{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis Workflow: Spectral Fitting\n", "\n", "The GBM Data Tools has a module designed for spectral fitting. As discussed, GBM data can be prepared and exported for use in XSPEC and other fitting packages. To provide a full experience with GBM data, we also provide a way to fit GBM data by extending and wrapping standard optimizers provided in [scipy](https://docs.scipy.org/doc/scipy/reference/tutorial/optimize.html). In fact, we can pretty easily leverage complicated optimization algorithms that can use imposed bounds and constraints on parameters, and we allow the user to decide if they want to use a more or less complex fitting procedure (of course we have suggestions!). The spectral fitting class can be extended to use various likelihoods, and can even be extended to perform a Bayesian analysis and posterior sampling (although we haven't directly implemented it yet). We don't want to get too much into the weeds here, but we'll briefly mention areas of note as we go along. \n", "\n", "The previous section on export for use in XSPEC was a bit simplified in that we only looked at a single detector for analysis, and typically we'll want to jointly fit multiple detectors that have good viewing of the source. This means that for each detector you're using, you need to multiply all your steps in the previous section by the number of detectors. What a slog! So to help reduce the amount of repetitive work we have to do, we can use the `GbmDetectorCollection` class. If we add our data to this \"collection,\" then we can easily perform operations on all items in the collection. There are great benefits to doing this as we will find out shortly.\n", "\n", "Let's look at CSPEC data this time:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from gbm import test_data_dir\n", "from gbm.data import Cspec, GbmDetectorCollection\n", "\n", "# Load some CSPEC files for a GRB\n", "n0 = Cspec.open(test_data_dir+'/160509374/glg_cspec_n0_bn160509374_v01.pha')\n", "n1 = Cspec.open(test_data_dir+'/160509374/glg_cspec_n1_bn160509374_v01.pha')\n", "b0 = Cspec.open(test_data_dir+'/160509374/glg_cspec_b0_bn160509374_v01.pha')\n", "\n", "# create a collection from the list of our files\n", "cspecs = GbmDetectorCollection.from_list([n0, n1, b0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that you know the general process of fitting the background, selecting the time and energy ranges, and plotting, we'll go ahead and define these ranges here. One thing to note is that we are using both NaI and BGO detectors. That means we need to be using the appropriate energy ranges for the detectors." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# define some time and energy ranges\n", "view_range = (-33.0, 102.0) # zoom in to this time range\n", "bkgd_range = [(-550., -300.), (675., 1000.)] # the background fit ranges\n", "src_range = (14.0, 17.0) # our time selection\n", "erange_nai = (8.0, 900.0) # in keV\n", "erange_bgo = (325, 35000.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's perform our background fits. Second-order polynomials for all of them, unless we decide they need to be adjusted:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "from gbm.background import BackgroundFitter\n", "from gbm.background.binned import Polynomial\n", "\n", "# initialize the fitters and add to collection, making sure the collection knows which background\n", "# goes with which detector\n", "backfitters = [BackgroundFitter.from_phaii(cspec, Polynomial, time_ranges=bkgd_range) for cspec in cspecs]\n", "backfitters = GbmDetectorCollection.from_list(backfitters, dets=cspecs.detector())\n", "\n", "# do the fit\n", "backfitters.fit(order=2)\n", "\n", "# interpolate/extrapolate and store in a collection\n", "bkgds = backfitters.interpolate_bins(cspecs.data()[0].tstart, cspecs.data()[0].tstop)\n", "bkgds = GbmDetectorCollection.from_list(bkgds, dets=cspecs.detector())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, we actually just did a lot on a few lines, so let's recap and explain. We created a background fitter for each detector's data and added the fitters to their own collection. We also made sure that we tagged the background fitters to correspond to the correct detectors. This will be vitally important in a minute. So, instead of having to call `backfitter.fit()` for each backfitter, we can call that method on the collection, and it performs the operation on *every item in the collection*. Cool. This works if you have the same arguments to be applied to each item. What if for one detector, you want to fit a 1st-order polynomial? We'd suggest a list comprehension, similar to:\n", "```python\n", "[backfitter.fit(order=poly_order) for backfitter, poly_order in zip(backfitters, poly_orders)]\n", "```\n", "So you can definitely iterate over the collection like a list, but there is a lot of convenience for easily performing the same operation on a collection of data objects.\n", "\n", "After performing the fit, we interpolate each backfitter over an array of times. The array of times we use is actually just the bin times from the first CSPEC file we added to the collection. This is fine because all our data are binned to the same bin edges. Then we add these interpolated backgrounds to their own collection.\n", "\n", "Now we need to apply our selections, especially if we want to make a few plots and not go blindly into dark:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# the lightcurves\n", "data_lcs = cspecs.to_lightcurve(nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "# the energy-integrated background\n", "bkgd_lcs = bkgds.integrate_energy(nai_args=erange_nai, bgo_args=erange_bgo)\n", "# the source time selection\n", "src_lcs = cspecs.to_lightcurve(time_range=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "\n", "# the count spectrum\n", "data_specs = cspecs.to_spectrum(time_range=src_range)\n", "# the time-integrated background\n", "bkgd_specs = bkgds.integrate_time(*src_range)\n", "# the energy selection\n", "src_specs = cspecs.to_spectrum(time_range=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We just massively leveraged the collections to avoid having to write loops or list comprehensions. ***And*** we were able to treat the NaI and BGO energy selections *all in one line* for each set of lightcurves or spectra. Notice the `nai_args`, `nai_kwargs`, and the corresponding bgo arguments? Those allow us to specify arguments and keywords to be passed to either NaI or BGO detectors. Something like the `time_range` is the same for both detector types, so we pass it like a normal keyword as the object method expects, but `energy_range` is detector-type-dependent, since we usually want different energy ranges for the different types of detectors. Can you implement this in a loop over the separate objects instead? Sure, but your code will be at least 2x as long and harder to follow.