ] : + jQuery.makeArray( data, [ event ] ); + + // Allow special events to draw outside the lines + special = jQuery.event.special[ type ] || {}; + if ( !onlyHandlers && special.trigger && special.trigger.apply( elem, data ) === false ) { + return; + } + + // Determine event propagation path in advance, per W3C events spec (#9951) + // Bubble up to document, then to window; watch for a global ownerDocument var (#9724) + if ( !onlyHandlers && !special.noBubble && !isWindow( elem ) ) { + + bubbleType = special.delegateType || type; + if ( !rfocusMorph.test( bubbleType + type ) ) { + cur = cur.parentNode; + } + for ( ; cur; cur = cur.parentNode ) { + eventPath.push( cur ); + tmp = cur; + } + + // Only add window if we got to document (e.g., not plain obj or detached DOM) + if ( tmp === ( elem.ownerDocument || document ) ) { + eventPath.push( tmp.defaultView || tmp.parentWindow || window ); + } + } + + // Fire handlers on the event path + i = 0; + while ( ( cur = eventPath[ i++ ] ) && !event.isPropagationStopped() ) { + lastElement = cur; + event.type = i > 1 ? + bubbleType : + special.bindType || type; + + // jQuery handler + handle = ( dataPriv.get( cur, "events" ) || Object.create( null ) )[ event.type ] && + dataPriv.get( cur, "handle" ); + if ( handle ) { + handle.apply( cur, data ); + } + + // Native handler + handle = ontype && cur[ ontype ]; + if ( handle && handle.apply && acceptData( cur ) ) { + event.result = handle.apply( cur, data ); + if ( event.result === false ) { + event.preventDefault(); + } + } + } + event.type = type; + + // If nobody prevented the default action, do it now + if ( !onlyHandlers && !event.isDefaultPrevented() ) { + + if ( ( !special._default || + special._default.apply( eventPath.pop(), data ) === false ) && + acceptData( elem ) ) { + + // Call a native DOM method on the target with the same name as the event. + // Don't do default actions on window, that's where global variables be (#6170) + if ( ontype && isFunction( elem[ type ] ) && !isWindow( elem ) ) { + + // Don't re-trigger an onFOO event when we call its FOO() method + tmp = elem[ ontype ]; + + if ( tmp ) { + elem[ ontype ] = null; + } + + // Prevent re-triggering of the same event, since we already bubbled it above + jQuery.event.triggered = type; + + if ( event.isPropagationStopped() ) { + lastElement.addEventListener( type, stopPropagationCallback ); + } + + elem[ type ](); + + if ( event.isPropagationStopped() ) { + lastElement.removeEventListener( type, stopPropagationCallback ); + } + + jQuery.event.triggered = undefined; + + if ( tmp ) { + elem[ ontype ] = tmp; + } + } + } + } + + return event.result; + }, + + // Piggyback on a donor event to simulate a different one + // Used only for `focus(in | out)` events + simulate: function( type, elem, event ) { + var e = jQuery.extend( + new jQuery.Event(), + event, + { + type: type, + isSimulated: true + } + ); + + jQuery.event.trigger( e, null, elem ); + } + +} ); + +jQuery.fn.extend( { + + trigger: function( type, data ) { + return this.each( function() { + jQuery.event.trigger( type, data, this ); + } ); + }, + triggerHandler: function( type, data ) { + var elem = this[ 0 ]; + if ( elem ) { + return jQuery.event.trigger( type, data, elem, true ); + } + } +} ); + + +// Support: Firefox <=44 +// Firefox doesn't have focus(in | out) events +// Related ticket - https://bugzilla.mozilla.org/show_bug.cgi?id=687787 +// +// Support: Chrome <=48 - 49, Safari <=9.0 - 9.1 +// focus(in | out) events fire after focus & blur events, +// which is spec violation - http://www.w3.org/TR/DOM-Level-3-Events/#events-focusevent-event-order +// Related ticket - https://bugs.chromium.org/p/chromium/issues/detail?id=449857 +if ( !support.focusin ) { + jQuery.each( { focus: "focusin", blur: "focusout" }, function( orig, fix ) { + + // Attach a single capturing handler on the document while someone wants focusin/focusout + var handler = function( event ) { + jQuery.event.simulate( fix, event.target, jQuery.event.fix( event ) ); + }; + + jQuery.event.special[ fix ] = { + setup: function() { + + // Handle: regular nodes (via `this.ownerDocument`), window + // (via `this.document`) & document (via `this`). + var doc = this.ownerDocument || this.document || this, + attaches = dataPriv.access( doc, fix ); + + if ( !attaches ) { + doc.addEventListener( orig, handler, true ); + } + dataPriv.access( doc, fix, ( attaches || 0 ) + 1 ); + }, + teardown: function() { + var doc = this.ownerDocument || this.document || this, + attaches = dataPriv.access( doc, fix ) - 1; + + if ( !attaches ) { + doc.removeEventListener( orig, handler, true ); + dataPriv.remove( doc, fix ); + + } else { + dataPriv.access( doc, fix, attaches ); + } + } + }; + } ); +} +var location = window.location; + +var nonce = { guid: Date.now() }; + +var rquery = ( /\?/ ); + + + +// Cross-browser xml parsing +jQuery.parseXML = function( data ) { + var xml, parserErrorElem; + if ( !data || typeof data !== "string" ) { + return null; + } + + // Support: IE 9 - 11 only + // IE throws on parseFromString with invalid input. + try { + xml = ( new window.DOMParser() ).parseFromString( data, "text/xml" ); + } catch ( e ) {} + + parserErrorElem = xml && xml.getElementsByTagName( "parsererror" )[ 0 ]; + if ( !xml || parserErrorElem ) { + jQuery.error( "Invalid XML: " + ( + parserErrorElem ? + jQuery.map( parserErrorElem.childNodes, function( el ) { + return el.textContent; + } ).join( "\n" ) : + data + ) ); + } + return xml; +}; + + +var + rbracket = /\[\]$/, + rCRLF = /\r?\n/g, + rsubmitterTypes = /^(?:submit|button|image|reset|file)$/i, + rsubmittable = /^(?:input|select|textarea|keygen)/i; + +function buildParams( prefix, obj, traditional, add ) { + var name; + + if ( Array.isArray( obj ) ) { + + // Serialize array item. + jQuery.each( obj, function( i, v ) { + if ( traditional || rbracket.test( prefix ) ) { + + // Treat each array item as a scalar. + add( prefix, v ); + + } else { + + // Item is non-scalar (array or object), encode its numeric index. + buildParams( + prefix + "[" + ( typeof v === "object" && v != null ? i : "" ) + "]", + v, + traditional, + add + ); + } + } ); + + } else if ( !traditional && toType( obj ) === "object" ) { + + // Serialize object item. + for ( name in obj ) { + buildParams( prefix + "[" + name + "]", obj[ name ], traditional, add ); + } + + } else { + + // Serialize scalar item. + add( prefix, obj ); + } +} + +// Serialize an array of form elements or a set of +// key/values into a query string +jQuery.param = function( a, traditional ) { + var prefix, + s = [], + add = function( key, valueOrFunction ) { + + // If value is a function, invoke it and use its return value + var value = isFunction( valueOrFunction ) ? + valueOrFunction() : + valueOrFunction; + + s[ s.length ] = encodeURIComponent( key ) + "=" + + encodeURIComponent( value == null ? "" : value ); + }; + + if ( a == null ) { + return ""; + } + + // If an array was passed in, assume that it is an array of form elements. + if ( Array.isArray( a ) || ( a.jquery && !jQuery.isPlainObject( a ) ) ) { + + // Serialize the form elements + jQuery.each( a, function() { + add( this.name, this.value ); + } ); + + } else { + + // If traditional, encode the "old" way (the way 1.3.2 or older + // did it), otherwise encode params recursively. + for ( prefix in a ) { + buildParams( prefix, a[ prefix ], traditional, add ); + } + } + + // Return the resulting serialization + return s.join( "&" ); +}; + +jQuery.fn.extend( { + serialize: function() { + return jQuery.param( this.serializeArray() ); + }, + serializeArray: function() { + return this.map( function() { + + // Can add propHook for "elements" to filter or add form elements + var elements = jQuery.prop( this, "elements" ); + return elements ? jQuery.makeArray( elements ) : this; + } ).filter( function() { + var type = this.type; + + // Use .is( ":disabled" ) so that fieldset[disabled] works + return this.name && !jQuery( this ).is( ":disabled" ) && + rsubmittable.test( this.nodeName ) && !rsubmitterTypes.test( type ) && + ( this.checked || !rcheckableType.test( type ) ); + } ).map( function( _i, elem ) { + var val = jQuery( this ).val(); + + if ( val == null ) { + return null; + } + + if ( Array.isArray( val ) ) { + return jQuery.map( val, function( val ) { + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ); + } + + return { name: elem.name, value: val.replace( rCRLF, "\r\n" ) }; + } ).get(); + } +} ); + + +var + r20 = /%20/g, + rhash = /#.*$/, + rantiCache = /([?&])_=[^&]*/, + rheaders = /^(.*?):[ \t]*([^\r\n]*)$/mg, + + // #7653, #8125, #8152: local protocol detection + rlocalProtocol = /^(?:about|app|app-storage|.+-extension|file|res|widget):$/, + rnoContent = /^(?:GET|HEAD)$/, + rprotocol = /^\/\//, + + /* Prefilters + * 1) They are useful to introduce custom dataTypes (see ajax/jsonp.js for an example) + * 2) These are called: + * - BEFORE asking for a transport + * - AFTER param serialization (s.data is a string if s.processData is true) + * 3) key is the dataType + * 4) the catchall symbol "*" can be used + * 5) execution will start with transport dataType and THEN continue down to "*" if needed + */ + prefilters = {}, + + /* Transports bindings + * 1) key is the dataType + * 2) the catchall symbol "*" can be used + * 3) selection will start with transport dataType and THEN go to "*" if needed + */ + transports = {}, + + // Avoid comment-prolog char sequence (#10098); must appease lint and evade compression + allTypes = "*/".concat( "*" ), + + // Anchor tag for parsing the document origin + originAnchor = document.createElement( "a" ); + +originAnchor.href = location.href; + +// Base "constructor" for jQuery.ajaxPrefilter and jQuery.ajaxTransport +function addToPrefiltersOrTransports( structure ) { + + // dataTypeExpression is optional and defaults to "*" + return function( dataTypeExpression, func ) { + + if ( typeof dataTypeExpression !== "string" ) { + func = dataTypeExpression; + dataTypeExpression = "*"; + } + + var dataType, + i = 0, + dataTypes = dataTypeExpression.toLowerCase().match( rnothtmlwhite ) || []; + + if ( isFunction( func ) ) { + + // For each dataType in the dataTypeExpression + while ( ( dataType = dataTypes[ i++ ] ) ) { + + // Prepend if requested + if ( dataType[ 0 ] === "+" ) { + dataType = dataType.slice( 1 ) || "*"; + ( structure[ dataType ] = structure[ dataType ] || [] ).unshift( func ); + + // Otherwise append + } else { + ( structure[ dataType ] = structure[ dataType ] || [] ).push( func ); + } + } + } + }; +} + +// Base inspection function for prefilters and transports +function inspectPrefiltersOrTransports( structure, options, originalOptions, jqXHR ) { + + var inspected = {}, + seekingTransport = ( structure === transports ); + + function inspect( dataType ) { + var selected; + inspected[ dataType ] = true; + jQuery.each( structure[ dataType ] || [], function( _, prefilterOrFactory ) { + var dataTypeOrTransport = prefilterOrFactory( options, originalOptions, jqXHR ); + if ( typeof dataTypeOrTransport === "string" && + !seekingTransport && !inspected[ dataTypeOrTransport ] ) { + + options.dataTypes.unshift( dataTypeOrTransport ); + inspect( dataTypeOrTransport ); + return false; + } else if ( seekingTransport ) { + return !( selected = dataTypeOrTransport ); + } + } ); + return selected; + } + + return inspect( options.dataTypes[ 0 ] ) || !inspected[ "*" ] && inspect( "*" ); +} + +// A special extend for ajax options +// that takes "flat" options (not to be deep extended) +// Fixes #9887 +function ajaxExtend( target, src ) { + var key, deep, + flatOptions = jQuery.ajaxSettings.flatOptions || {}; + + for ( key in src ) { + if ( src[ key ] !== undefined ) { + ( flatOptions[ key ] ? target : ( deep || ( deep = {} ) ) )[ key ] = src[ key ]; + } + } + if ( deep ) { + jQuery.extend( true, target, deep ); + } + + return target; +} + +/* Handles responses to an ajax request: + * - finds the right dataType (mediates between content-type and expected dataType) + * - returns the corresponding response + */ +function ajaxHandleResponses( s, jqXHR, responses ) { + + var ct, type, finalDataType, firstDataType, + contents = s.contents, + dataTypes = s.dataTypes; + + // Remove auto dataType and get content-type in the process + while ( dataTypes[ 0 ] === "*" ) { + dataTypes.shift(); + if ( ct === undefined ) { + ct = s.mimeType || jqXHR.getResponseHeader( "Content-Type" ); + } + } + + // Check if we're dealing with a known content-type + if ( ct ) { + for ( type in contents ) { + if ( contents[ type ] && contents[ type ].test( ct ) ) { + dataTypes.unshift( type ); + break; + } + } + } + + // Check to see if we have a response for the expected dataType + if ( dataTypes[ 0 ] in responses ) { + finalDataType = dataTypes[ 0 ]; + } else { + + // Try convertible dataTypes + for ( type in responses ) { + if ( !dataTypes[ 0 ] || s.converters[ type + " " + dataTypes[ 0 ] ] ) { + finalDataType = type; + break; + } + if ( !firstDataType ) { + firstDataType = type; + } + } + + // Or just use first one + finalDataType = finalDataType || firstDataType; + } + + // If we found a dataType + // We add the dataType to the list if needed + // and return the corresponding response + if ( finalDataType ) { + if ( finalDataType !== dataTypes[ 0 ] ) { + dataTypes.unshift( finalDataType ); + } + return responses[ finalDataType ]; + } +} + +/* Chain conversions given the request and the original response + * Also sets the responseXXX fields on the jqXHR instance + */ +function ajaxConvert( s, response, jqXHR, isSuccess ) { + var conv2, current, conv, tmp, prev, + converters = {}, + + // Work with a copy of dataTypes in case we need to modify it for conversion + dataTypes = s.dataTypes.slice(); + + // Create converters map with lowercased keys + if ( dataTypes[ 1 ] ) { + for ( conv in s.converters ) { + converters[ conv.toLowerCase() ] = s.converters[ conv ]; + } + } + + current = dataTypes.shift(); + + // Convert to each sequential dataType + while ( current ) { + + if ( s.responseFields[ current ] ) { + jqXHR[ s.responseFields[ current ] ] = response; + } + + // Apply the dataFilter if provided + if ( !prev && isSuccess && s.dataFilter ) { + response = s.dataFilter( response, s.dataType ); + } + + prev = current; + current = dataTypes.shift(); + + if ( current ) { + + // There's only work to do if current dataType is non-auto + if ( current === "*" ) { + + current = prev; + + // Convert response if prev dataType is non-auto and differs from current + } else if ( prev !== "*" && prev !== current ) { + + // Seek a direct converter + conv = converters[ prev + " " + current ] || converters[ "* " + current ]; + + // If none found, seek a pair + if ( !conv ) { + for ( conv2 in converters ) { + + // If conv2 outputs current + tmp = conv2.split( " " ); + if ( tmp[ 1 ] === current ) { + + // If prev can be converted to accepted input + conv = converters[ prev + " " + tmp[ 0 ] ] || + converters[ "* " + tmp[ 0 ] ]; + if ( conv ) { + + // Condense equivalence converters + if ( conv === true ) { + conv = converters[ conv2 ]; + + // Otherwise, insert the intermediate dataType + } else if ( converters[ conv2 ] !== true ) { + current = tmp[ 0 ]; + dataTypes.unshift( tmp[ 1 ] ); + } + break; + } + } + } + } + + // Apply converter (if not an equivalence) + if ( conv !== true ) { + + // Unless errors are allowed to bubble, catch and return them + if ( conv && s.throws ) { + response = conv( response ); + } else { + try { + response = conv( response ); + } catch ( e ) { + return { + state: "parsererror", + error: conv ? e : "No conversion from " + prev + " to " + current + }; + } + } + } + } + } + } + + return { state: "success", data: response }; +} + +jQuery.extend( { + + // Counter for holding the number of active queries + active: 0, + + // Last-Modified header cache for next request + lastModified: {}, + etag: {}, + + ajaxSettings: { + url: location.href, + type: "GET", + isLocal: rlocalProtocol.test( location.protocol ), + global: true, + processData: true, + async: true, + contentType: "application/x-www-form-urlencoded; charset=UTF-8", + + /* + timeout: 0, + data: null, + dataType: null, + username: null, + password: null, + cache: null, + throws: false, + traditional: false, + headers: {}, + */ + + accepts: { + "*": allTypes, + text: "text/plain", + html: "text/html", + xml: "application/xml, text/xml", + json: "application/json, text/javascript" + }, + + contents: { + xml: /\bxml\b/, + html: /\bhtml/, + json: /\bjson\b/ + }, + + responseFields: { + xml: "responseXML", + text: "responseText", + json: "responseJSON" + }, + + // Data converters + // Keys separate source (or catchall "*") and destination types with a single space + converters: { + + // Convert anything to text + "* text": String, + + // Text to html (true = no transformation) + "text html": true, + + // Evaluate text as a json expression + "text json": JSON.parse, + + // Parse text as xml + "text xml": jQuery.parseXML + }, + + // For options that shouldn't be deep extended: + // you can add your own custom options here if + // and when you create one that shouldn't be + // deep extended (see ajaxExtend) + flatOptions: { + url: true, + context: true + } + }, + + // Creates a full fledged settings object into target + // with both ajaxSettings and settings fields. + // If target is omitted, writes into ajaxSettings. + ajaxSetup: function( target, settings ) { + return settings ? + + // Building a settings object + ajaxExtend( ajaxExtend( target, jQuery.ajaxSettings ), settings ) : + + // Extending ajaxSettings + ajaxExtend( jQuery.ajaxSettings, target ); + }, + + ajaxPrefilter: addToPrefiltersOrTransports( prefilters ), + ajaxTransport: addToPrefiltersOrTransports( transports ), + + // Main method + ajax: function( url, options ) { + + // If url is an object, simulate pre-1.5 signature + if ( typeof url === "object" ) { + options = url; + url = undefined; + } + + // Force options to be an object + options = options || {}; + + var transport, + + // URL without anti-cache param + cacheURL, + + // Response headers + responseHeadersString, + responseHeaders, + + // timeout handle + timeoutTimer, + + // Url cleanup var + urlAnchor, + + // Request state (becomes false upon send and true upon completion) + completed, + + // To know if global events are to be dispatched + fireGlobals, + + // Loop variable + i, + + // uncached part of the url + uncached, + + // Create the final options object + s = jQuery.ajaxSetup( {}, options ), + + // Callbacks context + callbackContext = s.context || s, + + // Context for global events is callbackContext if it is a DOM node or jQuery collection + globalEventContext = s.context && + ( callbackContext.nodeType || callbackContext.jquery ) ? + jQuery( callbackContext ) : + jQuery.event, + + // Deferreds + deferred = jQuery.Deferred(), + completeDeferred = jQuery.Callbacks( "once memory" ), + + // Status-dependent callbacks + statusCode = s.statusCode || {}, + + // Headers (they are sent all at once) + requestHeaders = {}, + requestHeadersNames = {}, + + // Default abort message + strAbort = "canceled", + + // Fake xhr + jqXHR = { + readyState: 0, + + // Builds headers hashtable if needed + getResponseHeader: function( key ) { + var match; + if ( completed ) { + if ( !responseHeaders ) { + responseHeaders = {}; + while ( ( match = rheaders.exec( responseHeadersString ) ) ) { + responseHeaders[ match[ 1 ].toLowerCase() + " " ] = + ( responseHeaders[ match[ 1 ].toLowerCase() + " " ] || [] ) + .concat( match[ 2 ] ); + } + } + match = responseHeaders[ key.toLowerCase() + " " ]; + } + return match == null ? null : match.join( ", " ); + }, + + // Raw string + getAllResponseHeaders: function() { + return completed ? responseHeadersString : null; + }, + + // Caches the header + setRequestHeader: function( name, value ) { + if ( completed == null ) { + name = requestHeadersNames[ name.toLowerCase() ] = + requestHeadersNames[ name.toLowerCase() ] || name; + requestHeaders[ name ] = value; + } + return this; + }, + + // Overrides response content-type header + overrideMimeType: function( type ) { + if ( completed == null ) { + s.mimeType = type; + } + return this; + }, + + // Status-dependent callbacks + statusCode: function( map ) { + var code; + if ( map ) { + if ( completed ) { + + // Execute the appropriate callbacks + jqXHR.always( map[ jqXHR.status ] ); + } else { + + // Lazy-add the new callbacks in a way that preserves old ones + for ( code in map ) { + statusCode[ code ] = [ statusCode[ code ], map[ code ] ]; + } + } + } + return this; + }, + + // Cancel the request + abort: function( statusText ) { + var finalText = statusText || strAbort; + if ( transport ) { + transport.abort( finalText ); + } + done( 0, finalText ); + return this; + } + }; + + // Attach deferreds + deferred.promise( jqXHR ); + + // Add protocol if not provided (prefilters might expect it) + // Handle falsy url in the settings object (#10093: consistency with old signature) + // We also use the url parameter if available + s.url = ( ( url || s.url || location.href ) + "" ) + .replace( rprotocol, location.protocol + "//" ); + + // Alias method option to type as per ticket #12004 + s.type = options.method || options.type || s.method || s.type; + + // Extract dataTypes list + s.dataTypes = ( s.dataType || "*" ).toLowerCase().match( rnothtmlwhite ) || [ "" ]; + + // A cross-domain request is in order when the origin doesn't match the current origin. + if ( s.crossDomain == null ) { + urlAnchor = document.createElement( "a" ); + + // Support: IE <=8 - 11, Edge 12 - 15 + // IE throws exception on accessing the href property if url is malformed, + // e.g. http://example.com:80x/ + try { + urlAnchor.href = s.url; + + // Support: IE <=8 - 11 only + // Anchor's host property isn't correctly set when s.url is relative + urlAnchor.href = urlAnchor.href; + s.crossDomain = originAnchor.protocol + "//" + originAnchor.host !== + urlAnchor.protocol + "//" + urlAnchor.host; + } catch ( e ) { + + // If there is an error parsing the URL, assume it is crossDomain, + // it can be rejected by the transport if it is invalid + s.crossDomain = true; + } + } + + // Convert data if not already a string + if ( s.data && s.processData && typeof s.data !== "string" ) { + s.data = jQuery.param( s.data, s.traditional ); + } + + // Apply prefilters + inspectPrefiltersOrTransports( prefilters, s, options, jqXHR ); + + // If request was aborted inside a prefilter, stop there + if ( completed ) { + return jqXHR; + } + + // We can fire global events as of now if asked to + // Don't fire events if jQuery.event is undefined in an AMD-usage scenario (#15118) + fireGlobals = jQuery.event && s.global; + + // Watch for a new set of requests + if ( fireGlobals && jQuery.active++ === 0 ) { + jQuery.event.trigger( "ajaxStart" ); + } + + // Uppercase the type + s.type = s.type.toUpperCase(); + + // Determine if request has content + s.hasContent = !rnoContent.test( s.type ); + + // Save the URL in case we're toying with the If-Modified-Since + // and/or If-None-Match header later on + // Remove hash to simplify url manipulation + cacheURL = s.url.replace( rhash, "" ); + + // More options handling for requests with no content + if ( !s.hasContent ) { + + // Remember the hash so we can put it back + uncached = s.url.slice( cacheURL.length ); + + // If data is available and should be processed, append data to url + if ( s.data && ( s.processData || typeof s.data === "string" ) ) { + cacheURL += ( rquery.test( cacheURL ) ? "&" : "?" ) + s.data; + + // #9682: remove data so that it's not used in an eventual retry + delete s.data; + } + + // Add or update anti-cache param if needed + if ( s.cache === false ) { + cacheURL = cacheURL.replace( rantiCache, "$1" ); + uncached = ( rquery.test( cacheURL ) ? "&" : "?" ) + "_=" + ( nonce.guid++ ) + + uncached; + } + + // Put hash and anti-cache on the URL that will be requested (gh-1732) + s.url = cacheURL + uncached; + + // Change '%20' to '+' if this is encoded form body content (gh-2658) + } else if ( s.data && s.processData && + ( s.contentType || "" ).indexOf( "application/x-www-form-urlencoded" ) === 0 ) { + s.data = s.data.replace( r20, "+" ); + } + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + if ( jQuery.lastModified[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-Modified-Since", jQuery.lastModified[ cacheURL ] ); + } + if ( jQuery.etag[ cacheURL ] ) { + jqXHR.setRequestHeader( "If-None-Match", jQuery.etag[ cacheURL ] ); + } + } + + // Set the correct header, if data is being sent + if ( s.data && s.hasContent && s.contentType !