{ "cells": [ { "cell_type": "markdown", "id": "4d8b5aaf", "metadata": {}, "source": [ "# Tutorial: fitting a BL Lac broad-band SED using MCMC fit with Gammapy\n", "\n", "In this tutorial, we will perform again the fit of the MWL SED of Mrk421 [illustrated in this notebook](ssc_gammapy_fit.ipynb). This time, instead of the simple $\\chi^2$ minimisation with `iminuit`, we will perform a fit with a Monte Carlo Markov Chain (MCMC) method. As for the case of the simple $\\chi^2$ minimisation, we will rely on `Gammapy`'s functionalities for data handling and fitting.\n", "\n", "Some `Gammapy` functions wrapping the MCMC package, [emcee](https://emcee.readthedocs.io/en/stable/), are available in the [gammapy-recipes](https://gammapy.github.io/gammapy-recipes/_build/html/index.html). Please download the [gammapy-recipes repository](https://github.com/gammapy/gammapy-recipes) to run the code in this notebook.\n", "\n", "An excellent theoretical introduction to MCMC methods can be found in [these notes](https://arxiv.org/abs/1909.12313)." ] }, { "cell_type": "code", "execution_count": 1, "id": "c39e0624", "metadata": {}, "outputs": [], "source": [ "# import numpy, astropy and matplotlib for basic functionalities\n", "import numpy as np\n", "import astropy.units as u\n", "import matplotlib.pyplot as plt\n", "import pkg_resources\n", "\n", "# import agnpy classes\n", "from agnpy.spectra import BrokenPowerLaw\n", "from agnpy.fit import SynchrotronSelfComptonModel, load_gammapy_flux_points\n", "from agnpy.utils.plot import load_mpl_rc, sed_y_label\n", "\n", "load_mpl_rc()\n", "\n", "# import gammapy classes\n", "from gammapy.modeling.models import SkyModel\n", "from gammapy.modeling import Fit" ] }, { "cell_type": "code", "execution_count": 2, "id": "6df4e5ea", "metadata": {}, "outputs": [], "source": [ "# the run_mcmc method has been moved from gammapy/gammapy to gammapy/recipes\n", "# please download the gammapy-recipes\n", "# https://github.com/gammapy/gammapy-recipes\n", "# and change the following path accordingly\n", "import sys\n", "\n", "sys.path.append(\"/Users/cosimo/work/gammapy-recipes/recipes/mcmc-sampling-emcee\")\n", "from sampling import (\n", " run_mcmc,\n", " par_to_model,\n", " plot_corner,\n", " plot_trace,\n", ")" ] }, { "cell_type": "markdown", "id": "c68c3e92", "metadata": {}, "source": [ "### `gammapy` wrapper of agnpy synchrotron and SSC\n", "Please refer to the [this notebook](ssc_gammapy_fit.ipynb) for a description of the `Gammapy` wrapper of the synchrotron and SSC radiative processes." ] }, { "cell_type": "code", "execution_count": 3, "id": "410bb604", "metadata": {}, "outputs": [], "source": [ "# electron energy distribution\n", "n_e = BrokenPowerLaw(\n", " k=1.3e-8 * u.Unit(\"cm-3\"),\n", " p1=2.02,\n", " p2=3.43,\n", " gamma_b=1e5,\n", " gamma_min=500,\n", " gamma_max=1e6,\n", ")\n", "\n", "# initialise the Gammapy SpectralModel\n", "ssc_model = SynchrotronSelfComptonModel(n_e, backend=\"gammapy\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "c3547014", "metadata": {}, "outputs": [], "source": [ "# set intial parameters\n", "ssc_model.parameters[\"z\"].value = 0.0308\n", "ssc_model.parameters[\"delta_D\"].value = 18\n", "ssc_model.parameters[\"t_var\"].value = (1 * u.d).to_value(\"s\")\n", "ssc_model.parameters[\"t_var\"].frozen = True\n", "ssc_model.parameters[\"log10_B\"].value = -1.3" ] }, { "cell_type": "code", "execution_count": 5, "id": "162252dc", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
Table length=11\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
typenamevalueuniterrorminmaxfrozenis_normlink
str8str15float64str1int64float64float64boolboolstr1
spectrallog10_k-7.8861e+000.000e+00-1.000e+011.000e+01FalseFalse
spectralp12.0200e+000.000e+001.000e+005.000e+00FalseFalse
spectralp23.4300e+000.000e+001.000e+005.000e+00FalseFalse
spectrallog10_gamma_b5.0000e+000.000e+002.000e+006.000e+00FalseFalse
spectrallog10_gamma_min2.6990e+000.000e+000.000e+004.000e+00TrueFalse
spectrallog10_gamma_max6.0000e+000.000e+004.000e+008.000e+00TrueFalse
spectralz3.0800e-020.000e+001.000e-031.000e+01TrueFalse
spectraldelta_D1.8000e+010.000e+001.000e+001.000e+02FalseFalse
spectrallog10_B-1.3000e+000.000e+00-4.000e+002.000e+00FalseFalse
spectralt_var8.6400e+04s0.000e+001.000e+013.142e+07TrueFalse
spectralnorm1.0000e+000.000e+001.000e-011.000e+01TrueTrue
" ], "text/plain": [ "\n", " type name value unit error min max frozen is_norm link\n", " str8 str15 float64 str1 int64 float64 float64 bool bool str1\n", "-------- --------------- ----------- ---- --------- ---------- --------- ------ ------- ----\n", "spectral log10_k -7.8861e+00 0.000e+00 -1.000e+01 1.000e+01 False False \n", "spectral p1 2.0200e+00 0.000e+00 1.000e+00 5.000e+00 False False \n", "spectral p2 3.4300e+00 0.000e+00 1.000e+00 5.000e+00 False False \n", "spectral log10_gamma_b 5.0000e+00 0.000e+00 2.000e+00 6.000e+00 False False \n", "spectral log10_gamma_min 2.6990e+00 0.000e+00 0.000e+00 4.000e+00 True False \n", "spectral log10_gamma_max 6.0000e+00 0.000e+00 4.000e+00 8.000e+00 True False \n", "spectral z 3.0800e-02 0.000e+00 1.000e-03 1.000e+01 True False \n", "spectral delta_D 1.8000e+01 0.000e+00 1.000e+00 1.000e+02 False False \n", "spectral log10_B -1.3000e+00 0.000e+00 -4.000e+00 2.000e+00 False False \n", "spectral t_var 8.6400e+04 s 0.000e+00 1.000e+01 3.142e+07 True False \n", "spectral norm 1.0000e+00 0.000e+00 1.000e-01 1.000e+01 True True " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ssc_model.parameters.to_table()" ] }, { "cell_type": "markdown", "id": "b3306e78", "metadata": {}, "source": [ "### Fit with `gammapy`\n", "Here we start the procedure to fit with `Gammapy`.\n", "\n", "#### 1) load the MWL flux points and add the systematics \n", "As in the previous example, we define a `FluxPointsDataset` for each instrument. We then proceed to add systematic errors using a very rough and conservative estimate ($30\\%$ of the flux for VHE points, $10\\%$ for HE and X-ray points, $5\\%$ on all the other instruments data)." ] }, { "cell_type": "code", "execution_count": 6, "id": "210813cc", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n", "No reference model set for FluxMaps. Assuming point source with E^-2 spectrum.\n" ] } ], "source": [ "sed_path = pkg_resources.resource_filename(\"agnpy\", \"data/mwl_seds/Mrk421_2011.ecsv\")\n", "\n", "systematics_dict = {\n", " \"Fermi\": 0.10,\n", " \"GASP\": 0.05,\n", " \"GRT\": 0.05,\n", " \"MAGIC\": 0.30,\n", " \"MITSuME\": 0.05,\n", " \"Medicina\": 0.05,\n", " \"Metsahovi\": 0.05,\n", " \"NewMexicoSkies\": 0.05,\n", " \"Noto\": 0.05,\n", " \"OAGH\": 0.05,\n", " \"OVRO\": 0.05,\n", " \"RATAN\": 0.05,\n", " \"ROVOR\": 0.05,\n", " \"RXTE/PCA\": 0.10,\n", " \"SMA\": 0.05,\n", " \"Swift/BAT\": 0.10,\n", " \"Swift/UVOT\": 0.05,\n", " \"Swift/XRT\": 0.10,\n", " \"VLBA(BK150)\": 0.05,\n", " \"VLBA(BP143)\": 0.05,\n", " \"VLBA(MOJAVE)\": 0.05,\n", " \"VLBA_core(BP143)\": 0.05,\n", " \"VLBA_core(MOJAVE)\": 0.05,\n", " \"WIRO\": 0.05,\n", "}\n", "\n", "# define minimum and maximum energy to be used in the fit\n", "E_min = (1e11 * u.Hz).to(\"eV\", equivalencies=u.spectral())\n", "E_max = 100 * u.TeV\n", "\n", "datasets = load_gammapy_flux_points(sed_path, E_min, E_max, systematics_dict)" ] }, { "cell_type": "code", "execution_count": 7, "id": "a71d8c23", "metadata": {}, "outputs": [], "source": [ "# define the model for this list of datasets\n", "sky_model = SkyModel(spectral_model=ssc_model, name=\"Mrk421\")\n", "datasets.models = [sky_model]" ] }, { "cell_type": "markdown", "id": "71eda61a", "metadata": {}, "source": [ "#### 2) run the fit\n", "We define here the parameters for the MCMC fit and run it with the `run_mcmc` function in the gammapy recipes. `nwalkers` indicate the number of chains we want to use, a good rule is to use $n_{\\rm walkers} \\geq 2 \\times n_{\\rm free\\;parameters}$. In this case we choose a number of walkers three times the number of free parameters (6, in this case). `nrun` indicates the number of steps of MCMC we want to perform. With the current settings, it will take roughly 1 hour, you can decrease one of the two parameters for testing purposes." ] }, { "cell_type": "code", "execution_count": 8, "id": "37eab86a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 1h 16min 56s, sys: 8min 56s, total: 1h 25min 52s\n", "Wall time: 1h 26min 8s\n" ] } ], "source": [ "%%time\n", "sampler = run_mcmc(datasets, nwalkers=18, nrun=400)" ] }, { "cell_type": "code", "execution_count": 9, "id": "12cd28ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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reuGFF7Barfz+7/8+S0tLOjNRkwOhH3GrgXRsbGyP7FuJGiYmJjh//jzHjx+/L9q1Wq36hVa4cuUKiUQCpVb0+/17OvfMzAwzMzNIKWm1+iyu3W7XGYxywmNjY4yOjuJ2u6nX6ywtLeF2u0kmk3i9XgKBgLbn1q1bpFIparUa2WyWXq+no1eLxaI7vFIOhkIhOp0OXq+XTqeDx+MhFArpaNJisVAoFCiXyzgcDu0g1ACnBipVWysUCtRqNRqNhr4nTqdT18hsNpvOnqA/DWBkZISxsTHu3Lmja4FqMFD0p4ryd2c/3W5XOxKbzYbT6cRqtWIYhhamuN1ufS2qnWAwSDAY5OTJk+TzeT1wZzIZPT8tFothtVr1JFcpJeFwWDttFbx84QtfYHBwkOnpaaSUWoSigo5oNIrX62V7e1v3L4/Hg81m43Of+5yuY9psNk3hDgwMMDo6qrNmm82Gy+WiXq+Tz+fJ5/MUi0VisRgDAwMIIbTjXF1d1Y5POfBoNMro6Cg+n09n+A6HAyklqVSKarXKysqKpsCViMXv9xOLxdja2mJoaEj3TSGEzrBVUGYYBm63G5vNRrlc5ubNm1q5qiawJxIJbt++zfXr19ne3tbv8draGjMzMzgcDtxuN9lsVlPaly9f1v1OPUMVkN26dUszEoCuG6sANBgMUqvVqNVqlEolut0uoVCIVqvF0NCQptxVYBQOh0kkElgsFiqVihY8LS8v89xzz+FyuZBS4vf7GRsbY319na2tLdbW1vR7FYvFSCaTpFIpstmsDghUYFYul9na2qLX65FMJmm324yPj+spK0IIpJRsbm6yubmpxU+BQACr1Uqj0dDB6tLSkg5Wf+AHfuAJRs/HwzNdzfzbAc+qBtVsNvnFX/xFWq0WKysrVCp9XYd6AYeGhtjc3KRcLhMIBLBYLGSzWTY3N2k0Gpw6dUpPwHU6nZriMwyDoaEhnn/+ecbGxojH45p2stvtADq7eBwYhkGn02FpaYljx47R7XapVqs4HA42Njb2DLb7oVgsUiqVEELw8Y9/HJ/Px8LCAgsLC/j9fmw2G0II6vU6GxsbOro+ceKEVgbevn2bUqnE9vY2jUaDXq9HtVrl+PHjnD9/XtfxwuEw8/PzFAoFHaEVCgV9/WoAgz7Fkc1mqVar2mHZ7Xb9MqoBrtvtatpN1Xo8Ho/OjHw+HxsbG2xsbOhZ8SqrKxQKmm5UCkl1fbtrZmrwUqsXqOBDZSCJRIJOp6OFKSrLVLZ5PB4teNlNs6l7q7JHJZBxOBw641PRrHLuaiCKxWIMDg5qdaeaqB0IBLhz5w4Wi4Xt7W0Mw9AZuMvlYnt7m16vp52EopMdDgejo6NYrVYcDgetVkvXENVUhEAgQKFQIJvN0m636Xa7dLtdPB4PdrudUCik7QuHwwghWFtbo1qt6ut1u910u12EEHi9Xux2O91ul3q9rvu8y+XC6XRqClk5LJfLxczMDIFAQNdnvV4v4XCYbrfL8vKyptPz+bx2vM1mU9cw2+02Ho9HZ+FbW1s0Gg0cDgeRSIRWq6Xvp91u189EZce9Xk8zAd1ul2azqWukSlykrk9R1yo4UGPx4ODgngxMCKFrun6/XzMGypGsr69rqt3pdDI4OMjp06d1pqeYGL/fT7PZJJfL6bmZiqUIhUIkk0kcDoc+n1IcDw4O6vJCNpulWCzS6/WIxWJ63PvxH/9xXnvttccak+7F09agHgghhB34rJTy9adp593Es6pB2e12Ll++zPr6ui7+qxd3YGCAgYEBlpeXsVgsFItF0uk0tVqNYDDI6dOnOXPmDA6HY89gGY/HCYVCTExMHDgtvxe3b9/m9OnTzMzM6P+pjM3n81EoFPSLoSguRR2pKG5lZWXPcVNTU4yMjNDr9fB6vRSLRcrlMgMDA3S7XXw+3545X1NTU/p39bK88847tFotGo0GH/3oR/X2ZDLJ1tYWdrudVCpFr9fTA6Tdbucb3/iGziYUvaTaUfSaepm8Xq8efBTfXywWWVxcxGq16oFCqRVVsOByubDZbPj9fhKJBO12m0QiQa/X0xSNGsTdbjc+n08PRmr5K/gWFaLqT2ogVbWpcrmsBzMpJS6XS0fTKjtQx9tsNl1HabfbewaScrmsqUEVAMzPz2tnrepgitpSdUK3260He6vVqp2nUol6vV6dcTcaDT0Y2Ww2rdCEPt2kIngVaEWjUUKhEIlEglKpRLvdplQq6Qxgfn5eZ1jK0arARQ2mihat1+u6lqmyFbV0j9Vq1Rlgt9vl1q1bOhNot9t6srl6dsr5qwBDOT