\n", "\n", "Whew. Now time to plot:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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G4FXtxidJkqTeazlpjYgrajcTuCQiRkq75wBLaH9xAUmSJGlC7fS0rq39DIqr6YdK+zYA/00xXZUkSZLUVS0nrfWlViPiZ8D/l5ltDwWQJEmSOtH2mNaGpVslSZKkKdfJlFe7R8RnI+LeiNgUEZvL21QEKUmSpNmtk9kDLqFYserDFCtaNZtJQJIkSeqaTpLWVwKvyswfdjsYSZIkqZlOlnG9m2IGAUmSJGladJK0rgDOjIhndTcUSZIkqblOhgf8E7AjcEdE/BrYWN6Zmbt2IzBJkiSprpOkdUXXo5AkSZLG0ck8rZ+ZikAkSZKksbSdtEbEM8bbn5k/7zwcSZIkaVudDA/4GePPzTqns1AkSZKk5jpJWl/ccH+HWtm7gPdOOiJJkiSpQSdjWn/UpPi6iLgXeDdwxaSjkiRJkko6mad1LD8BDuji+SRJkiSgswux5jcWAU8BPgjc1oWYJFXUyMgIJ554IptHxxvWLklS93UypnUN216IFRTLu75p0hFJqqTMZGh4hM2jyehor6ORJM02nSStr2m4Pwr8Crg9MzdNPiRJVZOZLF2+ihtvvqPXoUiSZqlOLsT6/6ciEEnVNTy8oWnCumTxIgYH+3sQkSRptumkp5WIeA7Fcq4vqBX9GPhIZtoNI23n9nnOXPr6YNWqVSyYvwsR0euQJEmzQNuzB0TE6yiS1AOBG2rby4CbI+Kw7oYnqWr6+mBOXzBvcMCEVZI0bTrpaT0TODczTykXRsSZwCrgP7oRmKRqWn3uaubNG+h1GJKkWaaTeVpfAHyqSfmngRdOLhxJkiRpW50krb8C9mtSvh/wwOTCkSRJkrbVyfCATwAfj4hnA9+plf0GsBI4p1uBSZIkSXWdJK0fBtYDJwFn1MrupVgR66PdCUuSJEl6XCfztCZwLnBuROxSK1vf7cAkSZKkuraT1ojYC5ibmbeVk9WI2BvYmJk/62J8kiRJUkcXYl0CvKJJ+ctq+yRJkqSu6iRpfTHw7Sbl/03zWQUkSZKkSekkaU1glyblC4A5kwtHkiRJ2lYnSes3gVMjYkuCWrt9KvBf3QpMkiRJqutkyquVFInrTyLiW7WyVwHzgUO6FZgkSZJU13ZPa2b+GFgCfA7YjWKowN8Dz8/Mm7obniRJktRZTyuZeS/wni7HIkmSJDXVUk9rRDyjnZNGxFM7C0eSJEnaVqvDA74XERdHxAFjVYiIBRFxTETcBPxBd8KTJEmSWh8e8ELgvcB/RMQw8H3gXmAYeEJt/z7AD4CTM/OqKYhVkiRJs1RLPa2Z+VBmvgt4CnA8cBvwJGDvWpVLgf0z8yATVkmSJHVbWxdiZeYQ8PnaJkmSJE2LThYXkKTKOGH5Co5dehxr1q5jaGiEzOx1SJKkKdDRlFeSVBU337EJgCOOOgmAJYsXceHqk4mIXoYlSeoye1olzTiDg/0sWbyo6b4bbrqd4eEN0xyRJGmqmbRKmnEiggtXn8xVV5zNvnvPZd+953LFZWf0OixJ0hRyeICkGSkimDc4wJy+YhjA4GB/jyOSJE2ljpLWiPg/wFJgL+CgzLwrIlYAd2bmv3YzQEkay8DAABdccAEAQ0MjPY5GkjSV2h4eEBHHAecAVwELgTm1XWuAFd0LTZIkSSp0Mqb1ncAxmfk3wOZS+XXAvl2JSpIkSSrpJGndC7i+SfkIsNPkwpEkSZK21UnSeiewX5Pyw4FbJheOJEmStK1OLsQ6Bzg/IgaBAA6MiD8BTgX+spvBSZIkSdBB0pqZn4yIIeB0YEfgMuBeYHlmXt7l+CRJkqTOprzKzEuBSyNiR2DnzHygu2FJkiRJj+tkyquvR8RCgMz8dT1hjYj5EfH1bgcoSZIkdXIh1quBZkvPDAKvmlQ0kiRJUhMtDw+IiCWluy+MiD1K9+dQzB7wi24FJkmSJNW1M6b1h0DWtmbDAIYoFh6QJEmSuqqdpHUviimufgocCPyqtG8D8EBmbm52oCRJkjQZLSetmXlX7WYn42AlSZKkjnU05RVARLwQeAYNF2Vl5r9NNihJkiSprO2kNSKeDfwLsC/F+Nao7crazzndCU2SJEkqdPJV/0eAO4HdgF8D+wAHA9dRTIclSZIkdVUnwwMOAg7JzAcjYhQYzcz/iohTgY8CL+5qhJIkSZr1OulpnQOsr91+ENizdvsu4HndCEqSJEkq66Sn9SbgRRRDBL4LnBwRG4C3U0yHJUmSJHVVJz2tp5eOez/F/K3fAo4AlncaSEScEhEZEatLZYMRcX5EPBQRj0bEFyJi94bjnhERX46IX0fEAxHxtxExt6HOqyPiBxExEhG3R8RbOo1TkiRJ06/tntbMvLp0+3bg+RGxK/BIZubYR44tIg4AjgVuaNh1LvA7wB8Ba4HzgCuA36gdNwf4MnAf8ArgKcDfAxuB99Tq7FWrcxFwNHAo8MmI+GX5uUiSJKm6urJQQGY+DOwREee1e2xE7AxcChwDPFIqXwD8BfCuzPx6Zn4feCvwioh4ea3abwEvBP40M3+Ymf8OvA94R0TU549dCtyZmSdl5i2ZeR7weeDEjp6sJEmSpl1bSWtE7BMRx0fE2yNiYa3sSbWv9H8KvKaDGM4HvpyZ1zSU7w/sAGwpz8xbgZ9TzGBA7eeNmXl/6birgfkUU3HV6zSe++rSOSRJklRxLQ8PiIjfo+ihrB9zckQcA3wO+D7whsz8SjsPHhFvAl4CHNBk9x7Ahsxc01B+f21fvc79TfbTQp35ETEvM4eaxDUADJSKdhnveUiSJGlqtdPT+tcUvaLzgXcBz6aYl/WIzDy8g4T16RQLFRydmcPtHDsNTqUYQ1vf7ultOJIkSbNbO0nr84DzM/NR4GPAKHBiZn6vw8fen2JVrR9ExKaI2AT8JnBC7fb9QH99GELJ7hQXXlH7uXuT/bRQZ12zXtaaM4AFpe1pLT8rSZIkdV07SesuwDqAzNwMDDG5eVm/BuwL7FfarqO4KKt+eyPF1f4ARMTzgGcA19aKrgX2jYjdSuc9rBbnj0t1DmVrh5XOsY3MHMnMdfWNxxdTkCRJUg+0O+XV6yJibe12H3BoRCwuV8jMf2vlRJm5nmKhgi0i4jHgocy8qXb/U8A5EfEwRSL6MeDazPzv2iFfpUhOPxsRJ1OMXz2dokd4pFbnIuD4iDgL+DRwCPDHFFNpSZIkaQZoN2n9TMP9ixvuJ8Uyr91yIsUwhC9QXBh1NbBsy4Nlbo6II4ELKXpOH6vF+P5SnTsj4nco5nxdTjE+9S+do1WSJGnmaDlpzcyuzOk6wWO8uuH+MPCO2jbWMXdRrMY13nm/Abx48hFKkiSpF6Y8EZUkSZImy6RVkiRJlWfSKkmSpMozaZUkSVLlmbRK2u6csHwFxy49jjVr15GZvQ5HktQFbSetEfHTiHhik/KFETGZxQYkqStuvmMTN962iSOOOonjVpxl4ipJ24FOelqfRfO5WAeAp04qGknq0OBgP0sWL9qm/Iabbmd4eEMPIpIkdVPL87RGxO+V7pZXxoIiiT0U+FmX4pKktkQEF64+mbXr1rNy5UpGR4seV0nS9qGdFbG+WPuZbLsy1kaKhPWkLsQkSR2JCBYumM/FF13I0NAIhx55fK9DkiR1SdsrYkXEncABmfnglEUlSZIklbTT0wpAZu41FYFIkiRJY2k7aQWIiEMpxrDuRsPFXJn5ti7EJUmSJG3RdtIaER8A3g9cB/ySYoyrpO1IZjI8vIGRDSNbLmqSJKmXOulpXQq8JTM/2+1gJPVeZrJ0+SpuvPmOXociSdIWnczT2g98p9uBSKqG4eENYyasSxYvYnCwf5ojkiSps6T1k8Cbux2IpOq54rIz2Hfvuey791yuuuJsLlx9MhHR67AkSbNQJ8MDBoG3R8RrgRso5mjdIjPf1Y3AJPXe4GA/c/qKJHXe4IAJqySpZzpJWpcAP6zdXtywz4uypO3IQP8AF1xwQa/DkCSpo3laXzMVgUiSJElj6WRMqyRJkjStOpmn9T8ZZxhAZh4yqYgkSZKkBp2Maf1hw/0dgP0oxrd+ZtIRSZIkSQ06GdN6YrPyiPggsPNkA5IkSZIadXNM6z8Ab+vi+SRJkiSgu0nrQcBwF88nSZIkAZ1diHVFYxHwFOClwIe7EZQkSZJU1smFWGsb7o8CPwHen5lfnXxIkiRJ0tY6uRDrrVMRiCRJkjSWTnpaAYiI/YEX1O7enJnXdyckSZIkaWudjGndDbgceDWwpla8sLbowJsy81fdC0+SJEnqbPaAjwG7APtk5q6ZuSvFwgLzgY92MzhJkiQJOhsecDjw2sy8pV6QmT+OiHcAXoglSZKkruukp7UP2NikfGOH55MkSZLG1UmS+XXgIxGxZ70gIp4KnAt8rVuBSZIkSXWdJK3HU4xf/VlE3BERdwB31sre2c3gJEmSJOhsnta7I+IlwGuB59eKb8nMa7oamSRJklTT0TytmZnAf9Q2Saq0E5avoK8PVq1axUD/AIOD/UREr8OSJLWh5eEBEXFIRPw4IuY32bcgIm6OiFd1NzxJmryb79jEjbdt4oijTuLQI4/nuBVnUXz2liTNFO2MaV0BfCIz1zXuyMy1wMXAu7oVmCRNxuBgP0sWL2q674abbmd4eMM0RyRJmox2ktYXAV8ZZ/9Xgf0nF44kdUdEcOHqk7nqirPZd++57Lv3XK647IxehyVJ6lA7Y1p3p/n8rHWbgCdPLhxJ6p6IYOGC+Vx80YUADA2N9DgiSVKn2ulp/QXFcq1jWQL8cnLhSJIkSdtqJ2m9CvhwRAw27oiIecBpwJXdCkySJEmqa2d4wOnAUcD/RsR5wE9q5c8H3gHMAf6mu+FJkiRJbSStmXl/RLwCuBA4A6hPcpjA1cA7MvP+7ocoSZKk2a6txQUy8y7giIh4ArCIInG9LTMfmYrgJEmSJOh8RaxHgO91ORZJkiSpqXYuxJIkSZJ6wqRVkiRJlWfSKkmSpMozaZUkSVLlmbRKkiSp8kxaJUmSVHkmrZIkSao8k1ZJkiRVnkmrpFnphOUrOHbpcaxZu47M7HU4kqQJdLQilqTtS2aydt16Vq5cyehor6OZHjffsQmAI446iSWLF3Hh6pOJiB5HJUkai0mrNMtlJkuXr+LGm+/odShTbnCwnyWLF3HDTbdvVX7DTbczPLyBefMGehSZJGkiDg+QZrnh4Q1NE9YlixcxONjfg4imTkRw4eqTueqKs9l377ns8xw/t0vSTOE7tqQtrvz82cwbLHobBwf7t8uvyyOChQvmc/FFFzI0NMKhRx7f65AkSS0waZW0xbzBAb8ilyRVksMDJEmSVHkmrZIkSao8k1ZJkiRVnkmrJEmSKs+kVZLYeoWsoaERV8mSpIpx9gBJYusVsgBXyZKkirGnVdKsVV8hq5n6KlmSpGroaU9rRJwKHAU8HxgCvgOszMyflOoMAmcDbwIGgKuBZZl5f6nOM4ALgdcAjwKfAU7NzE2lOq8GzgH2Ae4GTs/MS6bw6UmquPoKWeXkdGh4hCP/8KQeRiVJaqbXPa2/CZwPvBw4DNgB+GpE7FSqcy7wu8Af1ervCVxR3xkRc4AvA/3AK4A/B94CfKhUZ69anf8E9gNWA5+MiNdN0fOSNENEBPPmDTy+Dbq4giRVUU97WjPz8PL9iHgL8ACwP/DNiFgA/AXw5sz8eq3OW4FbIuLlmfnfwG8BLwReW+t9/WFEvA9YFREfzMwNwFLgzsysd5/cEhGvBE6k6LmVpG2csHwFfX2watUqFszfxfGtktRDve5pbbSg9vPh2s/9KXpfr6lXyMxbgZ8DB9WKDgJuLA8XoEhE51MMBajXuYatXV06x1YiYiAi5tc3YJfOno6kmezmOzZx422bOOKokzhuxVnOKCBJPVSZpDUi+ii+tv92Zt5UK94D2JCZaxqq31/bV69zf5P9tFBnfkTMaxLOqcDa0nZPG09F0gw21sVZXpglSb1VmaSVYmzrYooLrnrtDIpe3/r2tN6GI3VPZrJm7TqOXXocxy49jrXr1vc6pEqpX5x11RVns+/ec9nnOc4MKElVUIl344g4DzgSODgzy72a9wH9EbGwobd199q+ep0DG065e2lf/efuTeqsy8yhxngycwQYKcXXxrORqiszWbp8FTfefLZL8W8AABhTSURBVMeWsqPefGoPI6qmiGDhgvlcfNGFDA2NcOiRx/c6JEma9Xra0xqF84A3AIdk5p0NVb4PbAQOLR3zPOAZwLW1omuBfSNit9JxhwHrgB+X6hzK1g4rnUOaFYaHN2yVsJYtWbyIwcH+aY5IkqTW9Lqn9XzgzcDvA+sjoj4GdW1mDmXm2oj4FHBORDxMkYh+DLi2NnMAwFcpktPPRsTJFONXTwfOr/WYAlwEHB8RZwGfBg4B/hj4nal/ilI17fOcuVuujB/oH2BwsN9vFSRJldXrpPW42s9vNJS/FbikdvtEYBT4AqXFBeoVM3NzRBxJsbjAtcBjFIsLvL9U586I+B2KOV+XU1xY9ZeZ6XRXmrU++pHVzJvnnKTtKE+BZaIvSdOr1/O0Tvhun5nDwDtq21h17gKOmOA83wBe3GaIkrTFzXcUi+wdcVQx5fOSxYu4cPXJJq6SNA2qNHuAJFXOWFNggdNgSdJ06vXwAEmqtPoUWOXkdGh4hCP/8KRxjpIkdZtJqyRNICIc/ytJPebwAEmSJFWeSaskSZIqz6RVkiRJlWfSKkmSpMozaZUqIDNZs3Ydxy49jmOXHseatesYGhohM3sdmiZwwvIVW35n/r4kaeo4e4DUY5nJ0uWruPHmO7aUOXn9zFFecMDflyRNHXtapR4bHt6wVcJa5uT11TTWggP+viRp6tjTKlXIPs+ZS18fnHbahznqzaf2OhyNoXHBARcbkKSpZ9IqVchHP7KaefMGGBoa2VJ2wvIV9PXBqlWrWDB/F796rggXHJCk6WXSKlWcYyZnlqHhka3uDw72+/uSpC4waZUqqD5m8oabbt+qvD5m0h6+6mocJrDo2U9j3pz7AHvLJWkyTFqlCnLM5Mwy1ocMgNt/es+W2/aWS1LnnD1Aqqj6mMl58waYN2jPapXVP2RcdcXZ7Lv3XPbdey5XfeFs9l709G3qOsOAJHXGnlZpO5eZW/XYampEBAsXzOfiiy7cUnbJRe9r2lu+dt16Vpy4AiiGDAz0b/2hxHGwkrQtk1ZphmnnQp9mCxdo+ow1w0B5OrP6QhJlDiGQpG2ZtEozTOPY1vESnLEWLliyeBGDg/1TFqO2Nd6410Y33HQ79z/wEB/4wPsAL+CSJDBplWaE8RKeVmcUqC9cYALUG40X15WNbBhh5cqVjI4+PsVZY2+sva+SZjuTVmkGqCc8a9etZ+XKlUD7q2bVFy5Q74w1XGDevAEuvuhCMpPjVpw1qQ8nkrS9MmmVZojGC33Kq2aVx7l6Ec/M1aw31unOJKlg0ipNk/JV/GXduKK/nNT4NfLM1srysPXXUn1YATjsQ+0Z6/3ID72qMpNWaRpMxVX8462a9fZjl9HXVwwh0PbjhOUr6OuDoc17bLVoARTjXvde9PTiAwutJx0mKbPPeO9HfuhVlZm0StNgrKv4y9q9or9xnGv5Ip5mF/No5qv/XuGepvtvu/1uXnvkO9s6p0nK7DPe+1H5Q2+zOYTBDzrqHZNWaZpd+fmzm65w1ckfgvI41/Eu4nGKq5lrrB71cq9qUvzub7v97rbPf8NNt/PImvVbvSZNSrY/mbnVB9y6+qwi5Qs76x+Oms0hDLTUo9+N11C3hjA4FGL7YdIqdVEr41bnDQ5MyRXg402p5JvzzDXW77Xxd1pefauscdwrsE3PfDtz/4JJwEwz3nCA+qwimdnyPMKt9OiXX0NjvV7GG5M9XsyNSXOnC6z4LcPMY9IqdUkVVp9q5SIezTyt/F4nmk6rrJXptcbqfTUJmHlaWWSklXmEofl46mbqU7QNDva39L5YH5P9kVUrWHnK1h+qGjUmzZ0ssFKO0ffMmcOkVeqSqRi3Kk2VcpLSbHGDsXpfJ0oCGpPdTthjO3XKw5Ma27mVDz5j9ZrWNU7R1sr7Yt1tt9/NEX+w7ZCELQujnLmK5StXbzMMpt0FVspDIdqZLtBvGHrPpFWaAt0ctypNlXqS0uriBo+sWb9VWbMkoBtzyjZ+tVxeVKN+cdBUjZnc3v+PTnZ4Ujvf5pywfMVW96+47IytliauX+Q13pjsxl7U8jCYcoI81tSB5fL6UIjyHNetThfoNwzVYNIqTYGpGrcqTaWJFjdoTEg7GQ/ZivG+Wq5fHLTo2U9j3pz7gOZz1DZLdlsZM9mYgLSS2E7U+zjecePF2KnGeLoxF3QnGr/eXzB/l22GqtSNNSa71d7gdj4sjTdd4Fg9tu18w9DK66OTD0ez8UNWI5NWtaXVN+fpNNv+00pTqTEpGOsPfKvjISdSHi/Z+LXt0PDImIlCeVxl4xy1zXruGuuMde5yAjJWD2BjT3CrY9knOm6suXbL73ETvQdPZiaJbmjl9dJMJ+Pxx3qsZpq9XptNF1hWbuty4l//Jm2sD3StvD7a/XA0HR+yputvaWZ2fKxJq1pWhQuNmulkQvWp0KveDGkqtTp7QacXAZbHS471tS08niiMlZS1ckX7WHWu/PzZWz3mRL125cR2vMS62XH1nryxeu6axVjuVW71QqhmpmNMfauvl6l8LBh/ZoL6sfXpAoeGRjj0yOOBx9/Hx0v+69+kjddjO9Hro90PR2O9Xlo5T/kCNxj7NTQVU5k1JshJsnTFqpaPb2TSqpa1M6B+OnUyobqk1k3XrBTj9dI9YeHjSUf5q+Txkov6H2Fg3DGTT1i4y5bbzXrt6knjeBeqwbZj2Ztd4FZf1ay8Wt2Vnz+bwcH+MWPcOsFoLWGdqMd2Kk3nLCbtzJrRiok+sIz3DcN4Q2lg8h+O6vZ5TpG6jfdaLNv2ArfOFydpd1hOswR506bOv601aW3D0NAIO+wwc3vTuvmGNdaFRtOp11+DjcUZAqTOdNqr28p4yFbqNM6mAFv/YZ5oAY9yYg2PJ07lnrxmq9XVe+4uueh9W49xHeNq+ema3H+2GG+YwURzwpZfi+Odp5UPR/XHGh7eMG5i+9GPrN7yIWe888DYH9Y6XZyk3WE5rX7IalVMZmzBbBER84G1Bxz8Z8ydO3OTkcl+jV7+FPm1K8+rxIVGjrGtro3Dj3HJG/cE4LdP+yIDOy/s6DybNgxz5amHA/Cnf3878xY8uWsxSu3qZDzgNslu6e/uksWLuODcd297bK3OeGMUt/n73ezveUNZx3/zWziu6bl7GGNL5ym188jIhm1OMziwQ1uPXZxn4zbxDAz2b/nLu/XvtFRnoPZ7HR3llPdfwI9vvRNgq7/YL3j+szjztGVbfv9bHqtkYGCHLfvHjKdWZ9u4t22zzCSBvz7tIu68696mTz/GaepnPespnP6+Y7fkHo8++ijPfMl+AAsyc93YRzZ7HJPWCUXE/PftvvvaBU98Gn3RR7Nf6jbHtNCs0cp5WoivpXM3eagx3l5bevwl+yyiry/GOnX33qjaeNPZcrdL8TQ/zRh1xjm27WM6iaODdmp6nnbON9G5R0dZd99PAdhx1z2Jvr6OHicz+fVDvwRg592eTl/fnJaOaaHSxHVaOK6l11uH5+7WMVPaHi2cZ5uSqWyfVh6/03NP8jyP73q8jh9wWzTLcpXc8k+DaD0vmJIWK/0efj00wujm0W2q9M3pY8dyp1bDazwz+Z0f/Qg6SFodHtCiFwwOsmDuxhn7BvProWFGN3fnJTxnTh+P3va/XTmXtm99m4pEddO69ZP6v9O3uTh209p127wBbvdm0fPd3p9p0+c32WRstrw+qvg8O42pheMaa7T0/tlQp+XoOjxul4GB5nn1BLGOOnvA1LvskUdYtXIlA4ODQPNfyjZlHbzImpU1faxmvVaNSnUyk00bNzep0+zxt6m01b3+/rmtPdcW6mz7UE2e1xjtuFUMLbRZS+dtePyOfs9tvA7GjLPx+bTy+24l1lbO06ReS+3QYNOGYa764BsAOOgvTmWHeTu3FmPDq2LzphH+64JikvLf/uCn6d9pYWu/3ybPtZPXbbO27+j/epOYmj6PTn73TXT0XDv8fzzhMbT4h7CV94wpfF/t5DzND5uitu9QR+/XTco6brOJ4ml2XKfnaSWeTp6XumbdunWwYEFHx5q0tujKdeu49OijmT9/fq9DkWaEjcOPsWmn4qKTnV+w96TGtG7aqfjAtWDfxY5plaRZqrOP8JIkSdI0MmmVJElS5Zm0SpIkqfJMWiVJklR5Jq2SJEmqPJNWSZIkVZ5JqyRJkirPpFWSJEmVZ9IqSZKkyjNplSRJUuWZtEqSJKnyTFolSZJUeSatkiRJqjyTVkmSJFWeSaskSZIqz6RVkiRJlWfSKkmSpMozaZUkSVLlmbRKkiSp8kxaJUmSVHkmrZIkSao8k1ZJkiRVnkmrJEmSKs+kVZIkSZVn0ipJkqTKM2mVJElS5Zm0SpIkqfJmVdIaEe+IiJ9FxHBEfDciDux1TJIkSZrYrElaI+KNwDnAacBLgB8BV0fEbj0NTJIkSROaNUkr8C7gE5n5d5n5Y2Ap8Gvgbb0NS5IkSROZFUlrRPQD+wPX1Msyc7R2/6BexSVJkqTWzO11ANPkScAc4P6G8vuB5zdWjogBYKBUtAvAunXrpio+abuzcfgxhjYmAaxf9wgjGzd3dJ5NG4cZ3pgArFu3no0xMMERkqSqmkwuFZnZxVCqKSL2BH4BvCIzry2VnwX8Zma+rKH+B4EPTGuQ0nZobh88a0Ef/XNj0ufasCn52dpRNo12ITBJUq89LTN/0c4Bs6Wn9UFgM7B7Q/nuwH1N6p9BcdFW2a7Aw90PrVJ2Ae4Bngas73Es26NZ176bRuH2R6Y1y5x1bTzNbN+pZftOPdt4arXavrsA97Z78lmRtGbmhoj4PnAo8EWAiOir3T+vSf0RYKSheLsfGxCxpTdsfWZu9893utm+U882nlq279SyfaeebTy12mjfjtp+ViStNecAn4mI64D/AVYAOwF/19OoJEmSNKFZk7Rm5j9FxJOBDwF7AD8EDs/MxouzJEmSVDGzJmkFyMzzaDIcQFuMUCy+0Dg0Qt1h+04923hq2b5Ty/aderbx1JrS9p0VswdIkiRpZpsViwtIkiRpZjNplSRJUuWZtEqSJKnyTFolSZJUeSatIiKeFRGfiog7I2IoIu6IiNMior+h3pKI+FZEDEfE3RFxcq9inoki4h0R8bNa+303Ig7sdUwzUUScGhHfi4j1EfFARHwxIp7XUGcwIs6PiIci4tGI+EJENK6IpxZExCkRkRGxulRm+05SRDw1Iv6h1oZDEXFjRLy0tD8i4kMR8cva/msiYu9exjxTRMSciPhww9+090Vp5nvbtz0RcXBEfCki7q29H7y+Yf+E7RkRu0bEpRGxLiLW1PKOnduJw6RVAM+neC0cC+wDnAgsBf5vvUJEzAe+CtwF7A+8G/hgRLx92qOdgSLijRQLXJwGvAT4EXB1ROzW08Bmpt8EzgdeDhwG7AB8NSJ2KtU5F/hd4I9q9fcErpjmOGe8iDiA4n3hhoZdtu8kRMQTgG8DG4HfBl4InAQ8Uqp2MnACxXvxy4DHKN4zBqc32hlpJXAccDzwgtr9k4F3lurYvu3ZieLv1jvG2N9Ke15KkWMcBhwJHAx8vK0oMtPNbZuNIin9aen+ccDDQH+p7Ezg1l7HOhM24LvAeaX7fcAvgFN6HdtM34AnAwkcXLu/ANgA/GGpzvNrdV7e63hnygbsDPwv8FrgG8Bq27drbXsm8K1x9gfwS+CvSmULgGHgTb2Ov+obcCXwqYayLwD/YPt2pX0TeH3p/oTtSfHhIYGXluocDowCe7b62Pa0aiwLKJLUuoOAb2bmhlLZ1cDzar0GGkNtmMX+wDX1sswcrd0/qFdxbUcW1H7WX6/7U/S+ltv7VuDn2N7tOB/4cmZe01Bu+07e7wHXRcQ/14a4XB8Rx5T270WxcmO5jddSfPi1jSf2HeDQiHguQES8CHgl8O+1/bZvd7XSngcBazLzutJx11AkrS9r9YFm1YpYak1ELKL4GuWvSsV7AHc2VL2/tO8RNJYnAXN4vL3q7qfooVKHIqIPWA18OzNvqhXvAWzIzDUN1e+v7dMEIuJNFMNYDmiy2/advGdTfHt1DsUwrAOAj0bEhsz8DI+3Y7P3DNt4YmcC84FbI2IzxfvvezPz0tp+27e7WmnPPYAHyjszc1NEPEwbbW7Suh2LiDMpxvKM5wW1XpL6MU8FvgL8c2Z+Yirjk7rgfGAxRS+KuiAing58BDgsM4d7Hc92qg+4LjPfU7t/fUQsphgP+JnehbXd+GPgaODNwM3AfsDqiLi39qFAM5RJ6/btbOCSCer8tH4jIvYE/pPiq5XGC6zuAxqvDt69tE9jexDYTPP2s+06FBHnURvMn5n3lHbdB/RHxMKG3kDbuzX7A7sBPyhdbD0HODgijgdeh+07Wb8EftxQdgvwB7Xb9XbcvVaX0v0fTm1o24W/Bc7MzMtr92+MiGcCp1J8KLB9u6uV9ryP4n1li4iYC+xKG+8bjmndjmXmrzLz1gm2DbClh/UbwPeBt9bGXJZdS/FHa4dS2WHATzLToQHjqLXx94FD62W1r7UPpWhXtaE2tcp5wBuAQzKzcdjK9ymuyi639/OAZ2B7t+JrwL4UvVP17TqKK3/rt23fyfk28LyGsudSzM4CxVCs+9i6jedTjP2zjSe2I8VYybLNPJ7z2L7d1Up7XgssjIj9S8cdQvE7+W6rD2RPq8oJ610U41ifXO9hycz6J6DLgA8An4qIVRRfyS6nmB5LEzsH+ExEXAf8D7CCYgqRv+tpVDPT+RRf+/0+sD4i6uOh1mbmUGaujYhPAefUxkutAz4GXJuZ/92bkGeOzFwP3FQui4jHgIfq44Zt30k7F/hORLwH+BxwIMW3W28HyMz6vLh/HRG3USQFHwbuBb7Ym5BnlC8B742In1MMD3gx8C7g02D7dqI2n+qiUtFeEbEf8HBm/nyi9szMWyLiK8AnImIpxcWc5wGXZ+a9LQfS66kT3Hq