== false || options.contentType ) { + jqXHR.setRequestHeader( "Content-Type", s.contentType ); + } + + // Set the Accepts header for the server, depending on the dataType + jqXHR.setRequestHeader( + "Accept", + s.dataTypes[ 0 ] && s.accepts[ s.dataTypes[ 0 ] ] ? + s.accepts[ s.dataTypes[ 0 ] ] + + ( s.dataTypes[ 0 ] !== "*" ? ", " + allTypes + "; q=0.01" : "" ) : + s.accepts[ "*" ] + ); + + // Check for headers option + for ( i in s.headers ) { + jqXHR.setRequestHeader( i, s.headers[ i ] ); + } + + // Allow custom headers/mimetypes and early abort + if ( s.beforeSend && + ( s.beforeSend.call( callbackContext, jqXHR, s ) === false || completed ) ) { + + // Abort if not done already and return + return jqXHR.abort(); + } + + // Aborting is no longer a cancellation + strAbort = "abort"; + + // Install callbacks on deferreds + completeDeferred.add( s.complete ); + jqXHR.done( s.success ); + jqXHR.fail( s.error ); + + // Get transport + transport = inspectPrefiltersOrTransports( transports, s, options, jqXHR ); + + // If no transport, we auto-abort + if ( !transport ) { + done( -1, "No Transport" ); + } else { + jqXHR.readyState = 1; + + // Send global event + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxSend", [ jqXHR, s ] ); + } + + // If request was aborted inside ajaxSend, stop there + if ( completed ) { + return jqXHR; + } + + // Timeout + if ( s.async && s.timeout > 0 ) { + timeoutTimer = window.setTimeout( function() { + jqXHR.abort( "timeout" ); + }, s.timeout ); + } + + try { + completed = false; + transport.send( requestHeaders, done ); + } catch ( e ) { + + // Rethrow post-completion exceptions + if ( completed ) { + throw e; + } + + // Propagate others as results + done( -1, e ); + } + } + + // Callback for when everything is done + function done( status, nativeStatusText, responses, headers ) { + var isSuccess, success, error, response, modified, + statusText = nativeStatusText; + + // Ignore repeat invocations + if ( completed ) { + return; + } + + completed = true; + + // Clear timeout if it exists + if ( timeoutTimer ) { + window.clearTimeout( timeoutTimer ); + } + + // Dereference transport for early garbage collection + // (no matter how long the jqXHR object will be used) + transport = undefined; + + // Cache response headers + responseHeadersString = headers || ""; + + // Set readyState + jqXHR.readyState = status > 0 ? 4 : 0; + + // Determine if successful + isSuccess = status >= 200 && status < 300 || status === 304; + + // Get response data + if ( responses ) { + response = ajaxHandleResponses( s, jqXHR, responses ); + } + + // Use a noop converter for missing script but not if jsonp + if ( !isSuccess && + jQuery.inArray( "script", s.dataTypes ) > -1 && + jQuery.inArray( "json", s.dataTypes ) < 0 ) { + s.converters[ "text script" ] = function() {}; + } + + // Convert no matter what (that way responseXXX fields are always set) + response = ajaxConvert( s, response, jqXHR, isSuccess ); + + // If successful, handle type chaining + if ( isSuccess ) { + + // Set the If-Modified-Since and/or If-None-Match header, if in ifModified mode. + if ( s.ifModified ) { + modified = jqXHR.getResponseHeader( "Last-Modified" ); + if ( modified ) { + jQuery.lastModified[ cacheURL ] = modified; + } + modified = jqXHR.getResponseHeader( "etag" ); + if ( modified ) { + jQuery.etag[ cacheURL ] = modified; + } + } + + // if no content + if ( status === 204 || s.type === "HEAD" ) { + statusText = "nocontent"; + + // if not modified + } else if ( status === 304 ) { + statusText = "notmodified"; + + // If we have data, let's convert it + } else { + statusText = response.state; + success = response.data; + error = response.error; + isSuccess = !error; + } + } else { + + // Extract error from statusText and normalize for non-aborts + error = statusText; + if ( status || !statusText ) { + statusText = "error"; + if ( status < 0 ) { + status = 0; + } + } + } + + // Set data for the fake xhr object + jqXHR.status = status; + jqXHR.statusText = ( nativeStatusText || statusText ) + ""; + + // Success/Error + if ( isSuccess ) { + deferred.resolveWith( callbackContext, [ success, statusText, jqXHR ] ); + } else { + deferred.rejectWith( callbackContext, [ jqXHR, statusText, error ] ); + } + + // Status-dependent callbacks + jqXHR.statusCode( statusCode ); + statusCode = undefined; + + if ( fireGlobals ) { + globalEventContext.trigger( isSuccess ? "ajaxSuccess" : "ajaxError", + [ jqXHR, s, isSuccess ? success : error ] ); + } + + // Complete + completeDeferred.fireWith( callbackContext, [ jqXHR, statusText ] ); + + if ( fireGlobals ) { + globalEventContext.trigger( "ajaxComplete", [ jqXHR, s ] ); + + // Handle the global AJAX counter + if ( !( --jQuery.active ) ) { + jQuery.event.trigger( "ajaxStop" ); + } + } + } + + return jqXHR; + }, + + getJSON: function( url, data, callback ) { + return jQuery.get( url, data, callback, "json" ); + }, + + getScript: function( url, callback ) { + return jQuery.get( url, undefined, callback, "script" ); + } +} ); + +jQuery.each( [ "get", "post" ], function( _i, method ) { + jQuery[ method ] = function( url, data, callback, type ) { + + // Shift arguments if data argument was omitted + if ( isFunction( data ) ) { + type = type || callback; + callback = data; + data = undefined; + } + + // The url can be an options object (which then must have .url) + return jQuery.ajax( jQuery.extend( { + url: url, + type: method, + dataType: type, + data: data, + success: callback + }, jQuery.isPlainObject( url ) && url ) ); + }; +} ); + +jQuery.ajaxPrefilter( function( s ) { + var i; + for ( i in s.headers ) { + if ( i.toLowerCase() === "content-type" ) { + s.contentType = s.headers[ i ] || ""; + } + } +} ); + + +jQuery._evalUrl = function( url, options, doc ) { + return jQuery.ajax( { + url: url, + + // Make this explicit, since user can override this through ajaxSetup (#11264) + type: "GET", + dataType: "script", + cache: true, + async: false, + global: false, + + // Only evaluate the response if it is successful (gh-4126) + // dataFilter is not invoked for failure responses, so using it instead + // of the default converter is kludgy but it works. + converters: { + "text script": function() {} + }, + dataFilter: function( response ) { + jQuery.globalEval( response, options, doc ); + } + } ); +}; + + +jQuery.fn.extend( { + wrapAll: function( html ) { + var wrap; + + if ( this[ 0 ] ) { + if ( isFunction( html ) ) { + html = html.call( this[ 0 ] ); + } + + // The elements to wrap the target around + wrap = jQuery( html, this[ 0 ].ownerDocument ).eq( 0 ).clone( true ); + + if ( this[ 0 ].parentNode ) { + wrap.insertBefore( this[ 0 ] ); + } + + wrap.map( function() { + var elem = this; + + while ( elem.firstElementChild ) { + elem = elem.firstElementChild; + } + + return elem; + } ).append( this ); + } + + return this; + }, + + wrapInner: function( html ) { + if ( isFunction( html ) ) { + return this.each( function( i ) { + jQuery( this ).wrapInner( html.call( this, i ) ); + } ); + } + + return this.each( function() { + var self = jQuery( this ), + contents = self.contents(); + + if ( contents.length ) { + contents.wrapAll( html ); + + } else { + self.append( html ); + } + } ); + }, + + wrap: function( html ) { + var htmlIsFunction = isFunction( html ); + + return this.each( function( i ) { + jQuery( this ).wrapAll( htmlIsFunction ? html.call( this, i ) : html ); + } ); + }, + + unwrap: function( selector ) { + this.parent( selector ).not( "body" ).each( function() { + jQuery( this ).replaceWith( this.childNodes ); + } ); + return this; + } +} ); + + +jQuery.expr.pseudos.hidden = function( elem ) { + return !jQuery.expr.pseudos.visible( elem ); +}; +jQuery.expr.pseudos.visible = function( elem ) { + return !!( elem.offsetWidth || elem.offsetHeight || elem.getClientRects().length ); +}; + + + + +jQuery.ajaxSettings.xhr = function() { + try { + return new window.XMLHttpRequest(); + } catch ( e ) {} +}; + +var xhrSuccessStatus = { + + // File protocol always yields status code 0, assume 200 + 0: 200, + + // Support: IE <=9 only + // #1450: sometimes IE returns 1223 when it should be 204 + 1223: 204 + }, + xhrSupported = jQuery.ajaxSettings.xhr(); + +support.cors = !!xhrSupported && ( "withCredentials" in xhrSupported ); +support.ajax = xhrSupported = !!xhrSupported; + +jQuery.ajaxTransport( function( options ) { + var callback, errorCallback; + + // Cross domain only allowed if supported through XMLHttpRequest + if ( support.cors || xhrSupported && !options.crossDomain ) { + return { + send: function( headers, complete ) { + var i, + xhr = options.xhr(); + + xhr.open( + options.type, + options.url, + options.async, + options.username, + options.password + ); + + // Apply custom fields if provided + if ( options.xhrFields ) { + for ( i in options.xhrFields ) { + xhr[ i ] = options.xhrFields[ i ]; + } + } + + // Override mime type if needed + if ( options.mimeType && xhr.overrideMimeType ) { + xhr.overrideMimeType( options.mimeType ); + } + + // X-Requested-With header + // For cross-domain requests, seeing as conditions for a preflight are + // akin to a jigsaw puzzle, we simply never set it to be sure. + // (it can always be set on a per-request basis or even using ajaxSetup) + // For same-domain requests, won't change header if already provided. + if ( !options.crossDomain && !headers[ "X-Requested-With" ] ) { + headers[ "X-Requested-With" ] = "XMLHttpRequest"; + } + + // Set headers + for ( i in headers ) { + xhr.setRequestHeader( i, headers[ i ] ); + } + + // Callback + callback = function( type ) { + return function() { + if ( callback ) { + callback = errorCallback = xhr.onload = + xhr.onerror = xhr.onabort = xhr.ontimeout = + xhr.onreadystatechange = null; + + if ( type === "abort" ) { + xhr.abort(); + } else if ( type === "error" ) { + + // Support: IE <=9 only + // On a manual native abort, IE9 throws + // errors on any property access that is not readyState + if ( typeof xhr.status !== "number" ) { + complete( 0, "error" ); + } else { + complete( + + // File: protocol always yields status 0; see #8605, #14207 + xhr.status, + xhr.statusText + ); + } + } else { + complete( + xhrSuccessStatus[ xhr.status ] || xhr.status, + xhr.statusText, + + // Support: IE <=9 only + // IE9 has no XHR2 but throws on binary (trac-11426) + // For XHR2 non-text, let the caller handle it (gh-2498) + ( xhr.responseType || "text" ) !== "text" || + typeof xhr.responseText !== "string" ? 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DefaultType(){return{}}static get NAME(){throw new Error('You have to implement the static method "NAME", for each component!')}_getConfig(t){return t=this._mergeConfigObj(t),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}_configAfterMerge(t){return t}_mergeConfigObj(t,e){const i=Mt(e)?be.getDataAttribute(e,"config"):{};return{...this.constructor.Default,..."object"==typeof i?i:{},...Mt(e)?be.getDataAttributes(e):{},..."object"==typeof t?t:{}}}_typeCheckConfig(t,e=this.constructor.DefaultType){for(const n of Object.keys(e)){const s=e[n],o=t[n],r=Mt(o)?"element":null==(i=o)?`${i}`:Object.prototype.toString.call(i).match(/\s([a-z]+)/i)[1].toLowerCase();if(!new RegExp(s).test(r))throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option "${n}" provided type "${r}" but expected type "${s}".`)}var i}}class ye extends ve{constructor(t,e){super(),(t=Ht(t))&&(this._element=t,this._config=this._getConfig(e),ge.set(this._element,this.constructor.DATA_KEY,this))}dispose(){ge.remove(this._element,this.constructor.DATA_KEY),de.off(this._element,this.constructor.EVENT_KEY);for(const t of Object.getOwnPropertyNames(this))this[t]=null}_queueCallback(t,e,i=!0){Yt(t,e,i)}_getConfig(t){return t=this._mergeConfigObj(t,this._element),t=this._configAfterMerge(t),this._typeCheckConfig(t),t}static getInstance(t){return ge.get(Ht(t),this.DATA_KEY)}static getOrCreateInstance(t,e={}){return this.getInstance(t)||new this(t,"object"==typeof e?e:null)}static get VERSION(){return"5.2.3"}static get DATA_KEY(){return`bs.${this.NAME}`}static get EVENT_KEY(){return`.${this.DATA_KEY}`}static eventName(t){return`${t}${this.EVENT_KEY}`}}const we=(t,e="hide")=>{const i=`click.dismiss${t.EVENT_KEY}`,n=t.NAME;de.on(document,i,`[data-bs-dismiss="${n}"]`,(function(i){if(["A","AREA"].includes(this.tagName)&&i.preventDefault(),Ft(this))return;const s=Pt(this)||this.closest(`.${n}`);t.getOrCreateInstance(s)[e]()}))},Ae=".bs.alert",Ee=`close${Ae}`,Ce=`closed${Ae}`;class Te extends ye{static get NAME(){return"alert"}close(){if(de.trigger(this._element,Ee).defaultPrevented)return;this._element.classList.remove("show");const t=this._element.classList.contains("fade");this._queueCallback((()=>this._destroyElement()),this._element,t)}_destroyElement(){this._element.remove(),de.trigger(this._element,Ce),this.dispose()}static jQueryInterface(t){return this.each((function(){const e=Te.getOrCreateInstance(this);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}we(Te,"close"),Qt(Te);const Oe='[data-bs-toggle="button"]';class xe extends ye{static get NAME(){return"button"}toggle(){this._element.setAttribute("aria-pressed",this._element.classList.toggle("active"))}static jQueryInterface(t){return this.each((function(){const e=xe.getOrCreateInstance(this);"toggle"===t&&e[t]()}))}}de.on(document,"click.bs.button.data-api",Oe,(t=>{t.preventDefault();const e=t.target.closest(Oe);xe.getOrCreateInstance(e).toggle()})),Qt(xe);const ke={find:(t,e=document.documentElement)=>[].concat(...Element.prototype.querySelectorAll.call(e,t)),findOne:(t,e=document.documentElement)=>Element.prototype.querySelector.call(e,t),children:(t,e)=>[].concat(...t.children).filter((t=>t.matches(e))),parents(t,e){const i=[];let n=t.parentNode.closest(e);for(;n;)i.push(n),n=n.parentNode.closest(e);return i},prev(t,e){let i=t.previousElementSibling;for(;i;){if(i.matches(e))return[i];i=i.previousElementSibling}return[]},next(t,e){let i=t.nextElementSibling;for(;i;){if(i.matches(e))return[i];i=i.nextElementSibling}return[]},focusableChildren(t){const e=["a","button","input","textarea","select","details","[tabindex]",'[contenteditable="true"]'].map((t=>`${t}:not([tabindex^="-"])`)).join(",");return this.find(e,t).filter((t=>!Ft(t)&&Wt(t)))}},Le=".bs.swipe",De=`touchstart${Le}`,$e=`touchmove${Le}`,Se=`touchend${Le}`,Ie=`pointerdown${Le}`,Ne=`pointerup${Le}`,Pe={endCallback:null,leftCallback:null,rightCallback:null},je={endCallback:"(function|null)",leftCallback:"(function|null)",rightCallback:"(function|null)"};class Me extends ve{constructor(t,e){super(),this._element=t,t&&Me.isSupported()&&(this._config=this._getConfig(e),this._deltaX=0,this._supportPointerEvents=Boolean(window.PointerEvent),this._initEvents())}static get Default(){return Pe}static get DefaultType(){return je}static get NAME(){return"swipe"}dispose(){de.off(this._element,Le)}_start(t){this._supportPointerEvents?this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX):this._deltaX=t.touches[0].clientX}_end(t){this._eventIsPointerPenTouch(t)&&(this._deltaX=t.clientX-this._deltaX),this._handleSwipe(),Xt(this._config.endCallback)}_move(t){this._deltaX=t.touches&&t.touches.length>1?0:t.touches[0].clientX-this._deltaX}_handleSwipe(){const t=Math.abs(this._deltaX);if(t<=40)return;const e=t/this._deltaX;this._deltaX=0,e&&Xt(e>0?this._config.rightCallback:this._config.leftCallback)}_initEvents(){this._supportPointerEvents?(de.on(this._element,Ie,(t=>this._start(t))),de.on(this._element,Ne,(t=>this._end(t))),this._element.classList.add("pointer-event")):(de.on(this._element,De,(t=>this._start(t))),de.on(this._element,$e,(t=>this._move(t))),de.on(this._element,Se,(t=>this._end(t))))}_eventIsPointerPenTouch(t){return this._supportPointerEvents&&("pen"===t.pointerType||"touch"===t.pointerType)}static isSupported(){return"ontouchstart"in document.documentElement||navigator.maxTouchPoints>0}}const He=".bs.carousel",We=".data-api",Fe="next",Be="prev",ze="left",qe="right",Re=`slide${He}`,Ve=`slid${He}`,Ke=`keydown${He}`,Qe=`mouseenter${He}`,Xe=`mouseleave${He}`,Ye=`dragstart${He}`,Ue=`load${He}${We}`,Ge=`click${He}${We}`,Je="carousel",Ze="active",ti=".active",ei=".carousel-item",ii=ti+ei,ni={ArrowLeft:qe,ArrowRight:ze},si={interval:5e3,keyboard:!0,pause:"hover",ride:!1,touch:!0,wrap:!0},oi={interval:"(number|boolean)",keyboard:"boolean",pause:"(string|boolean)",ride:"(boolean|string)",touch:"boolean",wrap:"boolean"};class ri extends ye{constructor(t,e){super(t,e),this._interval=null,this._activeElement=null,this._isSliding=!1,this.touchTimeout=null,this._swipeHelper=null,this._indicatorsElement=ke.findOne(".carousel-indicators",this._element),this._addEventListeners(),this._config.ride===Je&&this.cycle()}static get Default(){return si}static get DefaultType(){return oi}static get NAME(){return"carousel"}next(){this._slide(Fe)}nextWhenVisible(){!document.hidden&&Wt(this._element)&&this.next()}prev(){this._slide(Be)}pause(){this._isSliding&&jt(this._element),this._clearInterval()}cycle(){this._clearInterval(),this._updateInterval(),this._interval=setInterval((()=>this.nextWhenVisible()),this._config.interval)}_maybeEnableCycle(){this._config.ride&&(this._isSliding?de.one(this._element,Ve,(()=>this.cycle())):this.cycle())}to(t){const e=this._getItems();if(t>e.length-1||t<0)return;if(this._isSliding)return void de.one(this._element,Ve,(()=>this.to(t)));const i=this._getItemIndex(this._getActive());if(i===t)return;const n=t>i?Fe:Be;this._slide(n,e[t])}dispose(){this._swipeHelper&&this._swipeHelper.dispose(),super.dispose()}_configAfterMerge(t){return t.defaultInterval=t.interval,t}_addEventListeners(){this._config.keyboard&&de.on(this._element,Ke,(t=>this._keydown(t))),"hover"===this._config.pause&&(de.on(this._element,Qe,(()=>this.pause())),de.on(this._element,Xe,(()=>this._maybeEnableCycle()))),this._config.touch&&Me.isSupported()&&this._addTouchEventListeners()}_addTouchEventListeners(){for(const t of ke.find(".carousel-item img",this._element))de.on(t,Ye,(t=>t.preventDefault()));const t={leftCallback:()=>this._slide(this._directionToOrder(ze)),rightCallback:()=>this._slide(this._directionToOrder(qe)),endCallback:()=>{"hover"===this._config.pause&&(this.pause(),this.touchTimeout&&clearTimeout(this.touchTimeout),this.touchTimeout=setTimeout((()=>this._maybeEnableCycle()),500+this._config.interval))}};this._swipeHelper=new Me(this._element,t)}_keydown(t){if(/input|textarea/i.test(t.target.tagName))return;const e=ni[t.key];e&&(t.preventDefault(),this._slide(this._directionToOrder(e)))}_getItemIndex(t){return this._getItems().indexOf(t)}_setActiveIndicatorElement(t){if(!this._indicatorsElement)return;const e=ke.findOne(ti,this._indicatorsElement);e.classList.remove(Ze),e.removeAttribute("aria-current");const i=ke.findOne(`[data-bs-slide-to="${t}"]`,this._indicatorsElement);i&&(i.classList.add(Ze),i.setAttribute("aria-current","true"))}_updateInterval(){const t=this._activeElement||this._getActive();if(!t)return;const e=Number.parseInt(t.getAttribute("data-bs-interval"),10);this._config.interval=e||this._config.defaultInterval}_slide(t,e=null){if(this._isSliding)return;const i=this._getActive(),n=t===Fe,s=e||Ut(this._getItems(),i,n,this._config.wrap);if(s===i)return;const o=this._getItemIndex(s),r=e=>de.trigger(this._element,e,{relatedTarget:s,direction:this._orderToDirection(t),from:this._getItemIndex(i),to:o});if(r(Re).defaultPrevented)return;if(!i||!s)return;const a=Boolean(this._interval);this.pause(),this._isSliding=!0,this._setActiveIndicatorElement(o),this._activeElement=s;const l=n?"carousel-item-start":"carousel-item-end",c=n?"carousel-item-next":"carousel-item-prev";s.classList.add(c),qt(s),i.classList.add(l),s.classList.add(l),this._queueCallback((()=>{s.classList.remove(l,c),s.classList.add(Ze),i.classList.remove(Ze,c,l),this._isSliding=!1,r(Ve)}),i,this._isAnimated()),a&&this.cycle()}_isAnimated(){return this._element.classList.contains("slide")}_getActive(){return ke.findOne(ii,this._element)}_getItems(){return ke.find(ei,this._element)}_clearInterval(){this._interval&&(clearInterval(this._interval),this._interval=null)}_directionToOrder(t){return Kt()?t===ze?Be:Fe:t===ze?Fe:Be}_orderToDirection(t){return Kt()?t===Be?ze:qe:t===Be?qe:ze}static jQueryInterface(t){return this.each((function(){const e=ri.getOrCreateInstance(this,t);if("number"!=typeof t){if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t]()}}else e.to(t)}))}}de.on(document,Ge,"[data-bs-slide], [data-bs-slide-to]",(function(t){const e=Pt(this);if(!e||!e.classList.contains(Je))return;t.preventDefault();const i=ri.getOrCreateInstance(e),n=this.getAttribute("data-bs-slide-to");return n?(i.to(n),void i._maybeEnableCycle()):"next"===be.getDataAttribute(this,"slide")?(i.next(),void i._maybeEnableCycle()):(i.prev(),void i._maybeEnableCycle())})),de.on(window,Ue,(()=>{const t=ke.find('[data-bs-ride="carousel"]');for(const e of t)ri.getOrCreateInstance(e)})),Qt(ri);const ai=".bs.collapse",li=`show${ai}`,ci=`shown${ai}`,hi=`hide${ai}`,ui=`hidden${ai}`,di=`click${ai}.data-api`,fi="show",pi="collapse",gi="collapsing",mi=`:scope .${pi} .${pi}`,_i='[data-bs-toggle="collapse"]',bi={parent:null,toggle:!0},vi={parent:"(null|element)",toggle:"boolean"};class yi extends ye{constructor(t,e){super(t,e),this._isTransitioning=!1,this._triggerArray=[];const i=ke.find(_i);for(const t of i){const e=Nt(t),i=ke.find(e).filter((t=>t===this._element));null!==e&&i.length&&this._triggerArray.push(t)}this._initializeChildren(),this._config.parent||this._addAriaAndCollapsedClass(this._triggerArray,this._isShown()),this._config.toggle&&this.toggle()}static get Default(){return bi}static get DefaultType(){return vi}static get NAME(){return"collapse"}toggle(){this._isShown()?this.hide():this.show()}show(){if(this._isTransitioning||this._isShown())return;let t=[];if(this._config.parent&&(t=this._getFirstLevelChildren(".collapse.show, .collapse.collapsing").filter((t=>t!==this._element)).map((t=>yi.getOrCreateInstance(t,{toggle:!1})))),t.length&&t[0]._isTransitioning)return;if(de.trigger(this._element,li).defaultPrevented)return;for(const e of t)e.hide();const e=this._getDimension();this._element.classList.remove(pi),this._element.classList.add(gi),this._element.style[e]=0,this._addAriaAndCollapsedClass(this._triggerArray,!0),this._isTransitioning=!0;const i=`scroll${e[0].toUpperCase()+e.slice(1)}`;this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi,fi),this._element.style[e]="",de.trigger(this._element,ci)}),this._element,!0),this._element.style[e]=`${this._element[i]}px`}hide(){if(this._isTransitioning||!this._isShown())return;if(de.trigger(this._element,hi).defaultPrevented)return;const t=this._getDimension();this._element.style[t]=`${this._element.getBoundingClientRect()[t]}px`,qt(this._element),this._element.classList.add(gi),this._element.classList.remove(pi,fi);for(const t of this._triggerArray){const e=Pt(t);e&&!this._isShown(e)&&this._addAriaAndCollapsedClass([t],!1)}this._isTransitioning=!0,this._element.style[t]="",this._queueCallback((()=>{this._isTransitioning=!1,this._element.classList.remove(gi),this._element.classList.add(pi),de.trigger(this._element,ui)}),this._element,!0)}_isShown(t=this._element){return t.classList.contains(fi)}_configAfterMerge(t){return t.toggle=Boolean(t.toggle),t.parent=Ht(t.parent),t}_getDimension(){return this._element.classList.contains("collapse-horizontal")?"width":"height"}_initializeChildren(){if(!this._config.parent)return;const t=this._getFirstLevelChildren(_i);for(const e of t){const t=Pt(e);t&&this._addAriaAndCollapsedClass([e],this._isShown(t))}}_getFirstLevelChildren(t){const e=ke.find(mi,this._config.parent);return ke.find(t,this._config.parent).filter((t=>!e.includes(t)))}_addAriaAndCollapsedClass(t,e){if(t.length)for(const i of t)i.classList.toggle("collapsed",!e),i.setAttribute("aria-expanded",e)}static jQueryInterface(t){const e={};return"string"==typeof t&&/show|hide/.test(t)&&(e.toggle=!1),this.each((function(){const i=yi.getOrCreateInstance(this,e);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t]()}}))}}de.on(document,di,_i,(function(t){("A"===t.target.tagName||t.delegateTarget&&"A"===t.delegateTarget.tagName)&&t.preventDefault();const e=Nt(this),i=ke.find(e);for(const t of i)yi.getOrCreateInstance(t,{toggle:!1}).toggle()})),Qt(yi);const wi="dropdown",Ai=".bs.dropdown",Ei=".data-api",Ci="ArrowUp",Ti="ArrowDown",Oi=`hide${Ai}`,xi=`hidden${Ai}`,ki=`show${Ai}`,Li=`shown${Ai}`,Di=`click${Ai}${Ei}`,$i=`keydown${Ai}${Ei}`,Si=`keyup${Ai}${Ei}`,Ii="show",Ni='[data-bs-toggle="dropdown"]:not(.disabled):not(:disabled)',Pi=`${Ni}.