1VvwV0AOfxeDRdrQITVZdV7dzLWOx2xO12Wx+rnr1y8BaLRTs31cfdbjflcpk7d+7sWRJJ1UtVlqqoaRVIqcBMBbjqOamAStmoaGGHw6HpamWnquWqa1IUuhILqb6qRFOqLWXj0NDQgR3Uw/C0K0lYePAKEU8EIcQ4fcn6h4AW/blNf+VB6+sJIf4q8DcAN/BbwE/upzQ8LGSzWebm5jQFouovdrud5eVl3G43TqdTixMSiQRut1tzzBMTExw7dozp6Wkdge1c1zNVdE1MTDxwm9PpZGBg4KHHOxwO1tfXNcetsFsMoGjIx4F6WcbGxrh79y7QFwkolWIsFiOVSuF2u/H7/XsGsmKxqJ2/ElUEAgEtNPF6vdqO9fV1KpUKTqeTSqWi54opJ6WccqFQ0ParKF3RPIFAQAsxdtNKdrudXC6nKVGLxUIgEKBSqTA/31+xRQ0m1WoVm82ma1jBYJBWq4XNZqNQKJDJZGg2m3pum7oPKtJW9KTqT3a7nZWVFarVKpVKBZvNxvj4uM4ErFYr9XpdOwWV0anBS1FGKgpXA5O6H2rwtNvtRKNR4vE4LpeL9fV1isWidoIqK6pWq1itVsLhsKaMlDNXc/dUhO7xeHS9S02liEQi+Hw+AoEA586d02vitVot5ufndT3X5XLpVVSy2SzpdFq3qWpbirZVc/aKxeJ9A6qat6eEEi6XC7vdrjNYdf2KIvb7/cTjcer1OvV6Ha/Xi9fr1Q7EZrPR7XZpt9uUy2UtelBBRSAQIBwO6zFCOQf4FnWsnLqa7qGyTxVgqJVfVJCxm4pTDsjtduuarmEYmkJVTlc5E9UHVCC1e3qKYlMUvV8sFvWzUgyAUhGrgKDdbmvB02HgkQ5KCLH4kM3PUh7yS/RXMB8EQvQn7P4U8I/2sekTwN8EXgc2gd8Bfm7nfw/Fs1pJIhgMauouFArh8/l0RNpsNun1eng8HpxOJ8FgkOPHjxOPxzl58iQul4toNKql0k9S1H5SbG5uPtUaXkIIzp8//8zVXX6/nzNnzvDZz36Wzc1NnUlA32mogd7pdHLu3DkWFhaIRqN86EMf4qWXXsLtdlOtVnXGY7FYWF5e1oKQgYEBbDabHlBtNpumZVQdqtVqcevWLT3o1Ot1qtUq58+fJ5FI6KWilpaWSCaT3L59m0gkQjQa1QPY2tranmWootGodjhut5tcLsfk5CRSSkqlEm63m2PHjhEIBLQwYXZ2VtM0ahFO5cTUAKuowpGREZ1NqjqXlJLR0VECgQCJRILV1VUajYamP9vtti5mq0xf0TRWq5WxsTEuX75MPp/XAphut6spKJvNpjN9wzBIJBI4nU5KpRLpdFpPSVB0XCgUYmtri1qtpsUkgUBAR+y9Xo9EIsHQ0JA+l2EYLC4uUiwW96j8VLYK6IwoFosxMTGhM4/nnntOZ4kLCwu6xqpodL/fr8VIyh610orD4aBUKukVWAAdlKgaWLlc1o5DUYYq82o2m3qZMVVDLhaLWgGqaFXo1zrVtAqASCSig5DdIiCXy6XnGdZqNS3CGR0dpdPpaCevSgSKrgsGgxiGQTwex+Fw4HA49L1UGVelUtFTT5QzVo5pZGREO59MJqOfraprxuNxhoeHsdls+Hw+zSJEIpFDU0A+joqvCPzfgf3WxnMAvyultO6z7ckMEeId4H+SUv7Xnb//X0BASvkT++z7aWBZSvkzO39/DPgVKeXD04H72zmwiq/dbvPv/t2/I51Oc+rUKcLhME6nUy/UqgawbrerV4Xw+/17VlF4N7A7OzmKmJ2d1au274aK6tSApiK5l1566YHqtodhv5nuSsmlBgz1wqk1DhXy+bxWKJ06deq+aLFer7O+vq6dYKfT0bSMmg5QLBZZWloik8kwOTmpa1dDQ0PMzs6Sz+d1gV1RgCoz6Xa7ulYzODhIMpnUkuS1tTWWlpZ0RqMi20AgQCAQoFqtsrq6qjMyVS9TVKxS06kailJjKae7tbW1Z1Cbnp5maGiIL3zhC2SzWU1rq/re7owsGAxSr9fp9XqMjIwAfSeuhCWq/qEUfKVSCb/fr38GBgZwOp060ywUCvqezMzM6LlOSqmpHJdhGGQyGV3XrFQqOksCtDhjfX1dD/iq3hcKhfD7/bpWub6+TiaTwePxaNZAOcNCoUA6nSYSiTA5OUkwGGRhYQGbzcYrr7xCJpPRVGkmk9HZiwoC7HY7x48fx+/3a6qz1+uxsLCgHUc4HGZ4eJjV1VXq9Trlchm73a4DDtU/G40GwWBQC4UUPZ9KpbTwZXeN8sMf/rCedmK1WhkZGcFisbC4uKhr3M1mk1arhcViwev1IqXU4opwOIxhGESjUS5evPhU48zT1qCuAA0p5efu3bAzUfdZhdb/X+CHRH9h2TDwvcD/4wH7ngH+066/rwFJIURU7lobcJedbzygnQsHNRb6UXooFNpTL1IdYDftpcQO7wXq9fqRdlBKybYbu2sFimoAtCjjINhPVCKE2FMrk1KysLCgKT2FdrtNMpnEbrfvS2V4PB6mp6fv+/9u2jMWi+mIVfUNFQGrms0rr7xCsVjUGfX29ram3orFIl/+8pe1Ys1isXDnzh3S6TTr6+skk0m9bzQa5bu/+7vx+Xxcu3aNpaUldjMFQgg8Hg/FYlFPgJ6ZmeHYsWNaVl6pVOj1egwMDGi2QKlOr127htPp5IUXXuDcuXNaxdXtdslkMtRqNSKRCGfPnqXZbPK1r31N16RUvUsIQTQaJZ1OMzo6itPp5J133kEIoRcw3v3MnE6npi7VpO/BwUFSqRRCCOLxOIFAQK9TqZRwvV5PCyJUJnX37l06nQ7T09OUy2X97JRDXF9fZ3V1lUwmQyQS0ZJ1Ja5QgWer1WJ9fV07NZvNxuDgIN1uV9OgarBX0zcGBgY07aaoxnsRj8f1gK/qQb1eT6v+VN1nPyh5uqJWx8fHdfaooGzZr43R0VHd99V2VdeSUuo1Oe/t44c1zjwORfe/AHcfsK0NfPQB254Ub9J3PGVgHfgm8B8fsK+P/nwsBfW7/0lP2mw2yWazbG1tsbGxQaFQYGFhQUspDcPgypUrQH8yGvSl2zabjXg8zvT0NMVikUQiQSQS0eopv9/PxMSEVlxdu3ZtTxvq88aNG7RaLebm5iiXy6yurupIenV1lXK5zNzcHK1Wixs3buzbxrVr1+h2u9y+fZtqtcry8rK+pkKh8NjXZBiGzmgWFhYoFApsbGywtbVFNptleXmZarXK7du36Xa7z+Sa1tbWsFqtXL16VX8KIfQ1zc/P43K59KD5pM/pSa5JKbBOnz5No9HQnydPnqRer5NMJp/qOS0sLGAYBl/60pf4+te/zh/8wR/wla98hbW1NT34qixhdXWV48ePU6lUOHHiBBaLhe///u/XxfDFxUU9yL/22mtcunSJj370o7z++uv4/X7efvttfud3fodms8nMzAw//dM/zaVLl/jUpz7FxYsX+eEf/mHOnTvH933f9/Gxj32MF198EbvdTiAQYGhoiIsXL/Lxj3+cixcvcu7cOdbW1nA6nczPz5NMJpmenuYnfuInSCQSfPCDH6RSqRAKhTh58iTf8z3fw4ULF7BYLMRiMY4fP86JEyfodrucPn2aXq/Hc889x/b2Ns8//zyrq6t4vV7cbjeTk5MMDg7qBYzD4TDJZBKfz8fExASBQICpqSnq9TpjY2Oagh4YGGBiYoJr167pusjk5CSJRIILFy5w7tw5LZ0/e/Ysn/zkJ5mYmOCHfuiHNO27vb2thUAf/OAHGR8f5+zZs5w4cYJQKITD4SCRSHDq1CmGh4c5deoUIyMjfPSjH8Xv9/Paa6/hcrkYGxsjl8sxNDRELpfTq7ao73JTKrqNjY1936fZ2VmdWTscDm7cuKGFL9VqlbW1tQf2vXfeeQen08nKygrDw8PUajVGR0fJZrMkk0kt7FlZWdl33Gu1Wty9e1fP67RarVy/fp1IJMLKygqJREJTmKpWuLGxQalUOvAYce9KPLvxrsjMxSO+bgN4FVgG/inwD+g7oF8G7kgp//o+7V0DfkFK+es7f0eBLBDbL4N6iF3rwWBw+MKFC499LfdCrQhxVGHa9/R4ljaqWoPCvZLyh2F3/UIda7PZ7rNPSeVVYdvr9T5VDVFRPap4rupYj4v32zM+DHwn23f16lVKpdKGlHLk3m2P7aCEEMcfsKkFbEkp71+/5DEhhIgBGSAkpSzt/O9PAj8vpbxvDZidGtSSlPJnd/5+Hfj0AWpQbwNxHv6V7wn64o39cGHn8+oBjz/s7Rd2Pq++R+d/1PYLO59Xn6L9p7XhUdsv7HxefY/O/6jtF3Y+r75H53/U9gs7n1cP8fxP28aFnc+rh9T+026/sPN59T06/6O2X9j5vHrA4x/4le9aIfSoH8AAejs/u3/vAR36Uu/k47a3T/uL9FV4Nvoqvt+hL3zYb98/BmwDp+nXqz4P/L2DnvsRdv3uQ7a9Abxx0OMPe/v7wb5vBxtN+w7Xvm8HG037Hv0M9/t5Epn4jwO/AkwDLuAk/a+5+Cn63wtlA/6PJ2jvXvw39B1Phn5G0wX+KvS/bkMIURX9r91ASvn7wN8H/oj+176v0F+41oQJEyZMfIfgSSRRPwdMSSnVyqPzQoifBO5KKf+pEOLHgAOvzSelvAq89oBtq/TrUrv/9w+Bf3jQ85kwYcKEiaONJ8mgLMD4Pf8bA9SEkSpPvzLFUcSnD/n4w97+KHy72/csbHi/38Nvd/ueVRuH2b5p3wHwJCKJvw78FeBfAWvACPDfA/9ISvm/7YgafkJK+b0HMeTbEWp+ldxngtlRgGnf0+Oo22ja9/Q46ja+n+177IxHSvn3hRDXgf8WuAhs0f8q+N/f2f4fefC8JRMmTJgwYeKJ8L77ug0TJkyYMPHtgceuQQkh7EKInxNCLAohmjufPyeEOLyVTk2YMGHCxPsWTyJq+PvAS8BfoC/rPkZ/rbwAO3JwEyZMmDBh4lnhSUQS68B5uWspoZ0VIK5JKYcPyT4TJkyYMPE+xZPIzB+0mNez/aIgEyZMmDBhgidzUL8B/BchxCeEEKeEEH+MvmrvNw7FMhMmTJgw8b7Gk1B8DuBv0/822iFgA/hV4H+VUrYPzUITJkyYMPG+xEMd1M4q4ftuAvSBUsrPP2O7TJgwYcLE+xyPclD7fc07fMs5CUBKKR/0VRwmTJgwYcLEgWBO1DVhwoQJE0cSTyKSMGHChAkTJt41mA7KhAkTJkwcSZgOyoQJEyZMHEmYDsqECRMmTBxJHCkHJYRwCiH+pRBiRQhREUK8LYTY9/ulhBBnhRCfFUJkhRCm0sOECRMmvsNw1L4B10b/yxAvAavAHwd+XQhxTkq5fM++HeDXgV/igN9DJYR4G4gD8we014QJEyZMPB2mgIyU8vl7Nxx5mfnOlyT+nJTytx6wfQqYk1I+8ZqAQoj1YDA4fOHChQPb1+12sdmOmp//Fkz7nh5H3cYnsa/X6+nfDcOg1+vhdDoR4vCW1HyW988wDP17r9fDMAyEENjt9j3XIKWk2WzS7Xax2+04nU663a62Zbc9QojvqGf8LCClpFarofyDx+PBarU+cP+nse/q1auUSqUNKeXIvduO7hMBhBBJYBq49ZTtvPGATb4LFy7wxhsP2vxoLCwsMDk5eeDjDxvvV/t6vR7lcplMJoOUkuHhYYQQeL3eI2PjfigUClgsFoLB4GMfs7CwwNjYGFJKHI77v55tZWWFSqVCq9Xa9/jR0VESicSBbX4c+3bfPyklUkoslr0Vhk6nQ7PZvO94IQRut5t33nlHX0O73d7Tjt/v59ixY/j9fgAWFxf56le/ysbGBp1Oh/HxcUKh0J52LRYLgUCAZDJJu91mamrqvvunBujDdOAArVaLer2O3W7H5/Pdt/3d6oNSSkqlkn53BgYG2N7eJplMMjJyn/+g1+thtVqfyr7XXnuNN998c18W68g6KCGEHfgV4N9IKW8f1nmazSbZbJZOp4NhGHg8HvL5PENDQywtLTEzM8PVq1e5ePEily9f5oUXXuDKlStcuHCB27dvMzg4yMLCApFIhHq9jsViwW63U61WicVirK+vMzU1xa1btzh//rxuQ33euHGD6elpVldXSSaTFItFXC6Xti0UCpFKpRgbG+Pu3bucO3fuvjauXbvGmTNnmJ+fZ2RkhGw2i8/no9PpYLFYKBQKT3RNExMTbG5uvivXVC6XAR56TcPDw+RyOX1Nj3pOX//613G73Vy/fp3p6WmWl5fJZrNks1kCgQDNZhOXy8XZs2ep1WqPvKbTp0/ra5qfnyccDlMqlWg2mzgcDvx+/4Ge07Vr1wCYmJig1+uxsbHBrVu3OHnyJIZh8F3f9V2P9ZxsNhuf+9znEEJw7NgxNjY2CIfDCCE4deoUX/nKV5ienuadd97h1VdfZWFhgQsXLjA7O4vD4eAb3/gGIyMjWCwWYrEYVqt1z3Oy2Wx77PjEJz7B17/+dZ5//nnm5uY4d+4cy8vLDA8Ps7y8jMvlotlsYhgGAwMDdDod7ty5w9raGh/60If4zd/8TQYHBxFC8OKLL7KwsMDZs2f5zGc+w8DAwJ7nZLFYsNls1Ot1/H4/qVSKQCDAwsIC8Xic+fl5IpEI1WqVV155hVwux4svvsibb75JpVLB6/WSzWbZ2NigWq0yNTXF6uoqkUiEjY0NBgYGePPNN4nFYvzqr/4qx48fZ3V1lRMnTpDL5RgaGqLX6zE6OqoHb6vVitPpZHh4mPn5eT7+8Y9z7dq1J3qfbDYbGxsbhEIhFhcX8Xq9LC4uMj09TTab5SMf+QjvvPMOH/jAB7hx4wZjY2PMzc3t+z75/X62traYnJx8ojHCbrdz584dRkZGiMfj5PN57HY7X/va1xgfH2dpaYmLFy/yla98BZfLRSqVIhqNcufOHUZHR8nn89RqNXw+H0NDQ2Sz2QONEbuz+vv8wFGk+IQQFuDT9L8M8ZNSys5D9n0aiu+NS5cuXXqaDGp2dpbTp08f+PjDxsPsa7fbFItFoB8hRiKRh6bxh4FH3b90Os3a2hqhUIjjx48/NJI1DINsNkuhUKBarZJIJBgYGOD69etIKXG5XPj9flqtFpVKhZmZmT0ZVbfbpd1u6wHoXht7vR7Xr1+n0+lQLpd1dH3+/HlsNpt2Co+CYRh0u12++MUv6hdaCMHy8jI2mw273Y7L5eLYsWMIIXA4HLhcLmw2m953d/bxX/7LfyESiQCwtrZGt9ul1+uRTCYZGhqiVCoRjUax2WwMDw/j8Xgol8u0Wi02NzdZWFjA6XRSLBaZnp5meHgYwzB0NlepVFhaWsIwDAzDoFKp6PO73W6klAwODtJut3W2o7a5XC5KpRLdbhfDMAiHw9y+fZtut0ssFiMQCOjIvFwuMzo6yvb2Nuvr64TDYUKhEDdv3mRzcxO/38/JkyfZ3NzEbrfj8XhwOBzkcjmWl5d55513sNlshEIh2u02oVCIl156icHBQXq9HufPn6fZbDI3N0en06FSqbC5uUmtViObzTIwMKDtbLVa+lkGAgHq9TrVapVOp4OUEqfTSSKRoFarMTk5yfnz54F+BmwYBhaLhcHBQX0vAO1UAIrFIgsLCzoLDIVCOBwOUqkUVquV7e1tfD4fg4ODACwtLTE8PEy73abZbDI5OUkymURKyc2bN2k0GvqeOJ1O3R+EEDqrbDQavPPOO7jdbhKJBJubmzoA+dCHPoTT6WR+fp5qtcrx48dxuVw4HA42Nja0PalUCovFQqvVIp1Oa+cyMTHBRz7ykUf2/f2wk0G9KaV87d5tRy6DEv1e8S+BJPDHH+acDtj+j9BfkR3gXDqdfqr2ZmZmntqmw8TD7FtdXaVUKum/0+k0Xq8Xi8WCxWLRg43q7O+2fZ1Oh5WVFcrlMuVyWQ9qm5ubVCqVPTSPlFLXGqBPWw0NDQEwMjLCzZs3sdvtJBIJ6vU6xWKRSqVCuVzGMAwikQh3797Vg+zg4CADAwPk83m8Xi9ra2tUq1U2Nzd1zaZarVKtVpmbm8PlctFoNPD5fKTTaRqNhh7cC4UCDocDu93OysoKN2/exGq1asqx0+mQSCTY2NggmUxSrVbvc6pqUEwmk9oZ+nw+arUac3NzQL9OoDLNVCpFp9MhFouRy+VwOBxIKfVxIyMjeL1eGo0GKysrZLNZUqkUExMTRKNROp0O9Xpd2+j3+7Hb7aRSKXq9nqbLFhYW6Ha7FAoFGo0G2WyWYrHIyMgITqeTTCajHUa5XEYIQbFYJBAIEAgE9DNMJBIEg0Fu3LjB8vIytVoNq9WKw+GgWCzqv5eXl/H7/UQiETwejw5CLl++TLFYJBQKEQgEsNvtjIyMEAqF2N7eptls0mg0cLlcCCGIx+O0Wi2azSZut5tXXnmF6elp7HY70HcghUKBjY0N0uk0S0tL2Gw2ksmkdm61Wo1SqcTa2hp3797VWd+tW7eYmppiYGAAj8dDsVjEarUSDAYJBoP6msrlMuFwmHq9TqlUolqtYrfbSSaTLC0t4XK5KJfL+Hw+5ufndRZWqVRYXV1laGgIp9NJq9WiUCiwvb1Nu92m0+kPmTabDY/Hw+joKKFQiE6nw8LCAplMhvHxcer1Oo1Gg3K5zOrqKq+++iorKys0Gg2KxSL1eh2fz4fFYmF9fV2/ZydOnNDvSTwe1+/bYeBdy6CEEGNSytXH2O+fABeAj0spqw/ZTwBO4Dj9GpWb/sK1+xPt+7fx1BnUlStXuHjx4oGPP2xcuXKF559/nnK5jN/vRwihC83Xrl3TEayKJnu9Hvf2iXPnzu1b23hSqCK1gtPp5K233iIejyOl1NGmzWaj1+vx+7//+xQKBVwulx4sw+EwTqeTVCqFYRg6GjQMg1QqhdfrJRqN4vF46PV6pFIp7ty5Q6fTYWBgAACr1cr6+jqdTgen06mdQKVS0S+82+3Wg8r29jajo6PYbDY2NzcJBoMMDQ0hpdQ0TblcptPpsLa2RqlUwmaz6WxMCKEpr+3tbVqtFqFQiFgsxtjYGLOzswD6GhWNqaitVquFzWajWCzS6/VwuVw4nU6sVitWq5Vut0s8HsflcuH1epFSapquVqtRq9XweDz6ulSmGIvFcDqdWCwWstmsdm7FYhG73U40GgX6mba6b1JKxsbG8Hq99Ho9KpUK6XSaSqWC1Wolm81itVqx2Wy4XC5qtRqNRgObzUaz2cTpdBIOh3G5XPh8PmKxGMViUWc8jUaDSqXC4OAglUoFKSWBQEA/j263Sz6fx+FwIITg+PHjJBIJKpWK7ruRSIRwOIzdbicej1OpVNja2qLT6dDr9Wg2m7rWEwgEuHXrFltbW7z88suMjo7q5xUIBJifn2dlZUUHIYODg3Q6HQqFgn5mKiOORCJ0Oh1yuRwejwePx8PAwABer5dqtUqlUsHv99NoNHTwFw6H6Xa7OBwOLBYL29vbuN1u3Y/cbrdmBE6fPo3b7daBkXqXrFarrs0NDg5is9l0tlcul6lUKgghkFLqPu/3+5mYmNDX0Gq1iEajmtptNps6W0smk1itVpLJJLFYjEqlgmEYNBoNotEoMzMzFAqFb98MSgjhBJaAh/JHQohjwE8ALWB7F13yE8AXgVng9I6jO7bTpkIDWAHGn6Xtj8JRdk7Qt0/RZIqOqdVqmr5QkbDD4dCFdhVZ3717l+XlZarVKvF4nNHRUU0X3ItWq8Xy8jLdbhe3282xY8f20IXlcpmvf/3rOtJWNJXVauX69eu4XC4mJydZW1vT9EetVmNsbIzx8XHC4TCzs7PMzs5is9k4efIkx48fJ5/PE4vFqNfrfP3rX6fb7TIyMsL6+jpWq5X5+XmdQUxNTWG326nX6ywvL1Ov1zVlo+p1DodDZ2dCCKLRKKFQCCEE5XIZq9VKPB7HMAza7Ta1Wg2Hw0Gv16NWqwFoJ9rtdnVW5fF4dJvhcJhqtcrGxgbf/OY3aTQa9Ho9/WO1WvH5fNjtdk05+f1+rFYrnU5HR8nNZpNer4fFYiGdTmOxWIhGo5oibDQaWjgRCAQAqNVqerCu1+u43W6Gh4c5ffo0Q0NDbGxskM/nKZVKeDwePRAVCgW2trZotVosLfVfO4vFgsfjoVarYRgGLpeLaDTK9PQ0a2trVCoVgsEgTqdTX5fNZsNisTA+Pk4ul6NWq+F2u3XWbrFYCIVCjI2NYRgG5XIZt9uN3+/Xg7PD4SCTyeDxeGg0GrqfqKCkVCrR6/UoFAo6KFJZz9LSErVaTde3pJRUq1WEEPzar/0aU1NTNBoNtre3dca52xFsbGzgcDiIRqMEg0Fu3bpFNpvF4XBoR6EcbiaTwWazEQgEqNVqtNttnekoSi4ejzM+Pq6DkXw+j2EYFItFWq0WuVyOZrOJz+fj8uXLNJtNfQ+llFrFGA6H8Xq9rK+va0VdIpHQQYLqJw6HA7fbTb1eZ2tri8HBQcLhsM5Q/X4/5XKZer1OvV7X98rpdFIul3Ww1+l0qFarSCn5gz/4A370R3/0UMavZ+aghBCvPmSz8yHbNKSUKzz8K+R9u/ZdfsS+++JZU3xvvvkmoVCIcDi8b/1GFeEfRJP1ej22t7f3yGftdjulUmnP/x4E9QK22208Hs99Us8bN27o6L9Wq7G6uorD4dCDZblc1i8j9AedyclJ3aFVZqIGBkUVbW1tkc/n9QC1sbGB1+tlZGSEQqGgBxaV7dy6dUs7MKvVSiqVwuFwMD8/TzQaJRqNUi6XdeRWrVYJBAJMT0+Ty+U0NaFqNmtra9TrddLpNC6Xi83NTTY2NjTPr+5ft9vl/PnzFAoFarUaLpeLQqGAEIJer4cQAqfTqV92lZX5/X6q1SrtdpuNjQ09WNtsNv2cVV3I4/EA/dqSlJJWq6Xvrxqg2u02+XxeS5+bzaZ2NlJKTQd1u138fr8e1JUE2jAMHA6HHsiUBFhKic1mIx6PUywW9b5qu8