/AW+hmIpim62h3hLgWxTTWNwDrOx17DNpo5gz8C5ghOKT5ct6HdNM3MZ6rQJvKdUZpEhuH6aYL/AKYI9exz5TN0pTXtm+XWvTI4Eba++ntwDHNOwP4EMUPVjDFFdaP7fXcc+EDdiF4gLNu4Ah4A7gdLaestH2ba9NXz3G++4lrbYnxVCAy4D1wFqKDxE7txNH1E4kSZIkVZZjWiVJklR5Jq2SJEmqPJNWSZIkVZ5JqyRJkirPpFWSJEmVZ9IqSZKkyjNplSRJUuWZtEqSJKnyTFolqcci4pKI6NnykRHx2dqSoq3UvTwiTprqmCSpkStiSdIUioiJ3mRPo1iLPjJzzTSEtJWIeBHwdeCZmfloC/UXA98E9srMtVMdnyTVmbRK0hSKiD1Kd99IsT7380plj7aSLE6ViPgksCkzl7ZxzPco1hw/f+oik6StOTxAkqZQZt5X34C1RdHjZZn5aOPwgIj4RkR8LCJWR8QjEXF/RBwTETtFxN9FxPqIuD0ifrv8WBGxOCL+PSIerR3z2Yh40lixRcQc4A+BLzWUL4uI2yJiuHaezzcc+iXgTZNtG0lqh0mrJFXTnwMPAgcCHwMuBP4Z+A7wEuCrwGcjYkeAiFhI8TX/9cBLgcOB3YHPjfMYS4AFwHX1goh4KfBR4P0UPcKHUwwHKPsf4MCIGJjUM5SkNpi0SlI1/SgzT8/M24AzgGHgwcz8RK3sQ8ATKRJPgOOB6zPzPZl5a2ZeD7wNeE1EPHeMx3gmsBl4oFT2DOAx4MrMvCszr8/MjzYcdy/QD+yBJE0Tk1ZJqqYb6jcyczPwEHBjaf/9tZ+71X6+iCJBfbS+AbfW9j1njMeYB4zk1hc3/AdwF/DT2vCCo+u9uSVDtZ+N5ZI0ZUxaJamaNjbcz3JZKdGsv4/vTDHWdL+GbW+2/Xq/7kFgx4joL513PcXwgz8BfknRo/uj2vCDul1rP3/V3lOSpM6ZtErS9uEHwD7AzzLz9obtsTGO+WHt5wvLhZm5KTOvycyTKYYfPAs4pFRlMXBPZj7Y3acgSWMzaZWk7cP5FD2g/xgRB0TEcyLidbXZBuY0OyAzf0WR7L6yXhYRR0bECRGxX0Q8E/gzir8VPykd+iqKC8EkadqYtErSdiAz7wV+A5hDkVDeCKwG1gCj4xz6SeDo0v01wFEUMxHcAiwF/iQzbwaIiEHg9cAnuvwUJGlcLi4gSbNYRMyj6EV9Y2Ze20L944A3ZOZvTXlwklRiT6skzWKZOUQxBGDMRQgabATeOXURSVJz9rRKkiSp8uxplSRJUuWZtEqSJKnyTFolSZJUeSatkiRJqjyTVkmSJFWeSaskSZIqz6RVkiRJlWfSKkmSpMozaZUkSVLl/T9JMzLDKYxf0AAAAABJRU5ErkJggg==\n", 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\n", 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b60qSJKkzWqlp/QXwvoj4n2Q1pd/Lp+9FNn7rXCzOnx+pm/6GiHgoIq6LiNMjYrvCvEOAa/OEteZSYBA4sFDm8rp1XppPnyIi+iJisPYAFrWyM5IkSWqPVmpaVwDnA38B/H1K6ZZ8+v8AftJqIBHRRXbZ/r9SStcVZl0A3E52M4NlwCpgf+DofP6uTE2W7y/Mm6nMYEQMpJSG6uadBnywxV2RJElSmzVzR6y9U0q/TyldAxzUoMi7gfE5xHIOsBR4YXFiSunzhZfXRsS9wA8jYp+U0q1z2N5MTgfOLLxeBNw1T9uSJEnSJjTTPOCa/PL8P0TEc+tnppSGU0qjrQQREWcDRwIvTSltKjn8Wf68b/58H7CkrsySwryZyqxrUMtKSqmSUlpXewDrZ7EbkiRJmifNJK07k1023wX4TkTcGxFfiIg/j4j+VjYembOBvwQOTSndNovFnpk/35s/Xw0cFBG7FMocDqwDbiiUOaxuPYfn0yVJklRys05a85rU76aU3ko27NRfkd35ahXwUD7G6psj4olNbP8c4G+AY4D1EbFr/hgAiIh9IuL9EXFwRDw1Io4Cvko2zNY1+TouI0tOvxYRf5QPY/Ux4Jz89rIAnwX2jogzIuLpEbEc+GvgrCZilSRJUoe0MnoAKfOTlNKpKaUDgGcBPyYbH/WuiHjHLFd1PNmIAVeS1ZzWHq/N54+QDat1GXAT8EngQuDPC7GMkzUtGCerOf06WWL7gUKZ24BXkdWu/hY4CXhrM7enlSRJUuc0PXpARLwI+ElKaaw2LaX0u4j4FPBz4Hpgp9msK6UUm5h/J9mwWptaz+3AEZsocyVZci1JkqQtTCtDXv2IrHnAA3XTFwM/Sil1kzUbkCRJktqileYBAaQG058APD63cCRJkqSpmhmn9aL8zwScFxGVwuxusoH/W765gCRJkjSdZpoHrM2fg2zc0uL4piPAT4EvtCkuSZIkacKsk9aU0psAIuIPwD+mlGwKIEmSpM2i6Y5YKaUPz0cgkiRJ0nSa7ogVEUsi4msRcU9EjEXEePExH0FKkiRp29bKkFfnAXsCHyW7EUCjkQQkSZKktmklaX0h8Kcppd+0OxhJkiSpkVbGab2TbAQBSZIkabNoJWldAXw8Ip7a3lAkSZKkxlppHvCvwHbArRGxARgtzkwp7dSOwCRJkqSaVpLWFW2PQpIkSZpBK+O0fmU+ApEkSZKm03TSGhF7zjQ/pXRH6+FIkiRJU7XSPOAPzDw2a3droUiSJEmNtZK0Pqvu9YJ82juB9845IkmSJKlOK21af9tg8i8i4h7g3cBFc45KkiRJKmhlnNbp3Aw8p43rkyRJkoDWOmIN1k8CdgM+BPyuDTFJkiRJk7TSpnUNUztiBdntXV8354gkSZKkOq0krS+te10FHgRuSSmNzT0kSZIkabJWOmL93/kIRJIkSZpOKzWtRMQ+ZLdzfUY+6QbgUymlW9sVmCRJklTT9OgBEfEKsiT1ucA1+eN5wPURcXh7w5MkSZJaq2n9OHBWSunU4sSI+DiwCvhBOwKT1HmVSoWVK1cyXp3pJniSJM2/VsZpfQbwpQbTvwwcMLdwJEmSpKlaSVofBJ7ZYPozgQfmFo6kMkgpMTRUYWi4wng1Ua12OiJJ0rauleYBXwA+HxF7Az/Jp/0JcApwZrsCk9QZKSWOO3EV115vv0pJUnm0krR+FFgPnAScnk+7h+yOWJ9uT1iSOmV4eGTahHXZ0n3p7+/dzBFJktTaOK0JOAs4KyIW5dPWtzswSZ130QWn88EPvh+AVatWsXhwERHR4agkSduippPWiNgL6Ekp/a6YrEbEfsBoSukPbYxPUgf19/fS3ZUlqQP9fSaskqSOaaUj1nnACxpMf14+T5IkSWqrVpLWZwH/1WD6T2k8qoAkSZI0J610xErAogbTFwPdcwtHUpn09fZx7rnndjoMSZJaqmm9CjgtIiYS1Pzv04D/bFdgkiRJUk0rSespwKHAzRHxzxHxz8DNwIuAdzezoog4LSJ+HhHrI+KBiPhWROxfV6Y/Is6JiIcj4rGIuDAiltSV2TMivhcRG/L1fCIieurKvCQifhURlYi4JSKObWHfJUmS1AFNJ60ppRuAZcA3gV3Imgp8FXh6Sum6Jlf3YuAc4PnA4cAC4LKI2L5Q5izgz4HX5OV3By6qzcxreb8H9JJ1EHsjcCzwkUKZvfIyPyJrd7sa+GJEvKLJeCVJktQBrbRpJaV0D/CeuW48pfTK4uu89vMB4GDgqohYDLwFOCaldEVe5k3AjRHx/JTST4GXAwcAL0sp3Q/8JiLeD6yKiA+llEaA44DbUkon5Zu6MSJeCKwELp3rfkiSJGl+zaqmNSL2bGalEfGk1sJhcf78SP58MFnt6+W1Aimlm4A7gEPySYcA1+YJa82lwCBwYKHM5Ux2aWEdkiRJKrHZNg/4eUR8LiKeM12BiFgcEW+LiOuAv2o2kIjoIrts/1+FZga7AiMppTV1xe/P59XK3N9gPrMoMxgRAw1i6YuIwdqDxqMlSJIkaTOZbfOAA4D3Aj+IiGHgl8A9wDCwYz7/QOBXwMkppUtaiOUcYCnwwhaWbbfTgA92OghJkiRlZlXTmlJ6OKX0TmA34ATgd8DOwH55kfOBg1NKh7SSsEbE2cCRwEtTSncVZt0H9EbEDnWLLMnn1cosaTCfWZRZl1IaahDS6WRNFWqPJ89yVyRJkjQPmuqIlSd4/yd/zFlkNzL/J+AvgZeklG6rK/JLYBQ4DLgwX2Z/YE/g6rzM1cB7I2KXlNID+bTDgXXADYUyR9St+/DCOiZJKVWASiHOpvdNkiRJ7dPS6AFtdA5wDPBqYH1E1Nqgrk0pDaWU1kbEl4AzI+IRskT0n4Cr85EDAC4jS06/FhEnk7Vf/RhwTp58AnwWOCEizgC+TDbO7F8Dr5r/XZQkSdJctXJzgXY6nuzy+5XAvYXHawtlVgIXk9W0XkV2qf/o2syU0jhZ04JxsprTr5ONG/uBQpnbyBLUw4HfAicBb00pOdyVJEnSFqCjNa0ppU1ed08pDQPvyB/TlbmdqZf/68tcCTyryRAlSZJUAp2uaZWkOVmxcgXLly+nUqlsurAkaYtl0ipJkqTSaylpjYj/GRH/FRH3RMRT8mkrIuLV7Q1PkmZWrcJ4NTE0XGFoqEJKqdMhSZLmQdNJa0QcD5wJXALsAHTns9YAK9oXmiRt2vW3jnHt78Y44uiTOOzIEzh+xRkmrpK0FWqlpvVvgbellP6erMd+zS+Ag9oSlSTNoL+/l2VL920475rrbmF4eGQzRyRJmm+tJK17Ab9uML0CbD+3cCRp0yKCz6w+mUsu+iQH7dfDQfv1cNEFp3c6LEnSPGplyKvbgGcCt9dNfyVw45wjktQRlUqFlStXMl7dMi6tRwQD/X10d2Uj5/X393Y4IknSfGolaT0TOCci+oEAnhsRrwdOA97azuAkSZIkaCFpTSl9MSKGyG6Vuh1wAXAPcGJK6Rttjk/SZpBS1vt+vJqoVjsdzez19fVx7rnnAjA05DitkrQ1a+mOWCml84HzI2I7YGFK6YH2hiVpc0kpcdyJq7j2+ls7HYokSdNqZcirKyJiB4CU0oZawhoRgxFxRbsDlDS/hodHGiasy5buaztRSVJptFLT+hKg0ZmsH/jTOUUjqaMO3KeHri5YtWoViwcXERGdDkmSJKCJpDUilhVeHhARuxZed5ONHnB3uwKTtPl1dUF3V9Yr34RVklQmzdS0/gZI+aNRM4AhshsPSJIkSW3VTNK6F9kQV78Hngs8WJg3AjyQUhpvtKCkLcPqs1YzMNDX6TAkSZpi1klrSql2M4FW7qIlSZIktaylIa8AIuIAYE/qOmWllL4z16AkSZKkoqaT1ojYG/h34CCy9q213hq1ez92tyc0SZIkKdPKpf5PAbcBuwAbgAOBFwG/IBsOS5IkSWqrVpoHHAIcmlJ6KCKqQDWl9J8RcRrwaeBZbY1QkiRJ27xWalq7gfX53w8Bu+d/3w7s346gJEmSpKJWalqvA/6IrInAz4CTI2IEeDvZcFiSJElSW7WStH4M2D7/+wPAxcCPgYeB17UpLkmSJGlC00lrSunSwt+3AE+PiJ2AR1NKafolJUmSpNa05UYBKaVHgF0j4ux2rE+SJEkqaqqmNSIOBF5KdtvWb6aU1kTEzsD7gP+NbVolSZI0D2Zd0xoRRwG/JhvW6rPALyLipcCNwNOBv0wpHTgvUUqSJGmb1kzzgPcB5wCDwDuBvckS2CNSSq9MKf3HPMQnSZIkNZW07g+ck1J6DPgnoAqsTCn9fF4ik6QWrVi5guXLl1OpVDodiiSpTZpJWhcB6wBSSuPAELZhlSRJ0mbQ7JBXr4iItfnfXcBhEbG0WCCl9J22RCZJLapWARJDwxV6e3uJiE6HJEmao2aT1q/Uvf5c3etEdptXSeqY628dA+CIo09i2dJ9+czqk01cJWkLN+vmASmlrlk8TFgldUR/fy/Llu47Zfo1193C8PBIByKSJLVTW24uIEmdFhF8ZvXJXHLRJzlovx4O3KeVu1RLksrKo7qkrUZEMNDfR3dXkLVWkiRtLaxplSRJUulZ0yppq9LX18e5557L0FCFw448odPhSJLapKM1rRHxooj4bkTcExEpIv6ibv55+fTi4z/qyuwUEedHxLqIWBMRX4qIhXVllkXEjyNiOCLujIiTN8f+SZIkqT2aTloj4vcR8YQG03eIiGZvNrA98FvgHTOU+Q9gt8Lj9XXzzwcOBA4HjgReBHy+ENcgcBlwO3Aw8G7gQxHx9iZjlbSF8g5ZkrTla6V5wFNpPBZrH/CkZlaUUvo+8H1gpjEUKyml+xrNiIhnAK8EnpNS+kU+7W+BSyLiXSmle4A3AL3Am1NKI8D1EfFM4J0UkltJkiSV16yT1og4qvCyeGcsyJLYw4A/tCmuopdExAPAo8AVwPtSSg/n8w4B1tQS1tzlQBV4HvDveZmr8oS15lLglIjYMaX0aP0GI6KPLAmvWdS2vZG02RXvkFWtZmO6erMBSdqyNFPT+q38OTH1zlijZAnrSW2Iqeg/gIuA24B9gH8Avh8Rh6SUxoFdgQeKC6SUxiLikXwe+fNtdeu9vzBvStIKnAZ8sC17IKnjinfIArxLliRtgZq+IxZwB7BL3Z2w+lJK+6eULm5ncCmlb6SUvpNSujal9C2yNqvPAV7Szu00