${Ii}`,ji=".dropdown-menu",Mi=Kt()?"top-end":"top-start",Hi=Kt()?"top-start":"top-end",Wi=Kt()?"bottom-end":"bottom-start",Fi=Kt()?"bottom-start":"bottom-end",Bi=Kt()?"left-start":"right-start",zi=Kt()?"right-start":"left-start",qi={autoClose:!0,boundary:"clippingParents",display:"dynamic",offset:[0,2],popperConfig:null,reference:"toggle"},Ri={autoClose:"(boolean|string)",boundary:"(string|element)",display:"string",offset:"(array|string|function)",popperConfig:"(null|object|function)",reference:"(string|element|object)"};class Vi extends ye{constructor(t,e){super(t,e),this._popper=null,this._parent=this._element.parentNode,this._menu=ke.next(this._element,ji)[0]||ke.prev(this._element,ji)[0]||ke.findOne(ji,this._parent),this._inNavbar=this._detectNavbar()}static get Default(){return qi}static get DefaultType(){return Ri}static get NAME(){return wi}toggle(){return this._isShown()?this.hide():this.show()}show(){if(Ft(this._element)||this._isShown())return;const t={relatedTarget:this._element};if(!de.trigger(this._element,ki,t).defaultPrevented){if(this._createPopper(),"ontouchstart"in document.documentElement&&!this._parent.closest(".navbar-nav"))for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._element.focus(),this._element.setAttribute("aria-expanded",!0),this._menu.classList.add(Ii),this._element.classList.add(Ii),de.trigger(this._element,Li,t)}}hide(){if(Ft(this._element)||!this._isShown())return;const t={relatedTarget:this._element};this._completeHide(t)}dispose(){this._popper&&this._popper.destroy(),super.dispose()}update(){this._inNavbar=this._detectNavbar(),this._popper&&this._popper.update()}_completeHide(t){if(!de.trigger(this._element,Oi,t).defaultPrevented){if("ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._popper&&this._popper.destroy(),this._menu.classList.remove(Ii),this._element.classList.remove(Ii),this._element.setAttribute("aria-expanded","false"),be.removeDataAttribute(this._menu,"popper"),de.trigger(this._element,xi,t)}}_getConfig(t){if("object"==typeof(t=super._getConfig(t)).reference&&!Mt(t.reference)&&"function"!=typeof t.reference.getBoundingClientRect)throw new TypeError(`${wi.toUpperCase()}: Option "reference" provided type "object" without a required "getBoundingClientRect" method.`);return t}_createPopper(){if(void 0===e)throw new TypeError("Bootstrap's dropdowns require Popper (https://popper.js.org)");let t=this._element;"parent"===this._config.reference?t=this._parent:Mt(this._config.reference)?t=Ht(this._config.reference):"object"==typeof this._config.reference&&(t=this._config.reference);const i=this._getPopperConfig();this._popper=Dt(t,this._menu,i)}_isShown(){return this._menu.classList.contains(Ii)}_getPlacement(){const t=this._parent;if(t.classList.contains("dropend"))return Bi;if(t.classList.contains("dropstart"))return zi;if(t.classList.contains("dropup-center"))return"top";if(t.classList.contains("dropdown-center"))return"bottom";const e="end"===getComputedStyle(this._menu).getPropertyValue("--bs-position").trim();return t.classList.contains("dropup")?e?Hi:Mi:e?Fi:Wi}_detectNavbar(){return null!==this._element.closest(".navbar")}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_getPopperConfig(){const t={placement:this._getPlacement(),modifiers:[{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"offset",options:{offset:this._getOffset()}}]};return(this._inNavbar||"static"===this._config.display)&&(be.setDataAttribute(this._menu,"popper","static"),t.modifiers=[{name:"applyStyles",enabled:!1}]),{...t,..."function"==typeof this._config.popperConfig?this._config.popperConfig(t):this._config.popperConfig}}_selectMenuItem({key:t,target:e}){const i=ke.find(".dropdown-menu .dropdown-item:not(.disabled):not(:disabled)",this._menu).filter((t=>Wt(t)));i.length&&Ut(i,e,t===Ti,!i.includes(e)).focus()}static jQueryInterface(t){return this.each((function(){const e=Vi.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}static clearMenus(t){if(2===t.button||"keyup"===t.type&&"Tab"!==t.key)return;const e=ke.find(Pi);for(const i of e){const e=Vi.getInstance(i);if(!e||!1===e._config.autoClose)continue;const n=t.composedPath(),s=n.includes(e._menu);if(n.includes(e._element)||"inside"===e._config.autoClose&&!s||"outside"===e._config.autoClose&&s)continue;if(e._menu.contains(t.target)&&("keyup"===t.type&&"Tab"===t.key||/input|select|option|textarea|form/i.test(t.target.tagName)))continue;const o={relatedTarget:e._element};"click"===t.type&&(o.clickEvent=t),e._completeHide(o)}}static dataApiKeydownHandler(t){const e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ci,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ni)?this:ke.prev(this,Ni)[0]||ke.next(this,Ni)[0]||ke.findOne(Ni,t.delegateTarget.parentNode),o=Vi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}de.on(document,$i,Ni,Vi.dataApiKeydownHandler),de.on(document,$i,ji,Vi.dataApiKeydownHandler),de.on(document,Di,Vi.clearMenus),de.on(document,Si,Vi.clearMenus),de.on(document,Di,Ni,(function(t){t.preventDefault(),Vi.getOrCreateInstance(this).toggle()})),Qt(Vi);const Ki=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",Qi=".sticky-top",Xi="padding-right",Yi="margin-right";class Ui{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,Xi,(e=>e+t)),this._setElementAttributes(Ki,Xi,(e=>e+t)),this._setElementAttributes(Qi,Yi,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,Xi),this._resetElementAttributes(Ki,Xi),this._resetElementAttributes(Qi,Yi)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&be.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=be.getDataAttribute(t,e);null!==i?(be.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(Mt(t))e(t);else for(const i of ke.find(t,this._element))e(i)}}const Gi="backdrop",Ji="show",Zi=`mousedown.bs.${Gi}`,tn={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},en={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class nn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return tn}static get DefaultType(){return en}static get NAME(){return Gi}show(t){if(!this._config.isVisible)return void Xt(t);this._append();const e=this._getElement();this._config.isAnimated&&qt(e),e.classList.add(Ji),this._emulateAnimation((()=>{Xt(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ji),this._emulateAnimation((()=>{this.dispose(),Xt(t)}))):Xt(t)}dispose(){this._isAppended&&(de.off(this._element,Zi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=Ht(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),de.on(t,Zi,(()=>{Xt(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){Yt(t,this._getElement(),this._config.isAnimated)}}const sn=".bs.focustrap",on=`focusin${sn}`,rn=`keydown.tab${sn}`,an="backward",ln={autofocus:!0,trapElement:null},cn={autofocus:"boolean",trapElement:"element"};class hn extends ve{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return ln}static get DefaultType(){return cn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),de.off(document,sn),de.on(document,on,(t=>this._handleFocusin(t))),de.on(document,rn,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,de.off(document,sn))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=ke.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===an?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?an:"forward")}}const un=".bs.modal",dn=`hide${un}`,fn=`hidePrevented${un}`,pn=`hidden${un}`,gn=`show${un}`,mn=`shown${un}`,_n=`resize${un}`,bn=`click.dismiss${un}`,vn=`mousedown.dismiss${un}`,yn=`keydown.dismiss${un}`,wn=`click${un}.data-api`,An="modal-open",En="show",Cn="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},On={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class xn extends ye{constructor(t,e){super(t,e),this._dialog=ke.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new Ui,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return On}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||de.trigger(this._element,gn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(An),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(de.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(En),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){for(const t of[window,this._dialog])de.off(t,un);this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new nn({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=ke.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),qt(this._element),this._element.classList.add(En),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,de.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){de.on(this._element,yn,(t=>{if("Escape"===t.key)return this._config.keyboard?(t.preventDefault(),void this.hide()):void this._triggerBackdropTransition()})),de.on(window,_n,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),de.on(this._element,vn,(t=>{de.one(this._element,bn,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(An),this._resetAdjustments(),this._scrollBar.reset(),de.trigger(this._element,pn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(de.trigger(this._element,fn).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(Cn)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(Cn),this._queueCallback((()=>{this._element.classList.remove(Cn),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=Kt()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=Kt()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=xn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}de.on(document,wn,'[data-bs-toggle="modal"]',(function(t){const e=Pt(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),de.one(e,gn,(t=>{t.defaultPrevented||de.one(e,pn,(()=>{Wt(this)&&this.focus()}))}));const i=ke.findOne(".modal.show");i&&xn.getInstance(i).hide(),xn.getOrCreateInstance(e).toggle(this)})),we(xn),Qt(xn);const kn=".bs.offcanvas",Ln=".data-api",Dn=`load${kn}${Ln}`,$n="show",Sn="showing",In="hiding",Nn=".offcanvas.show",Pn=`show${kn}`,jn=`shown${kn}`,Mn=`hide${kn}`,Hn=`hidePrevented${kn}`,Wn=`hidden${kn}`,Fn=`resize${kn}`,Bn=`click${kn}${Ln}`,zn=`keydown.dismiss${kn}`,qn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class Vn extends ye{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return qn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||de.trigger(this._element,Pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new Ui).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Sn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add($n),this._element.classList.remove(Sn),de.trigger(this._element,jn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(de.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add(In),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove($n,In),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new Ui).reset(),de.trigger(this._element,Wn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new nn({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():de.trigger(this._element,Hn)}:null})}_initializeFocusTrap(){return new hn({trapElement:this._element})}_addEventListeners(){de.on(this._element,zn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():de.trigger(this._element,Hn))}))}static jQueryInterface(t){return this.each((function(){const e=Vn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}de.on(document,Bn,'[data-bs-toggle="offcanvas"]',(function(t){const e=Pt(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),Ft(this))return;de.one(e,Wn,(()=>{Wt(this)&&this.focus()}));const i=ke.findOne(Nn);i&&i!==e&&Vn.getInstance(i).hide(),Vn.getOrCreateInstance(e).toggle(this)})),de.on(window,Dn,(()=>{for(const t of ke.find(Nn))Vn.getOrCreateInstance(t).show()})),de.on(window,Fn,(()=>{for(const t of ke.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&Vn.getOrCreateInstance(t).hide()})),we(Vn),Qt(Vn);const Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i,Xn=/^data:(?:image\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\/(?:mpeg|mp4|ogg|webm)|audio\/(?:mp3|oga|ogg|opus));base64,[\d+/a-z]+=*$/i,Yn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)||Xn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Un={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Gn={allowList:Un,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"
"},Jn={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Zn={entry:"(string|element|function|null)",selector:"(string|element)"};class ts extends ve{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Gn}static get DefaultType(){return Jn}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Zn)}_setContent(t,e,i){const n=ke.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?Mt(e)?this._putElementInTemplate(Ht(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Yn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return"function"==typeof t?t(this):t}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const es=new Set(["sanitize","allowList","sanitizeFn"]),is="fade",ns="show",ss=".modal",os="hide.bs.modal",rs="hover",as="focus",ls={AUTO:"auto",TOP:"top",RIGHT:Kt()?"left":"right",BOTTOM:"bottom",LEFT:Kt()?"right":"left"},cs={allowList:Un,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,0],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},hs={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class us extends ye{constructor(t,i){if(void 0===e)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,i),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return cs}static get DefaultType(){return hs}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),de.off(this._element.closest(ss),os,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=de.trigger(this._element,this.constructor.eventName("show")),e=(Bt(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),de.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.on(t,"mouseover",zt);this._queueCallback((()=>{de.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!de.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(ns),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))de.off(t,"mouseover",zt);this._activeTrigger.click=!1,this._activeTrigger[as]=!1,this._activeTrigger[rs]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),de.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(is,ns),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(is),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new ts({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(is)}_isShown(){return this.tip&&this.tip.classList.contains(ns)}_createPopper(t){const e="function"==typeof this._config.placement?this._config.placement.call(this,t,this._element):this._config.placement,i=ls[e.toUpperCase()];return Dt(this._element,t,this._getPopperConfig(i))}_getOffset(){const{offset:t}=this._config;return"string"==typeof t?t.split(",").map((t=>Number.parseInt(t,10))):"function"==typeof t?e=>t(e,this._element):t}_resolvePossibleFunction(t){return"function"==typeof t?t.call(this._element):t}_getPopperConfig(t){const e={placement:t,modifiers:[{name:"flip",options:{fallbackPlacements:this._config.fallbackPlacements}},{name:"offset",options:{offset:this._getOffset()}},{name:"preventOverflow",options:{boundary:this._config.boundary}},{name:"arrow",options:{element:`.${this.constructor.NAME}-arrow`}},{name:"preSetPlacement",enabled:!0,phase:"beforeMain",fn:t=>{this._getTipElement().setAttribute("data-popper-placement",t.state.placement)}}]};return{...e,..."function"==typeof this._config.popperConfig?this._config.popperConfig(e):this._config.popperConfig}}_setListeners(){const t=this._config.trigger.split(" ");for(const e of t)if("click"===e)de.on(this._element,this.constructor.eventName("click"),this._config.selector,(t=>{this._initializeOnDelegatedTarget(t).toggle()}));else if("manual"!==e){const t=e===rs?this.constructor.eventName("mouseenter"):this.constructor.eventName("focusin"),i=e===rs?this.constructor.eventName("mouseleave"):this.constructor.eventName("focusout");de.on(this._element,t,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusin"===t.type?as:rs]=!0,e._enter()})),de.on(this._element,i,this._config.selector,(t=>{const e=this._initializeOnDelegatedTarget(t);e._activeTrigger["focusout"===t.type?as:rs]=e._element.contains(t.relatedTarget),e._leave()}))}this._hideModalHandler=()=>{this._element&&this.hide()},de.on(this._element.closest(ss),os,this._hideModalHandler)}_fixTitle(){const 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t.container=!1===t.container?document.body:Ht(t.container),"number"==typeof t.delay&&(t.delay={show:t.delay,hide:t.delay}),"number"==typeof t.title&&(t.title=t.title.toString()),"number"==typeof t.content&&(t.content=t.content.toString()),t}_getDelegateConfig(){const t={};for(const e in this._config)this.constructor.Default[e]!==this._config[e]&&(t[e]=this._config[e]);return t.selector=!1,t.trigger="manual",t}_disposePopper(){this._popper&&(this._popper.destroy(),this._popper=null),this.tip&&(this.tip.remove(),this.tip=null)}static jQueryInterface(t){return this.each((function(){const e=us.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t])throw new TypeError(`No method named "${t}"`);e[t]()}}))}}Qt(us);const ds={...us.Default,content:"",offset:[0,8],placement:"right",template:'',trigger:"click"},fs={...us.DefaultType,content:"(null|string|element|function)"};class ps extends us{static get Default(){return ds}static get DefaultType(){return fs}static get 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= 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n return element ? (element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n if (node == null) {\n return window;\n }\n\n if (node.toString() !== '[object Window]') {\n var ownerDocument = node.ownerDocument;\n return ownerDocument ? ownerDocument.defaultView || window : window;\n }\n\n return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n var OwnElement = getWindow(node).Element;\n return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n var OwnElement = getWindow(node).HTMLElement;\n return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n // IE 11 has no ShadowRoot\n if (typeof ShadowRoot === 'undefined') {\n return false;\n }\n\n var OwnElement = getWindow(node).ShadowRoot;\n return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n var state = _ref.state;\n Object.keys(state.elements).forEach(function (name) {\n var style = state.styles[name] || {};\n var attributes = state.attributes[name] || {};\n var element = state.elements[name]; // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n } // Flow doesn't support to extend this property, but it's the most\n // effective way to apply styles to an HTMLElement\n // $FlowFixMe[cannot-write]\n\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (name) {\n var value = attributes[name];\n\n if (value === false) {\n element.removeAttribute(name);\n } else {\n element.setAttribute(name, value === true ? '' : value);\n }\n });\n });\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state;\n var initialStyles = {\n popper: {\n position: state.options.strategy,\n left: '0',\n top: '0',\n margin: '0'\n },\n arrow: {\n position: 'absolute'\n },\n reference: {}\n };\n Object.assign(state.elements.popper.style, initialStyles.popper);\n state.styles = initialStyles;\n\n if (state.elements.arrow) {\n Object.assign(state.elements.arrow.style, initialStyles.arrow);\n }\n\n return function () {\n Object.keys(state.elements).forEach(function (name) {\n var element = state.elements[name];\n var attributes = state.attributes[name] || {};\n var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n var style = styleProperties.reduce(function (style, property) {\n style[property] = '';\n return style;\n }, {}); // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n }\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (attribute) {\n element.removeAttribute(attribute);\n });\n });\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'applyStyles',\n enabled: true,\n phase: 'write',\n fn: applyStyles,\n effect: effect,\n requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n var uaData = navigator.userAgentData;\n\n if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n return uaData.brands.map(function (item) {\n return item.brand + \"/\" + item.version;\n }).join(' ');\n }\n\n return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n if (includeScale === void 0) {\n includeScale = false;\n }\n\n if (isFixedStrategy === void 0) {\n isFixedStrategy = false;\n }\n\n var clientRect = element.getBoundingClientRect();\n var scaleX = 1;\n var scaleY = 1;\n\n if (includeScale && isHTMLElement(element)) {\n scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n }\n\n var _ref = isElement(element) ? getWindow(element) : window,\n visualViewport = _ref.visualViewport;\n\n var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n var width = clientRect.width / scaleX;\n var height = clientRect.height / scaleY;\n return {\n width: width,\n height: height,\n top: y,\n right: x + width,\n bottom: y + height,\n left: x,\n x: x,\n y: y\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n var width = element.offsetWidth;\n var height = element.offsetHeight;\n\n if (Math.abs(clientRect.width - width) <= 1) {\n width = clientRect.width;\n }\n\n if (Math.abs(clientRect.height - height) <= 1) {\n height = clientRect.height;\n }\n\n return {\n x: element.offsetLeft,\n y: element.offsetTop,\n width: width,\n height: height\n };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n if (parent.contains(child)) {\n return true;\n } // then fallback to custom implementation with Shadow DOM support\n else if (rootNode && isShadowRoot(rootNode)) {\n var next = child;\n\n do {\n if (next && parent.isSameNode(next)) {\n return true;\n } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n next = next.parentNode || next.host;\n } while (next);\n } // Give up, the result is false\n\n\n return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n if (getNodeName(element) === 'html') {\n return element;\n }\n\n return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n // $FlowFixMe[incompatible-return]\n // $FlowFixMe[prop-missing]\n element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n element.parentNode || ( // DOM Element detected\n isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n getDocumentElement(element) // fallback\n\n );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n getComputedStyle(element).position === 'fixed') {\n return null;\n }\n\n return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n var isFirefox = /firefox/i.test(getUAString());\n var isIE = /Trident/i.test(getUAString());\n\n if (isIE && isHTMLElement(element)) {\n // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n var elementCss = getComputedStyle(element);\n\n if (elementCss.position === 'fixed') {\n return null;\n }\n }\n\n var currentNode = getParentNode(element);\n\n if (isShadowRoot(currentNode)) {\n currentNode = currentNode.host;\n }\n\n while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n // create a containing block.\n // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n return currentNode;\n } else {\n currentNode = currentNode.parentNode;\n }\n }\n\n return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n var window = getWindow(element);\n var offsetParent = getTrueOffsetParent(element);\n\n while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n offsetParent = getTrueOffsetParent(offsetParent);\n }\n\n if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n return window;\n }\n\n return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n var v = within(min, value, max);\n return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n return {\n top: 0,\n right: 0,\n bottom: 0,\n left: 0\n };\n}","export default function expandToHashMap(value, keys) {\n return keys.reduce(function (hashMap, key) {\n hashMap[key] = value;\n return hashMap;\n }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n placement: state.placement\n })) : padding;\n return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n var _state$modifiersData$;\n\n var state = _ref.state,\n name = _ref.name,\n options = _ref.options;\n var arrowElement = state.elements.arrow;\n var popperOffsets = state.modifiersData.popperOffsets;\n var basePlacement = getBasePlacement(state.placement);\n var axis = getMainAxisFromPlacement(basePlacement);\n var isVertical = [left, right].indexOf(basePlacement) >= 0;\n var len = isVertical ? 'height' : 'width';\n\n if (!arrowElement || !popperOffsets) {\n return;\n }\n\n var paddingObject = toPaddingObject(options.padding, state);\n var arrowRect = getLayoutRect(arrowElement);\n var minProp = axis === 'y' ? top : left;\n var maxProp = axis === 'y' ? bottom : right;\n var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n var arrowOffsetParent = getOffsetParent(arrowElement);\n var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n // outside of the popper bounds\n\n var min = paddingObject[minProp];\n var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n var axisProp = axis;\n state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state,\n options = _ref2.options;\n var _options$element = options.element,\n arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n if (arrowElement == null) {\n return;\n } // CSS selector\n\n\n if (typeof arrowElement === 'string') {\n arrowElement = state.elements.popper.querySelector(arrowElement);\n\n if (!arrowElement) {\n return;\n }\n }\n\n if (process.env.NODE_ENV !