vlwm63k8/ndX9zu93E43F8Ph/VapV6vc7c3Bxzc3MIIQgGg7hcLra3t/fU2+LxuO5HFotFF/wnJiYIBAIMDQ3h8/lwuVyMj4/ra97e3ua5556j0+lw9epVTd2qGpfKHlR24nA49HlTqZQWJjSbTTweD16vl1qtRqFQ4NatW4yMjLC2toYQApfLhWEY1Ot17ty5Q6PRIBQK0ev1aDQaurYUiUQYHBxkc3MTwzC0U97Y2KDdblOv13U9a3h4mJmZGdxuN6lUim63y/r6OhsbG5TLZWw2G1JKer0e3W4Xr9erndX29japVAroB3Eul0tn1aotxRAoIU+r1cLpdGKz2SiXyzidTnK5HJ1Oh263q++xw+Gg0WjoPtTtdrFYLDpwUddgs9nw+/26xtbr9djc3MTr9eLxeNjY2NCUo1JRer1epqenNQtRq9V0VjwzM8OxY8dwuVx76lGHgWdG8QkhDGALeNCoOiSlfHcr8I/A01J8xWJRv2gOh2NPYR3QL0kul8NmszEwMEA4HNZc9MjICM1mk42NDeBbzkZKqYvjKhrqdDpYrVYsFgu9Xo9qtUqtViOXy1EoFKhUKjrLqVarmm8vlUoIIZicnMTlctFqtUgmk/j9fubm5lhZWcFutzM2NqZrGvV6nXK5zMjICI1Gg62tLa10DAaDCCGYm5vTkZkq8Pp8Pj7ykY/oQTSbzbK+vk69XieTyVCpVAiHwwwNDVEul/F4PFr5U6/XCYVCuvisqIjh4WFWV1epVCr6HA6HQ9cE0um0HsQ8Ho+mC9XgUCgUGBwc1M4lFArpQVuJDhT9pAZ+NQikUik96CtnHIvFdFE/l8vpzEW9/FJKGo2GHqDsdjt2u51er4fX66Ver9Pr9QiHw0xMTGjqZGRkBIfDwdmzZxkcHNRO7MaNGxQKBVqtFo1Gg0gkwubmJqVSiVAopLPhmZkZut0um5ubtFotUqkUuVxOD5xKjba1tUW9Xsfj8bC5uamdmCp2q/lEqlBfqVRwuVx4PB6mp6d55ZVXtGquUCiQyWS0k4lGo0xOTnL58mVisRher5fNzU3tWNUzT6fT3Llzh3w+TyQSYXR0lNXVVWq1Gp1Oh1KppJ23qgmpQb3dbtNutzU1qwQNFotFBwyKdisUCjSbTV2fVLSiqukpNiAej1Or1XSgaLFYdAbscDjwer0MDAzg8/m0o1tcXNQ1T5V1NxoNoM9GKJtU9luv13UgGI/HdU1MzeFS73+r1aJareJ0OrHb7XQ6HZ0Vl8tlHA4Hw8PDBINBqtUqg4ODBINBVldXdYam+o5hGPq6q9UqvV6PQCCAz+ej3W5rlaNy0LVaDafTSSgU0vJ9FUyqIFjVUpW4yG63Y7FY+At/4S/wJ//knzzQOPowiu9ZOqgl4EellF/ZZ5sLqH0nOSgpJb/1W7/FN77xDaampggEAloiOz8/j2EYWoqsIhM1EEJfHqoGpzNnzjA5OamLsrlcjmAwiJSSTCajHZ9yYMoBqQhaUSSKSy6VSjidTh2FqoxIcedKXWWz2fB6vboWEYvFcLvd2kaVYdVqNTY3N8lkMrqe0O12dYFXReN37tzRsmsVbamsaWBggJMnT3L27Fktb200GuTzeT74wQ+ytLREuVwmEomwsLBAp9PRyjCPx0M4HObOnTvagXY6HT0gQD/ii0QiuN1u2u02a2trmh45duwYoVAIu92uMw71IgYCAZ1VuN1uXay2WCy6XnPr1i3tbJxOJx6PR1NolUpFR7Yqa4lGo/R6PX2+ZrOps8tkMkkgENAKL6X8UyIIlaGqPnb58mUdPU9NTemajapF1et1vvSlLzE6OqqzdLvdTqVSoV6vMzk5qelMFT1brVb9TFVGAmjqsNFo4HA4qNVq+P1+zpw5gxBC0z2q3hQOh3XgUa/XNVOgnNbQ0BAej4etrS2i0aimkNR9abVaWmiQyWRwuVyEw2EqlYoeUKPRKKOjo9oRVyoVnYkahsHm5qam6NT/VH8bGRlhdHSUZrNJq9VCSkkymaTX6zE7O0u73WZsbAyn08n6+jrPPfccLpeLWCzG0NAQW1tbXL9+natXr+q6VTKZxOfzaSeoBnGn06kdZzAYZH19nWq1itVqpVQqYbFY8Hq9uuanHK1SRXo8HqLRKN1ul1KpxODgID6fj2AwSCKRYHl5mYmJCS2XX1lZ0bSqqhFNTEzooFgFQUoBqihH9fx23+NEIkE8HtcCKZVV5fN5RkZGmJmZodlsMjs7S6lU0tlUNpvV48EnP/lJfv7nf/5A4/C7VYP6JvAicJ+Dop9VPVIg8W7gWVF8hmHw5ptvUq1WyefzOmpRqjD1Y7PZCAaDOmJS3H+hUNCd/Pd+7/e0PBT6IoHd1I6a8S+EoNVqaZpMRXlK8qtm1itBg+KR5+fn9wx66hyqDbvdrp2SorpUxKqiJYvFQqPR0PbsnmWuagudTgchhFb+qDbcbrcunqfTaV2biUQiJJNJLYNeW1vTL3YikaBQKLC+vq558VKphM/n00VaVUQPh8PablV/8Pv9Wvo7MjJCp9PRsmSFaDSqRQ9zc3NUq1VsNhsvvvgiZ8+e1VTd+Pi4rkPcvHlTK78ikQiJRILbt2/rDNfj8fBd3/VdQN9RFAoF7dhUDSsWi5FOp7X8OhQKsbm5Sb1eJ5lM4na76fV6FItFUqkUkUiEUqnE1taWnnCr+kooFOKVV14hnU5rutPlcmmHe+LECbrdrh6UPB4P1WqVUChENBrVvysn5fP5tJDD4/Hw8ssvEw6HuXnzps6GlYJuaGhIB2Wrq6tsb2+ztLSkn22r1cLn8yGEIJfL8dJLL+lB0uPxMDk5qRWZQ0NDVCoV3G43gUBAZ89KqPHWW2/pOqWK+Ov1OsFgkLW1NaLRKMViUcvwE4kEo6OjXLp0ibfffpsbN26Qz+e1mCUSiWhhw9jYGOfOndNK0UajoeuCTqeTiYkJLZBQUMHG9va2Dhh8Ph+bm5usr6/r97DVatHpdLDZbLzwwgtaVdnpdPjABz6ga0EOh0MzFQMDA7z88su0223cbjc+n4+BgQFN+bfbbc6cOYPNZmN1dVWLKBYWFhBCMDo6yokTJ/Q8tng8rgUYqVSK5eVlBgYGCAQCpFIpndWp2p7qE6of/cAP/AB37tzRUxWsViuFQoF33nlHB6p/4k/8iQONo4/Cs3RQP/KgDVLKNjDxqAZ2xBS/BHwciNBfI+9npJS/94D9/yrwN+gr+H4L+MlHqfiklJ+mP8cKIcQbiUTi0qPs2g+FQoEvfOELetBRXK/NZtORsdVqpdfrkcvldAS7O4VXihhFhwG6ACqE0FTLbvpF0UiGYehipeq4qjai1GNqXoQawAFNx1itVtrt9p4sRFESu4UDCipaU/aoLGn3/5UjUo6yVqtht9uJxWIYhsHKyopWG3m9XlZWVuh0OnpwqtfrQN9xlEolTYuoiF05S+XMPR6PzoIABgYG+MM//EMMw2BycpLXX3+daDRKJpNhaWmJl156ieeeew6Hw6Ej6JMnT3Lt2jUGBga0c00kElrFpSJgl8tFp9PR8mQl9R4dHcVut9NoNAgGg7oeEAqFSCaTWim1ubmJz+fD6/XqaN9qtTI6OqoppfX1de1YoB9gjI2N8cILL7C8vKwpMqV+U1MEMpkM58+fZ2lpSa9CoDKTb3zjGwB6bhOgKeJgMEgqlWJ6eprx8XE9D2ttbU07IJfLpR28mofk8XhYWlrSjq3X63H16lWq1aoOErLZrBaRpNNpQqEQ2WxW14n8fj+dTodwOEw4HGZsbIylpSUymQzlclnTTKofKDGA6seBQIATJ05oyi6ZTOJ0OnV2c+LECVwulxZrXLhwgYGBAd3mO++8QyaTod1u02q1ePvttzUz4PP5WF5e1v300qVLesJ7rVYjlUrpwGtiYoJGo8HCwgLFYlFTgqOjo7qmVq/XuXnzJvl8npMnT+r6nN1u5+bNmxiGwdDQkBaP+P1+fD6ffm9TqRSrq6tMTU0xMTGh23Y4HLzxxhvUajXteNWUhZdeeom7d+9qRd/IyIh2clevXsXlcjExMcHCwgKf+9zntBpVsShK4l4sFvnlX/5lzQyMj4/rIMhisRCPx3W/Pww8c5m5EMIB/G3gh4EhYBP4VeAXpJT3r2Oy91gv8NeAf823Fov9D8B9i8UKIT4B/Fvg9Z1z/A7wlpTybz7iHLszqA+dOnUqomS+T4JGo8Frr72moy4FNUtc1VBUzUitfuD3+3G5XIRCIWw2G6VSSdNASpiwO7NRx7pcLp2ljY6OavoJYGxsTNM2ahBSyiKn08nIyAh2u12r+NbW1ojFYmQyGdbX1zWVEwgEdO2r1WrRarX07HKv16sHZoBkMsnFixd1obtarepC+OzsLPV6XdMISuK8tbWlJzICWgyhnJ5SnO2mCZUisFQqEQ6HtZjC6/Vy+vRpEomEVhBCXxxht9sJh8McO3aM48eP0263+epXv6rrP8PDw9oR9Xo9vvzlLxMOh/nu7/5u5ufnabfbe+T2ip71eDxEIhF6vR6rq6sIIRgeHgbQ9M/Xv/51SqUSsVhMc/33zpRXz7tcLu+JjBXtpegwNQdGrSyh9lFyb+UQGo2GVrhtb2/r86jaqMVi4eTJk/dNIvZ4PCwuLtLpdHC5XGxtbWnRgFKYhcNhHYh4PB5OnjwJwK1bt/YsS2S32zl9+jTtdptsNqvvXTqd5tatW2xsbHDs2DHOnDnD0NAQ6+vrAJru7PV6pNNprl27punFXq/HzMyMprNfeuklLYJRtadcLqdrXtCv/2xubjI2NsbMzAxzc3NkMhmmpqb0xFqn06mFBypAU8pN6C+TpOpbkUiEc+fO6Rpsp9NhcXGRer2Oy+VienqaTCajM3QVLAWDQS2egf5k78XFRU6fPo3dbmdjY4Nut7sn643H45w+fXpP8KagVudQUH1vfX1di4yazSZ37twB+gFJPp+nUCjoLDaRSJDP5zXNrWrd169fx+PxMDU1xdDQEMFgUIu3Pv/5z9NqtTTdqp6r3W4nEAjw4Q9/WNfJn2R5rt14V2pQukEh/iVwEvgF+rLvY8DfAuallH/uAO3tu1isEOLTwLKU8md2/v4Y8CtSyoEnaPvANahms8mP/diPkcvldGdQHLRSIakB1+VyMTY2piNSFUGqDur1enUdCfqZ0ODgIH6/X0tvfT4fS0tLbG1tcebMGf2i+v1+otGoprwAnb2USiUWFhY4ceKEpk46nY4eHGw2G9FoVIs41D6KooO+SnFubo7jx49rjvzu3btanuzz+SiXy3z1q1/FMAxOnTqFy+XSmVSlUsHn82mnffPmzT3iCvUCKUGHcp4f+9jHdBunT5/mrbfewmq14nK5NCVx7tw5LXZQ9I3VauUDH/gAKysrei6KlJLFxUUWFhZ0ZnT8+HFOnTqlI+mXX35ZOxtAR77Qn8V//vz5Z7YeW7vdZnt7W2fDbrdb27m1taUHTZvNxvT09J7VCPbD7nXQlpeXKRQKWK1WRkZGtCBEFeLvRaFQIJVK0W63KZVKepWGsbExksmkVps5HA4mJyf1oLtbtfYgBelu+2w2mxZtCCH0PKLd2b3C4OAgkUhEt6uYhP0gpdT9xO12a3m2ehegnwU9akL97nuo+qSiVM+cOXPf/rVajbt37+rAIZFI6DlI+6HdbvPZz34Wq9WqV2lYWFjQwajD4WBgYGBPH1SCm3a7TS6XY2xsTNcR5+fndeBz4sQJ7RhzuRyrq9+qpii13cLCAu12W8+VGxsb0+94JpMhn88zPT19Xx9vt9t7AnAlgVdBq8rYn8FafO+ag8oBk1LK4q7/Reg7qCdakmBnsdgV4IK8Zz0+IcQ14O9KKX9t5+8YkAFiUsrcPfu+8YBTXLh06VLwIA6qXC7zC7/wC1itVl577TXq9Trnzp3TEwbVRE5VyI3FYhw7dmxPG5lMho2NDU6dOkWn09HLDqna0X5wu91PtLRSoVAgHA7v+Z9ypkrB9jBUq1Xu3LmD2+3GZrNRqVT0Ol7BYFCLKlZWVlhZWcHtdjM1NaWFCJcvX9bFZPVC7X7RVC1HvYwqgo9Go8zOzlIul5mamtLZ6NTUFNVqlWQySTgcZmBgQFOTKruAvlNR0urd2Nra0tGkijZHR0e5ePHiA+d47XcPDxPqPimq91F4FvZ1u10tK6/ValoYAegaykEdtLJPqQh3D3gKDoeDSCRCo9HQ1OpB0el0dG0F0BO3H8fGe6Ec6oOOUfRlMpl8pF137tzR6wGWy2XS6bRW4SmF3ePap8oFQohHXpu6DrWy+2HgafrgwxzUYXxh4TZw7x1z05egPzbEoxeL9QGlXX+r3/cfZR4AtVjs1tYWGxsbFAoFFhYWaDQazM7OYhgGV65cAfoLmkJ/dQafz8err77KhQsXaDQazMzMaEXNsWPHaLVaBAIBzfV/7Wtf4+rVq/yH//Af9OfGxgbz8/NaPKAUXUqK7nA49FIiSpI+NTWl7VCf165do9vtcvv2barVql4cdWtri/X19fuuSRXlbTbbnmsyDIPZ2VnNqRcKBUqlko7glpaWsFgsDA8P8+qrr5JKpXSbp06d4ty5c5w9e1ZH4VtbW7o+8MILL/Dyyy9z7tw5XnvtNZLJJC+99JKedCulZGJiArvdztDQELdv39Z1H0DXa0ZHRzl58iRDQ0N6XouiaNXiq5cvX2ZiYgIhBM8//7x26qFQiJGRET2nRr3gx48f15TL7jbUZ71e58aNG7RaLebm5vTSMEqYsLq6SrlcZm5ujlarxY0bN+5r41HPaXffa7fb3LlzBynlvn3v3ueUTqfZ2NjQRXY1uVqtebffNQF7rknVebxeL4lEgrW1NX1NhmFw8+bNA1+TEk7cuXOHoaEh8vm8nqg7Pj5OPp9nYGBAU2sqCzzoNSnaUylhq9XqI59TvV7f95pqtdoDn5OS58fj8cd6TmpC9VtvvcXdu3fJ5/MEAgFd83vYNZVKpT19T8nCs9nsY/W969evI4R4ZN971Li33xixsbHB5ubmgfveu7pYrBDib9Kv8fxjYB0YBf4ifWHCN9R+UsrPP6SNRy4Wu5NB/YKU8td3/o4CWfbJoB5ynqde6kitaP4w/rXVapHJZO77f6lUIhAIHNo6VoCeLX4YkFJqJZ3X68Vms5HJZEin01oiu3um+6Psq9VqmrpQYoNYLKbnXil119Nge3ubjY0NvZzSc88998gs8jDv4bOAad/T492ysV6vc/v2baTsfwWMWn7rUTjq9/Bp7Hu3Kb6lR++FlFIef8DxAvhl+ksW/XEpZeMB+30aWJJS/uzO368Dn37CGtRTf2Fhp9M5tLT5WcC0by8Mw9DF5ntXLX8QzHv4dDjq9sG7a6PKGJ6Exjzq9/Bp7HvYFxYeua/beILFYv8YfbXf6/Tpw98Cvv6EKr5XgC5w4yGHJIAHTZa6sPN59YDHH/b2CzufV9+j8z9q+4Wdz6tP0f7T2vCo7Rd2Pq++R+d/1PYLO59X36PzP2r7hZ3Pq4d4/qdt48LO59VDav9pt1/Y+bz6Hp3/Udsv7HxePeDxD/zK9z1fV/Be/9BX/EmgCVR3/fwoMLbz+9iu/f9vQAooA/8KcB6CTb/7kG1vAG8c9PjD3v5+sO/bwUbTvsO179vBRtO+Rz/D/X6O1PdBySdYLHZn/38I/MNDNcqECRMmTLwnOAwVnwkTJkyYMPHUMB3Uo/HpQz7+sLc/Ct/u9j0LG97v9/Db3b5n1cZhtm/adwAcOZHEtxPUBGC5jzzyKMC07+lx1G007Xt6HHUb38/2mRmUCRMmTJg4kjAzKBMmTJgwcSRhZlAmTJgwYeJIwnRQJkyYMGHiSMJ0UCZMmDBh4kjCdFAmTJgwYeJIwnRQJkyYMGHiSMJ0UCZMmDBh4kjCdFAmTJgwYeJIwnRQJkyYMGHiSMJ0UCZMmDBh4kjCdFAmTJgwYeJIwnRQJkyYMGHiSMJ0UCZMmDBh4kjCdFAmTJgwYeJI4kh95fu7DSHE20AcmH+vbTFhwoSJ9ymmgIyU8vl7N7yvHRQQDwaDwxcuXBg+aAPdbheb7ejexofZ1+v16HQ6+m+73Y7FsjepFkLQbrexWq1YrdZ31b6jgqNuo2nf0+Oo2/idbN/Vq1cplUr7bju6V3xIEEL8CPAjO3+6h4aGeOONNw7c3sLCApOTk8/CtEOBsk9KiRBiz7Z33nmHer2OEILH+V6wF1544aHbDcPAMAysVut953qUffuhVCppB+pyufD5fI/V5rPG7OwswWCQoaGhx76udxPfLn3wKOOo2/idbN9rr73Gm2++uS+L9b5zUFLKTwOfhv5XFScSiUtP097Q0NAzseuwMDQ0RL1e5/bt20xNTVGv16lWq1gsFur1OgMDAwwPD9PpdCgUCtrJSCnp9XpkMhnd1m4npxyaEIJms0kmkyGdTgPgdDo5c+bMfYN5q9ViZWWFWq1GNBql0WjQarUoFArYbDasVitut5tWq0W5XGZlZWVPRme32/e0KYRgcHCQaDQK9KO4drsNgMPhOFBE1+12WVtbw2Kx4Ha76fV6FAoFGo0GbrebSCTy0ON7vR7r6+t0Oh2cTicjIyN7bF5fX6darer/CSEQQjAwMIDf739ie+Hw+2C73abb7eJ2uwEe6qTV/dodUIRCIVZXV3E6nQSDQZxO50PbaLfbGIYB8Mh9H4Vut0uz2aTRaNBsNmk2m8RiMcLh8J797r2HnU6HbDaL3W4nFosd+PzPCo/7jKWUNJtNHA7HoTAeD8Jh9cEj56CEEP8e+BjgBbaBvy+l/BcP2Pc48I+AS0AL+GUp5V9/t2wFWFpa4vTp0+/mKZ8IS0tLeDwepJTMzc3dt10N7na7nUQicd92h8PB5uam7vhut5tOp8Ps7Cy9Xo9QKEShUADA5/Nht9spFAqkUikMwyAej2O32+l0OnzlK19hY2MD6A9yVquVzc1N/H4/FouFUCiEEIJKpaIdwvT0NOvr6xQKBfx+P4ODg3S7XU0pZDIZpqencblcLCwssLW1RbfbxWKxcOzYMYaGhpBSUqvVmJycvG+w29zcZH5+HsMwCAQC5PN5lpeXSafTOBwOfD4f29vbjIyMcPPmTU6dOoXNZiMQCBAOh7HZbFgsFiwWC0II1tbWKBaLOJ1OZmdn2draYmhoSNt069Yter0erVZL3/fh4WGq1SqdTod2u83k5CSpVIpKpcLIyIh2zDabDcMwaDabtFotPeDfvn2bmZkZSqUShmGwuLhIu90mkUjg8/lotVoYhsHo6CjxeJyNjQ16vZ52OIDex2Kx6GfW6/UwDIO7d+/SarX0MxsfH9fOVDnYdrtNs9lkeXmZpaUlAE6dOgXA5z73OQKBANAf+CuVCs899xwf/vCH2djYIB6Pk81myeVyANoOgEgkQiwWwzAMyuUy165dIxgMMjg4SK/Xw+v1Mjg4iNVqpdFoUKvVgP5ALaXUQU6v19PPqFwu4/F49LVHIhFyuZx+j9vtNnfu3KFer9NsNhkZGWFiYuI++vvdxNLSEjMzM9qGfD6Py+Xacx21Wo35+Xn9bhw7doxQKHTgc5bLZVqtFjabTb+bD7PvMMbBQ/nKdyHECeDPAEPAJvAbUsq7j3nsGWBeStkSQswAbwDfJ6W8fM9+DuAd4P8A/inQA6allNcf0f5uiu9Dp06diszOzj72td2L3S/TQdDtdlldXdURI0AgEKBUKj0W7fY49qmXFvoDytmzZ7XdDoeDRqOho1ar1aoHE+h3+s3NTZaWlohEIthsNprNJtvb2/R6PXq9Hi6XizNnzuiB5NatWxSLRYrFIoZh0Ol0yOVyWCwWzp8/j2EY3LhxQ1N4UkrsdjtSSjqdDs1mE4vFQjabxel00u126fV62O12rFYrvV4P6A8kirsWQjA8PMyZM2ewWCxsb29TrVb1wNZut0kmk7hcLhqNBr1ej7GxMarVKrlcjlqtRrvdRgiBx+MhEAjQ6/UYGBigWq1SLpepVqt4PB6i0SjhcBiXy4XT6cTtduNyuTAMg0KhQLfbJRKJkE6nsVqteDweGo0GW1tbZLNZAoEAx44dw+v1sra2RqlUIpvN0uv1aDabdDodOp0Odrsdh8PB1NQUQgi63S5bW1vU63Wd0UxPTxMKhXC5XJpaXVxcxGKxEIvFGB4eZmNjA6fTicViodVqIaXE6XTqZ6myRZV99no9ut0u4XCYZDJJPp/XDqRYLGKxWHQQ4XQ68fv9OJ1OnX0bhkEsFmNkZASbzUa9Xuf48eN0Oh22trbY2trCMAxeffVV7Ha7fgeUXYZhMD4+jsPhoNls6r54584dbty4gdVqxeFwkM/nkVLy+uuv89prr7GwsKAd4NbWFplMBq/Xi8/n04P2zMwMs7OzOkAQQhAMBqlWq0QiEY4dO8bq6ir5fF7fT8MwOHPmjHaCnU6HUChEo9FgfX0dt9vN6Oiofg4LCws4HA5OnDih6XPVrx40yJfLZer1OlarlVgsdt9+hUKB5eVl4vE4QghWVlZwOp0MD/fL541Gg0KhgMViIZFIkE6n6fV6DA8PE4vF9FhSKBSoVquMjIwAsLi4SDKZ1O98uVxmY2MDwzBoNBo6gJieniaZTD50nDnoOLhD8b0ppXzt3m3P3EHtOIB/BnwGWAHGgO8DfmKHXnuStk7Sd1A/LaX89Xu2/Xng/yKlfOUx2nnjAZsuXLp0Kfg0NagrV65w8eLFAx+fz+dZWlrCZrPpQUh1aIfDceB2FW7dusXU1BRDQ0PY7XYdZavnrqg5dU6LxcKpU6ewWq0YhkEul6PX6zE/P8/q6irBYFAP6CdOnKDVaumBOpVK0Wq1WF9fRwiB0+mkWCzS7XYpFos4HA7Gx8d1FOtwOCiVSnzwgx/EarXuoWJsNhvFYpF2u43D4cDr9XLjxg22t7fpdrsYhkGr1dKRv2EYCCFwuVxIKel2uwghqFar9Ho9pJR7KA91/S6XSx+nMgYVobvdbiYmJgA4ceIEq6urbGxsUK/XabVaeL1ePB6PdrJut5tut6udaCAQIJVK6XvRbDaxWq2Ew2FCoRAej4d8Pk8qlaJUKmGxWJBS0mg0EEJQq9U0Vdhut2m329jtdqLRqA4s1L11Op04nU5cLpcefNUgW61W8Xq9um+pYwHcbrcWx1itVmw2m75fLpcLi8VCsVikXq/T6/VwOBy6DZXxNZtNTVOePXuW06dPk8vlkFKyurrK2toaY2NjNBoN4vE4TqeTbDbLyy+/TCgUolgsIoTQdLTT6URKSavVolKp4HK5GBoa4ubNm9RqNXq9Htvb25RKJWq1GsPDwwwMDFCv14nH40A/eJFS6oEzFArpwAb6jqnX69FoNFhdXSWdThOPx+l2u3i9Xp19SCnZ2toin8/rrDUUCmGz2cjn89TrdfL5PO12m1AohNVq1X32hRde4MSJE5ph6Ha7JJNJJicnyeVybG1t6WdWq9UoFot4PB5arRbXr18nHo8TjUYRQnD58mVefPFFHA4HN27cQErJ888/z8DAgH6uXq8X6GepQ0NDrKysUKlUdMBRKBSYn5/n+eefZ3R0lOXlZbLZLN1ul1AohMPhoFqt0m638Xg8OnPPZDKcO3eO559/Hp/Pp52nyvoB7t69y8svv3ygMepdcVBCiAHgXwGfAGaBPy+l/MrOtleAN6WUj+VihRC/BPwY4AbeBl6VUlbv2eeXATsQAz4A3AT+kpTyxj7tvfGAU114+eWXg7/7u79Lp9PBMAw9aAwNDem0+urVq1y8eJHLly/zwgsvcOXKFS5cuMDt27eZmJhgc3OTSCRCvV7HYrFgt9upVqvEYjHW19eZmpri1q1bnD9/XrehPv/wD/8Qr9dLMBhkZGSE27dvUyqVCIfDJBIJQqEQqVSKsbEx7t69y7lz5+5r4/LlyySTScrlMmNjY2SzWXw+H51Oh7W1NZrNJt1ul2g0yhe/+EWOHz/O8vIyg4ODvPnmmzpLGBkZYXZ2Fp/Px+rqqo5uA4EA3W6X7e1tGo0GxWKRcDisB+V0Oo3X62VrawvovyCKtlMZjGpLKQJtNhujo6M6s1lfX6fVatFoNPB4PNhsNs6ePcv29jYOh4NcLkcqlaLT6WC1WnU2oAYaq9VKqVTSEa8aSJXT9Xg8OkM0DINut6udm5RSPzfDMHTErSiwcDiMYRhMTEyQyWQwDINsNqvpD5XxtFotfR412Pn9foQQRCIRPUAZhkEoFNJ0TK/X49ixY9q52e12UqkUNpuNVCpFMBikUChgtVqp1+scO3aMarVKKBRibW1NU2yqvqgo0Hq9jsPhoFarEQwG6Xa7mvKzWq10Oh19rxV9Z7FYCAaDlMtl7dzsdjuNRgO/30+z2SQSieBwODQ1GQwGuXv3LlarlePHj+NwONje3taOvNFoEAwGAfT5pJSUy2UmJycpl8uEw2FarZZ2hMlkkkqlQr1eB/q1KBXBx+Nx1tfX+a7v+i7eeOMNPB4Pi4uLe+jq9fV1pJT6fp06dYpWq6UzqZMnT7K8vIzT6eTWrVucPn2aK1eu6Pv02muvsbq6ihCC69evU61WSafT2O127UCDwaB2RtVqldHRUZaWluh2u5RKJcbHx3UWqu6P3W7XVHir1dLP69ixY7rtb37zmwSDQXq9Hj/4gz/IW2+9hc1mw2634/f79ThlGAYul0sHOUNDQ6TTaZLJJJubmwB885vfJBQK6WfdbrcZHh7G5XLpYEBl7SoottlsuN1u5ubmiEajpNNp/H4/wWCQ559/nkajgc1mY21tjfHxcRKJBKdPn2ZoaOixx70bN24wPT3N6uoqf+7P/Tm+9KUvHbqD+jWgCvw3wP8K/Cx9h/FpIYQdaD2ug9ppzwp8CHgN+N+klJ17tv//gI8CPwB8Dvhp4CeBGSll+zHP8calS5cuPU0GpW74QTE/P0+tVuP8+fNAP8paWVlhZGQEp9P50GPVoLi+vk6tVmNsbIzt7W3K5bJ2EP/m3/wbRkdHNZ/carU0FfH2229TqVSIxWI6EwI07aQGbJXRdLtdarWaroEoSm53DUZ1buWMFDXncrl0DUUNEu12m2q1isPh0IV4IQR2ux2v16tfymg0SqfTodvt6nZcLhd2u13bqJyeeuFrtRoOh4NwOIzH46FWq+H1enG73TidTiqVih4E/H6/dkJra2ukUim2trao1WpIKSmVSlitVp05BAIBLBYLtVqNRqOhr19Kicfjwe1202g0tF1+vx+Px0MkEkFKSS6XwzAMSqWSFnIokYjP59P1Ia/XS7lcZm1tjXa7jdvt3iP+UPeiXC5rx7ebqrVYLNoR747u1T232+2aslMDVrvd1lmviu6Hh4cJBoMkk0kGBwcJBoOcOHECv9+vn9Pt27f59V//dTKZjKbB1HPu9XqcPn0ar9fL7du3yWQytNttWq0WsViMWCyG1WrF5XJRrVZxu90Eg0FWV1cpFosAOvuJRqP4fD6mpqYIhUK6FqOupVqtsrq6Sr1eJxqNYrVacTqdup8om5rNps5a1bV7vV5d12m32zqrtlqtZLNZbDabdtKq70WjUZ577jmdCaosPxKJ6EznxRdf1Jm31+vVfb3T6eDz+XQdyWazMT8/T6fTweVyEY/HiUQitFotcrkco6OjFAoFPB4P4+PjrKyskM/nqdVqtFot7UTsdrt29EIIQqGQpqgbjYamuBUVrbIli8XC0NAQQ0ND1Go1SqUSHo+HYrHI3Nwc5XKZeDyu61Gqf/l8Ps6fP8+nPvWpA42BD8ugnqVI4jXgGP1Jr4P0M6n/KIQIAePAYzkNBSllD/iSEOK/o+94/tE9uzSAL0kpfw9ACPEPgL8NnAKuHfQinhT3OqdSqUS32wX69Fmr1dJR6X4cbalU2qPeUvSVKjSr2ka5XNbbFRWlJOKlUolKpcL169fJ5/M0Gg0qlQrlcplSqaSj3+XlZarVqk7Ni8UiPp+PpaUlKpWKpnmUU1HnUo7HYrHg9Xrxer16IFEUUaVSwel0Eg6HdXQI/cg3kUjorFLVaAKBgK47FYtFLdLY7XB3UxfBYJBYLIbf76fX6zExMUEoFGJ4eFhni4qeC4VCpNNpfd3VapXl5WUARkZGcLlcpNNp8vk8brebkydPamqs1Wrxzjvv0O12WV9f1zTl9evXqVQqANpxjo6O6kFL0ZBer5doNEq1WiWTybCwsECpVKJYLJJKpbTTUaKJQCCgB0jl/BW1slssEg6H8Xq9+j4LISgUCjqjTKVSWlDw/PPPMz4+TqVS0RmOukcq+leqTeWMq9UqrVZLByPKoaoMVWV16+vrlMtlDMMgHA7T6XQolUo6i6jVavh8PkZHRxkcHNxTN2y32/h8Pj1QVyoVTWOq6F3VnRTVaxgGdrtd37NWq4XP56NYLNLpdPS7EIlEqNVqOvN77rnnCAaDpFIpLb5QtKGq96ngRTkuVYNcXFykUqng9Xo1Fezz+TR9rCjJcDis65PQFxQp+1SfVwpXld2r90rdN6UUHRkZodVqEY/HNbuwuLjI3bt38fl8WK1WFhYWdP2xXC5Tq9X0c1L7qEBHOaqJiQmcTiedToe7d++STqfJ5XK0Wi0GBwfx+XxYLBa2tra0I1T1J/Xeh8NhXRevVCrMzc1hsVgYGBigUqng8Xj46Ec/+kzG03vxTByUEGKNPtWmZGID9DOaMn0RgwEcVCtqA/YT2F8HPvKkjd0jkjinpNEHxe4aVDqdZm1tTW+zWCz4/X4ymYzml/eDopI6nQ5f+MIX2G2T3W7XEmSLxcL169dpNpuaX/d4PDpjqNfrOlPazdGriFi99KrzqWxCZT2qRmO324nH45q6UgOMoqb8fj82m41z584RiURoNpu0220dLQN6YHG5XMzMzOiXVdGP6pqVAk0V/CuVCtvb21y7dk07DEUL+nw+HA6HfiHPnTv3wLlRg4ODe/6ORqM6Gp+ZmWF4eFgrtba3tzUXD+hsIxQKkUgkuHz5MpOTk4TDYYrFItlsVte51DVWq1UqlQrLy8vMzc1pFVkgECAej5PL5TRFNDAwQK1WQwhBMpnUGZaKqH0+n85SDcPg3LlznDx5kjt37lAoFJBScuLECS1euHr1KidOnODkyZOUy2Vdb1GBgMPh0AIWVW/0+XwEg0E+8pGPcPnyZa1aVFShzWbTjrbVarGxsUE2m9X9tVAokMvl9JQFu93O+Pi4roV5vV4SiYTu/z6fj1KpxPDwML1ej1wux/z8PFtbW1gsFp2hqyxVCSEikQi9Xg+Px6P7qgqcvF4vuVyOXC5HNpvVmZTT6dT1v93ZpwoglCMZGBjQ9TPl7MvlMuVyWWdxuzPo6elp3d9XVla00rFer1OpVOh0OrjdbqLRKG+99RaGYeB0Orl9+7au1eXzeaLRKDabTVPX5XJZ10tVbVXNUVRU9draGj6fD8MwyOfzWlkbCAT0u1uv1+l0Ojgcjj31Qiklfr9/jwilWq3qQKdUKtFsNqnX66RSKR3gut1uTbEqqHqvxWJhYWEBAKvVyte//nW+//u//2FD5YHwTCg+IcQl4B8A/xn4wj2bk8D/DgxIKR8qzBdCJIDXgd+lnyF9HPht4EeklP/pnn1P0q9P/QDwR8BfBv5H4NS7RfEphZGUku3tbQqFglb0qM6QzWbZ2tqi1+sxNTWlJd+qLtRsNnU9J5PJ8NZbbzEyMsLp06fpdDrMz8+ztramO+7m5qaO+lSHTCaTxGIxNjY2eOedd1hbW9N1BZX5qI7WbrdxOp17qIVEIqFfVkW9AJovl1IyODioC8/RaJSBgQHGxsY0DWa1WpmYmKBYLNJoNHTEeffu3T0KRUAPZICmxx4230UJIJ52kmylUuHu3bskk0lGRkbI5/PcunWL1dVVfD4fp0+fZn19nVKpRLX6rZKnYRgMDw/r4ng0GtUF9HQ6rdVvStXVbrepVCqaTgOYmpqiVCppBaCa/zUwMKAHuk6no9WDjUZDK7oUZXr37l1dZ1IKOa/XS6lU0vJ9NSBDX9gxOTmpM0J1v10uFw6HQ89dUbVLr9fL+vq6HkjVtXs8Hm7evEmpVOLkyZN4vV4dRRuGgd/vp1KpMDQ0pMUuqVSKhYUFrFYrzz//vA5YdtddVAAUi8WIx+MsLi7qOqOqWylaNBqN4vF4CIfDFAoFbt68qRWExWJRK89UNjYzMwOA1+tlZmaGarXKxsaGpqbL5TKbm5vYbDaCwaBWYCrhycDAgBb/QP9dDwQCmsJtt9t4vV6tbozFYloIpJyqykRUEFSv13XGYrFYKJfLOmhStKzK5JUQRgWZqoakaorqHVXOXb3nKlNTbSpHpeg/IYQO/NR1qJqSYjRUzXFwcFDTozabTcv4fT4fw8PD+voKhQI//uM/zquvvnqg9/LQKT4p5ZtCiP8RCEsp37x3uxDiS8D/ddffn5FSft9+TdGn8/4J/YVsV4C/IqX8T0KIMfrii9NSylUp5Z0d+u+fAAngCvADj3JOzyqDklLymc98hlQqxfT0NMFgEL/fz+TkpJ4LtLKyogvpqVSK69ev7xEBqOxEyVdVZz19+jSNRoPFxUUuX75Mt9vVFIpKxVutFr1eT6uL1ABXLBbxer1MTExgtVqpVCpaBhwIBHSnVbJSwzD0IDk2NobP59M1KpXWCyEYHR3F5/NpRZl6Ke7FvXOpRkZGKBaLus61vb2tKTHor9LwqPkTz2r+id/vx+VyabpIFcnHx8cZHx9neHiYqakpTYFls1lqtRoLCwucO3dOS3zvbXM31GCsHOrW1taeDEnV+Q6CsbExOp0ON258Swc0OjqqJywrmmdtbU0Xti0WC9PT09ppud1u7eg8Hg+VSoVMJoPb7dZ1O4fDwczMDB6Ph9XVVWq1Gh/5yEcIBAJaKTY2NqZrNKurqzgcDpxOJ5lMhs3NTYQQTExMkM/n+epXv0o4HNb969ixY7hcLiKRCI1Gg3w+r2lEv9+vpxfE43H8fr8WeajsLBQKMTU1peuer7/+unaMi4uL5HI5gsEgY2NjOJ1OVlZW2N7exm63EwqFGBoawu/3s7a2pjOeK1euMDw8jN/vp1QqaRpbSkkymWRlZYVUKqUnlefzeRwOhxbAAHscu3K8Z8+exeVy8eUvf5nl5WVdR200Ghw7dowXX3yRZrPJxsYGyWSSWq1GJpPRGaN6DxuNhs68XS4XJ06cIBgMamWkCnYXFha0orDRaJDNZqnX63pSvspOlSDFYrGwtLSkqUU1baLVahGJRDh37hzlcllnVPF4XEviNzc3da1uaWnpwA7qYTgMmbmDfi3oh/nWPKhfBX5BStnc2acspQw84PjHnqi765jP0xdM2KWU3Sew9cAZVKfT4Z//83+uVw04efIk586dI5vNYrVa9YRR9eLOzc2xubmp6zWKjy4Wi5pmUFy2cli7a0Dqb7Wv6kjq/7snryp6wu/3axpPRePtdpvp6Wk++MEPMjIygsVi0bUB5cTezQmJqsbybmF1dZVMJkMgEKBcLhMMBhkYGHjoMkrvto2Pwvr6Oo1Gg1AoRDwe39e+RqPBwsICdrudycnJPcGEosRUPbJYLDI2NqYzXY/Hw8zMjKZ/UqmUlno/aHUOlYGk02lWVlb0ig31el1P9P3EJz7B8ePH91Dd6XR6zwokSvatgrV2u004HCYajWqaSjmNjY0Ntra2OH/+PGNjY7pN9YyDwSCLi4u88847hMNhXZ9UDkUpOFUgpyhCNRl9ZWWFer3OxMQEQgiWlpZYXl5mcnKSO3fuEI/HkVLq+UmAnuumRA5Wq5VyuUwmkyGZTDI1NUU2m2Vzc5OZmRni8bi+r9Vqlfn5eXq9HisrK3S7XcbHx4nFYrz00kskEgk9/1BlVYAOhJQE//jx47o/WCwWIpEICwsLtFotHA4HLpeLyclJVlZWaLfb3Lx5Uzsfldk1m01d71RS90AgQCgUotVqkUqlWFpa0izA93zP93DixIkD9ed3ex7UvwROAr9APwM6Bvwt+pNv/9zOPg9zUI81UXfX/j8K/ATwCo/hoJ7VRN1KpcIrr7xCpVLRRVY1sVKl90IIrbTr9Xq6gKm2A/p3JXVWvLGq5agoUQkYLBaLpudUUdTr9WK32/F4PCSTSU6ePEmtVtNZmpr0KITA6/UyNjamKZD3Gu/2GmOqyKvqMCdPnnzkMd+J66AperJUKuHz+YhGoywtLTE6OqqzpINi9zw7gGvXrlGpVPD5fIyNjenBfDcUtbywsIDT6WRwcFDTfZOTk3qisWpfqSZv375No9HA6/VqQU6tVmN5eVnXa2w2G6+88gqzs7N6/tC9Qdi991CpV3cHgc1mk1u3brGxsYHb7WZoaIhKpcL6+jr5fJ6zZ8+Sz+epVCpaaaqo/Gq1yuTkJM899xzhcJjPf/7z9Ho9TS8qqlYp6axWqw44O50O29vbfPjDH2Zra0srR3fbqjIeVR9WzkZBCT9ULVDR/7snsp88eVIfL6Xkm9/8JhsbGwwODuL1emm1WpomVLVK5WQXFxefdi2+d81B5YBJKWVx1/8i9J1OZOfvBzqoe9p64ETdne1B4BvAnwW+yruYQeVyOcbHx+9bn045k90/agKu6jCqqKyiUY/HoyeMqtqVkryqIvzw8LBe4WBiYkJPovR6vQwNDZFIJLRcFKBYLLK9va3lp0qeqzr9u7lO18NQKBTuWxftsKGi8MfNFN8LG58E3w72NRoNvfzVfvd9d50ykUgwOjr6WG23Wi1Nne1edWI3/H4/09PTuv60H836uPewVqvpOWlKeagm7AL6vVY0shpfbTYbkUiE48ePA+gBvt1us729recOKiXmbpTLZa5cuaLpZLV+pkKxWKTX6+l5YI9CqVQik8no96DX6zE5ObnvwgAqU1PTXwA9dii5/5Pcv/3wbsnMFbYBD1Dc9T83sPW4DewzUfe/PmDXvwv8nzvnfFh7bzxg04XHtelehEIhPvWpT2kHoPh8tfyPKjzGYjE9V2R0dJSxsTHdsdvtNoFAQNdt1OKpav5OIBDQEygPYl8oFGJjY2NPZz4qjkmhXq+/64Prkwou3gsbnwTfDvYNDw/rCaRKsLEbStquaiqPC6fTqbPgarV6n+oM0OvRPWxe4ePeQ6UE3I17FxBWK2gUi0X9DheLxT3r4qlaH/QnHiuGZT8EAgFGRkbw+XyUy+X76rxPut5eMBjUE6cfhd3XqkoF+6mRD6sPHkax4d8Bvy+E+HEhxPeK/pJE/xX4t0KI14UQr/MIxyil/CnAT5+2+236C8HugRDiRfoy83/8NMYq6fPW1hYbGxsUCgUWFhZoNBrMzs5iGAZXrlwB+pNyoS8tF0LwUz/1U/zsz/4sn/rUp/hTf+pP8b3f+7384A/+IH/6T/9p/syf+TP8xb/4F7l06RI/+IM/yPnz5/nRH/1RvF4vr7zyiqYdFEesZmB7vV78fj/dbpfNzU1qtRpzc3O0Wi1dHFd2qM9r167R7Xa5ffu2nvOjrqlQKDz2NRmGwezsrK5fFAoFzfNns1k9j+r27dt0u12uXbu2rz03btyg1WrpyX1qKZl0Os3q6irlcllfk5LlP8k1PclzehbXZLFYnuiaDvKcnuaa6vX6oT+np7kmNSftzp07DA8PUygUtIBiYmKCQqHA8PAwqVSKaDSqFwd+0mvy+Xx65Y1SqaQptmKx+Mhrslgsz+w5CSHI5XKcO3eORqOhpxIIIfa9pjt37ujzPug5ORwOKpUKAwMDbG1tvSd9b25uDpfLte/7pNaTPEjf270E1b04DIpv6TF2Cyq67zHa+yfArJTyH+36nwV4C/hrOwrCcWCJJ6f41ne+sPBxD7kPalFP9buiGRQ9915jt31HEUfdPjj6Npr2PT2Ouo3fyfbtfGHhhpRy5N5th7Wa+QX62U+MXRN0pZR/5wBt/QugJqX86V3/CwF5QGnErTvnSgH/rZTyiw9pb7dI4hWgC9y3ft8uJHad515c2Pm8esDjD3v7hZ3Pq+/R+R+1/cLO59WnaP9pbXjU9gs7n1ffo/M/avuFnc+r79H5H7X9ws7n1UM8/9O2cWHn8+ohtf+02y/sfF59j87/qO0Xdj6vHvD4B37luy6UPasf4M8DNeB3gObOZw349GMcmwB+CPDRdzqf2Dn2k/fsJ+ivVqF+PkB/DtUw4HjG1/O7D9n2BvDGQY8/7O3vB/u+HWw07Ttc+74dbDTte/Qz3O/nMGpQfx34Y1LKPwU0dj7/NNB5+GHAtybqrgMF+qtT/BW5M1FXCFEVQozJPrbVD6C+9jUlH3MVCRMmTJgwcbRxGCq+hPwWxWYIISxSyt8TQvzKow6UUmbofzvufttW6WdW+21b5uBr/ZkwYcKEiSOIw3BQ60KI8R2ncRf4pBAiyxOuZn6E8ERfsniA4w97+6Pw7W7fs7Dh/X4Pv93te1ZtHGb7pn0HwGGo+H6MPtX2e0KI7wV+E3AAf1lK+X8+05O9x1Dzq+Q+E8yOAkz7nh5H3UbTvqfHUbfx/WzfM8+gpJT/etfvvyeECNMXLlQffJQJEyZMmDCxF4ciMwcQQgS4p2Ykpdw8lJOZMGHChInvODzzDEoI8XHgn9FfJHa3cEHSl46bMGHChAkTj8RhyMz/Jf018oKAfdfP/SsRmjBhwoQJEw/AYYgkUsCQlPLBCyyZMGHChAkTj8BhZFD/O/DXxdN+P7cJEyZMmHhf4zAyqBPAZ+mvjZfdvU1KefyZnsyECRMmTHzH4jAm6v4m8EXgN4DGIbRvwoQJEybeBziMDKoMhKSUxiN3NmHChAkTJh6Aw6hB/Sfg9UNo14QJEyZMvI9wGBSfE/jPQogv0v9+Jg0p5Z89hPOZMGHChInvQByGg7q182PChAkTJkwcGIe21JEJEyZMmDDxNDiMDAohxDjwHPevxffIJdd3Vsb9IP2vYgfYkFKe3Ge/s8D/G3gBiEopzXlXJkyYMPEdhMNQ8f0t4O/Qp/l2y8yllPLVxzj+DeDfSyn/xSP2Owl8F/25Vv/RdFAmTJgw8Z2Fw8ig/ifgBSnl7CG0rSGlvAPcEUJMHeZ5TJgwYcLEe4PDcFA5YPkp2/hFIcTfA+4APyulfONpGlNfqLUPXgBKwPzTtG/ChAkTJg6MKSAjpXz+3g2H4aD+CvDPhBD/HyC9e4OUcvUxjv8bwCz9r4j/IeC/CCEuSCkXnrGdAA6/3z987ty5YSklUkqsViudTgen00mz2cTj8VCtVvH5fFQqFfx+v/67Xq8D0Gg08Pn65TYhBEIIer0edrudVquF2+2mVqvtaUN91mo13G43rVYLh8NBt9vFYulPTzMMA5vNRrvdxul00mg08Hq997VRrVbxer00Gg2cTiedTger1YqUkm63i8PheKJrcrlctFot7HY7vV7vUK+pVqvtOfZxrukgz+lprkldy2E+p6e5JnUtR63vqWtSdhy1vrf7mtxuN41G48j1PXVN6tij1veUXcqOgzyn27dvUy6X9x2gD8NBOYDvAX7knv8/1vdBSSm/tuvPfyOE+GHgjwP/+KAGPeiriIUQb1y8ePHSG2+8cdCm+cIXvoDX6wXAZtt7O6WUZDIZJicnOX78vVmGcGFhgcnJyffk3I+Do24fHH0bTfueHkfdxu9k+1577TXefPPNfVmsw3BQvwT8DPCrPJu1+CR7v/jwqSCE+BG+5TzPpdPph+3+SITDYdrtNqFQ6L5tlUqFbDZLPp+n1+sRiUSwWq04nU4cDgdW6+F/f+PQ0NChn+NpcNTtg6Nvo2nf0+Oo2/h+te8wljqyAf9KSlmVUvZ2/zzqQCFESAjxCSGESwhhE0L8KPAq/dXR791XCCFc7HwR4s4xzmd9MQ/D2toaV69epdvtYrVadepusVj0TywWo9fr8bWvfY3f+73f44/+6I+4cuUK165do1gs7mmv2WySzWb3ODXDMO77eRIsLS09wyt+9jjq9sGztTGVSrGwsMDi4iJLS0ssLS2xvLxMo3HwWG4/+6SUlMvlp2pXoVQqsbm5ydbWFrdu3aLT6Ty1fUcNR93G96t9hyEz/2v0ncbflU/YuBAiDiwA/p1/GcCmlHJUCDFGvzZ1Wkq5ujPX6t67siKlHH+C871x6dKlA1F8rVaL3/iN38AwDDweD0IIms0mAC6XS3PaNpuN48ePs76+Ti6Xo1KpEI/HcblcWCwWZmZm8Hq9tNtt7t69i91u1+09CIODg48dsRiGofnqo4ijZl+j0aDb7U/BU91XSonD4UAIgcvlOnDb3W6Xa9euYbFYEELo9g3DIBQK3UeRGIah97FardTrdbLZb32DjdVqZWBgQAdFytbV1VVKpZJ2JKq/ud1uMpmMDp5U/WFoaAiHY+8XXrdaLR0g3b17l5WVFQqFArlcjkAgwPT0NGfPniUej1Mul8nn8wghcLvdFAoF3G43Y2NjALTbbRqNBna7Hbfb/dC+/TAUi0Wq1ar+u9Fo0Gq1sFqtjI6O6jrwfpBSPvS89/ZDKSXNZhObzYbdbn8iO9W92/1MnrbvvJfvSbfbpVgsIqWk1WrtCZLD4TB+v/+p7Nuh+N7crxRzGBTfXwYGgJ8RQuR2b5BSjj3sQCllRghxhX3mQe0ILHb3wJP0RRivA5vA7wBvPcq4Z0XxORwOPB4PX/ziF3nuuecYGBjAarWysrJCKpWi2+2yurqK2+1mZGQEm82Gz+ej2WyysLBAKpUil8vh8XgYGRnBYrEQDAYZHR1lcHAQn89Hr9cjGo0ihMDn82G1WimVSmQyGQYHBx/rRb969SoXL1480DW+G3iUfUqIYrVasVqt99X5DgIpJY1GA4fDQaFQoNvtIoTAarWyunq/juf27dvMzMxgsVg4c+bMnsG81+vR7XZ1cbhUKtFut4lEIrhcrj0DY6lUAmBkZIRgMKiv6e233yabzRIIBKjVagB0Oh1KpZI+drdD241CocDc3BxnzpxBSolhGNTrdRwOBwMDA6RSKb785S/ra1Twer1YLBZcLhfXr18nFothtVoJBAJ0Oh2q1Sq9Xg+bzcbW1hbNZhOr1YrL5aJQKPDmm2/y+c9/nrGxMer1Oj6fj2q1SqVSwePx4Ha7OXnyJC6Xi2984xuMjo7qwczn8+HxePB4PGxtbRGNRimVSty+fRuHw0Gj0WBoaAin04nb7dbPPZPJ6KK7zWbTxf1Go8GtW7col8uEQiGCwSDxeJx6vU6322Vzc1NfazgcJp/PI6XUzwdgbm6O5557Dq/XS71eZ3FxkUKhQCQSYXx8nFgsht/v33Pv2+02xWKRer2O0+nE6XQihGB5eXlfpmN4eJiBgQF9rGEY+zqt3UIK9cye9D2u1+s6YL4XNpuNQCCAlFI/Y+g7wVQqRbvdRkrJ0tISuVwOp9NJIpHY990rl8ucPXv20MaZw8igLj1om5Tyzcc4/g0eb6Lup4FlKeXP7Pz9MeBXpJQDjzhut4P60KlTpyKzs08+ZcswDD7zmc8wOzurH3Iul2N5eZlcLkcikdCZUL1ep1AoMDw8jM1mY25uTneeWq1GKBTC5XLh9Xp1xzl27Bg+n494PM7AwAB2ux2fz0cymSSbzeJ0OnXEkkwmiUajT3wNj4vNzU28Xi/BYPCZtan6nRCCVqu1Z1s2m6VardLtdimXy9TrdaSU+Hw+HA4HDoeDUChEs9mk1+vh8Xjwer1a4QT9AaBer1OtVsnn81QqFQzDwOFw4Pf7sdvt1Gq1PfcR+s91bGwMu91Ou93WzqdSqZDP5/H5fLjdbm1/Pp+nVCpRqVQQQhAOh7FarRiGoZ3CwMAA5XKZQqFAs9lkenpaZ1Fut5utrS02NjbodrvaEdjtdoLBIBMTE3S7XQqFAvPz88RiMTweD4lEgmKxyObmJpVKhUqlQrvdxuv14vf7GRkZAfpO8e7duzQaDQzDIBAIYLPZtBLM5XLpeyaEIBQKEQqFWFxcJJVKUS6XsVqt+Hw+YrEYzz//PN1ul7fffpvV1VUymQxSSkZGRohGo9pBqfutqGq/34+Ukng8jtfrJR6PE41GkVJit9uZm5uj0+nQbrc1XR6Px4F+5mSxWOj1eoRCIcLhMF6vl3Q6Tb1eZ3BwUGeMHo+HiYkJoE+nrq6u0ul0iEQiGIZBu91GCIFhGNRqNTqdDvl8Hr/fr7PMer1OpVIhmUxqZxEMBrHZbDQaDdrtts5AV1dXmZqaIhQKYbPZqFarNJtNBgcHtSNQz6FardJut/F4PFpNNz09zdjYmG5vY2OD9fV1qtUqgUCASCRCKBQiEAjoZxiLxcjlclo5t729TbfbJZFIsLW1Ra1WIxAI4HA4qFarZDIZHUipNiYmJvD7/aysrBCJREgkEqyvr7O8vEyxWNR9SvWN5557jo997GMMDAxgs9koFos6KBgcHOTcuXMHHoMelkEdubX4dhzUGfrCiAfOgxJCXKNPI/7azt8xIAPEpJS5e/a97/gdXLh06VLwIBRfsVjkL/2lv0Q6nSYWi1Gr1XC5XAwPD+vITg2QxWJRv+gWi0XTElarle3tbdxut+78brebYDCIx+Oh0+nowWZkZAQhBA6HA7fbrekS1daJEyew2+2MjY1pVSHA5cuXeeGFF/TfSnquOrYaYIQQerDeHbnV63Xa7TbAnnbuRafTIZfLIaXUA9+9tJFhGPo+LC0tkc1mWVxc5MKFCzgcDj1wzs/3BT2lUknLlC0Wi46as9ks9Xpdi0wUFRaLxeh2uzoSVPda1WEsFguNRkNHl+FwGLvdzvj4OI1Gg3Q6jd1u11F+NBolHA6zuLjI6OgoNpsNi8WC3+8nlUrpl93pdOLz+SgUCqRSKU15WK1WPdCo5zY8PEw4HKZcLrO1taUHhGKxSKFQQAihnbNyjsAemkk9P/V7s9kkEAgghNDX1+l0MAxDZ15qu8vlwjAM3W8sFovOptS51PNXmYpy9q1WCyklwWAQn89Ht9tFSqnP5XK5iMfj9Ho9UqmUtqNWqzE4OEi9XieTyWgnEYvFdN8fGBhgenqaTCZDp9Oh2WxSKpXI5XLYbDZNtSm6NRQK6YDE6XTSbre1E1D91uv1Eg6HiUajel9FN9brdR0cNZtNGo0GFotF91lFWblcLqrVqu5HioJX90U5Bq/XixCCXC5Hr9fj+PHjul/6/X6cTietVotaraafc6FQoFKp4HQ69fkMw8But2Oz2fB4PHqKSKPRIBqN0mw2dbZvtVqp1Wo6UFPPW1G+TqeTarVKp9PR164yO1WacLvdtNtt7Ha7vq/Dw8OkUindX1QA5na7CQQC+j45nU7S6TSGYfDhD3+Yn/zJn3z8AXQX3m2KDyHEBeAV+l/7rnkFKeXfeYzDH3celI/+JFsF9buf/mThx4ISJqiXzOPxkM/nGRoaYmlpiZmZGZ2+qsH+ypUrjI2N8Ud/9Ed6PoNK8efm5ggEAhiGgdfrpVQqEYlEdPpfLBYZHh7WkaZ6IRqNBi6XC6fTSSAQwO12k8/n2dzcpNlsEo1GKZfL2Gw25ufnefHFF5FSMjMzw+zsLIlEgsXFRTY3N4lGo/j9frrdLl6vl8XFRe7evcuZM2f45je/ycjICHfv3mVmZobFxUWmp6d5++23GR8fZ2VlhfHxccrlMsFgkO3tbf3SN5tNkskks7OzeDweNjc3OX36NN/4xjcIhULMz88zNjbG5uYmH/jAB0in03g8HjKZDC6Xi7W1Nc3NLy0t4fP5KJfLtFotVlZWmJmZYWtri8HBQc153717Vzv7crmso9Ber6fnYTQaDXq9Hp1OR7/ETqeTXq+Hy+Wi0+lo/lwIoUUtGxsbAHzlK1/RAYaqO3Q6HU0vqTkfTqeTSqWiByNFPVmtVk1NCSEol8u6rUAgQKvVwuv1Ui6XdVDh8/koFot6MFaDvc1m0/NZbDabdsS9Xk/XKpXThm/Ng9ldm1LtdDodhBB0Oh2dnTgcDj2PRdGS6v6o+6KieZUVKCoL+oGIz+fD5XKRSCS0k85ms9rJOZ1OnY10u13tqJSDU873zp07+Hw+pJSsrKzw9ttv4/F4sFgsxONxnXHuzvjUfJlSqUQwGNRZYafTweVykc1m9zhNFXypbNbpdGqnZrFY+P+39+ZxliVXfec33r5v+V7ue1bW3l2lXtRSI9ESEgghhDAytgaYQYCEDQPG9jAzGg+2JcDGaOyPPeMBm8EaC4PRGBkYhBghbEmtpRd1V1dndVbWkkvl9nJ/+77H/PEyol9mZVZWblXZ6vv7fN7nLfFuxLlx741zzu+ciPD5fGQyGdxuN6lUSs/RUQlJHo9H11MqlXRsuVqt6j7OZrP6OuXzeVwuF9euXcPr9VKtVunu7tZUtcPh0PdvPp/XitNqtZJMJjGZTFo+1U+t94Dy6NT8I3h9eovyhoUQ5PN5zGazrguaYQl1DyhFZ7PZttTT1dXF+Pi4poqVYjWbzcRiMf28KYWmvN3BwUHNfITDYaLRKKdOnWJiYoJLly7psVO9j4+Pc/r0aRYWFnT7O+E4KL6fBf4l8FfA+4Ev0ZwX9WdSyu1zo+6nvr8E/kJK+a+3/X4N+CdSyj/a/N5Gc12+uzyoe9R94CSJTCbDe9/7XjKZjH5gW2kbu91Od3c3AwMDWK1WYrGYvjmklJw5c0Zbb8vLy2xsbLC+vq4fdOUuLywsYDabCYfDOBwOPWgUi0VtnZlMJtrb27FarTQaDTo7OzGZTJjNZpaXl+nu7iaTyeibvbOzk/7+fsxmM2traySTSW2hOxwOXC6XlrdSqZBIJEgkEvo/9XqdjY0NbaEpi3p1dZVGo0Eul9O0mfJoFDWivCCbzUZvby+JREI/WGoAM5lMWK1WPbibTCby+TypVEorCmXR1mo17W0qj0NZk+phVRafshiFEFQqlS2WpdVq1fXW63XMZrOm26rVqu5bFedRL6WoAC27GkwAPfgDeiKj8k6VcrFarXrQUccrD1Sdhxq4VL3qupdKJX39lEIOBoNaHovFor05NWibzWat7FQftfZHqVTSyh/A5/Nht9uRUup7wm6362vZmvShlJyigxUVu/m84fV68fv9FItFZmZmtPLMZrP6vFXSiBq8lXHS6uWra6O8QXWuSiZF4Srlpn5TCtBut+s+MZvNZDIZfD6fZj1cLpc2oJRyUR6c8qS3X1/l2SrFoK616lPlZSqvURkaQght1KbTaS238qrUhHaLxbLlftt+/6hroDxUl8ul40xWqxWHw6EN6mq1qp8VYIsnpq6pzWbT17Y1CaLRaOjzUfjABz7AZz/72X2Po/DgPaj/Cfh+KeU3hRBJKeVfE0K8n6Y3dBDsNg9qArgE/NHm90vA2l7K6aiSJDweD7/4i7+ob7C2tjbW19e1ZbK4uKhpK4/Ho7lzZZmYzWb6+/sZHR0llUqxsrLCnTt3GBsbI5FIaD7d6/VqinB5eRlAW73QpDLU4Gq1WrUF7HK59ANltVoJBoO4XC5qtRqxWIyxsTHi8bhWGtVqFb/frwPHyrpzOBx0dnbi8/mYmJhgdXWVYrGoBwj1rm52RW+qG1890EopqQFXUYwt10UPmK0PhaIZ1OCnzl3FolRswOl0kslkNEWi2m2lbBwOhx48FG2lAvHBYFB7HIo+UQkPtVpN94dSIsoyV0pLnbcaCKDpceZyOUKhkE4iUOenHvhAIEAkEqG3t1cPtso6V1RuKBTSVnqxWCSfz/PWt75VK/GlpSVKpRKRSIRSqaQTLdQgL6Wks7OTRqPBxsYGa2trWxR5KBRidHQUi8XC1atXWVlZ0YolHo/r7DjFBFSrVdbX1zV1aLVayWazmgHIZDKk02lWVlYIBoMMDAxQr9fx+/1ks1kymQw2m42enh4dHymVStrzTKVSrK+va0PFbDYTDAZxOp1EIhFNzZlMJlKplDbWlJL3+/2avm2lI2/fvq2vr+ojr9dLpVLRBmEoFMLlcumYcDab1d6sy+VidXVV3+dut1vHspR3pZREtVrV9Ljy8pThoyg8k8mk45nqnuvs7NRGosPhwOPx6P5va2sjFAqxuLio41tms5lsNqsNONVXoVCIWq1GIpHA5XKhxrlWg0cpT6XUrFYrhUJBKx6Px4PdbtcGD4DdbsftdpNIJHSikRCCD3/4wwcaR/fCcXhQGSmlb/NzHIhIKRtCiISUMrTHsQHgKeDrNLfb+JvA/wU8JpuLw7b+9/uBz9LM4lsB/hh4SUr5iT3aOJIkCYBoNMrt27d1ANZutzMyMsLa2hrz8/NEo1HNpff393P58mUlA4VCQfPgyiI6e/Ys+XyeL3zhC1QqFdrb27l58yYzMzM6YUBx3Koe9XAqi01Z2spKVt6MGogVPaGCnyo7MJPJ4HK5gNczgBQ3rqgslWKqbmJ1Ayu6TSUgOJ1O/WArxaCsceWBQDMdt1araau5lYZRD7+SUVmZ6nNnZydnzpyhUqmQTCa1YvZ6vTpAferUKfx+P4lEgsnJSVZXVzGZTHg8HqxWK+FwmEQisSXpQT2sXV1dmia9fv06kUgEl8vFzMyMtsQdDgfFYlEbFL29vbo/7HY76XRat6W8v/7+frxeL8lkklwux+joqFZoSrbWbDtlfDQaDbLZ7JZr7XA48Pv9vPrqqzzyyCPaW1D9qq7tdszPzwPN5Jpbt27pPleDNjQ9aZVVqOKGPT09Ol6zurqqDYFYLKYNhVQqxcLCgqaF8/k8KysrhMNhLl68iNvtJhAIaApraWkJt9tNKBRibGyMubk5EokEJpOJUCik47FKkSqqXJ2XostUvFHFbc+dO8fw8DCpVIrJyUkA4vG49ray2az2xgOBAIuLiwwPD2sv2u12a8Xzlre8RccVHQ4H+Xye6elpTeObTCbtSamYs6LXPR4PU1NTCCEIhUJ62SJlBNhsNiKRCOVyWSdDlMtl1tfXt2RuqrCD8u7a2tp0xqGK/SpF5na76ezsZH19nXq9zrlz58jn89rAKxQK+p5VCVxPPfUUfr9f09oKrYZnMpnUXlu5XMZisdDX14cQgqmpKS5evLiv8VPhgSZJCCFuAD8gpZwTQrwAfJom9fb5+8iwiwD/H3CWpufkAb4qpXyvuHselJ0mjfgOmhOObwFPSCnzO9e+Y3sHpvgUisUiZrOZ9fV11tfXCQaD2lXu6+uj0WjoNN4LFy7o49LptJ7ke+bMGdbX16nVaqytrbG8vMzw8DDvfve7WVtb48///M8plUo6e6der5PL5XRmmIqhKSpCPSzKC2h9eJXVrAK9jUZDZ/goPllZp0oRKi9ReYJOpxOn06kpM2WN+f3+LamrKjCvPJl6vY7H48HtduvstUqlgtPpxO1209bWptOb1X0ZCoXo6urSiQiK5lBWqErHj8fjOJ1OAoHAFnpCIZvNsrKyQjabZWBggHA4zPT0tA6ah8NhOjs72djY0Ny/ivNUq1VGR0e3JJ+0QsXFQqGd7a9SqaQTTVRWl6p3v3NsdoJKrjkI4vG4nhahvHKVWq0UpaL77neeSyv9UywWmZqaIhqN4na7tWJXMbNIJKLpU0Un+3w+HnnkkR1XZ4HXE32Uh7K0tES9Xqerqwur1ao980gkQiqVIp/PMzAwoBkExRi8+uqrZLNZzp07R6lU0vecSghQ99GZM2fuOvdW2vAgyOfz5PN56vU6yWSScrlMOBzWmYMqPqmSTMrlMrlcjkajwfDwsI7pKSZGKZZYLMby8rL2KHt7e3e9L1VfAvc1ZeVeOMw9+KApvk8D52iuaP6rwH+mOXH37+x1oJRyA3gSQAjxV4ATWN0s2z4P6hM0FVOE5hp/f06TXvzH92rjqCg+heXlZUZGRujt7dXxACklbW1tmofv6OjYMuABOlit5kKlUik92bGjo4NKpcL09DRnzpzhh3/4hwmFQlQqFW7fbjqS+XyebDaLzWbTCzi+9tpr5HI5nR4ciURYXV3Vlq9SForWs1qtLC4uagpCeTD1el0/KK0PoKKUzpw5ozPmVJ1KMSgaIxQKbUm5VokO8Xiczs5Ozc8vLCwwOjp6qGsA7DqYKajMvPHxcdbX17FYLHpekspcslgsOj27FTMzM7sqJ+CeE0Sh6Y3sNN/lKJQTvH4PHgRtbW063TuVSuH3++8ajFWQ/X7Req7q3n7yySe1t1mv12lvb99yjDJoarUagUDgnsuAtVJ56hzU4qSqfH5+XifBhMNhwuHwXfW87W1v08kn+11L7rDz8dxut76nurq67irfPtjPzMzw+OOPbznPnbDbue6GwyomhcPcg/fCkSsoKeVnWz5/SQgRBGxSytzuR22FEOIjQAp4nuZS7Dvhg8BvSikTm8f8H8BvsoeCOmq0Wid+v18Peq2Dlpqzcf369S3H2mw2gsEgPT099PT06DoWFhZ47bXXuH79uqbOksmktnDVvKhwOLxltvrFixd1MsSdO3d0DEutJqwouFu3bmkr89y5czz++ON6EqJy49WcmFgshsViYWRkRHtlKq6hgq57QQ02anImvD447+dhOixUavPKygozMzOYTCZNjd0L97JATwKOQj6xOYfrOKDWoGyNpxwlVCxHIRwO6/mEwF3THRRaFekb4RpvP8+ThOPqvyNXUEKI7TxAjde3b7+f4300Pa/3AD9zr7+yNXlCAL1CCL+UMr3lj7vPgzJvt+T2i0KhoB/sYDCoA9Cts847Ozv1oK6gPvv9fr0kjMLw8DDlcpm5uTkdF0gkEjrOpZRLNpvd8sArb0Yty59IJJiYmLjLu7BYLDz11FN0dHQQjUb1ZEVF0ylKTdEHKsHhONDafw8CHR0dOrlBUYZ74UHLuF8Y8t2N/d6vRh8eDscl33Es7lQDqttfQoiyEGJWCPEvhBD3MqN+DfiMlHJxj3a+BPySECIihOjkdQrRtR9h1TwoNZs/mUwyMzNDsVjkxo0bNBoNrl69CjQnvQJcvXqVRqPBjRs3qFarzMzM6EmabW1t9PT0sLKyQi6X00Ho1dVVOjs7WVpaorOzk+XlZR555BEdrJ2amiKTybCwsEA+n6e3t1dncS0tLWneXsVugsEgL7zwAtFolK9+9avMzc3xzW9+k2g0qjMIVRA3EonQ3t7O448/TrFYpKenR89XqNfrXL58mUajwaOPPqrjTXNzcySTSdbX14nH48RiMebm5vQ5qXXlWvtFvY+Pj991TipGt7CwQCaTYWpqinK5zOLi4o51XLt2jVqtxq1bt8jlcszNzR3qOqm0ZpXppwLb93NOJpNpX+c0Pj7+QM+pUCiwtLTEysrKsV2nw5zT+vr6vs8pmUw+0HMymUzHfp0Oc071ev1E3nvqnNLp9IGv073mQR1HDOoXgR8G/hmwCPTTjA39Bc2VIf4x8K+Aj20/cHOC73uBu3ZW3AH/BAgAY0AZ+N3N4+4KKu0UfNtsL3rr1i3/X//rf/0+mtsZRxXo3glqno/Kstrezvb1vpRX1srfb5dPxX5OygKtx9l/R4WTLqMh3+Fx0mX8TpZvU6nuGMo5jiy+GZpp4emW3wLAK1LKESFEz+bnuzL6hBB/l6biyW7+5KGZAHFTSnnPlQg3Jwj/lJTy7Xv8rzVJ4p00Pb7xexzSzg5KbxOXN9/HDnj8cZdf3nwfe0jt71V+efN97BD1H1aGvcovb76PPaT29yq/vPk+9pDa36v88ub72DG2f9g6Lm++jx1T/Yctv7z5PvaQ2t+r/PLm+9gBj991y3c9yfCoXjTXw+va9ls3ENv8bAbSuxzrorkSunr9c5pZgJEd/tuzWa8A3kbTW/u+YzifL96j7Fng2YMef9zlbwb53ggyGvIdr3xvBBkN+fa+hju9joPi+w/AfxFC/O80lUYv8EvA722Wfx9Nqu8uSCkLQEF9F0LkgJJsbsOxZR4UMLLZVvtmO5+QUv7VMZyPAQMGDBh4CDgOBfU/AlM0lzbqprnKw2/RjBEBfI2mxt0TUspPtnzeMg9KSvkNYPAI5DVgwIABAycQxzEPqgH8283XTuUlIcRvAz9/1G0fE/7wmI8/7vK98EaX7yhkeLP34RtdvqOq4zjrN+Q7AB7KflCt6/W9kaHmV8ldsgQfNgz5Do+TLqMh3+Fx0mV8M8v3sHKNj2Z9DQMGDBgw8B0Lw4MyYMCAAQMnEidjtqYBAwYMGDCwDQbFZ8CAAQMGTiQeloL6g4fUrgEDBgwYeIPgwDEoIYST5lp4KSllcfO3NuDDwAXAS3PJogngj+UeW7EbMGDAgAEDrdi3ByWEeLcQ4iWayicKZIUQLwkhfhmYBn5is95lmlTejwNTQoh3H53YBgwYMGDgOx378qCEEE8A3wT+HfAnNJVQD/AjNCfefkJK+ekdjvtrwD+VUp47CqENGDBgwMB3PvaroP4TcEtKedeutUKICvAFKeVde1cIIexAUkq5r72aDBgwYMDAmxf7pfjeDvzOLmUvAe8TQrhbf9z8/mvAt/cvngEDBgwYeLNivx7UrhNshRADwB2gsvmeBnzAMM19Qj6yueCrAQMGDBgwsCeObLFYKeW8ECIPPE4zi88D5IAJKeXUUbVjwIABAwbeHNivB1UHlnYrprlR4XFs4WHAgAEDBt5k2K8y+Z6DNCKEsAJfllIe6HgDBgwYMPDmw7EtFiuE+Asp5Qc2P9uBgpTSfCyNGTBgwICB7zgcGR0nhLiz7afBlt+MRWkNGDBgwMC+cGQelBAiBfwyMLv50xeAH9r8bAO+eNI8KCHEq0CE5goYBgwYMGDgweMUsCGlfMv2gqNMaLgKFKWUX4FmQkXLZzsnZAVzIcSPAT+2+fWsy+VyPPnkkz0Hra9Wq2GxnNy8EEO+w+Oky2jId3icdBkPI1+j0aBQKKCcEZPJhMvlQojmkFwoFKjX63g8Hv3bg5RvbGyMdDq9Y9lRXpFfBfK7lFWAE7EWn5TyD4E/hOZWxU8++eQzzz777IHrm5mZYWRk5IikO3oY8h0eJ11GQ77XkUwmcblc2O32fR13lDIuLy/jdrspFossLTWTnqWUDAwMEA6HD6QEbt26RVtbG6lUiv7+/i3nJ6VkdnYWIQRer5e2trYtbUxPT5NOp+nv72d9fZ1SqUR/fz/BYJBGo8HLL7+M3W5neHiYUCik66zX61tkaDQamM1mzOa7ibDD9N+73vUuvv71r+/IYh3lPKhnt/0kWsok8PVNT+q3gfcCIZrU2j+QUn5ppzqFEH8P+J8BJ/DHwM9JKcubZSHgM8D3ATHgf9lUPvfENg/qkfX19fs9xR3R3d19qOOPG4Z8h8dJlrFSqRAOhx+2GPfEcfdfpVJBSkkikeDVV1/FbDZz4cIFXR4KhXC57r3K2mFkrNVqrKysEIlEiMViLC4uks/nqdfrOBwOXC4Xd+7cIRqN0tPTQ2dnJw6Hg7a2NkymvcPzhUKBZDJJPt+0/2/fvk0qlaJUKmlF0mg0iEQiJBIJoOklZTIZcrkc5XKZRqNBMpmkra2Nb3/726yurhIIBEin04yPj+Pz+chms4yMjGC1WkkkEhQKBXK5HBaLhUajQTwep729nUajQVtbG36/n97e3kP3371w5D6tEGJ48+O/afkMUKa5usQi8AywAPwA8EdCiEeklHPb6nkf8Amaqe3LwJ8Cn9r8DeC3aHpmHcBl4C+EENeklBP3km+7B9Xe3v7Mwc60idnZWc6fP3+YKo4VhnyHx0mUMZfLMTMzQ61WY35+ng996EOk02lWV1fxeDz09/fr/yYSCT24CSG0dd362efz4XY3VylrjUuXSiXi8Tgmk4lwOIzNZtu3rDMzM5w9e5ZyuczKygr1en2LDJVKRXsElUqFvr4+vF7vfdW9sbHBX/3VX+Hz+XC5XCQSCbLZLI1GA5PJhMVioVwuc/HiRTwej27T5/PRaDR0PZOTk3g8HrLZLGfPnsVsNmMymbS3IKUkm81iMpnI5/O4XC49cN+8eZNyuczq6iozMzNUKhWq1Sq5XI5IJILNZiObzVIoFEin07z22mvEYjHOnz/P448/TrFYpFKpAE3FouTa2NjA6/UihGB5eZnHH3+c+fl5pqenqdVqhMNhTCYTUkosFgulUonnnntOy2wymbDZbLS1tWG1WqnX6ySTSVZWVmhra0NKSbFYZG1tjXw+TyKR4IUXXqBWq+FwOHA6ncTjcSKRCCaTCZPJxPr6OjabjYmJCWw2G6FQiM7OTgDe/va37/ve2AuH2Q/qMvBOIMzW+NKvAKpS0fIZoEEzeeLnpZRrm/W8BnxKSvnH2+r/Q2BOSvkPNr+/B/iPUsrOzfX9ksBFKeXkZvnvA0tSyk9wD2zzoN5+7ty50I0bN/Z17q1QD8JJhSHf4fGgZFxeXiaVSiGlRAiB0+nE6XTS0dGxhbJJpVLMzMwAYLPZKJVKegBaWVlhcnKS3t5eLl68SDgc5sUXX6RcLm9pSwhBOBzWisBqtdLb20s2m9VegM/n04Ot3W6nvb2dy5cvA1Cv16lUKtTrdcrlMjabDafTSSKRYGFhgXw+T7lcRgiBw+FgfX2d3t5erFYrdrtdD8jpdJq1tTWklLhcLrq6ugiHw1itVlKpFA6Hg0gkQr1e1/RTK5577jnm5uYIh8PU63Xq9TrLy8sEAgEqlQqNRoNoNIrf72dkZASHw4HPd/dqbclkkitXruD3+/H7/QwMDGA2m2lvb8dsNhOLxdjY2GBiYoJ0Ok21WqW3t5dqtcrs7KzuA6vVSnt7O+FwmHK5rGMzhUKBWCyG3+/H6XQyOztLtVqlv78fs9lMOp3e0idWq1UfH4lE6Onp0f1otVoxmUy0t7dTrVa1B722tsby8jJOpxO/309/fz/5fJ5araa9rGw2SzKZpFAo4PV66e7uRkqJ3++n0Wiwvr5OrVYjFouRz+cxm804nU7sdrumTy0WC4lEgrW1NR3P+pmf+Rne9ra3Hei+36T4vi6lfNf2sgN5UEKInwX+JfBXwPuBL9Gk2v4M+DhND+lTNL2lfuAfAs8DXwd+k6b389eFEB3AaZqbGm7Hhc36FK4BHZubIvYDdaWcWsp39IaEEM/ucirm9vb2Pc723hgbG+Oxxx47VB3HCUO+u9FoNDSffj/xgJ1k3NjYIJVKMTw8rC3WbDYLsKv1r4xBKSXxeJxaraat37W1NWKxmB5kG40GtVqNjo4OlpeX6ezsJBKJkEqluH37NkIIIpEIw8PD/Jf/8l/weDwUCgVN69y+fZtkMklnZyfT09N0dHTgcrnw+XwIIajX65jNZiqVCrFYjFQqxdLSEqlUinK5jNlsplqtUqvVCAaDVCoVbt++TSwW015EuVymUqmQSCS2eDA2mw2/38/6+jorKytMT0/jdrsJBAL09vZqRePxeLhz5w6pVAq/30+5XOaFF16gVCoBTaXZ39+vy9xuN1arFZvNxtNPP40Qgmg0SrVa1QpkZWUFj8dDT0+P/r/dbicWi7GwsIDJZMLn81Eqlbhw4QJut5tCocDzzz9PMplkbm5OJw1UKhVqtZr2xEKhEEII3V8vvPCCVqzhcFj33crKCj6fTycdZLNZ1tfXKRQK9Pf3Y7PZ9AB/69YtLBYLVqsVq9WK2+1mY2ODer1OJBKhVqtRKBS4du0avb29dHV1ce7cOeLxOIuLi6yurmoZXS4XVquVTCZDuVxmfX2deDyu7yl1z6yuruo+SyaTrK6u4vV6KRQKWK1WXC4X8/PzWpmvrq5qw8ViseB0Ounq6tL3RywW47nnnjuwgroXDuRBCSGmgZ+SUn5TCJGUUgaFEO8HPgK8BzglpSy1/N8FTEope4UQQWAK6KKp2GaklH9rhzZmgP9eSvmXm9+tNCm9IaAP+LyUsrPl/x8HfnwnLXwPBXX5qaee8n/xi1+kWq3SaDT0Q9bd3c3s7Cxnz57VA9Qrr7zC448/ztWrV7l8+TK3bt1iaGiI5eVlQqEQhUIBk8mE1Woll8sRDoeJRqOcOnWKiYkJLl26pOtQ7+Pj45w+fZqFhQU6Ojq01QhNeiUQCLC2tkZ/fz+Tk5M88sgjd9Vx7do1Lly4wPT0NL29vcRiMTwezxv2nB577DFefvllzp8/z507dxgYGCCZTB7JOVksFm7cuIHJZMJutxMMBunu7mZjY4PTp09vOadHH32U559/nsuXL/Piiy/S09NDMpmkvb2d6elpbTEXi0UajQaxWAyv10uxWOSxxx5jdnaWU6dOcePGDcLhMM899xw9PT1ks1lGR0fJ5XI4HA5tTbe1teF2u+nu7tZewJUrV3j88ce5ffs26XSa69ev09vbS6PRYHR0lEwmQ7FYJBqN6gHG5/MxODjI+Pg4wWAQp9PJ3/gbf4Pnn3+eQCDA1NQU/f39vPzyywQCAZLJJH6/X9M4akw4d+4cc3NzDA0N8eqrr5LJZJifn9f3mCofHBwkFotRKpUoFArY7XZcLhdms5lkMkm1WqVarVKpVLBarSwvL2uFquihU6dOsbCwQKlUIpVKacVitVr1IG0ymajX69jtdnK5HO3t7dy5cwe/3086ncZms1EoFPD5fLS3t2O320mlUlQqFU37KSpRSkk+n9fKyuFwUKlUGBgYYH5+nkKhoH8HMJvNWCwWTfsVi0WEEJRKJZxOJ6VSCbfbTT6fx+PxkM/ncTgc2rMqFotYLBaEENooqdVqms5zuVxUq1U8Hg/pdBqv10upVKKrq4t0Oq0z5AKBAKVSCZ/PRyAQwOPxaGOgUCiwuLioPbJAIEAsFiMQCFCtVunr69MecTwex263UygUtCIuFou6vwEsFgudnZ3agFByZTIZ7XGpuj/60Y/y3ve+90BjxE//9E/zrW99a0cP6qAKSq9qLoSIAxEpZUMIkQBKwPdIKW+1/P8s8DUpZdemotkA/pLmaucfklJWd2jjGvBPpJR/tPm9jWYyRJimB/Vc6/5SQoj/AXiXlPKD+ziPZ5955plDZfGpDj+pOA75arXajt5HK49+vymn2+VrNBrcuHGDZDKpOXOAgYEB/TBIKTl79uw9661UKhQKBaA5GEkpsdlsLC8vE4vFqFQqzM/Pk8vl8Hg8DAwMcPHiRaanp7WFrOI2i4uL+P1+XC4Xbrdbx2uklJqeklKyvLzMlStXkFJit9txOBx60CkUCpTLZaSUNBoNfbzb7SaVStHZ2cno6Chvf/vbdWzhW9/6FslkEq/Xy5UrV5iYmMDpdGKz2XC73WQyGWq1GolEArvdTiQSobOzUyuHxcVFstks4XBYpxWbzWZsNpse2AqFAqlUSgfilYegYh8Oh0MPXrOzs5hMJk3dKaqsWCxSKpWo1Wq4XC5MJhOVSkUf32g08Hq9mEwmcrkc9XqdQCCgB+ft3oqy4iuVCplMRicbeDwearUaqVRKKz6lsNSrWq1SLBax2WxYLBaKxaJOErDb7dprrdfrSCl1f1QqFVwu1xZqEF6PkVmtVu1VCiGw2+14PB79ezqd1rKbzWYcDgexWAyn00l/fz8rKyva0w6HwwQCAer1OolEglwup+M9lUoFs9lMJBIhk8lQrVYxmUykUincbjdCCDY2NrT3q+g+ZSy53W7MZrNWxEII3G43LpeLZDJJuVwmGAzicrm00na5XMRiMQqFAvl8HiGEVqpSSnw+HyaTCSEEVqsVIQSNRkPH4JxOJ+95z3v4hV/4hft65rfjyCk+ICqEGNxMbJgEPiSEiNH0cP4V8FUhxL+nSfH1Aj+1+TvAB2iuct4B/MBOymkTE8Al4I82v18C1qSUcSFECbAIIUZbVkq/xM5U4RYcdRbfSVZOcHj5EokEqVQKk8lEZ2cnFouFiYkJ7HY7Z86c0Uoqk8kwNTVFrVajVCrh9/vp6urSwWYVZAa2KLa+vj7m5+c1FfLqq6+yvr6uB6j5+XkajQbVahWn0wk0Lbvz589rKikSieDxeOjr6wPAbrfzrW99i3Q6TaPRoFQqkc1m9WDV0dHB4OAgfr+fa9eukc/nuXLlCn/6p39KJpPB4XAghNADR6PRYH5+HrvdTm9vr44RqQFSWeKTk5M6BqD6QQ2+JpOJYDCoPa58Po+UUse2VlZWuHPnDs8++6xWDrFYjFwup2UXQmiLemlpCbvdri33vr4+QqGQpqmq1Spms5lMJkM0GtXZZEruYrGI3W7HbDZr5aLkLZVKmgZ1u914vV5teTcaDW1pq75t9QgqlQpOp1OnetfrdS272WwmGAzqVOWlpSVKpRKlUknHuer1OlarVXuiSrnkcjnW19cJBoP09vbS0dGhvbVwOIzD4cBsNuN2u1laWqJWq+H1ercooUwmQ6VSwWKxaA9gdXVVn6+K0wWDQQYGBggGg2QyGWKxGJlMRhs8oVCIUChEIBDQHpvT6cTn87GyskK5XKZcLtPZ2YnNZiMcDtPV1UU0GsVkMmlPq1AoEIlE6Ovrw2q18vTTT5NOp7WC9Xq9OsGlUqlQKpVYW1vbQtPabDZqtZpWTg6HQ8cjs9msvt7RaJRSqUQulwOa9KrH4+HcuXM4HA46Ojro7++nu7ubRqOB1WplcnJSe5OATjsPBAL4fD7tZVoslmMbBw+qoD4NnAPmaM5/+s80V4v4JSnlb28mPvwo8BiwAvyMouqA7weiwAellMV7tPEfgM8KIf7jZh2/AnwWQEqZF0L8CfCrQoiP0czi+xDw9F6CH3UW39WrV090jGcn+dLptI4tqEl8Cq3eT71eZ35+XnsIS0tLmkax2Wxcv36djo4O8vk8c3NzrK2tYTabqdVqXLt2jUajoR8uRYOojK3l5WWKxSLJZFJz++vr6+TzeWw2m6Y8oDlgZLNZbX3ncjm+8pWvEAwGcTgcemCNRCJ6kLFYLLS1teHz+fB6vczPz2saymKxYLPZKJfLJJNJHA6HthadTidnz57FarUSj8eRUhKLxYBmTGRxcVErzGKxqAdb5SF5vV4CgYAuUxMkK5UKqVSKRqOhKTSVEVev10mlUiwvL+v4jxoMtidLhMNhNjY28Hg82nJOpVI63uD1enWcoVAo4Ha7dYKBkkMIQa1W096o8haUwnI4HEgp9cCtvJRAIIDNZsNms+lrkk6nEUJoWUKhkL5/nE4nmUyGVCqlvYa2tjay2SyvvPIKDoeDnp4eBgcH9aCbSCSIx+NYrVYdCwqFQsTjcVZXV3UCgMvl0q94PK7lDwaDmEwmAoGAvpc7Ojp49NFHqdVq2khSCQhKwc7NzdHe3o7X66W3txe73a77vq2tjXQ6zcbGBlarlc7OTqSU3Lx5UysKj8dDe3s7JpOJaDTKzMwMAwMD5HI55ubmKBaL2hhR9N3GxgZ9fX309PRgsVjw+Xx885vfZG1tTSuJQCBAPp9ndXWV9vZ2+vv7+e7v/m59X1utVqSUZDIZ8vm8VkpKMUkpKZfLFAoFTbm6XC68Xi8bGxvkcjn8fj/d3d0EAgGCwaD2wgKBAKFQSCes+P1+7dFlMhnttZXLZebm5k5WFt+WSoSwATYpZW6P/w3QVGploNZS9LeAbwI3gPNqY0MhxN9n6zyov71tHtT/DXwvEAc+cYB5UEeaxddoNHQabU9Pz44T2lqhLPHjhLKIFZ1ULBa5efMmgLb0lSLYDSpAfufOHQKBgLbWCoUCk5OT2Gw2YrEYUkqtbFZWVvQAplAqlTSHX61WteUM6Eyj1tnuVqsVi8WCx+PBYrFoa18dqwL9DoeDQqGgB0pAW+SVSgWbzYaUUlvZyjtQg7XT6aRarWo6Sx2v6A+laJVlqgZgFU9QA4JKxW5vb8fn8+m+r9Vq1Go1bRVLKcnlcjouA80sMvU/5UUo5RcKhbDb7WSzWT0A9fT0UC6XtRdXqVR0TEulD7embwcCAT2YKnpG9Z0QQg+QuVwOKSXt7e0UCgWdgtzW1sbg4CDd3d1Uq1Wdvq1ksNlsXLhwgd7eXlZWVrhx4wYul4vu7m68Xi/PPfcc1WoVl8tFLpdjbW1NZ8t1dnbqpAu/3689nUqlQiQS0Z7j3Nwc3/72t6nVagQCAR599FFyuRyBQIC+vj6daq0SOZTnNjQ0RE/P64vFKIpOJScomkoNuNshpdQDtLq/stms7kulyKE5Z0kpwdHRUYrFok6o8Xq9TE5O6iSQbDZLW1ubnkA7Pz9PqVTi0qVL1Ot13G43HR0dSClZWFjA7Xbr565QKOD3+wmHw5pqLhQKxONx7T0HAgH9vA4NDWGz2bZc/7W1NV577TXtESuEQiFNiXq9XqLRKG1tbQwNDbG4uAjA0tIS6+vrOBwOTCYT73//+zlowtm9KL6DxqBe3WndJCHEFZrbwv8K8N8C3TTnMP0+zXhSZd+NHSOOIgZ148YNzpw5Q6FQYHV1lVgspieyqaBxNpvVlrGiHmw2m071HRkZ0WXQHKzVQLEd6ibdjlwux8bGhrZ8FxYWqNVq3LlzhyeffHLLnI5KpYLH42F2dpaVlRWdoaQGT2XR1+t11tbWGB8f32LRF4tF3aYanJSlrTKQWgPjahBstdZV+mqpVNJpxNBUqLVaDb/fj9ls3jIIq3a9Xu+WB1VRZalUSscYVFtq8FEJAMoybTQaOBwOHWhWNFaxWGRxcREpJcFgkK6uLhqNBkNDQ9qStVgs2npXFB+gYy8ul4uenh49IL/jHe/A6/Vq7yoYDHLt2jWq1SqZTIbbt29rOlF5BNVqlWAwiM1mI5/Ps76+ztraGul0Wmfj9fX10dfXx8TEBH19feRyOcbHx3E6nZw7dw6v10symWR6elorVa/XS7VapVAoUKvVcLvdDA0NYbfbcbvdeDweKpWKpqjUAJxOp7Xx5XK5aGtr0/fDyMiIpsxcLhdLS0tkMhndfxMTEzq4r+J74XCY8+fPE4vFdKq8zWbD5/NpA0YpUBXfUZTc6uoqmUyGs2fPEggEeOqpp0ilUty6dYtwOIzdbmd1dZXOzk4GBgZ2nbslpdR9v7a2xoULF7TBAE0v3OFwkM/nicViBINBnbp9584dTVvuZOQ1Gg1tpLTWp+KQyvNRfaiepb6+PkZHR+8yXF977TUeeeQRpJT6nne73VphqsnKFouFer2uY0bqvtzJEK5Wq0xNTWG1WrXnOzY2pqlIn8/HuXPnNMsxODjI8vKyPlen00ksFqOjo4P19fUDzxU8DgWVlVJ6t/0maHoyvwe8lWaa+TwwQDPN/IqU8u8JIX4B+CjwCPA5KeVHd2nj3wI/0fKTFaiodjcz897G657YkpTyzH3IfiQeVKPR4Atf+IJ2k5X1q2gEpZTsdjvFYhG3260n7Xk8Hux2O5lMhnQ6veX4SqVCW1ub9kSUJ9Ea9Ozq6tLBW6V48vk8+XyeYrFIIpHAZDLh9/sBaGtr095HPp8nGo3icrnI5/Nb5Ff3gkofVp5DtVolFArptFKleJXlqFJkVb+oCZ0q4OtyuTSl4na7NZWkqDaTyaTjS16vl8HBQUqlkvacFBWXy+WwWq06AaJer3P9+nXdDyoYr+RRSioQCOgBWnH2ShkB2nq32Wzac4pEIvT391MsFrVScDqdOuPNYrGQyWSQUuL1enVasVKoKuaUz+c5e/asnhiqLM5oNKqTARYXF3E4HDotWsmj5reoQadQKOB0OnXyyNDQEE6nE6vVyvDwMOvr6ywtLWm602Qy8eijj+p0YkX5NRoN2tvbNTWo6h8aGtKUTTQa1ddIUTu5XE7HjXp7e5mZmaFer+uElWw2y+rqKiaTiZ6eHnK5nL4n1TVQcZDz589z8eJFTZONjIzo1R5KpRKJRELHSRKJhFZ+APPz8ywtLRGPxwkGg/T09FCpVJienr5LUZw5c0YvL6QMR2V8ZTIZ1tbWyGQyZDKZHZdHikQiehWFVlgsFrq6unQcShl/9XqdmZkZ7HY7o6OjDA8PI4TQxgU0syPVuSgFqeJqu6FYLOpn5LihqOCbN29qBXv69Ol7Tp4+jHxHpqCEEP9h8+PfBP7TtuJBmhNzh4BLUsp4y3Fh4JqUskcI8SM0J+y+D3DupqB2aPuzQENK+dOb358F/kBK+e/u+wTurvPAHtTy8jKnTp2i0WhsoXgULaOsGcXZK89EWTxutxuLxUIul9MDvZRSp56qG149WK0eyHZqsNUSU7y7SmlV1Jey9pTFp2RVCkJZ1KodQJ+HepjUcUoGlQDhdDq1wlTZYUIIvcSMSostl8t4PB6dIaSUd2v6sMfjYXBwUFNVFy9eZGlpSddtMpl0YFtx736/H6vVSjgc1okSCleuXNEpt08//TQmk4mlpSVyuZxODc9ms9oDMJlMeDweOjo6sFqtxGIxXnvtNU3b5fN5bZEqI6CtrU17Y8pQsNvt3Lx5k42NDUwmE11dXdrDajQaDA8P4/F4iMfjrK+vMzQ0pFOaVV8qT1nFElQWlWrLZDKRzWa5du0aIyMjmkZUilfRcveCSjO+c+fOFo/dYrFw8eLFu2jqarXK+Pg4NpuNeDyO2+1mcHCQdDqtPa16va4HMyEEc3NzOmNQzZc6f/68Pt/9ol6v6wSYtbU1arWaTldX8dRGo8HMzAyJREIzE8CW+B4044rnzp0jkUgwODi4ZZBVCQ+AvhaqvxS1VigUsFgsdHd362dSxUvVHC5oPqPJZFLHxxQUlalWudgND2O9xVqtppmfva7VEazFdyRZfDO7fJbAc8DngfFdjhUAUso/ARBCPEEzw29PiObKER8GfnCf8u5U15Fk8SnrXimiVqjfVKCyXC5vcbMVtQPoOEqrklNZb60KqXVZlta4h/reukRKuVzWA7gadFsHn9YYhJrprlKX1bmo92q1itvt1llKLpcLv9+Px+MhFAppz0HRgcFgUPPcfX19eDwelpaW8Pl8DA8P66wkr9eL3+9naWlJW6nQfGCV1Z3P55menlbXTdOGdrudkZERTZvtRIkonD59muvXr2vaCJoDt8qeUjGmVutQZY2pPn7qqaf0ApxKoe+GZDLJ7OyspgiHh4d1rMNsNrOyskIqlSKdTmO32ymXy5w7d47R0VHK5TL5fJ6BgYG7DJDt11yhra2NYrGoB+ZgMEgkEiGfz9/TIldQVOWZM2e2rDahUtW3w2q10tHRsYXyCgQC91wPsL+/f8sA3Eo3HwQqLgfcs91isajjRmrduXw+TzAY1F6Vx+PB7XaTTqcJBoNbjg+Hw5q+VcZRK5SCUvGs1uO2Qxls26EM2L2w07HHDWXo3g+OS759KSgp5acAhBAvSim/vNN/hBCfB/5cCPEpmuvtDdCMSX3+EHJ+mObcqW9s+/03hBD/DLgN/K/y7gVrlUw7/s4hVpLw+XwsLS2xsLBAV1cXgJ5VvbGxoV8qUUDRdCqrZnl5Wf+usn9UVh2gLRZFkyklpuYeALo+FQxW8zzUxD6LxUKlUuHMmTNYLBY9f0RlU928eZNisYjD4SAUCmlaSM3dUda+Sh4IBoN4PB7a2tpwOp06JqHg9XpxOp1YLBYdcxBC6MF/p0FpaWlJB7AVlaLqVBmAKmtMeXelUkmnTKuU7N3g9/v5ru/6LtbW1jT1pWTZTdEo/l0hnU7fN30RDAbxer3U63UuXbqE2Wwml8vp2MbAwADLy8vaW1bZU6o9JV8rdlJMrVATLqF5DTwez4713Au7xTZ3Qk9Pz5akg71QKBTuGvwfBEZGRsjn89rDvhd2ktFsNu+4LJKC2Jxj9CDwsPrwfnFs8inrbK8XzUVb7+dlo5l6Pg0UaK4a8Ws0s/xa6/t14LP32fZXgE9u++0pwAvYgZ8EssDILsc/u8sr9dRTT8mNjQ25vLwso9GoTCQScnp6WhYKBTkxMSHr9bp85ZVXpJRSXrlyRUop5SuvvCLr9bqcmJiQs7Ozcnp6WiYSCRmNRuXy8rJcX1+XExMTcn19XY6Njclr167Jz33uc/KVV16Rv/VbvyW//OUvy9/5nd+R3/zmN+Vf/uVfyrW1NXnt2jWZSCTk7du35cLCglxYWJBTU1MyFovJyclJWSgU5NjYmKzX6/Kll16SjUZDvvjii7JQKMivfOUr8qWXXpIvv/yyzGQy8tatW3JxcVEuLy/L8fHxXc+pUqnIL33pSzIej8tvfOMbslaryYmJCVkoFO46p42NDTk7Oyuz2ay8efOmrFarcmxsTDYaDfnSSy/Jer2u++e1116TpVJJTk5OynQ6Lefn5+Xa2ppcW1uT8/PzMp1Oy8nJSVkqleQLL7ywpW/V+9jYmKxWq/LmzZsym83K2dnZQ12n/ZzTdnmWl5f3dU6vvfbanueUyWTkzZs35fz8vIxGo4c6p8nJSTkzMyNnZmbu+5z2e53u55x2u05Xr159INfpMOe0vLx8Iu89dU7z8/PHfp0Oc04TExMHvk7veMc7JPDsTmP3fceghBCz9yhWBKVka2LDlsVipZRfbanv14FeuUcMSgjRR3OX3tNSyu3byrf+7y+Bv5BS/ut71bftmKjf7+9RC2AeBNVqdU/rTGW1bWtbZ/IdJ+5HvoeJky4fnHwZDfkOj5Mu43eyfJsbFi5JKe8K+dw3xSelHNqtbJvy+kzrYeovm59bt9+4X/x3wPP3Uk4tbe052m+LQXnT6XTi61//+m5xM4B2YLdA1eXN97EDHn/c5Zc338ceUvt7lV/efB87RP2HlWGv8sub72MPqf29yi9vvo89pPb3Kr+8+T52jO0fto7Lm+9jx1T/Ycsvb76PPaT29yq/vPk+dsDjT9EM4dyNndyq+3nRTPt+J/A3N7+7Afd9HGeh6XH9Bs35UQ7Aco//3wZ+ettvAZpZgI7N+n6c5m6+Zw56Pvdo/4v3KHuWXVzT+zn+uMvfDPK9EWQ05Dte+d4IMhry7X0Nd3odaJMbIcQjNNfg+11e95ieobmyw174FaBIc+PBn9j8/CtCiH4hRE4IoXdaE0K8nWam3/YECyvNGNYGzQVkfxH4YSnl7YOcjwEDBgwYOHk46Fp8/wb4R1LK3xdCJDd/+zpNhXVPSCk/CXxyl+ItkwGklC/Q9My217EBPLkPeQ0YMGDAwBsMB90m9ALwB5ufJTQXcKW5Zt53GvZc3++Qxx93+V54o8t3FDK82fvwjS7fUdVxnPUb8h0AB16LD/i4lPKKECIhpQwJId4K/J9SyrceRJA3ItT8KrnDDOiTAEO+w+Oky2jId3icdBnfzPIdlOL7h8BfbK6XZxdC/C/AzwEfOzLJDBgwYMDAmxoH3m5DCPEW4OM0V4pYAP6dlPKVI5TNgAEDBgy8ibGfibq/ej//k1L+o0NJZMCAAQMGDLA/iq91mWgHzfXxXqa5pUY/zS02/vjoRDNgwIABA29mHDRJ4v8BPi+l/OOW334E+FEp5X9zhPIZMGDAgIE3Ke5LQQkhLgHnaG46OC2EKNGcqHsd+DtSypgQwgwkpJT+Y5XYgAEDBgy8KbDnPCghxN8Gvgn8PeAlIcT/DlSAW0AE+Febf/15tu4RZcCAAQMGDBwYe3pQQohpmtTdq0KIJ4EXgfcC/57m1hphmosA1oAfkVJePV6RDRgwYMDAmwH3o6AyUkpfy/eslNIrhLACbwO+DHw/8IKUsrpbPQYMGDBgwMB+cBAFlZBShnYrN2DAgAEDBo4C95Nm7hJCtG617m35LvjOXH/PgAEDBgw8ZNyPB/WTe1Uipfy9I5PIgAEDBgwY4BBLHe1YmRC/LaX8+SOr0IABAwYMvGlx1ArKiEcZMGDAgIEjwUH3g9oN4ojrM2DAgAEDb1IcdLuN3XBgd0wI8QvAR4FHgM9JKT96j//+JPB3gFEgQ3MzrH8gpazts81XaU42nj6Y1AYMGDBg4JA4BWxIKd+yveCoFdRhsAz8OvA+9s4MdAF/F/g2TQXzBeCXgX+2zzYjfr+/5/Llyz37PE6jVqthsZykbtyKe8lXq9WoVCr6u81mw2w26+9CHL9DfNL7D06+jIZ8h8dJl/E7Wb6xsTHS6fSOZUd9xgce0aSUfwIghHgC6N3jv/+m5euSEOI/Au8+QLPTly9f7nn22WcPcGgTMzMzjIyMKLlYWlqiXq/T29u7ZbB/WGiVbzuuX79OrVbD4XBQLpep1e52QO12O+fPn8dkOmo2eG/5Tgr2I2OlUmFmZoZqtYrD4eDUqVPH1ncK09PT2Gw2Go0GfX19J+K+a8XDusbxeJxUKkUkEsHnu3do/KTfh9/J8r3rXe/i61//+o4s1lErqD844vruF98NTOxWqLYk3gGXD9twd3e3/pxOp1lbWwPA4/HQ1tZ2oDprtRqJRIKDJrCo44QQmM1motEo0WiU7u5u6vU65XKZRqPB/Pw8DocDu92O3+/HZDIhpSQcDlMqlUin06ysrGCxWHC5XNjtdsxmMz6fD4vFwsbGBrVaDSkljUaDYrGIyWTC6XQSDAax2+1YLBaq1SqFQgEpJalUio2NDRwOB/V6nVKphN1uJxQK4XQ6KRaLxGIxXab6wuv1EolE7jrXtrY2XC7XPfujUqmwvLyMlJLOzk4ALBYLVqsVgEajgZRSD+zFYhEAq9VKrVZDCMHExASjo6Nks1nK5TJ2ux2Hw4HFYsFmsyGEoF6vMzs7S7FYxOPxMDMzQywWo7OzEyEEJpNJ95Pb7WZ2dpZCocCTTz6J2+0mnU6TzWYZHR3dl/fq8XhYWloCwOv1EgwGqdfr+vweNlqfkaNGOp2mVqsRDAa3GAJSShYXF6nVasTjcVwuF+l0mlwuRygUorOzE5PJRDAYxOVy7SijlJJSqYQQAofDcVd5NptlY2MDl8ul7yuFarV6pP1/nH14FDgu+e5LQQkh2mju/3QB8AJZmgrhj6WUcfU/KeXPHYeQe8j2U8ATHHC7+VKpRCwWo1qt0mg0cLlcJBIJuru7mZ2d5ezZs4yNjfHYY4/xyiuv8Pjjj3P16lUuX77MrVu3qFareDweQqEQt2/fJp1OY7FYmJiY4LHHHiMajXLq1CkmJia4dOmSruOVV14hGAzy4osv0mg02NjYwO/3I4Sgq6sLs9lMpVLB4/GQSCTo7OxkYWGBU6dOcfPmTc6dO6ffx8bG9IBvt9tZWVnB4XBgNptZXFzE7/cTi8UwmUxMTk7S0dFBMpmks7MTKSWDg4MsLS1x6dIlFhYWMJlMrKysYLPZWFlZ0YrJ4XDQ39+P2Wymq6uL+fl5zp49y/z8PB0dHVy7do2uri6Wl5fp6+sjk8lw9uxZhBDYbDaWlpaYnZ3F5XJRrVYZHR1lZWWFCxcuMDU1xalTp3jhhRfo6+tjamoKr9dLOp0mEAhQr9cJhUK4XC7toVYqFdrb22k0GgwNDTE7O8vTTz/NlStXeOyxx3jppZc4deoUX/3qV4lEIqTTaWw2G3Nzc5jNZoaHh4HmQJPJZOjo6GBpaYm+vj6uXbvGyMgId+7cwW63I6Xkxo0bpNNpOjs7yefzOJ1OnE4nlUoFr9dLPB6ns7OTUqnExYsX+bM/+zO6urr4r//1vzI8PMzCwgIOh4OVlRVOnTqllXM0GqWvrw+Hw0EmkyGfz9NoNHjLW97C2NgYb3nLW/R98+qrr+p7b2hoiGg0yvXr13E4HJhMJkwmE1euXMHlcmEymXjqqad2vPcef/xxxsfHOX36NAsLC3g8HtbW1rDb7UBTgXd0dLC2tkZ/fz+Tk5M88sgjvPLKKwwODvKNb3yDixcvEo/HeeKJJ5iamqKnp4dYLIbH46FSqdBoNHC73dy8eZOzZ88yNzfHmTNnGB8f5+mnn97xeRoaGmJ5eZlQKEShUMBkMmG1WsnlcoTDYaLRKD09PXzta1+jt7eX8fFxLl68yLPPPstb3/pWxsfHGR4eZnFxkXq9zsbGBvl8nnq9Tq1Ww+l0Mj4+TltbG6urqwwMDGCxWAgEApRKJd1fZ86c4dvf/ra+Bzs7O2k0GmSzWUwmE9VqlXA4zNLSEoODg7z00ks8+uijjI+Pc/78eV588UXe9a53kU6nGRoaYmlpST/TPp/vrnPabYxQ10lKidPppKOjg1QqpRVmqVQiEAjseJ1a67h27RoXLlxgenqa3t5efZ0OOu5tv05LS0sMDw/v65zUvVev13cf3+9jou57gP8MjAPXgDTgAy7RTGj4sJTya3vU8SzwzC7Fz0kp39Hy318Heu+VJNHy3x8Gfgd4r5RyfK//7yTXM88888xhKL5Go4HJZKJUKnHr1i09MKTTacxmM1JKpJRYrVbOnz+vrfR0Os309DT5fJ5EIkEgEKDRaJBIJCiVSly4cIHBwUFyuRz1ep1KpYIQgmQySaFQoF6vk0qlKBaLLC4uUq1Wcbvd2lvJZDIsLS2xtrZGpVKhWq1Sr9f1Den1erVVb7fbqdfrWCwW7WE5nU7dRqVS0efg8XhoNBoIIbSHtNmX1Go1BgYGtBKpVqvYbDb9UEopCQQCuN1ustksNptNH5tOp5FSYrfbGR0dJZlMsrGxwejoKHa7nWw2S7VaJRgMUqlUSCQSNBoNJicnMZvN2ovwer243W7K5TJer5dMJoOUkra2Nvr7+7V3lMlkdD+Wy2VsNhulUgmLxUJvby9+vx+v10ulUiEajWKxWMhms0gpaW9vx2w2UywWcTgcDAwMaKvc7XaztrZGsVgkkUgwNjaGz+djYGCARqNBo9GgXC6TzWbxeDzk83mEEJw/fx6n04nZbCafzxONRnG73fo+U/1vsVgwm82YTCYsFguVSgWHw0FbWxvVapVSqaSPcbvdnD17dsv9qq6/UmbqfltfX9/yP7PZzPnz57FYLFs8k3q9zvj4OPV6neXlZTweDz09PRSLRe2t1Go1Ojo6qNVq2pNLJBIUCgXMZjOZTIYzZ85w+fJlpqamEEIwPDyslWMqldJ1K8MM0N/v3LnD+Pg4xWKRSCTC6OgoGxsbzM7Objl/IQSjo6N0dnZisViQUmqlW61WSafTLCwskMlkqNfrO1KxwWCQarVKLpfb4kl5vV5OnTpFV1cXc3Nz+r6SUjI/P4/H4yESiXDu3DnNNiwvLwNw4cIFXc/S0hKpVIqRkZEdvbTt48yDhIpRm0yme8oGh5Nvk+L7upTyXdvL7seD+tfAz6gYUSuEEH8N+G2ae0Xtip0aPiyEEN8P/C7wgYMop6PC2NgY7e3trK2tIYTQ1IHJZKJer+sBcHp6mlQqhc/nY3V1lUKhQLlcJhwOMzw8zKOPPgrAxMQEzz//PC+99BLPPfcc5XKZ9fV1arUaJpOJjY0NisUilUqFUqlEoVCgWq1isVgol8tkMhlyuRzVanPd3mq1is/nQwiBlJJKpUKtViOTyWAymbTCVAOXgtVqxWw2U6vV8Hg8WpkoiktRduqhtVqtNBoNcrkcbrcbk8mkvaZisaipwVAoRKPR0ANGJpPBZrNpb8TpdJJKpejo6MDpdLKyskI2m6VQKDA/P086naZcLiOE0Apb0XBKYZhMJk09KvrR4XDg8XhwuVw4nU4dczOZTLhcLkKhENVqlWw2y8svv0xnZyfhcJjOzk7W19cZGhqiv7+fqakppqenkVKSy+UwmUzcunULj8eDx+PRitRms3H69GkGBgZ4+umn9eCrlM5XvvIVstks9XqdpaUlarUaNpuNWq1GPp9nYWEBp9NJV1cXoVCIRCJBLBajVCppRd/d3Y3X62V9fZ2LFy/qmKLX6+Xs2bOkUimy2SzXr18Hml5Rd3c38XiccDjMxsaGjpXV63Xa29txuVy43W4SiQTj4+MIIfD5fBQKBaamplhdXSWTydDe3k4ikdAeTjAYpFAokMvldN8UCgUqlQo3btzg0qVLJBIJstksTqdTD9hqYL9z5w5erxdAU7zFYpFisUgul8NisZBOp1lcXCSVSgEwOjoKQCQSIRwOU6vV8Pl8eDweUqkUHo+Hjo6Ouyjgnp7Xc6I8Hg/JZJLFxUUee+yxLUlDyiCLx+PMzs7i8/kYGhoin8+TTqcpFArMzMxgs9kIhZrLk+ZyOQYGBrSinJi4O/KwsrKix4dkMgnArVu3aGtro6OjQz9rrbhy5QpPPvnkPalfKSXJZJJcLofT6dyREt+Oer2+JWapnslaraa9UIDTp0/r67MTlLd11LgfDyoPhKSU5R3K7EBSSnnvIMD9CCKEhabC/Mc0kyQ+DtR2Sh0XQnwP8Hngr0kpv7G9fI92fgz4sc2vbz937lzoxo0bB5JZUTFTU1M0Gg0CgQCxWIxyuczS0hKZTAaLxUIqlWJxcRGAQCCg6TIVozpz5gzt7e1cvXqVb3/728TjcWKxGNBUHJlMRnsxiqYoFota4ShFoZSS1+ulu7ubQqGAEAKv14vZbNZxHeU1KaWmFJ66UdXgbzabEULowTcWi1GpVLRSVAOb0+nE7XZTr9dZXV3Vik0N1H6/X3uB1WqVarWqYzZSSmw2m1YkSrEopZHP5/XDrmR3u92USiVt3blcLv3gqoQPFQNQD6tKAFEeiMo6crlcSCm1kt3Y2CCRSGC1WnG5XPT09NDR0YHH4wHQMYdQKKRjamqQgeYD73A4dJKMx+Phu77ru6jX6ywuLmojQHlAsViMmZkZkskkUkodP/J4PFitVmKxmKZE8/k8qVQKu92Ox+NhZGSEwcFBisUid+7cIZ1OE41GtcfaaDSw2WzE43GsVis2m03TOsqbcTgchMNh3G43gUBAe2Qul0tTjoVCQRsBygNWHlKhUNBedF9fn45f5vN5ALq6ulhcXGRsbAyXy0U0GtV9NDIyQjgcpqenh5mZ5lZybrcbs9mM3W4nn89rOU6fPs3169f58pe/jJSSc+fO8fa3v53FxUXcbjcWi4VMJkNXVxeFQoF0Ok0wGMRsNtPe3o7TuXtisHp+dkOj0SAejxMKhfS9o4ylZDJJqVTC5/Phdru3xI3PnDlDLBZDCEGlUiEQCBCNRrWBpYzC9vZ2pqamWFtbw+Fw8EM/9EOsr6/r57nRaLCwsMDg4CCjo6Pcvn2b9fV1zp8/T0dHB9BMCFlbWyOXy+n2nU4ng4ODeDwefX7KiHS5XBQKBW7evElfX5+OIS0tLbG6ugqgqfxoNEpbWxuDg4PaqFH1x2Ix2tvb8fsPvk/tvTyo+1FQXwVeAT4ppcy3/O6mqUyelFIeJINuezuf3KyvFZ+SUn5SCNEP3ADOSykXhBBfA94JlFr++00p5fv32eaBKb5SqcTnPvc5XnnlFT0YKotV0Up2ux2fz6cTENbW1rBYLLS3t9PV1aUTFUwmE/l8nqWlJf1gKw8jnU5rKq7VYzGbzVit1i2KRFk7fr9fW+r5fJ6uri6tqAKBAJFIhPb2dubm5rSCC4fD9Pf3I6WkWq0SjUY1LZhOp6lWqzqOZTKZNCWprNvl5WVNETYaDQqFAsViEZvNxsjICJVKhXq9TiaT0Q9nLpcjmUwSiUS08lN0nuo7q9VKb28vUko2NjY0FaniE5FIhEqloq1qJZ8aUKWU9PX1EY/HNe3Y6oEp77PRaFCv1/W1MplMZDIZAO0tKm9BKVSTyaT7vVAo0Gg0tGJp9Z6VLOFwGJ/Ppz3GYDCIw+EglUqxurpKKpXSSttsNmM2m8lms3pwURZ9LpfD5/PpAW59fR2/34/NZtNJKbVaDbPZjNfr1cq5XC5rpa7kt9vt2Gw2TcXl83l97zYaDfL5PDabDZ/PxyOPPEJvb6/29gqFAvl8nkqlQj6fZ2hoiEceeYSlpSWmpqZoa2vT8pbLZXw+Hz6fj/X1dV599VXsdjvnzp1jaGgIl8tFPp+nXC7z6quvasOpu7sbj8ejaeHl5WV97r29vZRKJZLJJF1dXQwODlIul5mdnaVarZJMJnG5XIyOjnLu3LktsQ7FJKjna3Z2VlNvPT09mp5X516tVonH41gsFp0RODk5ST6fJ5/PU6vVGBkZIZ/Ps7a2RiwW4+mnn8bv9/P888+TTCbJ5/PE43G8Xi9Wq5VisYjT6aS7u5tarUYul2NhYQGfz0cul6Ojo4NIJMLq6qr26tVUkHq9Tk9Pj/b8lbFsMpno7OzcYjh1d3czOjqKy+Xi2Wefpbu7G7/fz8rKCktLSySTSdrb2xkeHmZjYwMpJT6fT9Piq6urCCHo7+9nfn4eaNJ/qVRKG1x+v5+nn3563+MoHF5BDQCfA94C3OH1GNQwMAZ8REq5cCDJHjIOo6CSySTnz5/XPDu8zsMqhaEGs+0KRPW5lFIrJDUwWSwW3G635nzVzdLV1aXrajQa+gay2WxYrVasVqvmilV8yefzcf78eT0ohcNhGo2GzjRUlrp6EAFtvQoh9H+Vdd5oNLDb7cRiMdra2vD7/SwtLeFyuXTGVFdXF+3t7aRSKdbX17dYXPF4nEajQSQSwe/3a5qyXC5reqJSqWhqR1FzAwMDWtk1Gg1KpRJdXV1EIhGEEOTzearVKn6/n42NDRqNBtVqleHhYZ1NGI1GyeVy+mGz2Wya0vN6vVpB+nw+RkdHWVtb09ZxJpPRgWllQSvlZjabcTqdmmJU3msmkyGTyWjKr9Fo4HQ6dXyuWCxuufYqvqQ8Y/Wy2+26zOl0cu7cOe1lKYNICEEoFMJms2EymWhvb2dycpJkMqll6OjowOv1bjkfpcQsFgsOh0PfA62JGuoeVApceZ2hUEgPqur+EUIQDAa18m9ra9N0sKIrz5w5w9LSEq+++iqZTEZ7g+r+r1QqVCoVOjs7dUxNGWqpVAqn08mpU6f0s6KoPXW/Ki++Vqvp58jtdmu2Ql0Hdd65XE57+/F4XBtwIyMjCCFYXV0lm81qWlwIQUdHB+FwGEDHLiuVCi6Xi1KppD1iFY9WBkYul6NSqRCJRCgWizoW19/fj9vtZnh4mPHxca5cuaL7oKOjg1gsRjab1fIrWlyxHlJKHTe22Wzk83mCwSCxWIxCoaBj1cprt9vtnDp1inw+r5UdQEdHh6bhTSYT5XJZn2OtVsPv92M2mzl16hSvvfYai4uL2O12TCYTH/jAB+6Kd94vDqWg9B+FGKWZxecBcsCElHLqQBI9RBwVxbe+vs7w8LAeRJViUnEUpZBaEwoUFaV+LxaLlMtlrci8Xi/9/f2abnI4HHR3d+sbWN3orZPaHA4H7e3t9Pf3A016Tz08AFevXr2LG15eXqZare5JfQAkEgmSySRCCCKRCNlsVnt9PT09Og28VCqxuLiolbGKLSgFFgqFKBaLVKtV2tra9KCVTqd55zvfqS39559/nlqtxurqqqbbbDYbwWBQZzeqTK5AIKDjTl6vl97eXgqFAl6vl+npaU0NKotUUSD9/f10dHTgcDiYmJggGo1iMpkIhUJsbGwghGB9fZ1isahpP/Xg9vf365icevjVXJs7d+6wvLxMOBzWiTOKzlTxJgUVV1MDbW9vL+FwmHA4rOmS+fl57aEWi0WmpqY09RgOh7WiK5VKOlW9WCwSj8f1gD07O4vVaiUUCmGxWBBCaJrT6/WSy+WIx+Nks1lt0atBW0qpk0XUINlKJdtsNq1Q7XY7lUoFi8WCx+PRcUcVUwsEAlgsFs0MqLR6ZaAoJkDJ6vV6SaVS2jBSXqmiHxXNDOiBUzEMaoDu7e1ldXWVfD6vFbDyECORCA6HQz9La2trOhHFZrPR29uLyWQiHo9ryrhYLFKv17WnqpI2gsEg6XRaMxoqjqPo4EuXLlEoFIjH4zidTm0ARqNRPB6PTiByOp167lYgENBZvVJK1tfXKZfLWskpb1cIoWNGyihVhoq6huo6x2IxHXtW45SiWVXcutW4lVJqitJqteJ2u4lEIvqa5fN5/H4/UkrOnj3Lj/3Yj3EQHImC+k7EYTwoKSX/4l/8C/L5PFarVbvbdrtdPzgrKyvE43FKpZIenJRVrmIfFouFS5cu4fF48Pv9WrkpKM+oFV6vVw9iQgj8fr8Owm/HcWT/RKNRnE7nlnleagDN5XLkcjna29vp6enRnkBrRpqC8vi2y1csFnUyhordeb3eLQOsOn/1MKo+UzGpVCqlM8pSqZR+yPL5PG63G5fLxWuvvabnwnR0dHDmzBmef/55rdiq1arOnsxkMvh8Pj0fTHmtCwsLeiC+fv26zipUg6zNZiMQCGgqrNFokE6n8Xg8mM1mhoaG9IDT3d3NE088oft1fHycV199lVwuRyqV4saNGySTSVZWVnSfWq1Wrejcbrem0RwOB/l8HrvdzunTp7UxlU6ntUeh5rptbGxsuXZCCHp7e/XcIr/fTzgc5tvf/raOpak0e6vVquerlUolPXirOV8ul4uRkRFtoExNTZFMJnWsUFn11WoVu91OLpfT6ffK0CmVSng8Htrb24FmHFB5pirRRc3lU5mSg4OD2Gw2Jicnt8Q+oUnvtVKvrR5qW1sb2WxWXxOlzF0ul47ZlkolHA4HDodDP8Mqi7ZcLus5kFNTUzpzcHl5GZfLpetS93OhUNBxvMXFRXK5HHa7HbfbrZWGEIJSqaQVtcViIRKJ0Gg08Pv9BAIBfD6fNgYA7e2q8wM0NWu32ymXy/o+dDqd+pqq7EOl6BOJhH6uFFWsYpc2m01n337sYx/jR37kRw40nhybghLNbd+/LKX8ngNX8hBx2DTzRqPBjRs3uHDhwo5B1mQyyZ07dzQFoCyTfD5PLpfD6/XS3t7O6dOngWZcS3ke24P/rdjPkiI3btzg/PnzBzq/B4EHIZ+KfzmdTlZXV1laWtIPnMouHBwc3LVfb9y4gc/nY2NjA6fTiclk0pSLSizJZrOa3unu7tbegqLSoBlUVnTVyMiITn+enZ0lHo9jNps5ffo07e3t1Ot1pqamiEaj9Pf3Y7Va9cCysLCgPcenn36aL33pS8zOzlKpVAiFQtoDUh5RqVSir69vSzZboVDQSn59fV0rakWttre3EwwGmZubw263k0gktAcaiUSwWCx0dnbquKGKw62urlKv1xkcHERKycrKiq7fZrPpuKPqDxUDU5Z7IpHQSR0q3qOSZ9TUDZV8ouKSSlGo867X63ribLFY1IpAKXGVRWi1WnWcc3V1FavVSiQSYWNjg2QyuSUeqAwNZaComKNKblETvxUlHwqFdPatal/R94qaU33h8XgIh8O6HaXwSqWSnjoSi8U4e/YsHo+Hubk5nRbf19fHo48+itPpJJFIaDpPKT4hhO7nQCBAb28vHR0dehL+1NSUNsgU7VgsFolGozpurahXRbOrxCm1Co3X6+V973sfP/uzP3ug5/M4FZQdKEgpD722itjHYrHbjvsq8G7AulPG3w7/P7IsPkAPAjtBPaDqxm79Xc2pcblcxzrj/17ynQQ8aPmq1SpLS0t6Ltj9pOLuJOP09DTpdJpHHnlEx24SiYSOwygkk0kdt9vY2ADQMTBFwSi6cHFxUVNmCn19fQwNDREOh7fcQwsLC7o+RbmUSiWmpqbIZDKaZuzv79f1ArqtarWK0+nE6/VSKBTo7++nu7ubcrlMvV7Xc48ArZStVqv2CsvlMslkkmKxSCqVIhwO65RtlRSh6lGxkI6ODgYGBujo6NBemXoGurq6uHr1KsvLy9qzUbGQ7u5urdyVog4EAhQKBT33MBaLsba2RjweJxqN6knd/f39xONxlpeXsdlsOBwOHQvs7e3VUw5efPFFJicntWGhrruKeVYqFe2hqvifUkY9PT309vYSjUZZXV3FZDLh9XpxuVya7lxeXiYej+spGGpKiKL7VTKRooNNJpNWAkr5hcNhuru76erqIpPJEI/HmZub08aSuqdKpRJ+v18rRqfTic/n0wpeeWrqHonFYgSDQZ3cpBK67HY7fX19mqrO5XLa8w8EAvo6lUolfvInf5L3ve999/8gtuBQ86CEEHfuUXyU3NF+FosFQAjx4+xzuSYp5R/SXP0cIcSz7e3tu00gvi8sLy/vugaVEGLHJUCUJ/UgcC/5TgIetHxWq5XBwcF9HbOTjMPDw5oyUVBzYVqhlFVPT4++5oqa247z58+zsbGhvW1F3+w0L6ajo0Oni8fjcd773veSz+cZGBjQqb+9vb16npSKtSiPXGxOrFZ0VVdXF4BWOAMDA9hsNpLJJNlsFovFQjAY1KtvtKLV88/n86ysrGgqe2RkhEKhgNVqpa+vj1AotKWfbt26RSaT0dMWVLp2sVhECLGl38+fP79FSdfrdaLRKLFYjKGhIS5fvkw6ndYxKJWSf/PmTSKRCB0dHVgsFkZHR/F4PHdNalaTajs6OujtbS4Hqmj3VCrFxMSEjm2qzMlsNksymWRhYUEn6qg4kPKGS6USY2NjOsMuHA5z48YNAoEAp0+fplAosLKyouPTyttUWY1qSa3Ozk6dpq+SU5T3WCgUgKYnr+LXarUVpWDa2tpYWVnR90I6ndaGhTKKwuGwTim3Wq1bJtbfvn1bJ5+0Kli3262NpaPG/WTxpWiuFD67Q7EN+OJReFAt7d3XShJCCD/wMvDfAS9wDw9K3GMtvmeeecZ/mJUkksnkFov5pMGQ7/A46TIep3z1ep1sNqtptXvNF9oNyWRSTzLfvmp1MpnU826Ux9PV1YWUkng8js1mo7u7WyeHbMfc3Bw3btxgeHgYs9msE0Qee+wxSqUSq6urLC4uMjg4qGnHnRbTVVRdoVDQymk7yuUyk5OTzM7OEgwGaWtrI5/P89WvflUnDGSzWZ2Uk81mCQaDOnalJkpns1lWVlbo6+vjiSeeANBzH5VhoqatqKzCRCJBvV5nZmZGGzEqGUpNH6nVajz33HO0tbXp2K5aLk0lWTUaDZaWlvS8N6V4vF4v586d0xS0SjpZXV3F6XTq7D+z2awnZKvEkJ6eHt797nfz1re+dd/3Btzbg7ofD+gqUJRSfmX7C/gqD2+Twn8K/Btg9TCVqLX4WucEzMzMUCwWuXHjBo1Gg6tXrwLwyiuvAM3MOBV/SqVSOq10aWmJlZUVYrEYc3Nz5HI5bt26Ra1W49q1a1vqUO/j4+OUy2VNzSwsLLC+vs76+rpehmVqaopyucz4+PiOdVy7do1arcatW7fI5XLMzc3pc4pGo/s+p2Kx+MDO6datW/s+p4Ncp8OcU6FQOPbrdJhzWl9fP7brdOfOHZxOJ3NzcwghDnROs7OzOi36zJkzFAoFTp8+TT6f56mnnqKjo4MPfvCD9PX16UxRt9tNOBwmEAhQrVZZX1/f8ZyWl5fp6uriypUrJJNJvva1r3Hnzh2++MUvcvXqVSYnJ3XWWjQaJZ/P73idCoUCs7Oz9Pb27npOiUSCUCjEO9/5Trq7uxkaGsLtdvOxj32MM2fO8JGPfISuri7OnTunl+ySm8tsqQw+i8XC8PAwb3vb23jiiSe0R/rkk08yODjID/3QD9HR0cH3fd/30dPTw/d+7/dqerVYLNLf38/ly5d56qmnGBwcpLu7m/b2drLZLP39/Tz66KN86EMfoquriyeeeEIvRaW8Wb/fTygUoq2tTcfKIpEIb3nLWwiFQjz11FNcuHCBZ555BpPJxODgIHa7nYsXL9JoNHjHO97B0NAQH/zgB/mBH/gB/v7f//v84A/+IDab7cD33mHX4nsXkJdSvrxDmQC+W0r59XtWsg/cjwclmlty/Duai8T20vTu7isGta2eQ6/Ft7KyoumRkwhDvsPjpMtoyNdEKpXS0xJavSSVXXsvHFZGlS2bz+e5deuWTuNWWXBqXlNfX9+B9k1aWVmhvb1dT9Le7skuLy/ruJVa9URBxUvb29v1movDw8M6AeXll1/W2Z5qOSO1ZmQrksmknjMHza14VL8epv8OFYOSUj57jzIJ7KmcxD4Wi72Pukw01//7JSll7SCUQwtOjY2N8a53vevAFRz1svpHDUO+w+Oky2jId3gcpYxq7qOK88HrW988DPnUggBqnlirkgF05uNeSvy45BsbG4Pmrrp3YT8Tde+OjjZRBlaklI1dyveFvTwoIUQASABq+WUzEAbWgB+VUn5zH23dz5bv7S1tbcflzfexAx5/3OWXN9/HHlL7e5Vf3nwfO0T9h5Vhr/LLm+9jD6n9vcovb76PPaT29yq/vPk+doztH7aOy5vvY8dU/2HLL2++jz2k9vcqv7z5PnbA43fd8n3Lsir3egENoL75av1cB6rAHwMd91vfDvVbAAfwG8Dvb3627PA/AXS2vJ4EJNAD2A7a/j3k+uI9yp4Fnj3o8cdd/maQ740goyHf8cr3RpDRkG/va7jTaz9p4h8H/iNwmqbyOENzB92fpzl3yQL81j7q245fAYrAJ4Cf2Pz8KwBCiH4hRE4I0S+bWFUvQOU3rkkpKzvWbMCAAQMG3nDYT7TuU8ApKaWaPDAthPg5YFJK+TtCiI8CB16bT0r5SeCTu5Qt0FwDcKeyOR5eJqEBAwYMGDgm7MeDMgGD237rpxkDguYCsvtPTzn5+MNjPv64y/fCG12+o5Dhzd6Hb3T5jqqO46zfkO8A2E+SxP8E/F3g3wOLNNO7fwr4P6SUvyma26//LbnPPZneyFATgOUx7Bh8FDDkOzxOuoyGfIfHSZfxzSzffXs8UspPCyFeA34UeAxYobkV/F9ulv+/wP971AIaMGDAgIE3J97U220YMGDAgIGTi/uOQQkhrEKITwkh7gghSpvvnxJC3L2SpQEDBgwYMHBI7Cep4dPAW4G/DcwDA8A/pLn9+987etEMGDBgwMCbGftJkogCl6SU8ZbfwsA1KWXPMclnwIABAwbepNhPmvluc42MOUgGDBgwYODIsR8F9Xngz4UQ7xNCnBNCfD/NrL3PH4tkJxxCiJAQ4k+FEHkhxPzmTr0PU55nN2ODuc3X7Zay9wghbgkhCkKIrwkhBh6APL8ghLgihCgLIT67rWxXeUQTvymEiG++Pi0OuSLwfmUUQgwKIWRLX+aEEP/wQcoohLALIT6zeW9lhRCvCiHe31L+0PvwXjKehD7cbOcPhBArQoiMEGJSCPGxlrKT0Ic7yndS+q+lvVHRHF/+oOW34++/+10TiebmhL9Kc2HVAs1VI36NY1j/7o3wAj4H/CeaK1y8A0gDFx6iPM8CH9vh9/CmbD9Kc4mq/w148QHI8yPAD9Pcs+uz9ysP8LeA2zTn2fUAN4C//YBlHKS5vuNda0E+KBkBN82VVQZpGpI/CGQ3v5+IPtxDxofeh5vtXADsm5/P0tw/7vET1Ie7yXci+q+lvb8Cvgn8web3B9J/ewn1Pbu83tP6/bg65aS+Nh/MCnC65bffB/7ZQ5TpWXZWUD8LPL9N9iJw9gHJ9etsHfzvKQ/wPPCzLeU/wzEr1B1k3GtweOAybrbzGvDhk9iHO8h44vqQ5vqhK8DfOIl9uE2+E9N/wEeAP6JpjCgF9UD6by+K7zO7vH6X5oaBn9l8f7PhNFCXUk62/HaNpjX0MPEbQoiYEOI50dxoEpoyXVN/kFLmgRkenqx7ybOlnIfbr/NCiKgQ4t+LZkKQwgOXUQjRQfO+m9je/knpw20yKjz0PhRC/LYQogDcoqkA/r/t7T/MPtxFPoWH2n9CCB9N5ux/2Fb0QPrvngpKSjm0y2t48zUkpdxtn6jvZHhouretSAPehyCLwv8MDNN0p/8vmvHCEU6erHvJs708DXiOk1/fATGa27gM0KRbvDRX8ld4oDIKIayb7f+elPLWDu0rGR5aH+4g44npQynlz2+2/07gT2juYXdi+nAX+U5K//0a8Bkp5eK23x9I/+0nScLA68jRnP/VCh9N/v2hQEr5bSllVkpZllL+HvAc8AOcPFn3kmd7uQ/IyU2e4EFASpmTUl6RUtaklGvALwDft2lNPlAZRXMH6d+nSSn/wi7tKxkeSh/uJONJ6sNNeepSym/RjIn83A7tKxkeSh9ul+8k9J8Q4jLwXuBf7lD8QPrPUFAHwyRgEUKMtvx2ia3UxsOGpDkFYIKmbAAIIdzACA9P1r3k2VLOyehX9VAp6++ByLhpbX4G6AA+LKWs7tT+w+zDe8i4HQ+lD3eAhdf76kT04S7ybcfD6L930YyFLQghVoFfBj4shLi6vf1j67/jDPp9J7+A/4dmJp8b+C4eYhYfEADex+YuxMCPA3maQdfIpmwf3iz/TR5MQH/HHZL3kofmSiU3aVKV3Zs39XFl8e0m41ObfWcC2mhma37tQcsI/FvgRcCz7feT1Ie7yfjQ+5DmNuMfoUk3mTefkTzwoZPQh3vIdxL6z8XW3cv/OfCfN/vugfTfkd+wb5YXEKI5DywPLAA/9hBliQAv03SvU5sDxve2lL+XZgC2SDPbb/AByPRJmlZf6+uTe8lD00L8NJDYfH2azRVPHpSMwH8DzG5e2xXgPwCdD1JGmrEHCZRo0iXq9eMnpQ/vJeMJ6cMI8PXNZyIDjAMfv5/n4mHLdxL6b5fn5Q8eZP8Zq5kbMGDAgIETCSMGZcCAAQMGTiQMBWXAgAEDBk4kDAVlwIABAwZOJAwFZcCAAQMGTiQMBWXAgAEDBk4kDAVlwIABAwZOJAwFZcCAAQMGTiQMBWXAwAmBEGJOCLG2uWyM+u1jQohnH6JYBgw8NBgKyoCBkwUL8Et7/UkIYXkAshgw8FBhKCgDBk4W/jfgl4UQge0Fm1uA//dCiClgqmVbcEvLf55t2Tb8o0KIbwkh/rkQIimEmBUt28YbMHDSYSgoAwZOFq7QXNfsl3cp/2GaC4mev8/6nqK59XaY5npon3nAe2sZMHBgGArKgIGTh38E/KIQIrJD2W9IKRNSyuJ91jUvpfxdKWUd+D2gi+bWGAYMnHgYCsqAgRMGKeV14IvAJ3Yo3r6z6V5Ybam3sPnRc0DRDBh4oDAUlAEDJxP/GPg4zf10WtG6/UB+893V8lvncQplwMCDhKGgDBg4gZBSTtPcpO7v3OM/G8AS8BNCCLMQ4qfZeTdWAwbekDAUlAEDJxe/SnPH5nvh48D/CMSBC8Dzxy2UAQMPCsaGhQYMGDBg4ETC8KAMGDBgwMCJhKGgDBgwYMDAiYShoAwYMGDAwImEoaAMGDBgwMCJhKGgDBgwYMDAiYShoAwYMGDAwImEoaAMGDBgwMCJhKGgDBgwYMDAiYShoAwYMGDAwInE/w9QRl/AaRXJRAAAAABJRU5ErkJggg==", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_trace(sampler, datasets)" ] }, { "cell_type": "markdown", "id": "92c5f17e", "metadata": {}, "source": [ "The figure above shows the trace, i.e. the position of each walker as a function of the number of steps in the chain. One can estimate the *burn-in* period, i.e. the time needed for the walkers to reach a stationary stage. To make this estimate more precise, take a look at [emcee's autocorrelation and analysis and convergence tutorial](https://emcee.readthedocs.io/en/stable/tutorials/autocorr/#autocorr). For the sake of this example, and since it takes already a while to run this notebook, we will assume that after 300 steps the walkers are already \"burnt in\"." ] }, { "cell_type": "code", "execution_count": 10, "id": "9bb78f52", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_corner(sampler, datasets, nburn=300)" ] }, { "cell_type": "markdown", "id": "2abeebb1", "metadata": {}, "source": [ "The figure above represents a *corner plot*. It shows different marginalisations of the total posterior distribution. Note that in this case, by default, a flat prior was used, spanning the interval we set through the `min` and `max` of each parameter. \n", "\n", "The diagonal panels with the single histograms show the 1-D marginalised posterior distribution for each parameter, along with the corresponding median and 68% credible interval. They represent an estimate of the parameters and their errors. Each panel containing a 2-D histograms shows the the 2-D marginalized posterior distribution, along with the 16, 50 and 84% containment fraction. They illustrate the correlation between the different parameters.\n", "\n", "#### 3) plot the results\n", "To assess the results of our fit we can choose a small sample of parameters from the chain, and plot the corresponding models. We choose to plot the models corresponding to the last ten realisation of each walker." ] }, { "cell_type": "code", "execution_count": 11, "id": "84082368", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "emin, emax = [1e-6, 1e14] * u.eV\n", "\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "\n", "for dataset in datasets:\n", " dataset.data.plot(ax=ax, label=dataset.name)\n", "\n", "\n", "for nwalk in range(0, 18):\n", " for n in range(390, 400):\n", " pars = sampler.chain[nwalk, n, :]\n", "\n", " # set model parameters\n", " par_to_model(datasets, pars)\n", "\n", " ssc_model.plot(\n", " energy_bounds=(emin, emax),\n", " ax=ax,\n", " energy_power=2,\n", " alpha=0.02,\n", " color=\"grey\",\n", " yunits=u.Unit(\"erg cm-2 s-1\"),\n", " )\n", "\n", "plt.legend(ncol=4)\n", "plt.xlim([1e-6, 1e14])\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "6ece72cd", "metadata": {}, "source": [ "Which values should we use for the final parameters and their uncertainty? The [`emcee` documentation](https://emcee.readthedocs.io/en/stable/tutorials/line/#results) suggests to quote the uncertainties based on the 16th, 50th, and 84th percentiles of the samples in the marginalized distributions." ] }, { "cell_type": "code", "execution_count": 12, "id": "1a31465e", "metadata": {}, "outputs": [ { "data": { "text/latex": [ "$\\displaystyle \\log_{10}(k_{\\mathrm e}\\,/\\,{\\mathrm cm}^{-3}) = -7.88_{-0.04}^{+0.03}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle p_1 = 2.05_{-0.02}^{+0.02}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle p_2 = 3.54_{-0.04}^{+0.05}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log_{10}(\\gamma_{\\mathrm b}) = 4.99_{-0.01}^{+0.02}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\delta_{\\mathrm D} = 1.98_{-0.05}^{+0.05}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/latex": [ "$\\displaystyle \\log_{10}(B\\,/\\,{\\mathrm G}) = -1.33_{-0.04}^{+0.04}$" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from IPython.display import display, Math\n", "\n", "for i, par in enumerate(\n", " [\n", " \"\\log_{10}(k_{\\mathrm e}\\,/\\,{\\mathrm cm}^{-3})\",\n", " \"p_1\",\n", " \"p_2\",\n", " \"\\log_{10}(\\gamma_{\\mathrm b})\",\n", " \"\\delta_{\\mathrm D}\",\n", " \"\\log_{10}(B\\,/\\,{\\mathrm G})\",\n", " ]\n", "):\n", "\n", " # the sampler.chain has shape (# walker, # steps, # parameters)\n", " par_values = sampler.chain[:, 300:, i].flatten()\n", " mcmc = np.quantile(par_values, [0.16, 0.50, 0.84])\n", " q = np.diff(mcmc)\n", "\n", " txt = \"{3} = {0:.2f}_{{-{1:.2f}}}^{{+{2:.2f}}}\"\n", " txt = txt.format(mcmc[1], q[0], q[1], par)\n", " display(Math(txt))" ] }, { "cell_type": "markdown", "id": "92c399c4", "metadata": {}, "source": [ "We can observe a very nice agreement with the parameters values and errors obtained with the simple $\\chi^2$ minimisation in the previous tutorial." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.7 64-bit", "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": "3.9.7" }, "vscode": { "interpreter": { "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" } } }, "nbformat": 4, "nbformat_minor": 5 }