cDqwuPB48jxvT9qsKpUKy5cvz9p5jmyd7Tynu0MWeJcsSdoSNd0RK6W0V0rpofkIZhbb/j3wEFA7E90H7FIsExE9wE75vFqZJXWrWlKY12g7lZTSutoDWN+G8CVtRvV3yDpovx4uuuD0ToclSWpRS+O0RsRhZG1Yd6Eu8U0pvbkNcU233ScDTwDuzSddDewQEQenlH6ZTzs0j+lnhTJ/HxELUkqj+bTDgZsbtWeVtnYpZW07x6vZHaO25hrHyXfIympfa1asXEF3V3DWWWfR19c33SokSSXRdNIaER8EPgD8gix5bPleifl4qsXrd3vlPfsfyR8fBC4kqxHdBzgDuIWsIxUppRvzcVu/EBHHAQuAs4Fv5CMHAFyQr+dLEbEKWAqcCKxsNW5pS5VS4rgTV3Ht9bdOTDv6mNM6GJEkSbPTSk3rccCxKaWvtWH7zwZ+VHh9Zv78FeB4YBnwRmAH4B6y8Vbfn1IqNsJ7A1mi+kOyUQMuBP6uNjOltDYiXg6cA/ySrHnBR1JKDnelbc7w8MikhLVo2dJ9J9VEbi1qd8gCGBraeOgojijQ2+toApJUdq0krb3AT9qx8ZTSlcBMZ4pXzGIdjwDHbKLMNcCfNhWctJU7cJ8eurpg1apV9PX2bXPDQBVHFHA0AUkqv1Zu4/pFNpEkSiq/ri7o7srafA4M9G0TCdt0Iwo4moAklV8rNa39wNsj4mXANWRjtE5IKb2zHYFJml+rz1rNwMC21QGpNqLA2nXrOeWUU6hWN9a4SpLKrZWkdRnwm/zvpXXzWu6UJUmbw+QRBTxkSdKWoumkNaX00vkIRJI2l1rnrKGhCocdeUKnw5GkjqtUKqxcmQ2sVNahAFtp0ypJW50VK1dkdwirbJ13CJOkLV0r47T+iBmuqaWUDp1TRJIkSQOLcoYAACAASURBVNps6m86U9ahAFtp0/qbutcLgGeStW/9ypwjkrZRW8Klma1ZcdzWahUiEu98Z9av1M9D0taq0U1nyjoUYCttWhveSSoiPgQsnGtA0rao0a/capVtbuzUTiqO2wqw795PZqC73LUOUln5I3zLMd1NZ2pDAZZplJlWalqn83Xg/wHvauM6pa3edL9ygVL+0t2a1MZtvea6W6bMu+X3d038XdZah22FCVB7+D5qUw7cJ0sLyzoUYDs7Yh0CDLdxfdI2YaZbqzro/fyqjdt6yUWf5KD9ejhovx4uufCT7LfvHlPK+ll0RvEqxHg1+3toqEJKDldWVo0+Mz+vLUNXV/Yoq1Y6Yl1UPwnYDXg28NF2BCVtq2q3Vv3whz/K0cecBmS92ru7wpqReTJ53FYYGOjjvM++3xsQlIBXIdpnc3W0KWv7yM1dy7yl1mqvPms1QGmHAmylecDautdV4GbgAymly+YekrTtqt1atb+/d2JasYNQqyeZ2gG0dsLSZLVxW4tmcwOCLfXEtKWYzVWIMrW3K6tmEsm5fqe3pPaR8/H/m1JieHiEykj5e+JviVrpiPWm+QhEUmPFDkKt1FYUa1iyBFjtsKUMEbO1aHQVQrMz20Sy3d/pVtpHzlci2aija0R7f8Q3+nEA5ahp3lq03BErIg4GnpG/vD6l9Ov2hCRtu1aftZqBgT5SSg07CDVbWzHdQVSb1uiuWbWmGmeeeSYnnry6dJdA26WMNciNrkKoedMlknO9rN/oak4Z2kbO1MSk3SOEbI4rA5v7f3NTzdM2dzxNf6UiYpeIuAL4OfDp/PHLiPhhRDyx3QFK26L6DkK1Ew00d+em6Q6iy5bu68m/BdUqjFcTa9Y+NmPNVTtUKhWWL1/uXbo6oJX3vl2fV6P1tPO7MF1Hm03Vxk4X4/DwMENDlYZXc1aftXqijeSmpJQmraddHbhmSiRv+f1dXPu7Ma793RhHHH0Sx684o20dxi664PQpx+56zX6unejgVjvmNdMBcj6PXa3UtP4TsAg4MKV0I0BEHEB2Y4FPA69vX3jStmtyB6GNB4r6QfDrx3It/vL9h9M/PjG9dnl11apVLB5ctMXXBnZCrXaqeHm63UPETNcmLqXNc7ODso4ZXLsKMTQ0+5Ngs7VArbZHnM+mIq2ue7rjwGw62sz0na6P5+1/u2rS8HCt2FyX1SeOgR9fxYmnrOZ3t9w5aX4729329/dusk38bNQ+x5QSY917cv2Nv5+Ytzmu7tSPX13c3nTHivlsz9tK0vpK4GW1hBUgpXRDRLwDsCOWNM/qDyJLD9ib7rE7iMguWw9XRiYOGMUaktrl1YH+PhPWJsw0lmvtvS/2b5vLaA8znbxbvZRZn7gBUxK5TZ0YYcvrrT/bZG+mfYdNJwbt7OQ0JeahCm//u1WTkqvZrHum40C92ve1mNhOd1m/8fezccJau5ozmysPm6vD3cQxcDOMENLXO7V5UU0rP46qiSnfTWj8/szmx9p0P2pg5mNebXv9/b3TNrsoandi3UrS2gWMNpg+SnvHfZW2ebV2lSkljl9xRsODyHU3/D6vQUhTaj3ssDJ3taYatRMcZLXVfb19G2/1mmZfEz6TTV3KrJnNiWC6E2N/X++kMkNDlYky1Spc/99TT4wwu+Sh2ZPldEl0q5qtlarvpNjKvs+lk1Px+9Ew+f2rqUnAbNbdzHGg9n2dKbmsjFQ46aSsveq1v5ua3O237x58atUKTjl14/9Hq1dzLrrgdD74wffPmEg28z0rtrGt1dbXzGaEkHZasXIFXcG0P47qKyBSikn/mzX1NeG1zwem/mBplAzXf1/qP/tGx7z6DpAzHavqtfOHRytJ6xXApyLi9SmlewAi4knAWcAP5xyRpCk2dRDZeHCfvtZjS6olK5spY7n2902cKOtrU2a6nFYzm5Nu7eQNMDS+65RLsDOdCGZbYzvTpd1me+s3SsrqmzT09vZOKQPMuSlCfYI+XQJ6zXW3sHbdet5z2qnT1qxC48Spvga9UVLUbCcn2Pj9mCkJyD6z+xomcnOt/WzU5KW+CcHw8EjDxKnY3GhkZGTS/0erx5p2XFaf7YgpjTpb1mtnR6NqNRsjdLofRzNVQBTV14TXPh+Y+j9d+7G2etWJvPOd72z4vW/0/11/zJupD0Txu9DX20dlpDJvNditJK0nAN8B/hARtWsWewDXAX/TrsAkTVZ/ENlh8cKGl3BqJzjYeBDpdHvErd2mLqcdd/zyiVEHirUnMP1lwY0nb/j86lMYroxMOREUa1iKJ9TZ1thOl9wUa3xm02FvuqRsUpOGaS51F9UncpsyU81VTX0iWUzAGiUPy5buyw6LF87Ylry3t/F7Mt1l9WbvelefBEzU6BfiKV7Wb7TumY4DM31fGyW2Rx9z2qSrCQBdkeiOoH9BD2l8nAXd3Zz9qU9lM1OiOpItXx0ZoTtVISWG1q/j3SveB8AZq1bRm39fxzcMs6A6DkD32Bif/sQnGBqq8Oevyb4PY489xujYSL7qxPp164nKCAGse+BBBhctJPJ5aXycd73309x00x8ACBLb1z6He+8l9S2YtC8pJYaHhlk8soEA3vP2t9EdcNp73sOC7m7WP/Y4A2vXAfDQddezcKAf8prx2r6SEiklKpURdh1eSwBrfvtbhvsWMDw8wpOG1wCJNddnH2Htfnsfff/bOO/LX6Ka4PZ7xgng8evIP+f7eWq+ia7a555gr6fuxvL/cTQjIyN84COfA+CUV78l31fo5h7237h3dJEY/dl93HrhHiy55x6q1cTd993FAfl7UxMk9njyEh64+DtE4f055cUvhpR48Nvf5o/W302QuOtfv0Ei8ax1d0GCJ93VRVfAgxf+H7q7uxkbHWXvO26nmhIDa6sE8Km//Au6Al591FGMjrWeyEYrPc8iO7q+DHh6PunGlNLlLUdRchExCKxdu3Ytg4ODnQ5HBbUalunUfvHBxgP3dDqV2BV/5f/w4rObuvza29s75bJ1f1/vrDrsTDroFp43OX3jCqYtCzA6/Djnv/FpABx+2vks2H4wa5iViuWr2Ykm1abn1SJ59UhKMDYyxI/OOBYIjjrjcvoW7jgxvxZDqm5cLlWrk2MrxlooVy1WwRSXKa6vtmzdfFLKDvf59FqZxzcMcf75X4eUeM1rXsuZn74AgD126Sa6EiPji3nggUeofctqJ40n7/5EusYfJiW4+/7s5LXiHa9lQU/3RAyjo6NcdOGFVKuJex+s0kXibW86iksuvhiAo446ip6enqwmZWSUL/zztwD4m9e+gssvv4wARqsLeeSRdRS/5U/YaRGvPOx5/PDy7BB+6KGH0te7IPtfSInR0TG+8W+XEST++uiX0dOdZWbj4+P86Ec/IoA/ecEL+PbFP6aWVG3cv43v4eRphZNlmjytVm7HweyvNesSQeJlL3kO3d1djI2Nc8X//TkkWLwwK7P+scnVabWT7uJF2xFpiFQoUx9bpMTC7YIIeNrTnkZPnnmmlKhWq/z6NzdP7ENtuYGBPvbd60ncdtvvSQmGhrN5S5+xN6Q0kUAf8PS96AqoVqvcePMfsmX7giCx+5OexK35D4jt+rL3utbHbKAv287uu+8+8Tlk3/PEH+64B4C+BVnMT9x5Z+66+0EAar8vdt55ZyKCBx98kEiJnZ/4xGx/i8kaUB0f59FHHsne7x12yPavcAx89NF1jI6OFZbI4lrQ08PixQsnvS9T/s5VU2LNo1nSt8PihTz22GMALFyYLf/4Y4+RgPHxbNnBRdvnCSisf+xxALq7au/7AENDFcbHqxS/Q93dXdmxI4L+vj4e3zD1jvLd3V0M9E93LIQNG4aAjT88+vv7GR4emXycALq6usjqS7Myxf+lBGzIt73ddtm8BNOup7+/l8rwcL5sV4MyQX9fL8N5D/z+vj4oXrEZHmG8QVVyV1f2HUswY01z/q9Mb1/fpP2YTq0TZO0cNfG6v4+GK8hrvGsxAfT19pKAI6+/HmBxSmndLDY9oaWkdVsTEYP79fau/eEPfsB2CxdOPlHlJ8KJ97H2d92Jc9LJrlamcBKdcqJtVLawzUbTGv09se7a80QyUDjx1q+rWt14Qi48p/r158tOWn9tfYV9apTcpGqVsbHxyXGmal1CM3m5SfPz2H/5qxt47LENGz+rwokle578unjiqS+zaPsBnr7/U6e+j8XPo1EiN2kfpr4vk/an/v0mO6Hddvs9BPCUPXajKzaRONZtL6XEIw8/DMBOO+5ISok1a9ZASuyw446TTlapwTon1JdpMD/VlW30d7HMyOPZDfR6+rcnZjwsTn8cSsDYcHbyWjDQ4qgHDY5z83LkS2liiJfevuZ6utdOILWvzUw/Xmrr7e/vZSSv0ZpUW1s4WfT3902UqZ0wRkZGIEFvX+/Ep1Iprqe4S8Bw7cSTz6jVNBa3PVwZmVQGgmqD970rNtZg1q9nwYIFjIxkXSYKu5LFXmiLW6k0/qHa27uA0dHRhuuebTxTOmqNjE5JJqbT31+r6d6YZIyMZu91bdtdERD5e1Z3Qq/mte9ZEtDge174XBtlCbWEq/ZDtfZdnOmS9mzKJGCkWK6Z/8EEG4ayxGxgoG9ie7UErDI8PCm52m67/olFawlgcb+m+5/aWKafoaHJy/X39888+gPw+ONDs96l2v9q/8DAxvXmPy7W5+tZtHC7ye1IgQ0bsnPVdtvl8yI/KublqinxeCGpj3wH1q9fTwIGFy2aWK643qz2eR0pgsWDg0QEa9euzb/V3YyOjU+UrVmwoAfIpu+0004T25pQF1tKcPe92Y+j3gXZtMpotsY9nrxkYvni+1GtVrn9zqy2v683m77rbruRqonDL/8BzGfSGhGHAmcDz6/fSEQsBn4CHJdS+nEzAWwJImLwX5761LUTX5jNdQKEhtuq327tYDJjb+JE419CLWxzzlKiMjo26xPB5tTf19vcATk3aYnC2bZSSBbq11spfG612uKWGqpvptrhGbcyTa/q0aH1APT0bddassk0SetM68rnFQ+4DWOslZtm+sRBu8H0jZOmXxaymqqRvKaq9nOpZ0EPT3jCYh555BFSgpExCvM3qp0IJp0UIyZq21Ihutqy/f19kLLv0lAFUsDT9t0zqx2qnXyAO26/HSJ4ylOeQld3N9VqlT/84Q8QwV57773xhJqfeH573S1AsN1AVrs3Th8b8uQhTYohWLR9tuwznvEMqtUqN910Eyl/3dXdTQDXZbUsHHTQQURXF9dccw0JWHrQMv7z6t/m6ytcvAw49MXPoSevef7ZL2/g0TWPTXrPdtxxEc999oH8v5//HIDnPf/5dHd3T/qMxvIa9p/+9GcAHPKCQ7LjZu2EXfxOFN73kdFRrrrqKiAYTduzZu36uvc/2OWJO/KKw5/P+HiV8795KQl4/WtezhVX/JAqcP/DWbRv/JsjWLBgAWNj43z56xcDwS47Zdu/75GszNvf9GoW5El6/ef/b/9+Bffc+xBQq+/L3p8n7bYLr3vN4UR390RckxKRiI2vC9MnJRsRDeeNjY1x3le+QgLe9OY3s6Cnp2GSUls2Ct+3kdExTvnAORTr02uf226770J/V/Z/8Pu7x0nApz7xTvr6+xgZGeOEd32SohQbv2d779ENBLfcOT5pPgTVfFv7PaWb7q7gtPe8Z1KyXYtvokNeBO/90Ge58b//MPGe1j7fpz5lN/q7H6Sa4Obbshjrk8YDD9ibM08/kUpllKNe+24AvvPNf5x09a4yMsKpp54KwMc//nH6+vs3vm+5kZERTj45axZzxic+MemHxKRjTd3flUqFk971LgDO/OQnN66b2o/OEUZGR1q6IldTvCJY3+RmuiuE07UVHhsb4edXfRVaSFqbadO6AvhCow2klNZGxOeAdwJbXdIKMJYSsWBB/iu5wZenwQkw1ZWZOAVGVnG/Zs0aAHbccccpB8ns7+Chh9fUnfSYerKKPlIE1J38Ul2a0dvfy1P22HVi3ZN+EaXEHXfeAcBTnvrUiZNcEBvjCaa+zteVZwgkEjfdfDMQPP0ZT89OUpFf28nXN54SP/npNVn5QoiTTlJkB5L69zIVDny15QcHt+eFh/xRHkfkb2O2zWq1ytU/vZpE8II/eQHd3T0b3+s8/rHxKv/+3f+bH0zrfsEW38OYHGOqi7EW3xOesJi/OOoljI9XueT7lwDBq151BD0LerP3vSsYHRvjuxd/F4AjXnUkXzgv+/vvjn8tvb09E+/xxMG/cICllsg0mp5/ntOWL5xoiuug+DqfX38CmrLN2vRaudq28+2NVTbw7VNeDsCfnvBRerdfnMdT+4yAqK2j9p3cGH/t8xwfHeYHp78BgNeceyn9gztPOikWT8yTTqDF58LfU8psYtmGJ4vpEt46KaUpzTdqnVZqvdzHe/bkuhsmt61ctnRf3jjDEEvTjSQBDU4o35y5yUnNi6aZPjRU4ZRGnVQWT51UbAv7N/nIABfkzVn+V+HEeEjdcs/Ln1NKfLXBvi1bui/PKbwfz5rhff1yvr23fPSj0/Yq/+e8zNs//OFZdaypVCp88cGslqnYLrl++xHB0FCFq36Qxb/yzW/l5ttvz9rPVrPP4yPHv2NivNmrL86S94lMKbtCzz+85a3TfmanvOlNDUeymM/mTZVKhfsvvRSAXQ8/vKnOSCklBr/7i4bf1zseHQPyJncD2dOOf3zwxF0Bn/jsg6cdam7DWHa+WrLz1P+fWpnh/Lu4cK+9NhnzWZ//yIwjhKSU2GdZ42396uY7Ge/tp6e3n0pX9v/Xs3AhCwqf4XilwnhPPm/77elpEM94VxfV/EdHd18f3bN8nwd6ejj3M59pOC/Iaq+7KzGlI+m55547q/XXm23nqpnaTreqmaT1j4BTZph/GfCuuYVTXm+6/Xbu+K+r6evr5T3veQ8Ap3/841kbySknOzh+xRlTBi6eYmAWG17SeswNbZhh3o75Dc3WznEbi/4oe27YxyNP+ZYsA+Di//PJhu2M2tkW9dmbCDelxBfWTp8ENG0cLv733+Yvsib33/7WNQ0KPgmA7170axh8clb69a9vy7AgZTA6/DjjA1ktyMCeT6Jv4Q4trWdsZJi0IL98u+OO9C3eqW0xzrdGow4Uv6sRwac/sXKikxVserig2kgStd7y9Z2z2t1bd7oTz2w7/DVzYpxueLH692O693UuJ+KZNFpvbczP4vbrzTTqwnTv66buVjfTSBbzZS7va6PvKzQeEaO47zMNNVf8njX6YdhKEj/d+1q7Itbof3W2I2vA7N7D+fr+tmPdrXxfp/sMK8MVdt31qy3F0UzSuoTG47PWjAFb7W1cx4BXH3MqPT0bP5xXvWbTvVvbYb9998iGzJn19f3JEml2SfRmtmzpvuy4Q+OT88BAH5/7bONfju1WPKhOZzZJ9FzfZ2+tuu2oP4FERFPDBUVkA6TXEqeuSCw9YO+GNbZz/U5Nd+IpXl5sZ+K0qUS/ptWTcLsSg+nWM5ue+TD7BH0+92Fzqf++wuQRMWD2P07qv2fzncTP9L+6LR2vW/2+Nvp8ulpLZYDmkta7gaXAdNVRy4B7Ww9l6zPXZLOmHZd9zvvs+9vWy75dyjQMU+2gOp3ZJtHF93mm97TRvDK9H2qf+axhKS43XVOEdnynpksMtqTEaXOZrmaxmRrjrdVcf6zNdr3tiq8ZK1aumPP2y67V72v9+1qrvW5FM0nrJcBHI+I/UkqTxpOIiAHgw8DFLUeyBfjuN/+xqSGvypSEtCsp08yK7/NM76nvt9pta0qAtvSEuFHNYrtrjLcGnb5k3opiPMWRDErYr3ir1EzS+jHgaOC/I+JsIB+8jqcD7wC6gb9vb3jlMjDQt9W0N5S09Slzm7htke/ZtqPdbcnLqtPf6VknrSml+yPiBcBngNNh4pp3Ai4F3pFSur/9IUqSJJVLq53p1LqmbuOaUrodOCIidgT2JUtcf5dSenQ+gpMkSSqjuXSmU2uaSlpr8iT1522ORZIkaYuxNbUl3xJ0bbqIJEmS1Fkt1bRKkiSp852TtiXWtEqSJKn0TFolSZJUeh1NWiPiRRHx3Yi4JyJSRPxF3fyIiI9ExL0RMRQRl0fEfnVldoqI8yNiXUSsiYgvRcTCujLLIuLHETEcEXdGxOa5/6okSZLaotM1rdsDvyW7OUEjJwN/BxwHPA94HLg0IvoLZc4HDgQOB44EXgR8vjYzIgaBy4DbgYOBdwMfioi3t3VPJEmSNG862hErpfR94PvAlCEiIpuwAvhYSunb+bT/BdwP/AXwjYh4BvBK4DkppV/kZf4WuCQi3pVSugd4A9ALvDmlNAJcHxHPBN5JIbmVJElSeXW6pnUmewG7ApfXJqSU1gI/Aw7JJx0CrKklrLnLgSpZzWytzFV5wlpzKbB/fpMESZIklVyZh7zaNX+uvzXs/YV5uwIPFGemlMYi4pG6Mrc1WEdt3pS7eUVEH9BXmLSoqcglSZLUVmWuae2k04C1hcddnQ1HkiRp21bmpPW+/HlJ3fQlhXn3AbsUZ0ZED7BTXZlG6yhuo97pwOLC48nNBC5JkqT2KnPSehtZUnlYbUI+EsDzgKvzSVcDO0TEwYXlDiXbr58VyrwoIhYUyhwO3JxSmtI0ACClVEkpras9gPXt2CFJkiS1ptPjtC6MiGfmvfkB9spf75lSSsBq4H0RcVREHAR8FbgH+BZASulG4D+AL0TEcyPiT4CzgW/kIwcAXACMAF+KiAMj4rXAicCZm21HJUmSNCed7oj1bOBHhde1RPIrwLHAGWRjuX4e2AH4T+CVKaXhwjJvIEtUf0g2asCFZGO7AtmIAxHxcuAc4JfAQ8BHUkoOdyVJkrSF6PQ4rVcCMcP8BHwgf0xX5hHgmE1s5xrgT1uLUpIkSZ1W5jatkiRJEmDSKkmSpC2ASaskSZJKz6RVkiRJpWfSKkmSpNIzaZUkSVLpmbRKkiSp9ExaJUmSVHomrZIkSSo9k1ZJkiSVnkmrJEmSSs+kVZIkSaVn0ipJkqTSM2mVJElS6Zm0SpIkqfRMWiVJklR6Jq2SJEkqPZNWSZIklZ5JqyRJkkrPpFWSJEmlZ9IqSZKk0jNplSRJUumZtEqSJKn0TFolSZJUeiatkiRJKj2TVkmSJJWeSaskSZJKz6RVkiRJpWfSKkmSpNIzaZUkSVLpmbRKkiSp9ExaJUmSVHomrZIkSSo9k1ZJkiSVnkmrJEmSSs+kVZIkSaVn0ipJkqTSK3XSGhEfiohU97ipML8/Is6JiIcj4rGIuDAiltStY8+I+F5EbIiIByLiExHRs/n3RpIkSa3aEpK364GXFV6PFf4+C3gV8BpgLXA2cBHwJwAR0Q18D7gPeAGwG/BVYBR4z3wHLkmSpPbYEpLWsZTSffUTI2Ix8BbgmJTSFfm0NwE3RsTzU0o/BV4OHAC8LKV0P/CbiHg/sCoiPpRSGtl8uyFJkqRWlbp5QG6/iLgnIn4fEedHxJ759IOBBcDltYIppZuAO4BD8kmHANfmCWvNpcAgcOB0G4yIvogYrD2ARW3cH0mSJDWp7Enrz4BjgVcCxwN7AT+OiEXArsBISmlN3TL35/PIn+9vMJ9CmUZOI2tuUHvc1WL8kiRJaoNSNw9IKX2/8PKaiPgZcDvw18DQPG76dODMwutFmLhKkiR1TNlrWifJa1X/G9iXrHNVb0TsUFdsST6P/HlJg/kUyjTaTiWltK72ANbPOXhJkiS1bItKWiNiIbAPcC/wS7JRAA4rzN8f2BO4Op90NXBQROxSWM3hwDrghs0RsyRJkuau1M0DIuIfge+SNQnYHfgwMA78S0ppbUR8CTgzIh4hS0T/Cbg6HzkA4DKy5PRrEXEyWTvWjwHnpJQqm3dvJEmS1KpSJ63Ak4F/AZ4APAj8J/D8lNKD+fyVQBW4EOgjGxlgeW3hlNJ4RBwJfIas1vVx4CvABzbXDkiSJGnuSp20ppRet4n5w8A78sd0ZW4HjmhzaJIkSdqMtqg2rZIkSdo2mbRKkiSp9ExaJUmSVHomrZIkSSo9k1ZJkiSVnkmrJEmSSs+kVZIkSaVn0ipJkqTSM2mVJElS6Zm0SpIkqfRMWiVJklR6Jq2SJEkqPZNWSZIklZ5JqyRJkkrPpFWSJEmlZ9IqSZKk0jNplSRJUumZtEqSJKn0TFolSZJUeiatkiRJKj2TVkmSJJWeSaskSZJKz6RVkiRJpWfSKkmSpNIzaZUkSVLpmbRKkiSp9ExaJUmSVHomrZIkSSo9k1ZJkiSVnkmrJEmSSs+kVZIkSaVn0ipJkqTSM2mVJElS6Zm0SpL0/9u78yA5yjKO499fAuEmiEBSgBxyhCMCEgigCEpEoAoVFA1IlSJVYJBDBORUOUuiliFCUlYZYkhxiCAUVcHiMCoFBREIBAhHkDMIOSDk2sRsskke/3h7oNNkszPZnZ2e3d+nqmu233575plnt3qfeeftbjMrPRetZmZmZlZ6LlrNzMzMrPR6VdEq6WxJb0tqlfSkpKGNjsnMzMzMOtZrilZJw4FRwNXAgcDzwEOStmtoYGZmZmbWoV5TtAIXAOMiYkJEvAyMAP4HnN7YsMzMzMysI72iaJXUDxgCTK60RcTqbP2wRsVlZmZmZtXZoNEBdJNtgL7A3EL7XGCvYmdJGwEb5Zq2AFi8eHG94jPrcdpal7KsLRDQsngBy9tWrdfzrGxrpbUtAFi8uIU2bdTBHmZmVladqaUUEV0YSjlJ2h54D/hCREzJtf8GODIiDin0vwq4sluDNOuBNugDu/TvQ78N1OnnWrEyeHvRalau7oLAzMys0XaMiPdq2aG3jLTOA1YBAwrtA4A5a+l/PemkrbytgfldH1qpbAG8C+wItDQ4lp6o1+V35Wp4fUG3Vpm9LsfdzPmtL+e3/pzj+qo2v1sAs2p98l5RtEbECknPAMOA+wAk9cnWx6yl/3JgeaG5x88NmAuJvwAACflJREFUkD4aDWuJiB7/frub81t/znF9Ob/15fzWn3NcXzXkd71y3yuK1swoYKKkqcBTwPnAZsCEhkZlZmZmZh3qNUVrRPxF0rbANcBA4Dng2IgonpxlZmZmZiXTa4pWgIgYw1qmA9hHlpNuvlCcGmFdw/mtP+e4vpzf+nJ+6885rq+65rdXXD3AzMzMzJpbr7i5gJmZmZk1NxetZmZmZlZ6LlrNzMzMrPRctJqZmZlZ6bloNSTtImm8pLckLZP0hqSrJfUr9NtP0mOSWiX9V9LFjYq5GUk6W9LbWf6elDS00TE1I0mXSXpaUouk9yXdJ2lQoc/GksZK+lDSEkn3SCreEc+qIOlSSSFpdK7N+e0kSTtIui3L4TJJ0yUdlNsuSddImp1tnyxpj0bG3Cwk9ZV0beF/2i+Uu/K981sbSUdImiRpVnY8OKGwvcN8Stpa0u2SFktamNUdm9cSh4tWA9iL9LfwI2Bf4KfACOBXlQ6StgQeBmYCQ4CfAVdJOrPbo21CkoaTbnBxNXAg8DzwkKTtGhpYczoSGAscChwNbAg8LGmzXJ8bgK8D38n6bw/c281xNj1JB5OOCy8UNjm/nSDpU8DjQBtwHLAPcCGwINftYuA80rH4EGAp6ZixcfdG25QuAc4CzgH2ztYvBs7N9XF+a7MZ6f/W2e1sryaft5NqjKOB44EjgD/WFEVEePHyiYVUlL6ZWz8LmA/0y7WNBGY0OtZmWIAngTG59T7Ae8CljY6t2RdgWyCAI7L1/sAK4KRcn72yPoc2Ot5mWYDNgf8AXwUeAUY7v12W25HAY+vYLmA2cFGurT/QCpzc6PjLvgD3A+MLbfcAtzm/XZLfAE7IrXeYT9KHhwAOyvU5FlgNbF/ta3uk1drTn1SkVhwGPBoRK3JtDwGDslEDa0c2zWIIMLnSFhGrs/XDGhVXD9I/e6z8vQ4hjb7m8z0DeAfnuxZjgb9FxORCu/Pbed8Apkq6O5viMk3SGbntu5Lu3JjP8SLSh1/nuGNPAMMk7QkgaX/gcOCBbLvz27WqyedhwMKImJrbbzKpaD2k2hfqVXfEsupI2p30NcpFueaBwFuFrnNz2xZg7dkG6MvH+aqYSxqhsvUkqQ8wGng8Il7MmgcCKyJiYaH73GybdUDSyaRpLAevZbPz23mfJX17NYo0Detg4EZJKyJiIh/ncW3HDOe4YyOBLYEZklaRjr9XRMTt2Xbnt2tVk8+BwPv5jRGxUtJ8asi5i9YeTNJI0lyeddk7GyWp7LMD8CBwd0SMq2d8Zl1gLDCYNIpiXUDSZ4DfA0dHRGuj4+mh+gBTI+LybH2apMGk+YATGxdWj/Fd4FTge8BLwAHAaEmzsg8F1qRctPZsvwNu6aDPm5UfJG0P/Iv01UrxBKs5QPHs4AG5bda+ecAq1p4/5249SRpDNpk/It7NbZoD9JO0VWE00PmuzhBgO+DZ3MnWfYEjJJ0DHIPz21mzgZcLba8A385+ruRxQNaX3Ppz9Q2tR/gtMDIi7szWp0vaGbiM9KHA+e1a1eRzDum48hFJGwBbU8Nxw3Nae7CI+CAiZnSwrICPRlgfAZ4BfpjNucybQvqntWGu7Wjg1Yjw1IB1yHL8DDCs0pZ9rT2MlFerQXZplTHAicBREVGctvIM6azsfL4HATvhfFfjH8DnSKNTlWUq6czfys/Ob+c8DgwqtO1JujoLpKlYc1gzx1uS5v45xx3blDRXMm8VH9c8zm/XqiafU4CtJA3J7XcU6XfyZLUv5JFWyxesM0nzWLetjLBEROUT0B3AlcB4Sb8mfSX7E9Llsaxjo4CJkqYCTwHnky4hMqGhUTWnsaSv/b4JtEiqzIdaFBHLImKRpPHAqGy+1GLgJmBKRPy7MSE3j4hoAV7Mt0laCnxYmTfs/HbaDcATki4H7gKGkr7dOhMgIirXxf25pNdIRcG1wCzgvsaE3FQmAVdIeoc0PeDzwAXAn8D5XR/Z9VR3zzXtKukAYH5EvNNRPiPiFUkPAuMkjSCdzDkGuDMiZlUdSKMvneCl8QtwGulSFJ9YCv32Ax4jXcbiXeCSRsfeTAvpmoEzgeWkT5aHNDqmZlza+1sFTsv12ZhU3M4nXS/wXmBgo2Nv1oXcJa+c3y7L6fHA9Ox4+gpwRmG7gGtII1itpDOt92x03M2wAFuQTtCcCSwD3gCuY81LNjq/teX0y+0cd2+pNp+kqQB3AC3AItKHiM1riUPZE5mZmZmZlZbntJqZmZlZ6bloNTMzM7PSc9FqZmZmZqXnotXMzMzMSs9Fq5mZmZmVnotWMzMzMys9F61mZmZmVnouWs3MzMys9Fy0mpk1mKRbJDXs9pGSbs1uKVpN3zslXVjvmMzMinxHLDOzOpLU0UH2atK96BURC7shpDVI2h/4J7BzRCypov9g4FFg14hYVO/4zMwqXLSamdWRpIG51eGk+3MPyrUtqaZYrBdJNwMrI2JEDfs8Tbrn+Nj6RWZmtiZPDzAzq6OImFNZgEWp6eO2iFhSnB4g6RFJN0kaLWmBpLmSzpC0maQJklokvS7puPxrSRos6QFJS7J9bpW0TXuxSeoLnARMKrT/WNJrklqz5/lrYddJwMmdzY2ZWS1ctJqZldMPgHnAUOAm4A/A3cATwIHAw8CtkjYFkLQV6Wv+acBBwLHAAOCudbzGfkB/YGqlQdJBwI3AL0kjwseSpgPkPQUMlbRRp96hmVkNXLSamZXT8xFxXUS8BlwPtALzImJc1nYN8GlS4QlwDjAtIi6PiBkRMQ04HfiKpD3beY2dgVXA+7m2nYClwP0RMTMipkXEjYX9ZgH9gIGYmXUTF61mZuX0QuWHiFgFfAhMz22fmz1ulz3uTypQl1QWYEa2bbd2XmMTYHmseXLD34GZwJvZ9IJTK6O5Ocuyx2K7mVnduGg1MyuntsJ65NtyhWblOL45aa7pAYVlDz759X7FPGBTSf1yz9tCmn5wCjCbNKL7fDb9oGLr7PGD2t6Smdn6c9FqZtYzPAvsC7wdEa8XlqXt7PNc9rhPvjEiVkbE5Ii4mDT9YBfgqFyXwcC7ETGva9+CmVn7XLSamfUMY0kjoH+WdLCk3SQdk11toO/adoiID0jF7uGVNknHSzpP0gGSdga+T/pf8Wpu1y+RTgQzM+s2LlrNzHqAiJgFfBHoSyoopwOjgYXA6nXsejNwam59IfAt0pUIXgFGAKdExEsAkjYGTgDGdfFbMDNbJ99cwMysF5O0CWkUdXhETKmi/1nAiRHxtboHZ2aW45FWM7NeLCKWkaYAtHsTgoI24Nz6RWRmtnYeaTUzMzOz0vNIq5mZmZmVnotWMzMzMys9F61mZmZmVnouWs3MzMys9Fy0mpmZmVnpuWg1MzMzs9Jz0WpmZmZmpeei1czMzMxKz0WrmZmZmZXe/wFeTHPFDGSCuQAAAABJRU5ErkJggg==\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "from gbm.plot import Lightcurve, Spectrum\n", "\n", "# Plot the lightcurves with the selections and background fit\n", "lcplots = [Lightcurve(data=data_lc, background=bkgd_lc) for data_lc, bkgd_lc in zip(data_lcs, bkgd_lcs)]\n", "_ = [lcplot.add_selection(src_lc) for lcplot, src_lc in zip(lcplots, src_lcs)]\n", "# zoom in\n", "for lcplot in lcplots:\n", " lcplot.xlim = view_range\n", " \n", "# Plot the spectra with the selections and background fit\n", "specplots = [Spectrum(data=data_spec, background=bkgd_spec) for data_spec, bkgd_spec in zip(data_specs, bkgd_specs)]\n", "_ = [specplot.add_selection(src_spec) for specplot, src_spec in zip(specplots, src_specs)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What you see are the three lightcurves of the three data files, and the three corresponding count spectra. We need to create PHAs and responses similar to the previous workflow. Let's choose to interpolate the responses." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from gbm.data import RSP\n", "phas = cspecs.to_pha(time_ranges=src_range, nai_kwargs={'energy_range':erange_nai}, bgo_kwargs={'energy_range':erange_bgo})\n", "\n", "# open responses\n", "rsp1 = RSP.open(test_data_dir+'/160509374/glg_cspec_n0_bn160509374_v00.rsp2')\n", "rsp2 = RSP.open(test_data_dir+'/160509374/glg_cspec_n1_bn160509374_v00.rsp2')\n", "rsp3 = RSP.open(test_data_dir+'/160509374/glg_cspec_b0_bn160509374_v00.rsp2')\n", "rsps = GbmDetectorCollection.from_list([rsp1, rsp2, rsp3])\n", "\n", "# and interpolate response files to get DRMs at center of the source window\n", "rsps_interp = [rsp.interpolate(pha.tcent) for rsp, pha in zip(rsps, phas)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Everything we've done so far is only slightly more complicated than the previous workflow, but we got the chance to demo working with collections of detectors. If you haven't had fun yet, you will now.\n", "\n", "As mentioned, the spectral fitting class (```SpectralFitter```) is built on top of scipy's optimization algorithms, and therefore you can directly specify which algorithm you want to use and the various arguments/settings that go along with it. Additionally, there are various derived classes of ```SpectralFitter``` that implement a specific likelihood function. For GBM data, you will most likely want to use pgstat (Profile-Gaussian likelihood), and therefore you would use the ```SpectralFitterPgstat``` fitter. There are other likelihoods avaliable, like chi-squared, and of course you can make your own." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "from gbm.spectra.fitting import SpectralFitterPgstat\n", "\n", "# we initialize with our PHAs, backgrounds, and responses:\n", "specfitter = SpectralFitterPgstat(phas, bkgds.to_list(), rsps.to_list(), method='TNC')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You'll notice the 'TNC' method defined. This is the [Truncated Newton algorithm](https://docs.scipy.org/doc/scipy/reference/optimize.minimize-tnc.html#optimize-minimize-tnc), which performs optimization considering the boundaries and constraints on your parameters.\n", "\n", "Now you need to select a function to fit. A whole tutorial could probably be devoted to the functionality of the functions, but let's make this as simple as possible. The ```gbm.spectra.functions``` module contains a listing of functions with a variety of metadata attached to them. Essentially for each parameter of a function, you can set basic defaults (like in XSPEC), such as the starting guess values for parameters, their min/max bounds, and if they are fixed or free to be fit. This allows them to be used with the more complex algorithms like TNC. What's cool is that you can easily make one of your own functions that inherit all this functionality (pun intended). But let's worry about that later, and import a few standard functions:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# a power law, cut-off power law, and a Band function\n", "from gbm.spectra.functions import PowerLaw, Comptonized, Band\n", "\n", "# instantiate a Band function\n", "band = Band()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily see what the parameter listing is for your function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[('A', 'ph/s/cm^2/keV', 'Amplitude'),\n", " ('Epeak', 'keV', 'SED Peak'),\n", " ('alpha', '', 'Low-Energy Photon index'),\n", " ('beta', '', 'High-Energy Photon index'),\n", " ('Epiv', 'keV', 'Pivot energy')]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "band.param_list" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And similarly, the default values, minimum/maximum allowable values, etc.:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.01, 500.0, -0.5, -2.5, 100.0]\n", "[1e-10, 0.01, -1.9, -10.0, 0.01]\n", "[inf, inf, 