== \"production\") {\n if (!isHTMLElement(arrowElement)) {\n console.error(['Popper: \"arrow\" element must be an HTMLElement (not an SVGElement).', 'To use an SVG arrow, wrap it in an HTMLElement that will be used as', 'the arrow.'].join(' '));\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: \"arrow\" modifier\\'s `element` must be a child of the popper', 'element.'].join(' '));\n }\n\n return;\n }\n\n state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'arrow',\n enabled: true,\n phase: 'main',\n fn: arrow,\n effect: effect,\n requires: ['popperOffsets'],\n requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n top: 'auto',\n right: 'auto',\n bottom: 'auto',\n left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n var x = _ref.x,\n y = _ref.y;\n var dpr = win.devicePixelRatio || 1;\n return {\n x: round(x * dpr) / dpr || 0,\n y: round(y * dpr) / dpr || 0\n };\n}\n\nexport function mapToStyles(_ref2) {\n var _Object$assign2;\n\n var popper = _ref2.popper,\n popperRect = _ref2.popperRect,\n placement = _ref2.placement,\n variation = _ref2.variation,\n offsets = _ref2.offsets,\n position = _ref2.position,\n gpuAcceleration = _ref2.gpuAcceleration,\n adaptive = _ref2.adaptive,\n roundOffsets = _ref2.roundOffsets,\n isFixed = _ref2.isFixed;\n var _offsets$x = offsets.x,\n x = _offsets$x === void 0 ? 0 : _offsets$x,\n _offsets$y = offsets.y,\n y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref3.x;\n y = _ref3.y;\n var hasX = offsets.hasOwnProperty('x');\n var hasY = offsets.hasOwnProperty('y');\n var sideX = left;\n var sideY = top;\n var win = window;\n\n if (adaptive) {\n var offsetParent = getOffsetParent(popper);\n var heightProp = 'clientHeight';\n var widthProp = 'clientWidth';\n\n if (offsetParent === getWindow(popper)) {\n offsetParent = getDocumentElement(popper);\n\n if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n heightProp = 'scrollHeight';\n widthProp = 'scrollWidth';\n }\n } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n offsetParent = offsetParent;\n\n if (placement === top || (placement === left || placement === right) && variation === end) {\n sideY = bottom;\n var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n offsetParent[heightProp];\n y -= offsetY - popperRect.height;\n y *= gpuAcceleration ? 1 : -1;\n }\n\n if (placement === left || (placement === top || placement === bottom) && variation === end) {\n sideX = right;\n var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n offsetParent[widthProp];\n x -= offsetX - popperRect.width;\n x *= gpuAcceleration ? 1 : -1;\n }\n }\n\n var commonStyles = Object.assign({\n position: position\n }, adaptive && unsetSides);\n\n var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n x: x,\n y: y\n }, getWindow(popper)) : {\n x: x,\n y: y\n };\n\n x = _ref4.x;\n y = _ref4.y;\n\n if (gpuAcceleration) {\n var _Object$assign;\n\n return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n }\n\n return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n var state = _ref5.state,\n options = _ref5.options;\n var _options$gpuAccelerat = options.gpuAcceleration,\n gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n _options$adaptive = options.adaptive,\n adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n _options$roundOffsets = options.roundOffsets,\n roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n\n if (process.env.NODE_ENV !== \"production\") {\n var transitionProperty = getComputedStyle(state.elements.popper).transitionProperty || '';\n\n if (adaptive && ['transform', 'top', 'right', 'bottom', 'left'].some(function (property) {\n return transitionProperty.indexOf(property) >= 0;\n })) {\n console.warn(['Popper: Detected CSS transitions on at least one of the following', 'CSS properties: \"transform\", \"top\", \"right\", \"bottom\", \"left\".', '\\n\\n', 'Disable the \"computeStyles\" modifier\\'s `adaptive` option to allow', 'for smooth transitions, or remove these properties from the CSS', 'transition declaration on the popper element if only transitioning', 'opacity or background-color for example.', '\\n\\n', 'We recommend using the popper element as a wrapper around an inner', 'element that can have any CSS property transitioned for animations.'].join(' '));\n }\n }\n\n var commonStyles = {\n placement: getBasePlacement(state.placement),\n variation: getVariation(state.placement),\n popper: state.elements.popper,\n popperRect: state.rects.popper,\n gpuAcceleration: gpuAcceleration,\n isFixed: state.options.strategy === 'fixed'\n };\n\n if (state.modifiersData.popperOffsets != null) {\n state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.popperOffsets,\n position: state.options.strategy,\n adaptive: adaptive,\n roundOffsets: roundOffsets\n })));\n }\n\n if (state.modifiersData.arrow != null) {\n state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.arrow,\n position: 'absolute',\n adaptive: false,\n roundOffsets: roundOffsets\n })));\n }\n\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-placement': state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'computeStyles',\n enabled: true,\n phase: 'beforeWrite',\n fn: computeStyles,\n data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n passive: true\n};\n\nfunction effect(_ref) {\n var state = _ref.state,\n instance = _ref.instance,\n options = _ref.options;\n var _options$scroll = options.scroll,\n scroll = _options$scroll === void 0 ? true : _options$scroll,\n _options$resize = options.resize,\n resize = _options$resize === void 0 ? true : _options$resize;\n var window = getWindow(state.elements.popper);\n var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.addEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.addEventListener('resize', instance.update, passive);\n }\n\n return function () {\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.removeEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.removeEventListener('resize', instance.update, passive);\n }\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'eventListeners',\n enabled: true,\n phase: 'write',\n fn: function fn() {},\n effect: effect,\n data: {}\n};","var hash = {\n left: 'right',\n right: 'left',\n bottom: 'top',\n top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n return placement.replace(/left|right|bottom|top/g, function (matched) {\n return hash[matched];\n });\n}","var hash = {\n start: 'end',\n end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n return placement.replace(/start|end/g, function (matched) {\n return hash[matched];\n });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n var win = getWindow(node);\n var scrollLeft = win.pageXOffset;\n var scrollTop = win.pageYOffset;\n return {\n scrollLeft: scrollLeft,\n scrollTop: scrollTop\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n // If has a CSS width greater than the viewport, then this will be\n // incorrect for RTL.\n // Popper 1 is broken in this case and never had a bug report so let's assume\n // it's not an issue. I don't think anyone ever specifies width on \n // anyway.\n // Browsers where the left scrollbar doesn't cause an issue report `0` for\n // this (e.g. Edge 2019, IE11, Safari)\n return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n // Firefox wants us to check `-x` and `-y` variations as well\n var _getComputedStyle = getComputedStyle(element),\n overflow = _getComputedStyle.overflow,\n overflowX = _getComputedStyle.overflowX,\n overflowY = _getComputedStyle.overflowY;\n\n return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return node.ownerDocument.body;\n }\n\n if (isHTMLElement(node) && isScrollParent(node)) {\n return node;\n }\n\n return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n var _element$ownerDocumen;\n\n if (list === void 0) {\n list = [];\n }\n\n var scrollParent = getScrollParent(element);\n var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n var win = getWindow(scrollParent);\n var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n var updatedList = list.concat(target);\n return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n return Object.assign({}, rect, {\n left: rect.x,\n top: rect.y,\n right: rect.x + rect.width,\n bottom: rect.y + rect.height\n });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n rect.top = rect.top + element.clientTop;\n rect.left = rect.left + element.clientLeft;\n rect.bottom = rect.top + element.clientHeight;\n rect.right = rect.left + element.clientWidth;\n rect.width = element.clientWidth;\n rect.height = element.clientHeight;\n rect.x = rect.left;\n rect.y = rect.top;\n return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n var clippingParents = listScrollParents(getParentNode(element));\n var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n if (!isElement(clipperElement)) {\n return [];\n } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n return clippingParents.filter(function (clippingParent) {\n return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n var firstClippingParent = clippingParents[0];\n var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n accRect.top = max(rect.top, accRect.top);\n accRect.right = min(rect.right, accRect.right);\n accRect.bottom = min(rect.bottom, accRect.bottom);\n accRect.left = max(rect.left, accRect.left);\n return accRect;\n }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n clippingRect.width = clippingRect.right - clippingRect.left;\n clippingRect.height = clippingRect.bottom - clippingRect.top;\n clippingRect.x = clippingRect.left;\n clippingRect.y = clippingRect.top;\n return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n var win = getWindow(element);\n var html = getDocumentElement(element);\n var visualViewport = win.visualViewport;\n var width = html.clientWidth;\n var height = html.clientHeight;\n var x = 0;\n var y = 0;\n\n if (visualViewport) {\n width = visualViewport.width;\n height = visualViewport.height;\n var layoutViewport = isLayoutViewport();\n\n if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n x = visualViewport.offsetLeft;\n y = visualViewport.offsetTop;\n }\n }\n\n return {\n width: width,\n height: height,\n x: x + getWindowScrollBarX(element),\n y: y\n };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `` and `` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n var _element$ownerDocumen;\n\n var html = getDocumentElement(element);\n var winScroll = getWindowScroll(element);\n var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n var y = -winScroll.scrollTop;\n\n if (getComputedStyle(body || html).direction === 'rtl') {\n x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n }\n\n return {\n width: width,\n height: height,\n x: x,\n y: y\n };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n var reference = _ref.reference,\n element = _ref.element,\n placement = _ref.placement;\n var basePlacement = placement ? getBasePlacement(placement) : null;\n var variation = placement ? getVariation(placement) : null;\n var commonX = reference.x + reference.width / 2 - element.width / 2;\n var commonY = reference.y + reference.height / 2 - element.height / 2;\n var offsets;\n\n switch (basePlacement) {\n case top:\n offsets = {\n x: commonX,\n y: reference.y - element.height\n };\n break;\n\n case bottom:\n offsets = {\n x: commonX,\n y: reference.y + reference.height\n };\n break;\n\n case right:\n offsets = {\n x: reference.x + reference.width,\n y: commonY\n };\n break;\n\n case left:\n offsets = {\n x: reference.x - element.width,\n y: commonY\n };\n break;\n\n default:\n offsets = {\n x: reference.x,\n y: reference.y\n };\n }\n\n var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n if (mainAxis != null) {\n var len = mainAxis === 'y' ? 'height' : 'width';\n\n switch (variation) {\n case start:\n offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n break;\n\n case end:\n offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n break;\n\n default:\n }\n }\n\n return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n _options$placement = _options.placement,\n placement = _options$placement === void 0 ? state.placement : _options$placement,\n _options$strategy = _options.strategy,\n strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n _options$boundary = _options.boundary,\n boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n _options$rootBoundary = _options.rootBoundary,\n rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n _options$elementConte = _options.elementContext,\n elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n _options$altBoundary = _options.altBoundary,\n altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n _options$padding = _options.padding,\n padding = _options$padding === void 0 ? 0 : _options$padding;\n var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n var altContext = elementContext === popper ? reference : popper;\n var popperRect = state.rects.popper;\n var element = state.elements[altBoundary ? altContext : elementContext];\n var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n var referenceClientRect = getBoundingClientRect(state.elements.reference);\n var popperOffsets = computeOffsets({\n reference: referenceClientRect,\n element: popperRect,\n strategy: 'absolute',\n placement: placement\n });\n var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n // 0 or negative = within the clipping rect\n\n var overflowOffsets = {\n top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n };\n var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n if (elementContext === popper && offsetData) {\n var offset = offsetData[placement];\n Object.keys(overflowOffsets).forEach(function (key) {\n var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n overflowOffsets[key] += offset[axis] * multiply;\n });\n }\n\n return overflowOffsets;\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n if (getBasePlacement(placement) === auto) {\n return [];\n }\n\n var oppositePlacement = getOppositePlacement(placement);\n return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n\n if (state.modifiersData[name]._skip) {\n return;\n }\n\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n specifiedFallbackPlacements = options.fallbackPlacements,\n padding = options.padding,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n _options$flipVariatio = options.flipVariations,\n flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n allowedAutoPlacements = options.allowedAutoPlacements;\n var preferredPlacement = state.options.placement;\n var basePlacement = getBasePlacement(preferredPlacement);\n var isBasePlacement = basePlacement === preferredPlacement;\n var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n flipVariations: flipVariations,\n allowedAutoPlacements: allowedAutoPlacements\n }) : placement);\n }, []);\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var checksMap = new Map();\n var makeFallbackChecks = true;\n var firstFittingPlacement = placements[0];\n\n for (var i = 0; i < placements.length; i++) {\n var placement = placements[i];\n\n var _basePlacement = getBasePlacement(placement);\n\n var isStartVariation = getVariation(placement) === start;\n var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n var len = isVertical ? 'width' : 'height';\n var overflow = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n altBoundary: altBoundary,\n padding: padding\n });\n var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n if (referenceRect[len] > popperRect[len]) {\n mainVariationSide = getOppositePlacement(mainVariationSide);\n }\n\n var altVariationSide = getOppositePlacement(mainVariationSide);\n var checks = [];\n\n if (checkMainAxis) {\n checks.push(overflow[_basePlacement] <= 0);\n }\n\n if (checkAltAxis) {\n checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n }\n\n if (checks.every(function (check) {\n return check;\n })) {\n firstFittingPlacement = placement;\n makeFallbackChecks = false;\n break;\n }\n\n checksMap.set(placement, checks);\n }\n\n if (makeFallbackChecks) {\n // `2` may be desired in some cases – research later\n var numberOfChecks = flipVariations ? 3 : 1;\n\n var _loop = function _loop(_i) {\n var fittingPlacement = placements.find(function (placement) {\n var checks = checksMap.get(placement);\n\n if (checks) {\n return checks.slice(0, _i).every(function (check) {\n return check;\n });\n }\n });\n\n if (fittingPlacement) {\n firstFittingPlacement = fittingPlacement;\n return \"break\";\n }\n };\n\n for (var _i = numberOfChecks; _i > 0; _i--) {\n var _ret = _loop(_i);\n\n if (_ret === \"break\") break;\n }\n }\n\n if (state.placement !== firstFittingPlacement) {\n state.modifiersData[name]._skip = true;\n state.placement = firstFittingPlacement;\n state.reset = true;\n }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'flip',\n enabled: true,\n phase: 'main',\n fn: flip,\n requiresIfExists: ['offset'],\n data: {\n _skip: false\n }\n};","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n placement = _options.placement,\n boundary = _options.boundary,\n rootBoundary = _options.rootBoundary,\n padding = _options.padding,\n flipVariations = _options.flipVariations,\n _options$allowedAutoP = _options.allowedAutoPlacements,\n allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n var variation = getVariation(placement);\n var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n return getVariation(placement) === variation;\n }) : basePlacements;\n var allowedPlacements = placements.filter(function (placement) {\n return allowedAutoPlacements.indexOf(placement) >= 0;\n });\n\n if (allowedPlacements.length === 0) {\n allowedPlacements = placements;\n\n if (process.env.NODE_ENV !== \"production\") {\n console.error(['Popper: The `allowedAutoPlacements` option did not allow any', 'placements. Ensure the `placement` option matches the variation', 'of the allowed placements.', 'For example, \"auto\" cannot be used to allow \"bottom-start\".', 'Use \"auto-start\" instead.'].join(' '));\n }\n } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n var overflows = allowedPlacements.reduce(function (acc, placement) {\n acc[placement] = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding\n })[getBasePlacement(placement)];\n return acc;\n }, {});\n return Object.keys(overflows).sort(function (a, b) {\n return overflows[a] - overflows[b];\n });\n}","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n if (preventedOffsets === void 0) {\n preventedOffsets = {\n x: 0,\n y: 0\n };\n }\n\n return {\n top: overflow.top - rect.height - preventedOffsets.y,\n right: overflow.right - rect.width + preventedOffsets.x,\n bottom: overflow.bottom - rect.height + preventedOffsets.y,\n left: overflow.left - rect.width - preventedOffsets.x\n };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n return [top, right, bottom, left].some(function (side) {\n return overflow[side] >= 0;\n });\n}\n\nfunction hide(_ref) {\n var state = _ref.state,\n name = _ref.name;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var preventedOffsets = state.modifiersData.preventOverflow;\n var referenceOverflow = detectOverflow(state, {\n elementContext: 'reference'\n });\n var popperAltOverflow = detectOverflow(state, {\n altBoundary: true\n });\n var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n state.modifiersData[name] = {\n referenceClippingOffsets: referenceClippingOffsets,\n popperEscapeOffsets: popperEscapeOffsets,\n isReferenceHidden: isReferenceHidden,\n hasPopperEscaped: hasPopperEscaped\n };\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-reference-hidden': isReferenceHidden,\n 'data-popper-escaped': hasPopperEscaped\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'hide',\n enabled: true,\n phase: 'main',\n requiresIfExists: ['preventOverflow'],\n fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n var basePlacement = getBasePlacement(placement);\n var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n placement: placement\n })) : offset,\n skidding = _ref[0],\n distance = _ref[1];\n\n skidding = skidding || 0;\n distance = (distance || 0) * invertDistance;\n return [left, right].indexOf(basePlacement) >= 0 ? {\n x: distance,\n y: skidding\n } : {\n x: skidding,\n y: distance\n };\n}\n\nfunction offset(_ref2) {\n var state = _ref2.state,\n options = _ref2.options,\n name = _ref2.name;\n var _options$offset = options.offset,\n offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n var data = placements.reduce(function (acc, placement) {\n acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n return acc;\n }, {});\n var _data$state$placement = data[state.placement],\n x = _data$state$placement.x,\n y = _data$state$placement.y;\n\n if (state.modifiersData.popperOffsets != null) {\n state.modifiersData.popperOffsets.x += x;\n state.modifiersData.popperOffsets.y += y;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'offset',\n enabled: true,\n phase: 'main',\n requires: ['popperOffsets'],\n fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n var state = _ref.state,\n name = _ref.name;\n // Offsets are the actual position the popper needs to have to be\n // properly positioned near its reference element\n // This is the most basic placement, and will be adjusted by\n // the modifiers in the next step\n state.modifiersData[name] = computeOffsets({\n reference: state.rects.reference,\n element: state.rects.popper,\n strategy: 'absolute',\n placement: state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'popperOffsets',\n enabled: true,\n phase: 'read',\n fn: popperOffsets,\n data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n padding = options.padding,\n _options$tether = options.tether,\n tether = _options$tether === void 0 ? true : _options$tether,\n _options$tetherOffset = options.tetherOffset,\n tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n var overflow = detectOverflow(state, {\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n altBoundary: altBoundary\n });\n var basePlacement = getBasePlacement(state.placement);\n var variation = getVariation(state.placement);\n var isBasePlacement = !variation;\n var mainAxis = getMainAxisFromPlacement(basePlacement);\n var altAxis = getAltAxis(mainAxis);\n var popperOffsets = state.modifiersData.popperOffsets;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n placement: state.placement\n })) : tetherOffset;\n var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n mainAxis: tetherOffsetValue,\n altAxis: tetherOffsetValue\n } : Object.assign({\n mainAxis: 0,\n altAxis: 0\n }, tetherOffsetValue);\n var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n var data = {\n x: 0,\n y: 0\n };\n\n if (!popperOffsets) {\n return;\n }\n\n if (checkMainAxis) {\n var _offsetModifierState$;\n\n var mainSide = mainAxis === 'y' ? top : left;\n var altSide = mainAxis === 'y' ? bottom : right;\n var len = mainAxis === 'y' ? 'height' : 'width';\n var offset = popperOffsets[mainAxis];\n var min = offset + overflow[mainSide];\n var max = offset - overflow[altSide];\n var additive = tether ? -popperRect[len] / 2 : 0;\n var minLen = variation === start ? referenceRect[len] : popperRect[len];\n var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n // outside the reference bounds\n\n var arrowElement = state.elements.arrow;\n var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n width: 0,\n height: 0\n };\n var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n var arrowPaddingMin = arrowPaddingObject[mainSide];\n var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n // to include its full size in the calculation. If the reference is small\n // and near the edge of a boundary, the popper can overflow even if the\n // reference is not overflowing as well (e.g. virtual elements with no\n // width or height)\n\n var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n var tetherMax = offset + maxOffset - offsetModifierValue;\n var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n popperOffsets[mainAxis] = preventedOffset;\n data[mainAxis] = preventedOffset - offset;\n }\n\n if (checkAltAxis) {\n var _offsetModifierState$2;\n\n var _mainSide = mainAxis === 'x' ? top : left;\n\n var _altSide = mainAxis === 'x' ? bottom : right;\n\n var _offset = popperOffsets[altAxis];\n\n var _len = altAxis === 'y' ? 'height' : 'width';\n\n var _min = _offset + overflow[_mainSide];\n\n var _max = _offset - overflow[_altSide];\n\n var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n popperOffsets[altAxis] = _preventedOffset;\n data[altAxis] = _preventedOffset - _offset;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'preventOverflow',\n enabled: true,\n phase: 'main',\n fn: preventOverflow,\n requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n var rect = element.getBoundingClientRect();\n var scaleX = round(rect.width) / element.offsetWidth || 1;\n var scaleY = round(rect.height) / element.offsetHeight || 1;\n return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n if (isFixed === void 0) {\n isFixed = false;\n }\n\n var isOffsetParentAnElement = isHTMLElement(offsetParent);\n var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n var documentElement = getDocumentElement(offsetParent);\n var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n var scroll = {\n scrollLeft: 0,\n scrollTop: 0\n };\n var offsets = {\n x: 0,\n y: 0\n };\n\n if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n isScrollParent(documentElement)) {\n scroll = getNodeScroll(offsetParent);\n }\n\n if (isHTMLElement(offsetParent)) {\n offsets = getBoundingClientRect(offsetParent, true);\n offsets.x += offsetParent.clientLeft;\n offsets.y += offsetParent.clientTop;\n } else if (documentElement) {\n offsets.x = getWindowScrollBarX(documentElement);\n }\n }\n\n return {\n x: rect.left + scroll.scrollLeft - offsets.x,\n y: rect.top + scroll.scrollTop - offsets.y,\n width: rect.width,\n height: rect.height\n };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n if (node === getWindow(node) || !isHTMLElement(node)) {\n return getWindowScroll(node);\n } else {\n return getHTMLElementScroll(node);\n }\n}","export default function getHTMLElementScroll(element) {\n return {\n scrollLeft: element.scrollLeft,\n scrollTop: element.scrollTop\n };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n var map = new Map();\n var visited = new Set();\n var result = [];\n modifiers.forEach(function (modifier) {\n map.set(modifier.name, modifier);\n }); // On visiting object, check for its dependencies and visit them recursively\n\n function sort(modifier) {\n visited.add(modifier.name);\n var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n requires.forEach(function (dep) {\n if (!visited.has(dep)) {\n var depModifier = map.get(dep);\n\n if (depModifier) {\n sort(depModifier);\n }\n }\n });\n result.push(modifier);\n }\n\n modifiers.forEach(function (modifier) {\n if (!visited.has(modifier.name)) {\n // check for visited object\n sort(modifier);\n }\n });\n return result;\n}\n\nexport default function orderModifiers(modifiers) {\n // order based on dependencies\n var orderedModifiers = order(modifiers); // order based on phase\n\n return modifierPhases.reduce(function (acc, phase) {\n return acc.concat(orderedModifiers.filter(function (modifier) {\n return modifier.phase === phase;\n }));\n }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport getComputedStyle from \"./dom-utils/getComputedStyle.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport validateModifiers from \"./utils/validateModifiers.js\";\nimport uniqueBy from \"./utils/uniqueBy.js\";\nimport getBasePlacement from \"./utils/getBasePlacement.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nimport { auto } from \"./enums.js\";\nvar INVALID_ELEMENT_ERROR = 'Popper: Invalid reference or popper argument provided. They must be either a DOM element or virtual element.';\nvar INFINITE_LOOP_ERROR = 'Popper: An infinite loop in the modifiers cycle has been detected! The cycle has been interrupted to prevent a browser crash.';\nvar DEFAULT_OPTIONS = {\n placement: 'bottom',\n modifiers: [],\n strategy: 'absolute'\n};\n\nfunction areValidElements() {\n for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n args[_key] = arguments[_key];\n }\n\n return !args.some(function (element) {\n return !(element && typeof element.getBoundingClientRect === 'function');\n });\n}\n\nexport function popperGenerator(generatorOptions) {\n if (generatorOptions === void 0) {\n generatorOptions = {};\n }\n\n var _generatorOptions = generatorOptions,\n _generatorOptions$def = _generatorOptions.defaultModifiers,\n defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n _generatorOptions$def2 = _generatorOptions.defaultOptions,\n defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n return function createPopper(reference, popper, options) {\n if (options === void 0) {\n options = defaultOptions;\n }\n\n var state = {\n placement: 'bottom',\n orderedModifiers: [],\n options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n modifiersData: {},\n elements: {\n reference: reference,\n popper: popper\n },\n attributes: {},\n styles: {}\n };\n var effectCleanupFns = [];\n var isDestroyed = false;\n var instance = {\n state: state,\n setOptions: function setOptions(setOptionsAction) {\n var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n cleanupModifierEffects();\n state.options = Object.assign({}, defaultOptions, state.options, options);\n state.scrollParents = {\n reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n popper: listScrollParents(popper)\n }; // Orders the modifiers based on their dependencies and `phase`\n // properties\n\n var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n state.orderedModifiers = orderedModifiers.filter(function (m) {\n return m.enabled;\n }); // Validate the provided modifiers so that the consumer will get warned\n // if one of the modifiers is invalid for any reason\n\n if (process.env.NODE_ENV !== \"production\") {\n var modifiers = uniqueBy([].concat(orderedModifiers, state.options.modifiers), function (_ref) {\n var name = _ref.name;\n return name;\n });\n validateModifiers(modifiers);\n\n if (getBasePlacement(state.options.placement) === auto) {\n var flipModifier = state.orderedModifiers.find(function (_ref2) {\n var name = _ref2.name;\n return name === 'flip';\n });\n\n if (!flipModifier) {\n console.error(['Popper: \"auto\" placements require the \"flip\" modifier be', 'present and enabled to work.'].join(' '));\n }\n }\n\n var _getComputedStyle = getComputedStyle(popper),\n marginTop = _getComputedStyle.marginTop,\n marginRight = _getComputedStyle.marginRight,\n marginBottom = _getComputedStyle.marginBottom,\n marginLeft = _getComputedStyle.marginLeft; // We no longer take into account `margins` on the popper, and it can\n // cause bugs with positioning, so we'll warn the consumer\n\n\n if ([marginTop, marginRight, marginBottom, marginLeft].some(function (margin) {\n return parseFloat(margin);\n })) {\n console.warn(['Popper: CSS \"margin\" styles cannot be used to apply padding', 'between the popper and its reference element or boundary.', 'To replicate margin, use the `offset` modifier, as well as', 'the `padding` option in the `preventOverflow` and `flip`', 'modifiers.'].join(' '));\n }\n }\n\n runModifierEffects();\n return instance.update();\n },\n // Sync update – it will always be executed, even if not necessary. This\n // is useful for low frequency updates where sync behavior simplifies the\n // logic.\n // For high frequency updates (e.g. `resize` and `scroll` events), always\n // prefer the async Popper#update method\n forceUpdate: function forceUpdate() {\n if (isDestroyed) {\n return;\n }\n\n var _state$elements = state.elements,\n reference = _state$elements.reference,\n popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n // anymore\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return;\n } // Store the reference and popper rects to be read by modifiers\n\n\n state.rects = {\n reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n popper: getLayoutRect(popper)\n }; // Modifiers have the ability to reset the current update cycle. The\n // most common use case for this is the `flip` modifier changing the\n // placement, which then needs to re-run all the modifiers, because the\n // logic was previously ran for the previous placement and is therefore\n // stale/incorrect\n\n state.reset = false;\n state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n // is filled with the initial data specified by the modifier. This means\n // it doesn't persist and is fresh on each update.\n // To ensure persistent data, use `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n var __debug_loops__ = 0;\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (process.env.NODE_ENV !== \"production\") {\n __debug_loops__ += 1;\n\n if (__debug_loops__ > 100) {\n console.error(INFINITE_LOOP_ERROR);\n break;\n }\n }\n\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$orderedModifie = state.orderedModifiers[index],\n fn = _state$orderedModifie.fn,\n _state$orderedModifie2 = _state$orderedModifie.options,\n _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n name = _state$orderedModifie.name;\n\n if (typeof fn === 'function') {\n state = fn({\n state: state,\n options: _options,\n name: name,\n instance: instance\n }) || state;\n }\n }\n },\n // Async and optimistically optimized update – it will not be executed if\n // not necessary (debounced to run at most once-per-tick)\n update: debounce(function () {\n return new Promise(function (resolve) {\n instance.forceUpdate();\n resolve(state);\n });\n }),\n destroy: function destroy() {\n cleanupModifierEffects();\n isDestroyed = true;\n }\n };\n\n if (!areValidElements(reference, popper)) {\n if (process.env.NODE_ENV !== \"production\") {\n console.error(INVALID_ELEMENT_ERROR);\n }\n\n return instance;\n }\n\n instance.setOptions(options).then(function (state) {\n if (!isDestroyed && options.onFirstUpdate) {\n options.onFirstUpdate(state);\n }\n }); // Modifiers have the ability to execute arbitrary code before the first\n // update cycle runs. They will be executed in the same order as the update\n // cycle. This is useful when a modifier adds some persistent data that\n // other modifiers need to use, but the modifier is run after the dependent\n // one.\n\n function runModifierEffects() {\n state.orderedModifiers.forEach(function (_ref3) {\n var name = _ref3.name,\n _ref3$options = _ref3.options,\n options = _ref3$options === void 0 ? {} : _ref3$options,\n effect = _ref3.effect;\n\n if (typeof effect === 'function') {\n var cleanupFn = effect({\n state: state,\n name: name,\n instance: instance,\n options: options\n });\n\n var noopFn = function noopFn() {};\n\n effectCleanupFns.push(cleanupFn || noopFn);\n }\n });\n }\n\n function cleanupModifierEffects() {\n effectCleanupFns.forEach(function (fn) {\n return fn();\n });\n effectCleanupFns = [];\n }\n\n return instance;\n };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n var pending;\n return function () {\n if (!pending) {\n pending = new Promise(function (resolve) {\n Promise.resolve().then(function () {\n pending = undefined;\n resolve(fn());\n });\n });\n }\n\n return pending;\n };\n}","export default function mergeByName(modifiers) {\n var merged = modifiers.reduce(function (merged, current) {\n var existing = merged[current.name];\n merged[current.name] = existing ? Object.assign({}, existing, current, {\n options: Object.assign({}, existing.options, current.options),\n data: Object.assign({}, existing.data, current.data)\n }) : current;\n return merged;\n }, {}); // IE11 does not support Object.values\n\n return Object.keys(merged).map(function (key) {\n return merged[key];\n });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","/*!\n * Bootstrap v5.2.3 (https://getbootstrap.com/)\n * Copyright 2011-2022 The Bootstrap Authors (https://github.com/twbs/bootstrap/graphs/contributors)\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n */\nimport * as Popper from '@popperjs/core';\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/index.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst MAX_UID = 1000000;\nconst MILLISECONDS_MULTIPLIER = 1000;\nconst TRANSITION_END = 'transitionend'; // Shout-out Angus Croll (https://goo.gl/pxwQGp)\n\nconst toType = object => {\n if (object === null || object === undefined) {\n return `${object}`;\n }\n\n return Object.prototype.toString.call(object).match(/\\s([a-z]+)/i)[1].toLowerCase();\n};\n/**\n * Public Util API\n */\n\n\nconst getUID = prefix => {\n do {\n prefix += Math.floor(Math.random() * MAX_UID);\n } while (document.getElementById(prefix));\n\n return prefix;\n};\n\nconst getSelector = element => {\n let selector = element.getAttribute('data-bs-target');\n\n if (!selector || selector === '#') {\n let hrefAttribute = element.getAttribute('href'); // The only valid content that could double as a selector are IDs or classes,\n // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n // `document.querySelector` will rightfully complain it is invalid.\n // See https://github.com/twbs/bootstrap/issues/32273\n\n if (!hrefAttribute || !hrefAttribute.includes('#') && !hrefAttribute.startsWith('.')) {\n return null;\n } // Just in case some CMS puts out a full URL with the anchor appended\n\n\n if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n hrefAttribute = `#${hrefAttribute.split('#')[1]}`;\n }\n\n selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null;\n }\n\n return selector;\n};\n\nconst getSelectorFromElement = element => {\n const selector = getSelector(element);\n\n if (selector) {\n return document.querySelector(selector) ? selector : null;\n }\n\n return null;\n};\n\nconst getElementFromSelector = element => {\n const selector = getSelector(element);\n return selector ? document.querySelector(selector) : null;\n};\n\nconst getTransitionDurationFromElement = element => {\n if (!element) {\n return 0;\n } // Get transition-duration of the element\n\n\n let {\n transitionDuration,\n transitionDelay\n } = window.getComputedStyle(element);\n const floatTransitionDuration = Number.parseFloat(transitionDuration);\n const floatTransitionDelay = Number.parseFloat(transitionDelay); // Return 0 if element or transition duration is not found\n\n if (!floatTransitionDuration && !floatTransitionDelay) {\n return 0;\n } // If multiple durations are defined, take the first\n\n\n transitionDuration = transitionDuration.split(',')[0];\n transitionDelay = transitionDelay.split(',')[0];\n return (Number.parseFloat(transitionDuration) + Number.parseFloat(transitionDelay)) * MILLISECONDS_MULTIPLIER;\n};\n\nconst triggerTransitionEnd = element => {\n element.dispatchEvent(new Event(TRANSITION_END));\n};\n\nconst isElement = object => {\n if (!object || typeof object !== 'object') {\n return false;\n }\n\n if (typeof object.jquery !== 'undefined') {\n object = object[0];\n }\n\n return typeof object.nodeType !== 'undefined';\n};\n\nconst getElement = object => {\n // it's a jQuery object or a node element\n if (isElement(object)) {\n return object.jquery ? object[0] : object;\n }\n\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(object);\n }\n\n return null;\n};\n\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false;\n }\n\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'; // Handle `details` element as its content may falsie appear visible when it is closed\n\n const closedDetails = element.closest('details:not([open])');\n\n if (!closedDetails) {\n return elementIsVisible;\n }\n\n if (closedDetails !== element) {\n const summary = element.closest('summary');\n\n if (summary && summary.parentNode !== closedDetails) {\n return false;\n }\n\n if (summary === null) {\n return false;\n }\n }\n\n return elementIsVisible;\n};\n\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true;\n }\n\n if (element.classList.contains('disabled')) {\n return true;\n }\n\n if (typeof element.disabled !== 'undefined') {\n return element.disabled;\n }\n\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false';\n};\n\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null;\n } // Can find the shadow root otherwise it'll return the document\n\n\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode();\n return root instanceof ShadowRoot ? root : null;\n }\n\n if (element instanceof ShadowRoot) {\n return element;\n } // when we don't find a shadow root\n\n\n if (!element.parentNode) {\n return null;\n }\n\n return findShadowRoot(element.parentNode);\n};\n\nconst noop = () => {};\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\n\n\nconst reflow = element => {\n element.offsetHeight; // eslint-disable-line no-unused-expressions\n};\n\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery;\n }\n\n return null;\n};\n\nconst DOMContentLoadedCallbacks = [];\n\nconst onDOMContentLoaded = callback => {\n if (document.readyState === 'loading') {\n // add listener on the first call when the document is in loading state\n if (!DOMContentLoadedCallbacks.length) {\n document.addEventListener('DOMContentLoaded', () => {\n for (const callback of DOMContentLoadedCallbacks) {\n callback();\n }\n });\n }\n\n DOMContentLoadedCallbacks.push(callback);\n } else {\n callback();\n }\n};\n\nconst isRTL = () => document.documentElement.dir === 'rtl';\n\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery();\n /* istanbul ignore if */\n\n if ($) {\n const name = plugin.NAME;\n const JQUERY_NO_CONFLICT = $.fn[name];\n $.fn[name] = plugin.jQueryInterface;\n $.fn[name].Constructor = plugin;\n\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT;\n return plugin.jQueryInterface;\n };\n }\n });\n};\n\nconst execute = callback => {\n if (typeof callback === 'function') {\n callback();\n }\n};\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback);\n return;\n }\n\n const durationPadding = 5;\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding;\n let called = false;\n\n const handler = ({\n target\n }) => {\n if (target !== transitionElement) {\n return;\n }\n\n called = true;\n transitionElement.removeEventListener(TRANSITION_END, handler);\n execute(callback);\n };\n\n transitionElement.addEventListener(TRANSITION_END, handler);\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement);\n }\n }, emulatedDuration);\n};\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list The list of elements\n * @param activeElement The active element\n * @param shouldGetNext Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\n\n\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length;\n let index = list.indexOf(activeElement); // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0];\n }\n\n index += shouldGetNext ? 1 : -1;\n\n if (isCycleAllowed) {\n index = (index + listLength) % listLength;\n }\n\n return list[Math.max(0, Math.min(index, listLength - 1))];\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/;\nconst stripNameRegex = /\\..*/;\nconst stripUidRegex = /::\\d+$/;\nconst eventRegistry = {}; // Events storage\n\nlet uidEvent = 1;\nconst customEvents = {\n mouseenter: 'mouseover',\n mouseleave: 'mouseout'\n};\nconst nativeEvents = new Set(['click', 'dblclick', 'mouseup', 'mousedown', 'contextmenu', 'mousewheel', 'DOMMouseScroll', 'mouseover', 'mouseout', 'mousemove', 'selectstart', 'selectend', 'keydown', 'keypress', 'keyup', 'orientationchange', 'touchstart', 'touchmove', 'touchend', 'touchcancel', 'pointerdown', 'pointermove', 'pointerup', 'pointerleave', 'pointercancel', 'gesturestart', 'gesturechange', 'gestureend', 'focus', 'blur', 'change', 'reset', 'select', 'submit', 'focusin', 'focusout', 'load', 'unload', 'beforeunload', 'resize', 'move', 'DOMContentLoaded', 'readystatechange', 'error', 'abort', 'scroll']);\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return uid && `${uid}::${uidEvent++}` || element.uidEvent || uidEvent++;\n}\n\nfunction getElementEvents(element) {\n const uid = makeEventUid(element);\n element.uidEvent = uid;\n eventRegistry[uid] = eventRegistry[uid] || {};\n return eventRegistry[uid];\n}\n\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, {\n delegateTarget: element\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn);\n }\n\n return fn.apply(element, [event]);\n };\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector);\n\n for (let {\n target\n } = event; target && target !== this; target = target.parentNode) {\n for (const domElement of domElements) {\n if (domElement !== target) {\n continue;\n }\n\n hydrateObj(event, {\n delegateTarget: target\n });\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn);\n }\n\n return fn.apply(target, [event]);\n }\n }\n };\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events).find(event => event.callable === callable && event.delegationSelector === delegationSelector);\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string'; // todo: tooltip passes `false` instead of selector, so we need to check\n\n const callable = isDelegated ? delegationFunction : handler || delegationFunction;\n let typeEvent = getTypeEvent(originalTypeEvent);\n\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent;\n }\n\n return [isDelegated, callable, typeEvent];\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction); // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n\n if (originalTypeEvent in customEvents) {\n const wrapFunction = fn => {\n return function (event) {\n if (!event.relatedTarget || event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget)) {\n return fn.call(this, event);\n }\n };\n };\n\n callable = wrapFunction(callable);\n }\n\n const events = getElementEvents(element);\n const handlers = events[typeEvent] || (events[typeEvent] = {});\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null);\n\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff;\n return;\n }\n\n const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''));\n const fn = isDelegated ? bootstrapDelegationHandler(element, handler, callable) : bootstrapHandler(element, callable);\n fn.delegationSelector = isDelegated ? handler : null;\n fn.callable = callable;\n fn.oneOff = oneOff;\n fn.uidEvent = uid;\n handlers[uid] = fn;\n element.addEventListener(typeEvent, fn, isDelegated);\n}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector);\n\n if (!fn) {\n return;\n }\n\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector));\n delete events[typeEvent][fn.uidEvent];\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {};\n\n for (const handlerKey of Object.keys(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n const event = storeElementEvent[handlerKey];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n}\n\nfunction getTypeEvent(event) {\n // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n event = event.replace(stripNameRegex, '');\n return customEvents[event] || event;\n}\n\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false);\n },\n\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true);\n },\n\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return;\n }\n\n const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction);\n const inNamespace = typeEvent !== originalTypeEvent;\n const events = getElementEvents(element);\n const storeElementEvent = events[typeEvent] || {};\n const isNamespace = originalTypeEvent.startsWith('.');\n\n if (typeof callable !== 'undefined') {\n // Simplest case: handler is passed, remove that listener ONLY.\n if (!Object.keys(storeElementEvent).length) {\n return;\n }\n\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null);\n return;\n }\n\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1));\n }\n }\n\n for (const keyHandlers of Object.keys(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '');\n\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n const event = storeElementEvent[keyHandlers];\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector);\n }\n }\n },\n\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null;\n }\n\n const $ = getjQuery();\n const typeEvent = getTypeEvent(event);\n const inNamespace = event !== typeEvent;\n let jQueryEvent = null;\n let bubbles = true;\n let nativeDispatch = true;\n let defaultPrevented = false;\n\n if (inNamespace && $) {\n jQueryEvent = $.Event(event, args);\n $(element).trigger(jQueryEvent);\n bubbles = !jQueryEvent.isPropagationStopped();\n nativeDispatch = !jQueryEvent.isImmediatePropagationStopped();\n defaultPrevented = jQueryEvent.isDefaultPrevented();\n }\n\n let evt = new Event(event, {\n bubbles,\n cancelable: true\n });\n evt = hydrateObj(evt, args);\n\n if (defaultPrevented) {\n evt.preventDefault();\n }\n\n if (nativeDispatch) {\n element.dispatchEvent(evt);\n }\n\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault();\n }\n\n return evt;\n }\n\n};\n\nfunction hydrateObj(obj, meta) {\n for (const [key, value] of Object.entries(meta || {})) {\n try {\n obj[key] = value;\n } catch (_unused) {\n Object.defineProperty(obj, key, {\n configurable: true,\n\n get() {\n return value;\n }\n\n });\n }\n }\n\n return obj;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/data.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n/**\n * Constants\n */\nconst elementMap = new Map();\nconst Data = {\n set(element, key, instance) {\n if (!elementMap.has(element)) {\n elementMap.set(element, new Map());\n }\n\n const instanceMap = elementMap.get(element); // make it clear we only want one instance per element\n // can be removed later when multiple key/instances are fine to be used\n\n if (!instanceMap.has(key) && instanceMap.size !== 0) {\n // eslint-disable-next-line no-console\n console.error(`Bootstrap doesn't allow more than one instance per element. Bound instance: ${Array.from(instanceMap.keys())[0]}.`);\n return;\n }\n\n instanceMap.set(key, instance);\n },\n\n get(element, key) {\n if (elementMap.has(element)) {\n return elementMap.get(element).get(key) || null;\n }\n\n return null;\n },\n\n remove(element, key) {\n if (!elementMap.has(element)) {\n return;\n }\n\n const instanceMap = elementMap.get(element);\n instanceMap.delete(key); // free up element references if there are no instances left for an element\n\n if (instanceMap.size === 0) {\n elementMap.delete(element);\n }\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nfunction normalizeData(value) {\n if (value === 'true') {\n return true;\n }\n\n if (value === 'false') {\n return false;\n }\n\n if (value === Number(value).toString()) {\n return Number(value);\n }\n\n if (value === '' || value === 'null') {\n return null;\n }\n\n if (typeof value !== 'string') {\n return value;\n }\n\n try {\n return JSON.parse(decodeURIComponent(value));\n } catch (_unused) {\n return value;\n }\n}\n\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`);\n}\n\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value);\n },\n\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`);\n },\n\n getDataAttributes(element) {\n if (!element) {\n return {};\n }\n\n const attributes = {};\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'));\n\n for (const key of bsKeys) {\n let pureKey = key.replace(/^bs/, '');\n pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length);\n attributes[pureKey] = normalizeData(element.dataset[key]);\n }\n\n return attributes;\n },\n\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {};\n }\n\n static get DefaultType() {\n return {};\n }\n\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!');\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n return config;\n }\n\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {}; // try to parse\n\n return { ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n };\n }\n\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const property of Object.keys(configTypes)) {\n const expectedTypes = configTypes[property];\n const value = config[property];\n const valueType = isElement(value) ? 'element' : toType(value);\n\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(`${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`);\n }\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst VERSION = '5.2.3';\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super();\n element = getElement(element);\n\n if (!element) {\n return;\n }\n\n this._element = element;\n this._config = this._getConfig(config);\n Data.set(this._element, this.constructor.DATA_KEY, this);\n } // Public\n\n\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY);\n EventHandler.off(this._element, this.constructor.EVENT_KEY);\n\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null;\n }\n }\n\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated);\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n } // Static\n\n\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY);\n }\n\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null);\n }\n\n static get VERSION() {\n return VERSION;\n }\n\n static get DATA_KEY() {\n return `bs.${this.NAME}`;\n }\n\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`;\n }\n\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`;\n const name = component.NAME;\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\n\n const target = getElementFromSelector(this) || this.closest(`.${name}`);\n const instance = component.getOrCreateInstance(target); // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n\n instance[method]();\n });\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$f = 'alert';\nconst DATA_KEY$a = 'bs.alert';\nconst EVENT_KEY$b = `.${DATA_KEY$a}`;\nconst EVENT_CLOSE = `close${EVENT_KEY$b}`;\nconst EVENT_CLOSED = `closed${EVENT_KEY$b}`;\nconst CLASS_NAME_FADE$5 = 'fade';\nconst CLASS_NAME_SHOW$8 = 'show';\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$f;\n } // Public\n\n\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE);\n\n if (closeEvent.defaultPrevented) {\n return;\n }\n\n this._element.classList.remove(CLASS_NAME_SHOW$8);\n\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE$5);\n\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated);\n } // Private\n\n\n _destroyElement() {\n this._element.remove();\n\n EventHandler.trigger(this._element, EVENT_CLOSED);\n this.dispose();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nenableDismissTrigger(Alert, 'close');\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$e = 'button';\nconst DATA_KEY$9 = 'bs.button';\nconst EVENT_KEY$a = `.${DATA_KEY$9}`;\nconst DATA_API_KEY$6 = '.data-api';\nconst CLASS_NAME_ACTIVE$3 = 'active';\nconst SELECTOR_DATA_TOGGLE$5 = '[data-bs-toggle=\"button\"]';\nconst EVENT_CLICK_DATA_API$6 = `click${EVENT_KEY$a}${DATA_API_KEY$6}`;\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME$e;\n } // Public\n\n\n toggle() {\n // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE$3));\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this);\n\n if (config === 'toggle') {\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$6, SELECTOR_DATA_TOGGLE$5, event => {\n event.preventDefault();\n const button = event.target.closest(SELECTOR_DATA_TOGGLE$5);\n const data = Button.getOrCreateInstance(button);\n data.toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector));\n },\n\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector);\n },\n\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector));\n },\n\n parents(element, selector) {\n const parents = [];\n let ancestor = element.parentNode.closest(selector);\n\n while (ancestor) {\n parents.push(ancestor);\n ancestor = ancestor.parentNode.closest(selector);\n }\n\n return parents;\n },\n\n prev(element, selector) {\n let previous = element.previousElementSibling;\n\n while (previous) {\n if (previous.matches(selector)) {\n return [previous];\n }\n\n previous = previous.previousElementSibling;\n }\n\n return [];\n },\n\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling;\n\n while (next) {\n if (next.matches(selector)) {\n return [next];\n }\n\n next = next.nextElementSibling;\n }\n\n return [];\n },\n\n focusableChildren(element) {\n const focusables = ['a', 'button', 'input', 'textarea', 'select', 'details', '[tabindex]', '[contenteditable=\"true\"]'].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',');\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el));\n }\n\n};\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$d = 'swipe';\nconst EVENT_KEY$9 = '.bs.swipe';\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY$9}`;\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY$9}`;\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY$9}`;\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY$9}`;\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY$9}`;\nconst POINTER_TYPE_TOUCH = 'touch';\nconst POINTER_TYPE_PEN = 'pen';\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event';\nconst SWIPE_THRESHOLD = 40;\nconst Default$c = {\n endCallback: null,\n leftCallback: null,\n rightCallback: null\n};\nconst DefaultType$c = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n};\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super();\n this._element = element;\n\n if (!element || !Swipe.isSupported()) {\n return;\n }\n\n this._config = this._getConfig(config);\n this._deltaX = 0;\n this._supportPointerEvents = Boolean(window.PointerEvent);\n\n this._initEvents();\n } // Getters\n\n\n static get Default() {\n return Default$c;\n }\n\n static get DefaultType() {\n return DefaultType$c;\n }\n\n static get NAME() {\n return NAME$d;\n } // Public\n\n\n dispose() {\n EventHandler.off(this._element, EVENT_KEY$9);\n } // Private\n\n\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX;\n return;\n }\n\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX;\n }\n }\n\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX;\n }\n\n this._handleSwipe();\n\n execute(this._config.endCallback);\n }\n\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ? 0 : event.touches[0].clientX - this._deltaX;\n }\n\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX);\n\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return;\n }\n\n const direction = absDeltaX / this._deltaX;\n this._deltaX = 0;\n\n if (!direction) {\n return;\n }\n\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback);\n }\n\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event));\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event));\n\n this._element.classList.add(CLASS_NAME_POINTER_EVENT);\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event));\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event));\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event));\n }\n }\n\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH);\n } // Static\n\n\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$c = 'carousel';\nconst DATA_KEY$8 = 'bs.carousel';\nconst EVENT_KEY$8 = `.${DATA_KEY$8}`;\nconst DATA_API_KEY$5 = '.data-api';\nconst ARROW_LEFT_KEY$1 = 'ArrowLeft';\nconst ARROW_RIGHT_KEY$1 = 'ArrowRight';\nconst TOUCHEVENT_COMPAT_WAIT = 500; // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next';\nconst ORDER_PREV = 'prev';\nconst DIRECTION_LEFT = 'left';\nconst DIRECTION_RIGHT = 'right';\nconst EVENT_SLIDE = `slide${EVENT_KEY$8}`;\nconst EVENT_SLID = `slid${EVENT_KEY$8}`;\nconst EVENT_KEYDOWN$1 = `keydown${EVENT_KEY$8}`;\nconst EVENT_MOUSEENTER$1 = `mouseenter${EVENT_KEY$8}`;\nconst EVENT_MOUSELEAVE$1 = `mouseleave${EVENT_KEY$8}`;\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY$8}`;\nconst EVENT_LOAD_DATA_API$3 = `load${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst EVENT_CLICK_DATA_API$5 = `click${EVENT_KEY$8}${DATA_API_KEY$5}`;\nconst CLASS_NAME_CAROUSEL = 'carousel';\nconst CLASS_NAME_ACTIVE$2 = 'active';\nconst CLASS_NAME_SLIDE = 'slide';\nconst CLASS_NAME_END = 'carousel-item-end';\nconst CLASS_NAME_START = 'carousel-item-start';\nconst CLASS_NAME_NEXT = 'carousel-item-next';\nconst CLASS_NAME_PREV = 'carousel-item-prev';\nconst SELECTOR_ACTIVE = '.active';\nconst SELECTOR_ITEM = '.carousel-item';\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM;\nconst SELECTOR_ITEM_IMG = '.carousel-item img';\nconst SELECTOR_INDICATORS = '.carousel-indicators';\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]';\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]';\nconst KEY_TO_DIRECTION = {\n [ARROW_LEFT_KEY$1]: DIRECTION_RIGHT,\n [ARROW_RIGHT_KEY$1]: DIRECTION_LEFT\n};\nconst Default$b = {\n interval: 5000,\n keyboard: true,\n pause: 'hover',\n ride: false,\n touch: true,\n wrap: true\n};\nconst DefaultType$b = {\n interval: '(number|boolean)',\n // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._interval = null;\n this._activeElement = null;\n this._isSliding = false;\n this.touchTimeout = null;\n this._swipeHelper = null;\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element);\n\n this._addEventListeners();\n\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$b;\n }\n\n static get DefaultType() {\n return DefaultType$b;\n }\n\n static get NAME() {\n return NAME$c;\n } // Public\n\n\n next() {\n this._slide(ORDER_NEXT);\n }\n\n nextWhenVisible() {\n // FIXME TODO use `document.visibilityState`\n // Don't call next when the page isn't visible\n // or the carousel or its parent isn't visible\n if (!document.hidden && isVisible(this._element)) {\n this.next();\n }\n }\n\n prev() {\n this._slide(ORDER_PREV);\n }\n\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element);\n }\n\n this._clearInterval();\n }\n\n cycle() {\n this._clearInterval();\n\n this._updateInterval();\n\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval);\n }\n\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle());\n return;\n }\n\n this.cycle();\n }\n\n to(index) {\n const items = this._getItems();\n\n if (index > items.length - 1 || index < 0) {\n return;\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index));\n return;\n }\n\n const activeIndex = this._getItemIndex(this._getActive());\n\n if (activeIndex === index) {\n return;\n }\n\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV;\n\n this._slide(order, items[index]);\n }\n\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose();\n }\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n config.defaultInterval = config.interval;\n return config;\n }\n\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN$1, event => this._keydown(event));\n }\n\n if (this._config.pause === 'hover') {\n EventHandler.on(this._element, EVENT_MOUSEENTER$1, () => this.pause());\n EventHandler.on(this._element, EVENT_MOUSELEAVE$1, () => this._maybeEnableCycle());\n }\n\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners();\n }\n }\n\n _addTouchEventListeners() {\n for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault());\n }\n\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return;\n } // If it's a touch-enabled device, mouseenter/leave are fired as\n // part of the mouse compatibility events on first tap - the carousel\n // would stop cycling until user tapped out of it;\n // here, we listen for touchend, explicitly pause the carousel\n // (as if it's the second time we tap on it, mouseenter compat event\n // is NOT fired) and after a timeout (to allow for mouse compatibility\n // events to fire) we explicitly restart cycling\n\n\n this.pause();\n\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout);\n }\n\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval);\n };\n\n const swipeConfig = {\n leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n endCallback: endCallBack\n };\n this._swipeHelper = new Swipe(this._element, swipeConfig);\n }\n\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return;\n }\n\n const direction = KEY_TO_DIRECTION[event.key];\n\n if (direction) {\n event.preventDefault();\n\n this._slide(this._directionToOrder(direction));\n }\n }\n\n _getItemIndex(element) {\n return this._getItems().indexOf(element);\n }\n\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return;\n }\n\n const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement);\n activeIndicator.classList.remove(CLASS_NAME_ACTIVE$2);\n activeIndicator.removeAttribute('aria-current');\n const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement);\n\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE$2);\n newActiveIndicator.setAttribute('aria-current', 'true');\n }\n }\n\n _updateInterval() {\n const element = this._activeElement || this._getActive();\n\n if (!element) {\n return;\n }\n\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10);\n this._config.interval = elementInterval || this._config.defaultInterval;\n }\n\n _slide(order, element = null) {\n if (this._isSliding) {\n return;\n }\n\n const activeElement = this._getActive();\n\n const isNext = order === ORDER_NEXT;\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap);\n\n if (nextElement === activeElement) {\n return;\n }\n\n const nextElementIndex = this._getItemIndex(nextElement);\n\n const triggerEvent = eventName => {\n return EventHandler.trigger(this._element, eventName, {\n relatedTarget: nextElement,\n direction: this._orderToDirection(order),\n from: this._getItemIndex(activeElement),\n to: nextElementIndex\n });\n };\n\n const slideEvent = triggerEvent(EVENT_SLIDE);\n\n if (slideEvent.defaultPrevented) {\n return;\n }\n\n if (!activeElement || !nextElement) {\n // Some weirdness is happening, so we bail\n // todo: change tests that use empty divs to avoid this check\n return;\n }\n\n const isCycling = Boolean(this._interval);\n this.pause();\n this._isSliding = true;\n\n this._setActiveIndicatorElement(nextElementIndex);\n\n this._activeElement = nextElement;\n const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END;\n const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV;\n nextElement.classList.add(orderClassName);\n reflow(nextElement);\n activeElement.classList.add(directionalClassName);\n nextElement.classList.add(directionalClassName);\n\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName);\n nextElement.classList.add(CLASS_NAME_ACTIVE$2);\n activeElement.classList.remove(CLASS_NAME_ACTIVE$2, orderClassName, directionalClassName);\n this._isSliding = false;\n triggerEvent(EVENT_SLID);\n };\n\n this._queueCallback(completeCallBack, activeElement, this._isAnimated());\n\n if (isCycling) {\n this.cycle();\n }\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE);\n }\n\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element);\n }\n\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element);\n }\n\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval);\n this._interval = null;\n }\n }\n\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT;\n }\n\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV;\n }\n\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT;\n }\n\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT;\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config);\n\n if (typeof config === 'number') {\n data.to(config);\n return;\n }\n\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$5, SELECTOR_DATA_SLIDE, function (event) {\n const target = getElementFromSelector(this);\n\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return;\n }\n\n event.preventDefault();\n const carousel = Carousel.getOrCreateInstance(target);\n const slideIndex = this.getAttribute('data-bs-slide-to');\n\n if (slideIndex) {\n carousel.to(slideIndex);\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next();\n\n carousel._maybeEnableCycle();\n\n return;\n }\n\n carousel.prev();\n\n carousel._maybeEnableCycle();\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$3, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE);\n\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel);\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$b = 'collapse';\nconst DATA_KEY$7 = 'bs.collapse';\nconst EVENT_KEY$7 = `.${DATA_KEY$7}`;\nconst DATA_API_KEY$4 = '.data-api';\nconst EVENT_SHOW$6 = `show${EVENT_KEY$7}`;\nconst EVENT_SHOWN$6 = `shown${EVENT_KEY$7}`;\nconst EVENT_HIDE$6 = `hide${EVENT_KEY$7}`;\nconst EVENT_HIDDEN$6 = `hidden${EVENT_KEY$7}`;\nconst EVENT_CLICK_DATA_API$4 = `click${EVENT_KEY$7}${DATA_API_KEY$4}`;\nconst CLASS_NAME_SHOW$7 = 'show';\nconst CLASS_NAME_COLLAPSE = 'collapse';\nconst CLASS_NAME_COLLAPSING = 'collapsing';\nconst CLASS_NAME_COLLAPSED = 'collapsed';\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`;\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal';\nconst WIDTH = 'width';\nconst HEIGHT = 'height';\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing';\nconst SELECTOR_DATA_TOGGLE$4 = '[data-bs-toggle=\"collapse\"]';\nconst Default$a = {\n parent: null,\n toggle: true\n};\nconst DefaultType$a = {\n parent: '(null|element)',\n toggle: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isTransitioning = false;\n this._triggerArray = [];\n const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE$4);\n\n for (const elem of toggleList) {\n const selector = getSelectorFromElement(elem);\n const filterElement = SelectorEngine.find(selector).filter(foundElement => foundElement === this._element);\n\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem);\n }\n }\n\n this._initializeChildren();\n\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown());\n }\n\n if (this._config.toggle) {\n this.toggle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$a;\n }\n\n static get DefaultType() {\n return DefaultType$a;\n }\n\n static get NAME() {\n return NAME$b;\n } // Public\n\n\n toggle() {\n if (this._isShown()) {\n this.hide();\n } else {\n this.show();\n }\n }\n\n show() {\n if (this._isTransitioning || this._isShown()) {\n return;\n }\n\n let activeChildren = []; // find active children\n\n if (this._config.parent) {\n activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES).filter(element => element !== this._element).map(element => Collapse.getOrCreateInstance(element, {\n toggle: false\n }));\n }\n\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n for (const activeInstance of activeChildren) {\n activeInstance.hide();\n }\n\n const dimension = this._getDimension();\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.style[dimension] = 0;\n\n this._addAriaAndCollapsedClass(this._triggerArray, true);\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n this._element.style[dimension] = '';\n EventHandler.trigger(this._element, EVENT_SHOWN$6);\n };\n\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1);\n const scrollSize = `scroll${capitalizedDimension}`;\n\n this._queueCallback(complete, this._element, true);\n\n this._element.style[dimension] = `${this._element[scrollSize]}px`;\n }\n\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return;\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE$6);\n\n if (startEvent.defaultPrevented) {\n return;\n }\n\n const dimension = this._getDimension();\n\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`;\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_COLLAPSING);\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW$7);\n\n for (const trigger of this._triggerArray) {\n const element = getElementFromSelector(trigger);\n\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false);\n }\n }\n\n this._isTransitioning = true;\n\n const complete = () => {\n this._isTransitioning = false;\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING);\n\n this._element.classList.add(CLASS_NAME_COLLAPSE);\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$6);\n };\n\n this._element.style[dimension] = '';\n\n this._queueCallback(complete, this._element, true);\n }\n\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW$7);\n } // Private\n\n\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle); // Coerce string values\n\n config.parent = getElement(config.parent);\n return config;\n }\n\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT;\n }\n\n _initializeChildren() {\n if (!this._config.parent) {\n return;\n }\n\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE$4);\n\n for (const element of children) {\n const selected = getElementFromSelector(element);\n\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected));\n }\n }\n }\n\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent); // remove children if greater depth\n\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element));\n }\n\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return;\n }\n\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen);\n element.setAttribute('aria-expanded', isOpen);\n }\n } // Static\n\n\n static jQueryInterface(config) {\n const _config = {};\n\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false;\n }\n\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config);\n\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n }\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$4, SELECTOR_DATA_TOGGLE$4, function (event) {\n // preventDefault only for elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || event.delegateTarget && event.delegateTarget.tagName === 'A') {\n event.preventDefault();\n }\n\n const selector = getSelectorFromElement(this);\n const selectorElements = SelectorEngine.find(selector);\n\n for (const element of selectorElements) {\n Collapse.getOrCreateInstance(element, {\n toggle: false\n }).toggle();\n }\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$a = 'dropdown';\nconst DATA_KEY$6 = 'bs.dropdown';\nconst EVENT_KEY$6 = `.${DATA_KEY$6}`;\nconst DATA_API_KEY$3 = '.data-api';\nconst ESCAPE_KEY$2 = 'Escape';\nconst TAB_KEY$1 = 'Tab';\nconst ARROW_UP_KEY$1 = 'ArrowUp';\nconst ARROW_DOWN_KEY$1 = 'ArrowDown';\nconst RIGHT_MOUSE_BUTTON = 2; // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE$5 = `hide${EVENT_KEY$6}`;\nconst EVENT_HIDDEN$5 = `hidden${EVENT_KEY$6}`;\nconst EVENT_SHOW$5 = `show${EVENT_KEY$6}`;\nconst EVENT_SHOWN$5 = `shown${EVENT_KEY$6}`;\nconst EVENT_CLICK_DATA_API$3 = `click${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY$6}${DATA_API_KEY$3}`;\nconst CLASS_NAME_SHOW$6 = 'show';\nconst CLASS_NAME_DROPUP = 'dropup';\nconst CLASS_NAME_DROPEND = 'dropend';\nconst CLASS_NAME_DROPSTART = 'dropstart';\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center';\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center';\nconst SELECTOR_DATA_TOGGLE$3 = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)';\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE$3}.${CLASS_NAME_SHOW$6}`;\nconst SELECTOR_MENU = '.dropdown-menu';\nconst SELECTOR_NAVBAR = '.navbar';\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav';\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)';\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start';\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end';\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start';\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end';\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start';\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start';\nconst PLACEMENT_TOPCENTER = 'top';\nconst PLACEMENT_BOTTOMCENTER = 'bottom';\nconst Default$9 = {\n autoClose: true,\n boundary: 'clippingParents',\n display: 'dynamic',\n offset: [0, 2],\n popperConfig: null,\n reference: 'toggle'\n};\nconst DefaultType$9 = {\n autoClose: '(boolean|string)',\n boundary: '(string|element)',\n display: 'string',\n offset: '(array|string|function)',\n popperConfig: '(null|object|function)',\n reference: '(string|element|object)'\n};\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._popper = null;\n this._parent = this._element.parentNode; // dropdown wrapper\n // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] || SelectorEngine.prev(this._element, SELECTOR_MENU)[0] || SelectorEngine.findOne(SELECTOR_MENU, this._parent);\n this._inNavbar = this._detectNavbar();\n } // Getters\n\n\n static get Default() {\n return Default$9;\n }\n\n static get DefaultType() {\n return DefaultType$9;\n }\n\n static get NAME() {\n return NAME$a;\n } // Public\n\n\n toggle() {\n return this._isShown() ? this.hide() : this.show();\n }\n\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$5, relatedTarget);\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._createPopper(); // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n\n if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n\n this._element.focus();\n\n this._element.setAttribute('aria-expanded', true);\n\n this._menu.classList.add(CLASS_NAME_SHOW$6);\n\n this._element.classList.add(CLASS_NAME_SHOW$6);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$5, relatedTarget);\n }\n\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return;\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n };\n\n this._completeHide(relatedTarget);\n }\n\n dispose() {\n if (this._popper) {\n this._popper.destroy();\n }\n\n super.dispose();\n }\n\n update() {\n this._inNavbar = this._detectNavbar();\n\n if (this._popper) {\n this._popper.update();\n }\n } // Private\n\n\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$5, relatedTarget);\n\n if (hideEvent.defaultPrevented) {\n return;\n } // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n\n if (this._popper) {\n this._popper.destroy();\n }\n\n this._menu.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.classList.remove(CLASS_NAME_SHOW$6);\n\n this._element.setAttribute('aria-expanded', 'false');\n\n Manipulator.removeDataAttribute(this._menu, 'popper');\n EventHandler.trigger(this._element, EVENT_HIDDEN$5, relatedTarget);\n }\n\n _getConfig(config) {\n config = super._getConfig(config);\n\n if (typeof config.reference === 'object' && !isElement(config.reference) && typeof config.reference.getBoundingClientRect !== 'function') {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME$a.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`);\n }\n\n return config;\n }\n\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)');\n }\n\n let referenceElement = this._element;\n\n if (this._config.reference === 'parent') {\n referenceElement = this._parent;\n } else if (isElement(this._config.reference)) {\n referenceElement = getElement(this._config.reference);\n } else if (typeof this._config.reference === 'object') {\n referenceElement = this._config.reference;\n }\n\n const popperConfig = this._getPopperConfig();\n\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig);\n }\n\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW$6);\n }\n\n _getPlacement() {\n const parentDropdown = this._parent;\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER;\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER;\n } // We need to trim the value because custom properties can also include spaces\n\n\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end';\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP;\n }\n\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM;\n }\n\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null;\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\n\n _getPopperConfig() {\n const defaultBsPopperConfig = {\n placement: this._getPlacement(),\n modifiers: [{\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }]\n }; // Disable Popper if we have a static display or Dropdown is in Navbar\n\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static'); // todo:v6 remove\n\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }];\n }\n\n return { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _selectMenuItem({\n key,\n target\n }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element));\n\n if (!items.length) {\n return;\n } // if target isn't included in items (e.g. when expanding the dropdown)\n // allow cycling to get the last item in case key equals ARROW_UP_KEY\n\n\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY$1, !items.includes(target)).focus();\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n static clearMenus(event) {\n if (event.button === RIGHT_MOUSE_BUTTON || event.type === 'keyup' && event.key !== TAB_KEY$1) {\n return;\n }\n\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN);\n\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle);\n\n if (!context || context._config.autoClose === false) {\n continue;\n }\n\n const composedPath = event.composedPath();\n const isMenuTarget = composedPath.includes(context._menu);\n\n if (composedPath.includes(context._element) || context._config.autoClose === 'inside' && !isMenuTarget || context._config.autoClose === 'outside' && isMenuTarget) {\n continue;\n } // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n\n\n if (context._menu.contains(event.target) && (event.type === 'keyup' && event.key === TAB_KEY$1 || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n continue;\n }\n\n const relatedTarget = {\n relatedTarget: context._element\n };\n\n if (event.type === 'click') {\n relatedTarget.clickEvent = event;\n }\n\n context._completeHide(relatedTarget);\n }\n }\n\n static dataApiKeydownHandler(event) {\n // If not an UP | DOWN | ESCAPE key => not a dropdown command\n // If input/textarea && if key is other than ESCAPE => not a dropdown command\n const isInput = /input|textarea/i.test(event.target.tagName);\n const isEscapeEvent = event.key === ESCAPE_KEY$2;\n const isUpOrDownEvent = [ARROW_UP_KEY$1, ARROW_DOWN_KEY$1].includes(event.key);\n\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return;\n }\n\n if (isInput && !isEscapeEvent) {\n return;\n }\n\n event.preventDefault(); // todo: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.2/forms/input-group/\n\n const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE$3) ? this : SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.next(this, SELECTOR_DATA_TOGGLE$3)[0] || SelectorEngine.findOne(SELECTOR_DATA_TOGGLE$3, event.delegateTarget.parentNode);\n const instance = Dropdown.getOrCreateInstance(getToggleButton);\n\n if (isUpOrDownEvent) {\n event.stopPropagation();\n instance.show();\n\n instance._selectMenuItem(event);\n\n return;\n }\n\n if (instance._isShown()) {\n // else is escape and we check if it is shown\n event.stopPropagation();\n instance.hide();\n getToggleButton.focus();\n }\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE$3, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus);\nEventHandler.on(document, EVENT_CLICK_DATA_API$3, SELECTOR_DATA_TOGGLE$3, function (event) {\n event.preventDefault();\n Dropdown.getOrCreateInstance(this).toggle();\n});\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top';\nconst SELECTOR_STICKY_CONTENT = '.sticky-top';\nconst PROPERTY_PADDING = 'padding-right';\nconst PROPERTY_MARGIN = 'margin-right';\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body;\n } // Public\n\n\n getWidth() {\n // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n const documentWidth = document.documentElement.clientWidth;\n return Math.abs(window.innerWidth - documentWidth);\n }\n\n hide() {\n const width = this.getWidth();\n\n this._disableOverFlow(); // give padding to element to balance the hidden scrollbar width\n\n\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width); // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n\n\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width);\n\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width);\n }\n\n reset() {\n this._resetElementAttributes(this._element, 'overflow');\n\n this._resetElementAttributes(this._element, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING);\n\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN);\n }\n\n isOverflowing() {\n return this.getWidth() > 0;\n } // Private\n\n\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow');\n\n this._element.style.overflow = 'hidden';\n }\n\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth();\n\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return;\n }\n\n this._saveInitialAttribute(element, styleProperty);\n\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty);\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty);\n\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue);\n }\n }\n\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty); // We only want to remove the property if the value is `null`; the value can also be zero\n\n if (value === null) {\n element.style.removeProperty(styleProperty);\n return;\n }\n\n Manipulator.removeDataAttribute(element, styleProperty);\n element.style.setProperty(styleProperty, value);\n };\n\n this._applyManipulationCallback(selector, manipulationCallBack);\n }\n\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector);\n return;\n }\n\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel);\n }\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$9 = 'backdrop';\nconst CLASS_NAME_FADE$4 = 'fade';\nconst CLASS_NAME_SHOW$5 = 'show';\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME$9}`;\nconst Default$8 = {\n className: 'modal-backdrop',\n clickCallback: null,\n isAnimated: false,\n isVisible: true,\n // if false, we use the backdrop helper without adding any element to the dom\n rootElement: 'body' // give the choice to place backdrop under different elements\n\n};\nconst DefaultType$8 = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\n};\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isAppended = false;\n this._element = null;\n } // Getters\n\n\n static get Default() {\n return Default$8;\n }\n\n static get DefaultType() {\n return DefaultType$8;\n }\n\n static get NAME() {\n return NAME$9;\n } // Public\n\n\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._append();\n\n const element = this._getElement();\n\n if (this._config.isAnimated) {\n reflow(element);\n }\n\n element.classList.add(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n execute(callback);\n });\n }\n\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback);\n return;\n }\n\n this._getElement().classList.remove(CLASS_NAME_SHOW$5);\n\n this._emulateAnimation(() => {\n this.dispose();\n execute(callback);\n });\n }\n\n dispose() {\n if (!this._isAppended) {\n return;\n }\n\n EventHandler.off(this._element, EVENT_MOUSEDOWN);\n\n this._element.remove();\n\n this._isAppended = false;\n } // Private\n\n\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div');\n backdrop.className = this._config.className;\n\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE$4);\n }\n\n this._element = backdrop;\n }\n\n return this._element;\n }\n\n _configAfterMerge(config) {\n // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n config.rootElement = getElement(config.rootElement);\n return config;\n }\n\n _append() {\n if (this._isAppended) {\n return;\n }\n\n const element = this._getElement();\n\n this._config.rootElement.append(element);\n\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback);\n });\n this._isAppended = true;\n }\n\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated);\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$8 = 'focustrap';\nconst DATA_KEY$5 = 'bs.focustrap';\nconst EVENT_KEY$5 = `.${DATA_KEY$5}`;\nconst EVENT_FOCUSIN$2 = `focusin${EVENT_KEY$5}`;\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY$5}`;\nconst TAB_KEY = 'Tab';\nconst TAB_NAV_FORWARD = 'forward';\nconst TAB_NAV_BACKWARD = 'backward';\nconst Default$7 = {\n autofocus: true,\n trapElement: null // The element to trap focus inside of\n\n};\nconst DefaultType$7 = {\n autofocus: 'boolean',\n trapElement: 'element'\n};\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n this._isActive = false;\n this._lastTabNavDirection = null;\n } // Getters\n\n\n static get Default() {\n return Default$7;\n }\n\n static get DefaultType() {\n return DefaultType$7;\n }\n\n static get NAME() {\n return NAME$8;\n } // Public\n\n\n activate() {\n if (this._isActive) {\n return;\n }\n\n if (this._config.autofocus) {\n this._config.trapElement.focus();\n }\n\n EventHandler.off(document, EVENT_KEY$5); // guard against infinite focus loop\n\n EventHandler.on(document, EVENT_FOCUSIN$2, event => this._handleFocusin(event));\n EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event));\n this._isActive = true;\n }\n\n deactivate() {\n if (!this._isActive) {\n return;\n }\n\n this._isActive = false;\n EventHandler.off(document, EVENT_KEY$5);\n } // Private\n\n\n _handleFocusin(event) {\n const {\n trapElement\n } = this._config;\n\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return;\n }\n\n const elements = SelectorEngine.focusableChildren(trapElement);\n\n if (elements.length === 0) {\n trapElement.focus();\n } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n elements[elements.length - 1].focus();\n } else {\n elements[0].focus();\n }\n }\n\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return;\n }\n\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$7 = 'modal';\nconst DATA_KEY$4 = 'bs.modal';\nconst EVENT_KEY$4 = `.${DATA_KEY$4}`;\nconst DATA_API_KEY$2 = '.data-api';\nconst ESCAPE_KEY$1 = 'Escape';\nconst EVENT_HIDE$4 = `hide${EVENT_KEY$4}`;\nconst EVENT_HIDE_PREVENTED$1 = `hidePrevented${EVENT_KEY$4}`;\nconst EVENT_HIDDEN$4 = `hidden${EVENT_KEY$4}`;\nconst EVENT_SHOW$4 = `show${EVENT_KEY$4}`;\nconst EVENT_SHOWN$4 = `shown${EVENT_KEY$4}`;\nconst EVENT_RESIZE$1 = `resize${EVENT_KEY$4}`;\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY$4}`;\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY$4}`;\nconst EVENT_KEYDOWN_DISMISS$1 = `keydown.dismiss${EVENT_KEY$4}`;\nconst EVENT_CLICK_DATA_API$2 = `click${EVENT_KEY$4}${DATA_API_KEY$2}`;\nconst CLASS_NAME_OPEN = 'modal-open';\nconst CLASS_NAME_FADE$3 = 'fade';\nconst CLASS_NAME_SHOW$4 = 'show';\nconst CLASS_NAME_STATIC = 'modal-static';\nconst OPEN_SELECTOR$1 = '.modal.show';\nconst SELECTOR_DIALOG = '.modal-dialog';\nconst SELECTOR_MODAL_BODY = '.modal-body';\nconst SELECTOR_DATA_TOGGLE$2 = '[data-bs-toggle=\"modal\"]';\nconst Default$6 = {\n backdrop: true,\n focus: true,\n keyboard: true\n};\nconst DefaultType$6 = {\n backdrop: '(boolean|string)',\n focus: 'boolean',\n keyboard: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element);\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n this._isShown = false;\n this._isTransitioning = false;\n this._scrollBar = new ScrollBarHelper();\n\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$6;\n }\n\n static get DefaultType() {\n return DefaultType$6;\n }\n\n static get NAME() {\n return NAME$7;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$4, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n this._isTransitioning = true;\n\n this._scrollBar.hide();\n\n document.body.classList.add(CLASS_NAME_OPEN);\n\n this._adjustDialog();\n\n this._backdrop.show(() => this._showElement(relatedTarget));\n }\n\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$4);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = false;\n this._isTransitioning = true;\n\n this._focustrap.deactivate();\n\n this._element.classList.remove(CLASS_NAME_SHOW$4);\n\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated());\n }\n\n dispose() {\n for (const htmlElement of [window, this._dialog]) {\n EventHandler.off(htmlElement, EVENT_KEY$4);\n }\n\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n }\n\n handleUpdate() {\n this._adjustDialog();\n } // Private\n\n\n _initializeBackDrop() {\n return new Backdrop({\n isVisible: Boolean(this._config.backdrop),\n // 'static' option will be translated to true, and booleans will keep their value,\n isAnimated: this._isAnimated()\n });\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n\n _showElement(relatedTarget) {\n // try to append dynamic modal\n if (!document.body.contains(this._element)) {\n document.body.append(this._element);\n }\n\n this._element.style.display = 'block';\n\n this._element.removeAttribute('aria-hidden');\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.scrollTop = 0;\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog);\n\n if (modalBody) {\n modalBody.scrollTop = 0;\n }\n\n reflow(this._element);\n\n this._element.classList.add(CLASS_NAME_SHOW$4);\n\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate();\n }\n\n this._isTransitioning = false;\n EventHandler.trigger(this._element, EVENT_SHOWN$4, {\n relatedTarget\n });\n };\n\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated());\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS$1, event => {\n if (event.key !== ESCAPE_KEY$1) {\n return;\n }\n\n if (this._config.keyboard) {\n event.preventDefault();\n this.hide();\n return;\n }\n\n this._triggerBackdropTransition();\n });\n EventHandler.on(window, EVENT_RESIZE$1, () => {\n if (this._isShown && !this._isTransitioning) {\n this._adjustDialog();\n }\n });\n EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n if (this._element !== event.target || this._element !== event2.target) {\n return;\n }\n\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition();\n\n return;\n }\n\n if (this._config.backdrop) {\n this.hide();\n }\n });\n });\n }\n\n _hideModal() {\n this._element.style.display = 'none';\n\n this._element.setAttribute('aria-hidden', true);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n this._isTransitioning = false;\n\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN);\n\n this._resetAdjustments();\n\n this._scrollBar.reset();\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$4);\n });\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE$3);\n }\n\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED$1);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n const initialOverflowY = this._element.style.overflowY; // return if the following background transition hasn't yet completed\n\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return;\n }\n\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden';\n }\n\n this._element.classList.add(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC);\n\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY;\n }, this._dialog);\n }, this._dialog);\n\n this._element.focus();\n }\n /**\n * The following methods are used to handle overflowing modals\n */\n\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight;\n\n const scrollbarWidth = this._scrollBar.getWidth();\n\n const isBodyOverflowing = scrollbarWidth > 0;\n\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft';\n this._element.style[property] = `${scrollbarWidth}px`;\n }\n }\n\n _resetAdjustments() {\n this._element.style.paddingLeft = '';\n this._element.style.paddingRight = '';\n } // Static\n\n\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](relatedTarget);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$2, SELECTOR_DATA_TOGGLE$2, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n EventHandler.one(target, EVENT_SHOW$4, showEvent => {\n if (showEvent.defaultPrevented) {\n // only register focus restorer if modal will actually get shown\n return;\n }\n\n EventHandler.one(target, EVENT_HIDDEN$4, () => {\n if (isVisible(this)) {\n this.focus();\n }\n });\n }); // avoid conflict when clicking modal toggler while another one is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR$1);\n\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide();\n }\n\n const data = Modal.getOrCreateInstance(target);\n data.toggle(this);\n});\nenableDismissTrigger(Modal);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$6 = 'offcanvas';\nconst DATA_KEY$3 = 'bs.offcanvas';\nconst EVENT_KEY$3 = `.${DATA_KEY$3}`;\nconst DATA_API_KEY$1 = '.data-api';\nconst EVENT_LOAD_DATA_API$2 = `load${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst ESCAPE_KEY = 'Escape';\nconst CLASS_NAME_SHOW$3 = 'show';\nconst CLASS_NAME_SHOWING$1 = 'showing';\nconst CLASS_NAME_HIDING = 'hiding';\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop';\nconst OPEN_SELECTOR = '.offcanvas.show';\nconst EVENT_SHOW$3 = `show${EVENT_KEY$3}`;\nconst EVENT_SHOWN$3 = `shown${EVENT_KEY$3}`;\nconst EVENT_HIDE$3 = `hide${EVENT_KEY$3}`;\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY$3}`;\nconst EVENT_HIDDEN$3 = `hidden${EVENT_KEY$3}`;\nconst EVENT_RESIZE = `resize${EVENT_KEY$3}`;\nconst EVENT_CLICK_DATA_API$1 = `click${EVENT_KEY$3}${DATA_API_KEY$1}`;\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY$3}`;\nconst SELECTOR_DATA_TOGGLE$1 = '[data-bs-toggle=\"offcanvas\"]';\nconst Default$5 = {\n backdrop: true,\n keyboard: true,\n scroll: false\n};\nconst DefaultType$5 = {\n backdrop: '(boolean|string)',\n keyboard: 'boolean',\n scroll: 'boolean'\n};\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n constructor(element, config) {\n super(element, config);\n this._isShown = false;\n this._backdrop = this._initializeBackDrop();\n this._focustrap = this._initializeFocusTrap();\n\n this._addEventListeners();\n } // Getters\n\n\n static get Default() {\n return Default$5;\n }\n\n static get DefaultType() {\n return DefaultType$5;\n }\n\n static get NAME() {\n return NAME$6;\n } // Public\n\n\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget);\n }\n\n show(relatedTarget) {\n if (this._isShown) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW$3, {\n relatedTarget\n });\n\n if (showEvent.defaultPrevented) {\n return;\n }\n\n this._isShown = true;\n\n this._backdrop.show();\n\n if (!this._config.scroll) {\n new ScrollBarHelper().hide();\n }\n\n this._element.setAttribute('aria-modal', true);\n\n this._element.setAttribute('role', 'dialog');\n\n this._element.classList.add(CLASS_NAME_SHOWING$1);\n\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate();\n }\n\n this._element.classList.add(CLASS_NAME_SHOW$3);\n\n this._element.classList.remove(CLASS_NAME_SHOWING$1);\n\n EventHandler.trigger(this._element, EVENT_SHOWN$3, {\n relatedTarget\n });\n };\n\n this._queueCallback(completeCallBack, this._element, true);\n }\n\n hide() {\n if (!this._isShown) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE$3);\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n this._focustrap.deactivate();\n\n this._element.blur();\n\n this._isShown = false;\n\n this._element.classList.add(CLASS_NAME_HIDING);\n\n this._backdrop.hide();\n\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW$3, CLASS_NAME_HIDING);\n\n this._element.removeAttribute('aria-modal');\n\n this._element.removeAttribute('role');\n\n if (!this._config.scroll) {\n new ScrollBarHelper().reset();\n }\n\n EventHandler.trigger(this._element, EVENT_HIDDEN$3);\n };\n\n this._queueCallback(completeCallback, this._element, true);\n }\n\n dispose() {\n this._backdrop.dispose();\n\n this._focustrap.deactivate();\n\n super.dispose();\n } // Private\n\n\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n }; // 'static' option will be translated to true, and booleans will keep their value\n\n\n const isVisible = Boolean(this._config.backdrop);\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n });\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n });\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return;\n }\n\n if (!this._config.keyboard) {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED);\n return;\n }\n\n this.hide();\n });\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config](this);\n });\n }\n\n}\n/**\n * Data API implementation\n */\n\n\nEventHandler.on(document, EVENT_CLICK_DATA_API$1, SELECTOR_DATA_TOGGLE$1, function (event) {\n const target = getElementFromSelector(this);\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault();\n }\n\n if (isDisabled(this)) {\n return;\n }\n\n EventHandler.one(target, EVENT_HIDDEN$3, () => {\n // focus on trigger when it is closed\n if (isVisible(this)) {\n this.focus();\n }\n }); // avoid conflict when clicking a toggler of an offcanvas, while another is open\n\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR);\n\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide();\n }\n\n const data = Offcanvas.getOrCreateInstance(target);\n data.toggle(this);\n});\nEventHandler.on(window, EVENT_LOAD_DATA_API$2, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show();\n }\n});\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide();\n }\n }\n});\nenableDismissTrigger(Offcanvas);\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\nconst uriAttributes = new Set(['background', 'cite', 'href', 'itemtype', 'longdesc', 'poster', 'src', 'xlink:href']);\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i;\n/**\n * A pattern that recognizes a commonly useful subset of URLs that are safe.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst SAFE_URL_PATTERN = /^(?:(?:https?|mailto|ftp|tel|file|sms):|[^#&/:?]*(?:[#/?]|$))/i;\n/**\n * A pattern that matches safe data URLs. Only matches image, video and audio types.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/12.2.x/packages/core/src/sanitization/url_sanitizer.ts\n */\n\nconst DATA_URL_PATTERN = /^data:(?:image\\/(?:bmp|gif|jpeg|jpg|png|tiff|webp)|video\\/(?:mpeg|mp4|ogg|webm)|audio\\/(?:mp3|oga|ogg|opus));base64,[\\d+/a-z]+=*$/i;\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase();\n\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue) || DATA_URL_PATTERN.test(attribute.nodeValue));\n }\n\n return true;\n } // Check if a regular expression validates the attribute.\n\n\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp).some(regex => regex.test(attributeName));\n};\n\nconst DefaultAllowlist = {\n // Global attributes allowed on any supplied element below.\n '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n a: ['target', 'href', 'title', 'rel'],\n area: [],\n b: [],\n br: [],\n col: [],\n code: [],\n div: [],\n em: [],\n hr: [],\n h1: [],\n h2: [],\n h3: [],\n h4: [],\n h5: [],\n h6: [],\n i: [],\n img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n li: [],\n ol: [],\n p: [],\n pre: [],\n s: [],\n small: [],\n span: [],\n sub: [],\n sup: [],\n strong: [],\n u: [],\n ul: []\n};\nfunction sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml;\n }\n\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml);\n }\n\n const domParser = new window.DOMParser();\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html');\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'));\n\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase();\n\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove();\n continue;\n }\n\n const attributeList = [].concat(...element.attributes);\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || []);\n\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName);\n }\n }\n }\n\n return createdDocument.body.innerHTML;\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$5 = 'TemplateFactory';\nconst Default$4 = {\n allowList: DefaultAllowlist,\n content: {},\n // { selector : text , selector2 : text2 , }\n extraClass: '',\n html: false,\n sanitize: true,\n sanitizeFn: null,\n template: '
'\n};\nconst DefaultType$4 = {\n allowList: 'object',\n content: 'object',\n extraClass: '(string|function)',\n html: 'boolean',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n template: 'string'\n};\nconst DefaultContentType = {\n entry: '(string|element|function|null)',\n selector: '(string|element)'\n};\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super();\n this._config = this._getConfig(config);\n } // Getters\n\n\n static get Default() {\n return Default$4;\n }\n\n static get DefaultType() {\n return DefaultType$4;\n }\n\n static get NAME() {\n return NAME$5;\n } // Public\n\n\n getContent() {\n return Object.values(this._config.content).map(config => this._resolvePossibleFunction(config)).filter(Boolean);\n }\n\n hasContent() {\n return this.getContent().length > 0;\n }\n\n changeContent(content) {\n this._checkContent(content);\n\n this._config.content = { ...this._config.content,\n ...content\n };\n return this;\n }\n\n toHtml() {\n const templateWrapper = document.createElement('div');\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template);\n\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector);\n }\n\n const template = templateWrapper.children[0];\n\n const extraClass = this._resolvePossibleFunction(this._config.extraClass);\n\n if (extraClass) {\n template.classList.add(...extraClass.split(' '));\n }\n\n return template;\n } // Private\n\n\n _typeCheckConfig(config) {\n super._typeCheckConfig(config);\n\n this._checkContent(config.content);\n }\n\n _checkContent(arg) {\n for (const [selector, content] of Object.entries(arg)) {\n super._typeCheckConfig({\n selector,\n entry: content\n }, DefaultContentType);\n }\n }\n\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template);\n\n if (!templateElement) {\n return;\n }\n\n content = this._resolvePossibleFunction(content);\n\n if (!content) {\n templateElement.remove();\n return;\n }\n\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement);\n\n return;\n }\n\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content);\n return;\n }\n\n templateElement.textContent = content;\n }\n\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg(this) : arg;\n }\n\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = '';\n templateElement.append(element);\n return;\n }\n\n templateElement.textContent = element.textContent;\n }\n\n}\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$4 = 'tooltip';\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn']);\nconst CLASS_NAME_FADE$2 = 'fade';\nconst CLASS_NAME_MODAL = 'modal';\nconst CLASS_NAME_SHOW$2 = 'show';\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner';\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`;\nconst EVENT_MODAL_HIDE = 'hide.bs.modal';\nconst TRIGGER_HOVER = 'hover';\nconst TRIGGER_FOCUS = 'focus';\nconst TRIGGER_CLICK = 'click';\nconst TRIGGER_MANUAL = 'manual';\nconst EVENT_HIDE$2 = 'hide';\nconst EVENT_HIDDEN$2 = 'hidden';\nconst EVENT_SHOW$2 = 'show';\nconst EVENT_SHOWN$2 = 'shown';\nconst EVENT_INSERTED = 'inserted';\nconst EVENT_CLICK$1 = 'click';\nconst EVENT_FOCUSIN$1 = 'focusin';\nconst EVENT_FOCUSOUT$1 = 'focusout';\nconst EVENT_MOUSEENTER = 'mouseenter';\nconst EVENT_MOUSELEAVE = 'mouseleave';\nconst AttachmentMap = {\n AUTO: 'auto',\n TOP: 'top',\n RIGHT: isRTL() ? 'left' : 'right',\n BOTTOM: 'bottom',\n LEFT: isRTL() ? 'right' : 'left'\n};\nconst Default$3 = {\n allowList: DefaultAllowlist,\n animation: true,\n boundary: 'clippingParents',\n container: false,\n customClass: '',\n delay: 0,\n fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n html: false,\n offset: [0, 0],\n placement: 'top',\n popperConfig: null,\n sanitize: true,\n sanitizeFn: null,\n selector: false,\n template: '
' + '
' + '
' + '
',\n title: '',\n trigger: 'hover focus'\n};\nconst DefaultType$3 = {\n allowList: 'object',\n animation: 'boolean',\n boundary: '(string|element)',\n container: '(string|element|boolean)',\n customClass: '(string|function)',\n delay: '(number|object)',\n fallbackPlacements: 'array',\n html: 'boolean',\n offset: '(array|string|function)',\n placement: '(string|function)',\n popperConfig: '(null|object|function)',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n selector: '(string|boolean)',\n template: 'string',\n title: '(string|element|function)',\n trigger: 'string'\n};\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n constructor(element, config) {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)');\n }\n\n super(element, config); // Private\n\n this._isEnabled = true;\n this._timeout = 0;\n this._isHovered = null;\n this._activeTrigger = {};\n this._popper = null;\n this._templateFactory = null;\n this._newContent = null; // Protected\n\n this.tip = null;\n\n this._setListeners();\n\n if (!this._config.selector) {\n this._fixTitle();\n }\n } // Getters\n\n\n static get Default() {\n return Default$3;\n }\n\n static get DefaultType() {\n return DefaultType$3;\n }\n\n static get NAME() {\n return NAME$4;\n } // Public\n\n\n enable() {\n this._isEnabled = true;\n }\n\n disable() {\n this._isEnabled = false;\n }\n\n toggleEnabled() {\n this._isEnabled = !this._isEnabled;\n }\n\n toggle() {\n if (!this._isEnabled) {\n return;\n }\n\n this._activeTrigger.click = !this._activeTrigger.click;\n\n if (this._isShown()) {\n this._leave();\n\n return;\n }\n\n this._enter();\n }\n\n dispose() {\n clearTimeout(this._timeout);\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'));\n }\n\n this._disposePopper();\n\n super.dispose();\n }\n\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements');\n }\n\n if (!(this._isWithContent() && this._isEnabled)) {\n return;\n }\n\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW$2));\n const shadowRoot = findShadowRoot(this._element);\n\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element);\n\n if (showEvent.defaultPrevented || !isInTheDom) {\n return;\n } // todo v6 remove this OR make it optional\n\n\n this._disposePopper();\n\n const tip = this._getTipElement();\n\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'));\n\n const {\n container\n } = this._config;\n\n if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n container.append(tip);\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED));\n }\n\n this._popper = this._createPopper(tip);\n tip.classList.add(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop);\n }\n }\n\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN$2));\n\n if (this._isHovered === false) {\n this._leave();\n }\n\n this._isHovered = false;\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n hide() {\n if (!this._isShown()) {\n return;\n }\n\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE$2));\n\n if (hideEvent.defaultPrevented) {\n return;\n }\n\n const tip = this._getTipElement();\n\n tip.classList.remove(CLASS_NAME_SHOW$2); // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop);\n }\n }\n\n this._activeTrigger[TRIGGER_CLICK] = false;\n this._activeTrigger[TRIGGER_FOCUS] = false;\n this._activeTrigger[TRIGGER_HOVER] = false;\n this._isHovered = null; // it is a trick to support manual triggering\n\n const complete = () => {\n if (this._isWithActiveTrigger()) {\n return;\n }\n\n if (!this._isHovered) {\n this._disposePopper();\n }\n\n this._element.removeAttribute('aria-describedby');\n\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN$2));\n };\n\n this._queueCallback(complete, this.tip, this._isAnimated());\n }\n\n update() {\n if (this._popper) {\n this._popper.update();\n }\n } // Protected\n\n\n _isWithContent() {\n return Boolean(this._getTitle());\n }\n\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate());\n }\n\n return this.tip;\n }\n\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml(); // todo: remove this check on v6\n\n\n if (!tip) {\n return null;\n }\n\n tip.classList.remove(CLASS_NAME_FADE$2, CLASS_NAME_SHOW$2); // todo: on v6 the following can be achieved with CSS only\n\n tip.classList.add(`bs-${this.constructor.NAME}-auto`);\n const tipId = getUID(this.constructor.NAME).toString();\n tip.setAttribute('id', tipId);\n\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE$2);\n }\n\n return tip;\n }\n\n setContent(content) {\n this._newContent = content;\n\n if (this._isShown()) {\n this._disposePopper();\n\n this.show();\n }\n }\n\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content);\n } else {\n this._templateFactory = new TemplateFactory({ ...this._config,\n // the `content` var has to be after `this._config`\n // to override config.content in case of popover\n content,\n extraClass: this._resolvePossibleFunction(this._config.customClass)\n });\n }\n\n return this._templateFactory;\n }\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n };\n }\n\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title');\n } // Private\n\n\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig());\n }\n\n _isAnimated() {\n return this._config.animation || this.tip && this.tip.classList.contains(CLASS_NAME_FADE$2);\n }\n\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW$2);\n }\n\n _createPopper(tip) {\n const placement = typeof this._config.placement === 'function' ? this._config.placement.call(this, tip, this._element) : this._config.placement;\n const attachment = AttachmentMap[placement.toUpperCase()];\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment));\n }\n\n _getOffset() {\n const {\n offset\n } = this._config;\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10));\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element);\n }\n\n return offset;\n }\n\n _resolvePossibleFunction(arg) {\n return typeof arg === 'function' ? arg.call(this._element) : arg;\n }\n\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [{\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n }, {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }, {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n }, {\n name: 'arrow',\n options: {\n element: `.${this.constructor.NAME}-arrow`\n }\n }, {\n name: 'preSetPlacement',\n enabled: true,\n phase: 'beforeMain',\n fn: data => {\n // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n this._getTipElement().setAttribute('data-popper-placement', data.state.placement);\n }\n }]\n };\n return { ...defaultBsPopperConfig,\n ...(typeof this._config.popperConfig === 'function' ? this._config.popperConfig(defaultBsPopperConfig) : this._config.popperConfig)\n };\n }\n\n _setListeners() {\n const triggers = this._config.trigger.split(' ');\n\n for (const trigger of triggers) {\n if (trigger === 'click') {\n EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK$1), this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context.toggle();\n });\n } else if (trigger !== TRIGGER_MANUAL) {\n const eventIn = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSEENTER) : this.constructor.eventName(EVENT_FOCUSIN$1);\n const eventOut = trigger === TRIGGER_HOVER ? this.constructor.eventName(EVENT_MOUSELEAVE) : this.constructor.eventName(EVENT_FOCUSOUT$1);\n EventHandler.on(this._element, eventIn, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true;\n\n context._enter();\n });\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event);\n\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] = context._element.contains(event.relatedTarget);\n\n context._leave();\n });\n }\n }\n\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide();\n }\n };\n\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler);\n }\n\n _fixTitle() {\n const title = this._element.getAttribute('title');\n\n if (!title) {\n return;\n }\n\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title);\n }\n\n this._element.setAttribute('data-bs-original-title', title); // DO NOT USE IT. Is only for backwards compatibility\n\n\n this._element.removeAttribute('title');\n }\n\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true;\n return;\n }\n\n this._isHovered = true;\n\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show();\n }\n }, this._config.delay.show);\n }\n\n _leave() {\n if (this._isWithActiveTrigger()) {\n return;\n }\n\n this._isHovered = false;\n\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide();\n }\n }, this._config.delay.hide);\n }\n\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout);\n this._timeout = setTimeout(handler, timeout);\n }\n\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true);\n }\n\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element);\n\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute];\n }\n }\n\n config = { ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n };\n config = this._mergeConfigObj(config);\n config = this._configAfterMerge(config);\n\n this._typeCheckConfig(config);\n\n return config;\n }\n\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container);\n\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n };\n }\n\n if (typeof config.title === 'number') {\n config.title = config.title.toString();\n }\n\n if (typeof config.content === 'number') {\n config.content = config.content.toString();\n }\n\n return config;\n }\n\n _getDelegateConfig() {\n const config = {};\n\n for (const key in this._config) {\n if (this.constructor.Default[key] !== this._config[key]) {\n config[key] = this._config[key];\n }\n }\n\n config.selector = false;\n config.trigger = 'manual'; // In the future can be replaced with:\n // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n // `Object.fromEntries(keysWithDifferentValues)`\n\n return config;\n }\n\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy();\n\n this._popper = null;\n }\n\n if (this.tip) {\n this.tip.remove();\n this.tip = null;\n }\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Tooltip);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$3 = 'popover';\nconst SELECTOR_TITLE = '.popover-header';\nconst SELECTOR_CONTENT = '.popover-body';\nconst Default$2 = { ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
' + '
' + '

' + '
' + '
',\n trigger: 'click'\n};\nconst DefaultType$2 = { ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n};\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default$2;\n }\n\n static get DefaultType() {\n return DefaultType$2;\n }\n\n static get NAME() {\n return NAME$3;\n } // Overrides\n\n\n _isWithContent() {\n return this._getTitle() || this._getContent();\n } // Private\n\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n };\n }\n\n _getContent() {\n return this._resolvePossibleFunction(this._config.content);\n } // Static\n\n\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config);\n\n if (typeof config !== 'string') {\n return;\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`);\n }\n\n data[config]();\n });\n }\n\n}\n/**\n * jQuery\n */\n\n\ndefineJQueryPlugin(Popover);\n\n/**\n * --------------------------------------------------------------------------\n * Bootstrap (v5.2.3): scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n/**\n * Constants\n */\n\nconst NAME$2 = 'scrollspy';\nconst DATA_KEY$2 = 'bs.scrollspy';\nconst EVENT_KEY$2 = `.${DATA_KEY$2}`;\nconst DATA_API_KEY = '.data-api';\nconst EVENT_ACTIVATE = `activate${EVENT_KEY$2}`;\nconst EVENT_CLICK = `click${EVENT_KEY$2}`;\nconst EVENT_LOAD_DATA_API$1 = `load${EVENT_KEY$2}${DATA_API_KEY}`;\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item';\nconst CLASS_NAME_ACTIVE$1 = 'active';\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]';\nconst SELECTOR_TARGET_LINKS = '[href]';\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group';\nconst SELECTOR_NAV_LINKS = '.nav-link';\nconst SELECTOR_NAV_ITEMS = '.nav-item';\nconst SELECTOR_LIST_ITEMS = '.list-group-item';\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`;\nconst SELECTOR_DROPDOWN = '.dropdown';\nconst SELECTOR_DROPDOWN_TOGGLE$1 = '.dropdown-toggle';\nconst Default$1 = {\n offset: null,\n // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: '0px 0px -25%',\n smoothScroll: false,\n target: null,\n threshold: [0.1, 0.5, 1]\n};\nconst DefaultType$1 = {\n offset: '(number|null)',\n // TODO v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: 'string',\n smoothScroll: 'boolean',\n target: 'element',\n threshold: 'array'\n};\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config); // this._element is the observablesContainer and config.target the menu links wrapper\n\n this._targetLinks = new Map();\n this._observableSections = new Map();\n this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element;\n this._activeTarget = null;\n this._observer = null;\n this._previousScrollData = {\n visibleEntryTop: 0,\n parentScrollTop: 0\n };\n this.refresh(); // initialize\n } // Getters\n\n\n static get Default() {\n return Default$1;\n }\n\n static get DefaultType() {\n return DefaultType$1;\n }\n\n static get NAME() {\n return NAME$2;\n } // Public\n\n\n refresh() {\n this._initializeTargetsAndObservables();\n\n this._maybeEnableSmoothScroll();\n\n if (this._observer) {\n this._observer.disconnect();\n } else {\n this._observer = this._getNewObserver();\n }\n\n for (const section of this._observableSections.values()) {\n this._observer.observe(section);\n }\n }\n\n dispose() {\n this._observer.disconnect();\n\n super.dispose();\n } // Private\n\n\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body; // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin;\n\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value));\n }\n\n return config;\n }\n\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return;\n } // unregister any previous listeners\n\n\n EventHandler.off(this._config.target, EVENT_CLICK);\n EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n const observableSection = this._observableSections.get(event.target.hash);\n\n if (observableSection) {\n event.preventDefault();\n const root = this._rootElement || window;\n const height = observableSection.offsetTop - this._element.offsetTop;\n\n if (root.scrollTo) {\n root.scrollTo({\n top: height,\n behavior: 'smooth'\n });\n return;\n } // Chrome 60 doesn't support `scrollTo`\n\n\n root.scrollTop = height;\n }\n });\n }\n\n _getNewObserver() {\n const options = {\n root: this._rootElement,\n threshold: this._config.threshold,\n rootMargin: this._config.rootMargin\n };\n return new IntersectionObserver(entries => this._observerCallback(entries), options);\n } // The logic of selection\n\n\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`);\n\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop;\n\n this._process(targetElement(entry));\n };\n\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop;\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop;\n this._previousScrollData.parentScrollTop = parentScrollTop;\n\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null;\n\n this._clearActiveClass(targetElement(entry));\n\n continue;\n }\n\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop; // if we are scrolling down, pick the bigger offsetTop\n\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry); // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n\n if (!parentScrollTop) {\n return;\n }\n\n continue;\n } // if we are scrolling up, pick the smallest offsetTop\n\n\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry);\n }\n }\n }\n\n _initializeTargetsAndObservables() {\n this._targetLinks = new Map();\n this._observableSections = new Map();\n const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target);\n\n for (const anchor of targetLinks) {\n // ensure that the anchor has an id and is not disabled\n if (!anchor.hash || isDisabled(anchor)) {\n continue;\n }\n\n const observableSection = SelectorEngine.findOne(anchor.hash, this._element); // ensure that the observableSection exists & is visible\n\n if (isVisible(observableSection)) {\n this._targetLinks.set(anchor.hash, anchor);\n\n this._observableSections.set(anchor.hash, observableSection);\n }\n }\n }\n\n _process(target) {\n if (this._activeTarget === target) {\n return;\n }\n\n this._clearActiveClass(this._config.target);\n\n this._activeTarget = target;\n target.classList.add(CLASS_NAME_ACTIVE$1);\n\n this._activateParents(target);\n\n EventHandler.trigger(this._element, EVENT_ACTIVATE, {\n relatedTarget: target\n });\n }\n\n _activateParents(target) {\n // Activate dropdown parents\n if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE$1, target.closest(SELECTOR_DROPDOWN)).classList.add(CLASS_NAME_ACTIVE$1);\n return;\n }\n\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both
    and