20.0, -2.0001, inf]\n" ] } ], "source": [ "print(band.default_values)\n", "print(band.min_values)\n", "print(band.max_values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That was painless. Now let's fit it. Remember that you can use any of the options and settings for the scipy optimizer you chose. We can also print out some relevant info to make sure the fit succeeded, and if it did, we can quickly access things like the best-fit parameters and parameter uncertainties at the xx% confidence level. " ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Band Fit:\n", "Converged (|f_n-f_(n-1)| ~= 0)\n", "Parameters: [ 3.06953043e-01 3.13978720e+02 -7.60642875e-01 -2.19161093e+00]\n", "90% Asymm. Errors:\n", " [[3.71213297e-03 3.74687465e-03]\n", " [5.52273992e+00 5.66382428e+00]\n", " [1.53509429e-02 1.57720638e-02]\n", " [5.00633717e-02 4.59141731e-02]]\n", "Pgstat/DoF: 277.3252207934582/358\n" ] } ], "source": [ "print('Band Fit:')\n", "specfitter.fit(band, options={'maxiter': 1000})\n", "\n", "# After the fit has converged, we can query the fitter for lots of info, including the parameters that\n", "# satisfy the maximum likelihood as well as the parameter uncertainties resulting from -2(Delta)LogLike\n", "print(specfitter.message)\n", "print('Parameters: {}'.format(specfitter.parameters))\n", "print('90% Asymm. Errors:\\n {}'.format(specfitter.asymmetric_errors(cl=0.9)))\n", "print('Pgstat/DoF: {}/{}'.format(specfitter.statistic, specfitter.dof))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Hey hey!](https://youtu.be/m7p3kqpiTts?t=1) We've successfully completed our first fit! It converged, and we printed out (in ugly print) the maximum likelihood parameter values and 90% confidence uncertainties, which are calculated from the shape of the likelihood surface. We also output the fit statistic and the fit degrees of freedom.\n", "\n", "This is nice, but as always, a plot is worth a 1000 words. We can use the ```ModelFit``` class from the ```gbm.plot``` module to view the fit:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from gbm.plot import ModelFit\n", "\n", "# initialize with your spectral fitter once the fit is done\n", "modelplot = ModelFit(fitter=specfitter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The default view of the model plot shows the fit of the Band function to the count spectrum. The data are converted to upper limits based on the model variances, and that seems to largely happen above a few hundred keV. The residual plot shows significant deviation around the [Iodine K-edge](https://en.wikipedia.org/wiki/K-edge), which usually only rears its ugly head for very bright spectra. If you're concerned about how the K-edge affects the fit, you can always select energy ranges that omit ~30-40 keV.\n", "\n", "If you're feeling good about your fit, you can also switch views to plot the resulting photon, energy, or $\\nu F_\\nu$ spectrum:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/amgoldst/Desktop/gbm-data-tools/gbm/spectra/fitting.py:601: RuntimeWarning: covariance is not positive-semidefinite.\n", " **kwargs)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter, view='nufnu')\n", "modelplot.ax.grid(which='both')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The model plot samples from the covariance matrix to produce a density plot of the spectrum. A word of caution here: you don't always have a valid covariance matrix that is symmetric and positive semi-definite (and will be alerted if this is the case), so you should investigate the parameter posteriors further, perhaps with MCMC or nested sampling.\n", "\n", "You can quickly get the flux for the best-fit parameters using ```band.integrate()``` or produce samples (again using the covariance matrix) using ```specfitter.sample_flux()```:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(73.03416490430172, 1.4720268196516327e-05)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# flux over 10-1000 keV\n", "photon_flux = band.integrate(specfitter.parameters, (10.0, 1000.0)) # photons/s/cm^2\n", "energy_flux = band.integrate(specfitter.parameters, (10.0, 1000.0), energy=True) # erg/s/cm^2\n", "photon_flux, energy_flux" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can always rerun the fit with a different function if you want. Let's have a little fun and perform a multi-component fit. Another feature of the functions are that you can elegantly add or multiply components into a single model." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Comp+PL Fit:\n", "Converged (|f_n-f_(n-1)| ~= 0)\n", "Parameters: [ 2.54578195e-01 3.79044937e+02 -8.10083989e-01 1.30777519e-02\n", " -1.36467487e+00]\n", "Pgstat/DoF: 352.50370024792556/357\n" ] } ], "source": [ "# we've defined a new model that is the sum of a Comptonized function and a power law\n", "comp_pl = Comptonized() + PowerLaw()\n", "\n", "# rerun the fit\n", "print('Comp+PL Fit:')\n", "specfitter.fit(comp_pl, options= {'maxiter': 1000})\n", "\n", "print(specfitter.message)\n", "print('Parameters: {}'.format(specfitter.parameters))\n", "print('Pgstat/DoF: {}/{}'.format(specfitter.statistic, specfitter.dof))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool, that fit converged as well. What does the fit look like?" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can tell the residuals at < 30 keV are a little worse than for the Band function (and the PG-stat is higher), but at least it let us demo the multi-component functionality. To round it out, let's just take a look at the $\\nu F_\\nu$ spectrum." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/amgoldst/Desktop/gbm-data-tools/gbm/spectra/fitting.py:601: RuntimeWarning: covariance is not positive-semidefinite.\n", " **kwargs)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "modelplot = ModelFit(fitter=specfitter)\n", "# plot 1000 samples instead of the default 100\n", "modelplot.nufnu_spectrum(num_samples=1000)\n", "modelplot.ylim = (0.1, 10000.0)\n", "modelplot.ax.grid(which='both')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, to finish up the workflow, we can save the entire state of the fitter and fit results for later:\n", "```python \n", "specfitter.save('./my_second_fit.npz')\n", "```\n", "This will save everything to a compressed numpy file, which can be loaded at any time with\n", "```python\n", "restored_specfitter = SpectralFitterPgstat.load('./my_second_fit.npz')\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This concludes the workflow example for spectral fitting. Continue on for a brief tutorial on the interface to the GBM [Spectral Catalog files](./ScatFiles.ipynb)" ] } ], "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }