2130]\n", "\n", "GEN_gamma = dataAWK[\"GEN_PFO_Energy_gamma\"]\n", "GEN_pipm = dataAWK[\"GEN_PFO_Energy_pipm\"]\n", "GEN_ppm = dataAWK[\"GEN_PFO_Energy_ppm\"]\n", "GEN_kpm = dataAWK[\"GEN_PFO_Energy_kpm\"]\n", "GEN_kL = dataAWK[\"GEN_PFO_Energy_kL\"]\n", "GEN_muon = dataAWK[\"GEN_PFO_Energy_muon\"]\n", "GEN_e = dataAWK[\"GEN_PFO_Energy_e\"]\n", "GEN_n = dataAWK[\"GEN_PFO_Energy_n\"]" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2998 * {\n", " jet1_px: float64,\n", " jet1_py: float64,\n", " jet1_pz: float64,\n", " jet1_E: float64,\n", " jet1_costheta: float64,\n", " jet1_phi: float64,\n", " jet1_pt: float64,\n", " jet1_nconstituents: int64,\n", " jet2_px: float64,\n", " jet2_py: float64,\n", " jet2_pz: float64,\n", " jet2_E: float64,\n", " jet2_costheta: float64,\n", " jet2_phi: float64,\n", " jet2_pt: float64,\n", " jet2_nconstituents: int64,\n", " constituents_E1tot: float64,\n", " constituents_E2tot: float64,\n", " jet1_GENMatch_mindR: float64,\n", " jet2_GENMatch_mindR: float64,\n", " mass: float64,\n", " ymerge: var * float64,\n", " nparticles: int64,\n", " jet1_GENMatch_id: int64,\n", " jet2_GENMatch_id: int64,\n", " ymerge_gen: var * float64,\n", " GEN_jet1_px: float64,\n", " GEN_jet1_py: float64,\n", " GEN_jet1_pz: float64,\n", " GEN_jet1_E: float64,\n", " GEN_jet1_costheta: float64,\n", " GEN_jet1_phi: float64,\n", " GEN_jet1_pt: float64,\n", " GEN_jet1_nconstituents: int64,\n", " GEN_jet2_px: float64,\n", " GEN_jet2_py: float64,\n", " GEN_jet2_pz: float64,\n", " GEN_jet2_E: float64,\n", " GEN_jet2_costheta: float64,\n", " GEN_jet2_phi: float64,\n", " GEN_jet2_pt: float64,\n", " GEN_jet2_nconstituents: int64,\n", " GEN_constituents_E1tot: float64,\n", " GEN_constituents_E2tot: float64,\n", " GEN_mass: float64,\n", " mass_allParticles: float64,\n", " GEN_nparticles: int64,\n", " PFO_Energy_muon: var * float64,\n", " PFO_Energy_muon_GENMatch_dR: var * float64,\n", " PFO_Energy_muon_GENMatch_ID: var * int64,\n", " PFO_Energy_muon_GENMatch_E: var * float64,\n", " PFO_Energy_Charge: var * float64,\n", " PFO_Energy_Charge_Ecal: var * float64,\n", " PFO_Energy_Charge_Hcal: var * float64,\n", " PFO_Energy_Charge_GENMatch_dR: var * float64,\n", " PFO_Energy_Charge_GENMatch_ID: var * int64,\n", " PFO_Energy_Charge_GENMatch_E: var * float64,\n", " PFO_Energy_Neutral_singleCluster: var * float64,\n", " PFO_Energy_Neutral_singleCluster_R: var * float64,\n", " GEN_PFO_Energy_pipm: var * float64,\n", " GEN_PFO_Energy_pi0: var * unknown,\n", " GEN_PFO_Energy_ppm: var * float64,\n", " GEN_PFO_Energy_kpm: var * float64,\n", " GEN_PFO_Energy_kL: var * float64,\n", " GEN_PFO_Energy_gamma: var * float64,\n", " GEN_PFO_Energy_muon: var * float64,\n", " GEN_PFO_Energy_n: var * float64,\n", " GEN_PFO_Energy_e: var * float64\n", "}\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ "
" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataAWK.type.show()\n", "dataAWK[\"GEN_PFO_Energy_gamma\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Fit dijet mass" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[#1] INFO:Fitting -- RooAbsPdf::fitTo(dscb_over_dscb_Int[mass]) fixing normalization set for coefficient determination to observables in data\n", "[#1] INFO:Fitting -- RooAddition::defaultErrorLevel(nll_dscb_over_dscb_Int[mass]_dataset) Summation contains a RooNLLVar, using its error level\n", "[#1] INFO:Minimization -- RooAbsMinimizerFcn::setOptimizeConst: activating const optimization\n", "Minuit2Minimizer: Minimize with max-calls 3000 convergence for edm < 1 strategy 1\n", "Minuit2Minimizer : Valid minimum - status = 0\n", "FVAL = 12227.6954434059917\n", "Edm = 0.000200303968572406344\n", "Nfcn = 417\n", "alphaHi\t = 2.51744\t +/- 0.113073\t(limited)\n", "alphaLo\t = 1.23943\t +/- 0.0852925\t(limited)\n", "mean\t = 130.047\t +/- 0.188028\t(limited)\n", "nHi\t = 0.127358\t +/- 0.186083\t(limited)\n", "nLo\t = 3.55073\t +/- 0.607342\t(limited)\n", "sigma\t = 7.45098\t +/- 0.169795\t(limited)\n", "[#1] INFO:Minimization -- RooAbsMinimizerFcn::setOptimizeConst: deactivating const optimization\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Info in
: MnSeedGenerator Computing seed using NumericalGradient calculator\n", "Info in
: MnSeedGenerator Initial state: FCN = 41028.60828 Edm = 21450.44013 NCalls = 25\n", "Info in
: NegativeG2LineSearch Doing a NegativeG2LineSearch since one of the G2 component is negative\n", "Info in
: MnSeedGenerator Negative G2 found - new state: \n", " Minimum value : 12751.53888\n", " Edm : 775.9339711\n", " Internal parameters:\t[ -0.6638599611 -0.7997354 0.5390852255 -1.129824992 -1.202308183 -0.2221593517]\t\n", " Internal gradient :\t[ -221.5715107 -2538.687132 1132.458102 -32.83594051 -1728.27673 63.45440922]\t\n", " Internal covariance matrix:\n", "[[ 0.00056504757 0 0 0 0 0]\n", " [ 0 0.00019886166 0 0 0 0]\n", " [ 0 0 0.00043285582 0 0 0]\n", " [ 0 0 0 0.010750936 0 0]\n", " [ 0 0 0 0 0.00040998256 0]\n", " [ 0 0 0 0 0 0.00075489047]]]\n", "Info in
: MnSeedGenerator Initial state \n", " Minimum value : 12751.53888\n", " Edm : 775.9339711\n", " Internal parameters:\t[ -0.6638599611 -0.7997354 0.5390852255 -1.129824992 -1.202308183 -0.2221593517]\t\n", " Internal gradient :\t[ -221.5715107 -2538.687132 1132.458102 -32.83594051 -1728.27673 63.45440922]\t\n", " Internal covariance matrix:\n", "[[ 0.00056504757 0 0 0 0 0]\n", " [ 0 0.00019886166 0 0 0 0]\n", " [ 0 0 0.00043285582 0 0 0]\n", " [ 0 0 0 0.010750936 0 0]\n", " [ 0 0 0 0 0.00040998256 0]\n", " [ 0 0 0 0 0 0.00075489047]]]\n", "Info in
: VariableMetricBuilder Start iterating until Edm is < 0.001 with call limit = 3000\n", "Info in
: VariableMetricBuilder 0 - FCN = 12751.53888 Edm = 775.9339711 NCalls = 136\n", "Info in
: VariableMetricBuilder 1 - FCN = 12297.08266 Edm = 74.80841597 NCalls = 156\n", "Info in
: VariableMetricBuilder 2 - FCN = 12261.81002 Edm = 2.451568124 NCalls = 170\n", "Info in
: VariableMetricBuilder 3 - FCN = 12256.70817 Edm = 3.577011084 NCalls = 184\n", "Info in
: VariableMetricBuilder 4 - FCN = 12251.50589 Edm = 3.158315391 NCalls = 199\n", "Info in
: VariableMetricBuilder 5 - FCN = 12232.31015 Edm = 2.229768414 NCalls = 218\n", "Info in
: VariableMetricBuilder 6 - FCN = 12229.90278 Edm = 0.9664016349 NCalls = 234\n", "Info in
: VariableMetricBuilder 7 - FCN = 12228.47253 Edm = 0.257338736 NCalls = 251\n", "Info in
: VariableMetricBuilder 8 - FCN = 12227.89537 Edm = 0.1643850721 NCalls = 267\n", "Info in
: VariableMetricBuilder 9 - FCN = 12227.70971 Edm = 0.009048361813 NCalls = 283\n", "Info in
: VariableMetricBuilder 10 - FCN = 12227.70303 Edm = 0.000970878972 NCalls = 297\n", "Info in
: VariableMetricBuilder 11 - FCN = 12227.70153 Edm = 0.0006203460361 NCalls = 311\n", "Info in
: VariableMetricBuilder After Hessian\n", "Info in
: VariableMetricBuilder 12 - FCN = 12227.70153 Edm = 0.004848356601 NCalls = 353\n", "Info in
: VariableMetricBuilder Tolerance not sufficient, continue minimization; Edm 0.00484836 Required 0.001\n", "Info in
: VariableMetricBuilder 13 - FCN = 12227.69544 Edm = 0.0002116817818 NCalls = 369\n", "Info in
: VariableMetricBuilder After Hessian\n", "Info in
: VariableMetricBuilder 14 - FCN = 12227.69544 Edm = 0.0002003039686 NCalls = 417\n", "Info in
: Minuit2Minimizer::Hesse Using max-calls 3000\n", "Info in
: Minuit2Minimizer::Hesse Hesse is valid - matrix is accurate\n", "Info in
: pdf file mass_dijet_reco.pdf has been created\n" ] } ], "source": [ "fit_dijet_mass(mass_var, mass_data, mass_data_all, \"mass_dijet_reco.pdf\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Check jet constituent in Reco/GEN level" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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8/+9iTBHp6en47LPPhFtBJ0yYUGpWNC4uDhKJRPh6zJgxOHnyJFJSUvDXX3/h3LlzGDJkCICionDq1Kl4/vx5peOmpKTAyMioyi8vLy+lfQZERERE5dmyZYtw7O3tDR0d2W9Wc3BwEFZoDwwMLPU7lar5+PigUaNGAABXV1ekpKSobex/U8dn+PLlS2zevBn9+vVD69atoaenB3Nzc3Tt2hUzZ87ErVu3yh3DyckJIpEI9vb2AIA///wTM2bMwPvvvw89PT00bdoUM2bMwNOnT4VrHj58iOnTp6NZs2bQ09NDmzZtMHbsWDx48KDMMVavXg2RSIQPP/wQAJCcnIwFCxYIWd977z2MGzcO9+7dE65JSkrC559/jlatWkFfXx8tWrTAiBEjKp2kUuSzkJeXl5dCv9PL83OptNtEjx8/jvHjxwsbz8vq0aNH6NOnDw4dOqSU+7pLzm5Vtpl8yX80/36mryqkUin27duHZcuWIS0tDUDR/oA//PBDqXZxcXHC2MuXL8fatWtLnTc3N8fgwYOxaNEibN26FZmZmZg/fz6OHj1a4fgWFhb4448/qpyfywwTERGRqmVmZiI0NBRA0a2Xo0aNkut6IyMjiMViVUSrlJmZGTZt2gQnJydkZWXBxcUFx48fV3sOdXyG9+/fR79+/ZCZmVnq/bS0NKSlpSEqKgoBAQHw8PCo9LnDX3/9Ffb29qUmX1JSUrBr1y6cPn0a169fR1RUFKZOnYrXr18LbZ48eYInT57g1KlTuHLlSoXbevz+++/45JNPhN/BgaI7Bo8ePYrg4GCEhYWhoKAAn332Gf755x+hTWJiIhITExEcHIyff/4Z48aNU+lnIYuvv/4aixcvrvL1HTp0kLkgVEox+ODBA0ydOhWFhYUAihZOWbduHfr3749hw4YhLi6uVHstLS1899132Lp1K/766y+8fPkS9vb2ePz4MczMzBTKUnK2782bN9DT0yu3bcnCUV9fX6Fxz58/j6VLlyIqKkp4r3///vj555/fehbx008/lWlZYk9PTxw5cgRJSUk4ceIEMjIyKtwPUSQSoUGDBlX+HpTNcdOP0NdAntyXL7F7ydtbihAREZHmXb16VZiJGjlypIbTyM/R0RGBgYEICwvDiRMncOzYMfz3v/9VawZVf4a5ubkYPXq0UPyMGDECI0eOxHvvvYesrCxERkZiz549EIvF8PDwwMcff1zuWhoxMTEYP348dHV18c0336BLly5ISkrC1q1bkZiYKNxRV7wa6hdffIHevXsjMzMTP/zwA+7fv4+CggIsWrQIERERZY6RkZGBUaNGISsrC19++SV69+6NFy9ewN/fH/fu3UN2djYmTpyIf/75By9fvoSjoyMGDRqEvLw87N27F5cvX4ZUKsWXX36JsWPHlnoWVJmfhazq1q2r0CSNPM+yKqUY3LBhA3JzcyESidCtWzecPXtWKFrKC/PVV19hzpw5GDZsGG7cuIHs7Gx4eHi8NYsmr3r16gnHL1++rLAYfPnyZZnXySM5ORmLFi3C4cOHhfcaNGiAtWvX4osvvlDowWIDAwMMHz4cP/30EyQSCW7fvo2hQ4dWuT9102/QgIu2EBERUSl3794Vjrt3767SsUJCQuRqL+tdatu2bYONjQ1yc3Mxf/58DBo0SKaFCJVF1Z9hVFSUMJnj6uoqrINRbNq0aZgwYQL69+8PALh48WK5BdDdu3fx/vvv49KlS2jZsqXw/tSpU9G2bVtkZmbi4cOHMDQ0xKVLl9C1a1ehjZOTEzp27Ij4+HjcunULBQUFZd4Om5CQgPr16+PGjRvo3Lmz8P6MGTNgbW2NuLg4JCQkQEtLC2fOnMHw4cOFNjNnzkS/fv1w9epVpKSkICkpCe+//75KPovqSOFiMCMjQ9iEXUdHBwEBARXOXpVkZGSEX375BS1btkROTg527Ngh3CNbVc2bNxeOk5KSKpxpLF59SSQSoWnTpnKPderUKTg6OgpTzXXr1sW8efOwYsUKmT+DypTc7+bFixdK6ZOIiIhIU4r3gwZQ4X7NABAREYFXryreusrGxqbMrRQAYNiwYXJlk/VRpzZt2sDDwwOurq54/vw5XF1dsW3bNrnGUoSqP8NHjx4Jxe3ChQvLvKZfv34wNzdHamrqW3cB/tuWLVtKFYIA0LhxY4wcORJ79+4FALi7u5cqBAFAT08PDg4OWLNmDd68eYPnz5+XKtRKcnd3L1UIFl8/ZcoUrFmzBgAwd+7cUoUgUFQHzJw5U3hmMCEhodQYyv4sqhuFi8E7d+7gzZs3EIlEGDFiBKytreW63tTUFJMmTcLOnTtRWFiIR48eVXg/cGVKFk/37t1764eqpOKFa95//325ZwZPnjyJcePGoaCgAEDRFL2vr6/S91Qs7h9AtboFlIiIiKgqSt6ZVbyISXlcXFwQHR1dYZvdu3dj+vTpyogml8WLFyMoKAjR0dH46aefMHnyZAwYMEAtY6v6M5wxYwZmzJhR4TUFBQWlnu8rj7a2NkaMGFHmuZK/N48ePbrSNhUtFlTe7bKKjqHMz6I6Ung10SdPngjHFRVeFfnggw+E45L7BFZFyWnZixcvltsuMTER8fHxAIA+ffrINUZERAQmTJiAgoIC6OnpITAwECdPnpS5EBw0aBBsbGzg4OBQaduSC8L8e69CIiIiopqm5O2UWVlZKh2r5Kr2srzkoaOjgx07dkBbWxtSqRSzZ89WW0Ggzs+wpOzsbNy/fx9BQUGws7OTaWwLC4ty1+YoudhjeVu2VbYgpDzXKzpGSVX5LKojhYvBkqvxVHXxl5IPSJbcJ7AqrKyshI0zjxw58taqP8UCAgKE4zFjxsg1hpubG/Ly8qCtrY0zZ85gyhT5Nlvv2LEj7t+/j/379+PPP/8st11aWhpOnjwJoKgQtLKykmscIiIiouqm5KM0xfsulycqKqrMoq3kZIQmdevWTbh1MCYm5q0V4lVFXZ/hlStXsHDhQvTr1w9mZmaoV68ebGxsMHnyZJw/f16mrLIWWlpaipUlslxflaKvmDI+i+pI4WKw5MbtVZ3VK7n3hzKetSteilUsFuOLL7546y890dHRWL9+PQCgVatWchWD9+7dw4ULFwAAs2fPxqBBg+TOV1w8SqVSTJgwocy/JGRmZmLGjBlCse3r6yv3OERERETVTck7ya5du1alPtLT05UVR2Fr1qxBq1atABQtqlhycRdVUfVnmJOTg1GjRqFfv37w8fHBlStX8OLFC1haWsLOzg6LFi3CmTNn0KxZsyqNXZPU9s9C4WcGSz6oGR4eLvf1BQUFQnEFlH7mr6ocHR2xY8cO3LhxA4GBgXj27BkcHR3RoEEDREZG4ocffkBubi60tLTg6+sLXV3dUtc7OTlh9+7dAPDWfiElV6Vq0qSJzKtUtW3bVvgPRe/evbFw4UJs3boVd+7cgZWVFebOnYsPPvgAb968wcOHD7F792789ddfAIpWKVLGHoxEREREmta3b1/UqVMHb968wf79++Hh4VFqazBZlNzKS9MMDAzg7+8POzs75Ofnw9nZucoFmqxU/Rk6Ozvj1KlTAAB7e3t8/vnn+PDDD996PlGeje5rqtr+WSilGGzZsiUSEhJw584d7N27F9OmTZP5eg8PD+FWSRMTE/Tu3VvRSNDR0cHJkycxYsQI3L59G+Hh4W8VqnXq1IGvry8+/fRTufouuULQqlWrZL7uu+++g6urq/D1xo0bkZaWhgMHDiA9Pb3M2wp0dXXx9ddfY8WKFXJl1ASpVIq6WqXvB5dkF6BQ643as0iyC97KIu9zAERERKQaBgYGGDt2LIKCgpCSkoJNmzZh5cqVMl8vkUhKPe5THQwdOhQODg7Yt28fIiMjVX5Hlyo/w5I7BYwfPx6HDh0qt4+Sj4vVRu/CZ6GUEnbVqlXCKjvz58+Hrq4uJk2aVOE1L1++xNq1a7F161YARcu6Ll68WKF9+UoyNzfH9evXsX37dhw4cAB//vknxGIxLCwsMHjwYCxYsEDulU8BKG25WG1tbezfvx+LFi3Cli1b8PDhQzx9+hSvX7+GhYUFBgwYgEWLFlUpoyZIcwoxusWCUu9l+jxEpmbivJVFmlMIcMtDIiKiasHV1RUHDx6EVCrF+vXrMXPmzHK3h/i3DRs2IDIyUsUJ5bd582b8+uuvyMjIgJubG3r16qXS8VT1GcbHxwsravbr16/cPi5fvlxjF02R1bvwWSilGHR0dMTRo0dx5swZZGdnY+rUqdi2bRvs7OwgFouFdkePHsXjx48RGxuLU6dOldo37z//+Y/wrJ+y6OrqwsXFBS4uLnJdt2vXLuzatavMc6GhocqIJujevTv279+v1D6JiIio+vgnR/13ychDE/k6d+6MpUuXYsOGDRCLxbC1tUVwcDBat25d4XVBQUFy3ZmlTqamptiyZQscHByQnZ2NsLAwlY6nqs+w5Or4V65cwfz5899q8+DBg1ITP9nZ2VX4Dqq/d+GzUNrNrYcPH8b48eNx+vRpAEUV8uXLlwFAmO0bP3680F4qlUIkEkEqlaJLly44e/Ys6tSpo6w4RERERNXC4M2XNB2hWvL09MSdO3cQGhqK2NhYWFtbY+HChZg2bVqpNSTEYjHu3LmD1atX49y5cwCK1nfYs2dPhfvOAZB5bYeSFFmnYerUqQgMDKzSuFWhis/QzMwMNjY2uHfvHg4dOoT8/HyMHDkSxsbGePbsGcLDw3Hs2DFIJBIYGhoiOzsbZ86cga+vLwYNGlRj7mqTxbvwWSitGNTT08OpU6cQEBCAb7/99q3laosLv5KMjY3xxRdfYMWKFW8t4kJEREREtZeuri5Onz6NOXPmYNeuXcjNzYWXlxe8vLxgamqKJk2aQCwWIyEhQfgdUldXF56enli2bBmio6MrXUhm2LBhcudSdJ0Bf39/WFtbq2WGSFWf4f79+9GnTx+IxWIcO3YMx44dK3W+fv36+OGHH5CUlISvv/4aOTk5+PLLL7Fw4UJs2bJF5d+3OtX2z0Lpy97MmDEDTk5OOH/+PC5evIhbt24hPT0dWVlZMDAwQKNGjWBjY4O+ffvis88+K3cTSqr5jGa3hYFZQ7WPm5P2D7K2x6h9XCIiIpKPrq4uAgIC4OjoCA8PD1y6dAmFhYXIyMhARkaG0E5PTw+fffYZPD09hX2XBw0aVK1WFS3WsmVLrF27VumPP5VHFZ+hjY0NYmNj8d133yE8PBxxcXHQ0tKCpaUlPvvsM3z++edo3LgxCgsL8fz5c+zZswdaWlpo2bKlWr5ndartn4VIymUWa7xmzZohOTkZTZs2RVJSkkYyiJ+/QKbPw1LvGX/ZEfWamLzTWYiI6N3yQpyHbut+03QMhd1yGwyTenXVPu6LFy9w5coVJCcnIzMzEyYmJmjevDn69+//1lL+VDZ+hiRPbVAzN8QgIiIiqoYaGtTBLbfBmo6hsIYGmlnHwcTEBKNGjdLI2LUFP0OSR7UoBp8/f46CggIAwPvvv6/hNERERERVo6Ul0siMGhFRVSilGJw5cyaAokVili5dWmr1IlkMGDAAcXFxEIlEQlFIREREREREqqOljE527dqF3bt3Y9euXejTp0+V9lWRSqUKr95ERERERFQd7d27F7q6ugq/iidhiJRBqbeJSqVSZGZmYsSIEfj+++8xe/ZsZXZPRERERFQjjRw5EtHR0Qr3Y2xsrHAfRMVU8sxgfn4+5s2bhz///BMbN24UNp0nIiIiInoXGRsbs5Cjakcpt4kWs7S0hLu7u/D11q1bMXr0aOTk5ChzGCIiIiIiIlKQUotBkUgEd3d37Nu3D3XqFC1JfPr0aXz00UdISUlR5lBERERERESkAKUWg8WmTJmCc+fOoVGjRgCA6Oho9OjRA7dv31bFcERERERERCQnlRSDAPDRRx/h2rVrsLS0BACkpKSgf//+OH78uKqGJCIiIiIiIhmprBgEip4hvHHjBvr37w8AyMnJgb29PdavX6/KYYmIiIiIiKgSKi0GgaKVk86dO4dp06YBACQSCb7++mvMnDmTG8wTERERERFpiEq2lvg3XV1d7N69u9Rqo7t370Z8fDyOHj2qjgjvhNTUVHTs2LHMcy4uLnBxcVFzIiIiIiIiUjY/Pz/4+fmVeS41NVXmftRSDBZzc3ODlZUVnJyckJeXh/DwcPTq1QuZmZnqjFFrmZub4+HDh5qOQUREREREKlTRRE+zZs2QnJwsUz8qv0303yZMmICwsDCYmpoCAB4/fowXL16oOwYREREREdE7TWnFoFQqlblt7969cf36dbRr106u64iIiIiIiEg5lHKbqIeHBwAI+wrKolWrVrh27RrGjh2L8+fPKyMGERERERERyUgpxeCqVauqdJ2RkRFCQkJw9epVZcQgIiIi0iyJBMj9W9MpFKffCNBS+9NERKRmal1Apiza2trCPoRERERENVru38CGNppOobhlcYChqaZTEJGK8U8+RERERERE7yCZZwbXrl1b6uuVK1cKx8+ePVNaoPfff19pfRERERFRzfD06VMcO3YMZ86cQUJCAp4/f4569erB0tISVlZW6NWrF5ycnFC3bt0K+xk4cCAuXrxYpQxbt27Fl19+WSpTy5YtAQBaWlqIiIhAz549ZerL2dkZO3bsACDfQotE6iRzMeju7g6RSCR8XbIYbNGiRalzVSUSiVBQUKBwP0RERERUM2RmZsLDwwN+fn5v/R6Yk5ODtLQ0REREYM+ePfD09MSKFSswa9Ys6Oio92kniUSCWbNm4fbt29DV1VXr2KqwevVqYRFIR0dH7Nq1S7OBSCPk/lcklUrLLfz4Vw8iIiKif3GJBAxMNJ2ifDkvAL8eGhk6ISEBQ4YMwePHjwEA+vr6GDFiBGxtbdG0aVNkZmYiJiYGISEhiIqKQlJSEubNm4ebN29i586dlfYfHBwsV5727dtXeP7+/fvw9vaGm5ubXP0SVVdyFYPlFXvKmhkkIiIiqnUMTLgYSxnS09PRr18/JCUlAQDGjRsHHx8fWFhYvNXWy8sLJ06cwNy5c5GamoqAgAA0b94c7u7uFY5hZ2en9Nzr1q2Dvb092rVrp/S+idRN5mKwonuv4+PjlZGFiIiIiN4RM2fOFArBBQsWwMfHp8L2o0ePRsuWLWFra4usrCx4eHhg/Pjx6NChgzriomfPnrhx4wby8vLg7OyM8PDwGj0Z4u7uXmkxTbWfzKuJ9u/fv9SLiIiIiKgqQkND8csvvwAA2rVrh02bNsl0XZcuXbBu3Trh63379qkkX1mGDx+OiRMnAgAuX76M7du3q21sIlXh1hJEREREpFZbtmwRjr29veVaDMbBwQGGhoYAgMDAQEgkEqXnK4+Pjw8aNWoEAHB1dUVKSoraxi5pz549EIlEaNy4MQAgOzsb3t7e6Nq1Kxo0aAAjIyN07twZbm5uyMjIKLOP4plNkUiE8PBwdcanaoTFIBERERGpTWZmJkJDQwEU3Xo5atQoua43MjKCWCyGVCpFYmIitLTU9+usmZmZMIuZlZUFFxcXtY1dnvj4eHTv3h3Lly9HVFQUXr16hZcvX+Lu3bvw9PSElZUVzp8/r+mYVE2xGCQiIiIitbl69aowmzdy5EgNp5Gfo6MjPv74YwDAiRMncOzYMY1lycvLw2effYZHjx6hbdu2WLFiBQ4dOoQ1a9agR4+iFWIzMzPxySef4OnTpxrLSdWXTHPy2traqs4BgPsMEhEREdV2d+/eFY67d++u0rFCQkLkai/r6qPbtm2DjY0NcnNzMX/+fAwaNAjGxsZVSKiYV69e4cGDB7Czs8Phw4dRv3594dw333yDr776Cps3b8br16+xevVqBAQEqD0jVW8yFYPFewtyH0EqT1k/G3nZb6D96o3as+Rlvz0mf3aJiIiqh5LPsJmbm1fYNiIiAq9evaqwjY2NTZnbUQDAsGHD5Mom6+8Lbdq0gYeHB1xdXfH8+XO4urpi27Ztco2lLPXq1cOBAwdKFYJA0WTOpk2bcOnSJfz+++/Yu3cvli9fjrZt22okJ1VPMj+ty1+mqSJvcvLfeu/ohtvIF+mrPYuuNBcjGjYo9V5Z+YiIiEj9Xr58KRwXLwRTHhcXF0RHR1fYZvfu3Zg+fboyosll8eLFCAoKQnR0NH766SdMnjwZAwYMUHuO2bNnC4valMXNzQ2jR49GYWEhrl69ymKQSpHpmUGJRKKWV2Fhoaq/XyIiIiLSoJK3U2ZlZal0LKlUKtdLHjo6OtixYwe0tbUhlUoxe/ZsvH79WkXfSfl69+5d4flevXoJx3FxcaqOQzUMF5AhIiIiIrUxNTUVjhMTEytsGxUVVWbR9uTJE1XHlEm3bt2wcOFCAEBMTAzWrl2r9gytWrWq8Ly5uTnq1asHAHj8+LE6IlENwmKQiIiIiNSma9euwvG1a9eq1Ed6erqy4ihszZo1QkG2YcOGUgvkqEOdOnUqbVO8j2Nubq6q41ANI/sOnyo0e/ZsvHjxAt26dcM333yj6TikJJ+4dEajVmZqH/fv+DRID8SrfVwiIiKqXN++fVGnTh28efMG+/fvh4eHBwwMDOTqIyoqSkXp5GdgYAB/f3/Y2dkhPz8fzs7OVS5yqyIhIQE2Njblns/IyEBmZiYA8HlBeovGZwazs7Oxb98+nDhxAv/73/80HYeUSM9AG/r166j9pWegnq1QiIiISH4GBgYYO3YsACAlJUXYxF1WEomk2m2RMHToUDg4OAAAIiMj4evrq7axK1tg5+bNm8Ixi0H6N6XPDMbExCA6Ohp5eXmVts3Pz8eRI0eEtpUtHUxERERENZ+rqysOHjwIqVSK9evXY+bMmeVuD/FvGzZsQGRkpIoTym/z5s349ddfkZGRATc3t1ILt6jS//73PyxZsqTc2dU1a9YIx8Ub0RMVU1ox+Pvvv2P06NF4/vy53NeKRCIAQL9+/ZQVh4iIiKh6yHmh6QQV00C+zp07Y+nSpdiwYQPEYjFsbW0RHByM1q1bV3hdUFAQVq1apaaU8jE1NcWWLVvg4OCA7OxshIWFqWXctLQ0zJ49Gzt27ICenp7wfmFhIZYvX47r168DACZMmIDOnTurJRPVHEopBm/dugVbW1vk5OTIfM2/N7Fv2bIlbxMlIiKi2sePszFl8fT0xJ07dxAaGorY2FhYW1tj4cKFmDZtGtq3by+0E4vFuHPnDlavXo1z584BAJycnLBnzx5IJJIKxwgJCZE7l52dndzXFJs6dSoCAwOrNG5V6evrY//+/bh37x7Gjh2LDh06ICYmBqdOnRJmUPX09PDtt9+qLRPVHEopBtevX4+cnBxhhq9Hjx5o3749nj59iosXL0IkEuHDDz9Ex44dAQCxsbG4ceMGCgoKIBKJ4OzsjA0bNqB+/frKiENERERE1Zyuri5Onz6NOXPmYNeuXcjNzYWXlxe8vLxgamqKJk2aQCwWIyEhQZhA0NXVhaenJ5YtW4bo6OhKF5IZNmyY3Lnk3W/w3/z9/WFtbY3s7GyF+pHVoUOHMGfOHNy9e7fMlUwtLS1x8ODBSmdd6d2k8AIyqampOH78uFAIBgYG4tq1a9i1axfOnz+PefPmQSqVwsrKCgEBAQgICMDly5eRlJSErl27QiqVIigoSO3L8NZGqamp6NixY5kvPz8/TccjIiIiKkVXVxcBAQEIDw/HwIEDoa1dtAhcRkYG7t27h/j4eEilUujp6cHe3h4PHjzAsmXLAACDBg3SZPRytWzZUq37DXbq1AkPHz7EihUr0LFjRxgYGKBevXqwtrbGN998g9u3b6Nbt25qy0Pq4efnV+7v/ampqTL3I5Iq+OePCxcu4OOPP4ZIJEKfPn1w+fLlUuejoqLQrVs3mJmZ4a+//ip1LisrC9bW1khOToaZmRkePHgAExMTReK8k5o1a4bk5GQ0bdoUSUlJGsnw4vFz5O4ovZGp/ixLmFg2eaezEBHROyY7A9jQRtMpFLcsDjA0rbydkr148QJXrlxBcnIyMjMzYWJigubNm6N///4wNDRUe57qas+ePXB0dARQtLVEixYtNBuIqhV5agOFbxNNTk4WjocMGfLW+Q8++ADa2tpIT09HRkYGTE3/7z8sRkZGWLhwIZYtW4b09HR89dVX2Llzp6KRiIiIiDRDv1FRIVXT6TfSyLAmJiYYNWqURsYmehcpXAympKQIx02bNn3rfJ06ddCiRQvEx8fj8ePHpYpBAJg0aRKWLVsGqVSKgwcPYsuWLWjQoIGisYiIiIjUT0tLIzNqRERVofAzgyUXfcnNzS2zTfEDqzExMW+ds7CwEPZFef36Nc6fP69oJCIiIiIiIqqEwsVgs2bNhOOnT5+W2cbS0hIAyl3xqVGj/7sVISEhQdFIRERERETVyt69e6Grq6vwa+bMmZr+VqgWUfg20ZLF4KFDh/Ddd98JK0EV69ChA6RSKSIiIsrsIz09XViNtG7duopGIiIiIiKqVkaOHIno6GiF+zE2NsZvv/2meCAiKKEY7Ny5M9q0aYMnT54gOTkZkydPxo4dO0rdPvrhhx8CAH7//XfcuXMHnTt3Fs799ttvyMvLA1C0Eb2VlZWikYiIiIiIqhVjY2MYGxsrpa/p06dj+vTpSumL3m0K3yaqpaWFxYsXCxt0HjlyBKampli/fr3Q5sMPP8R7770HABg7diwiIiKQlZWFixcvwtnZWZgV1NHRgbW1taKRiIiIiIiIqBIKF4MAMGPGDIwZM0YoCAsKCkptOaGtrQ03NzdIpVLEx8ejX79+aNSoET7++GMkJiYCKJoVnDVrllA0EhERERERkeoopRisW7cujh49ivXr18PMzAxl7WM/d+5cfPrpp5BKpcKrmFQqRYcOHeDh4aGMOERERERERFQJpRSDxZYuXYrnz58jPj4eX331VemBtLRw/PhxfPvtt6UWnWnTpg0WLlyI33//HY0bN1ZmHCIiIiIiIiqHwgvIlKVFixZlvq+trY3ly5dj+fLlEIvFEIlEMDQ0VEUEIiIiIiIiqoBKikFZ1KtXT1NDExERERERvfOUepsoERERERER1QwsBomIiIiIiN5BSr1N9OjRo7hx4wb+/PNPiMViua8XiUT47bfflBmJiIiIiIiIyqCUYjA1NRUTJkzA5cuXq9yHVCoVNp8nIiIiIiIi1VJKMbhw4UJcunQJQNHsXln7DBIREREREVH1oXAxGBMTg0OHDgmzevr6+vj888/RvXt3mJubc7aPiIiI3hkSqQSZeZmajqEw47rG0BJxaQmi2k7hYvD+/fsAim7zNDAwwO+//4727dsrHIyIiIiopsnMy8SAQwM0HUNh4RPC0UivkaZjEJGKKfwnn7i4OABFt4c6OTmxECQiIiIiIqoBFJ4ZLLl5vLW1taLdUQ0llUqRizel33ydi+zsbLVnyX2d+1YWPT7HSkREVK09ffoUx44dw5kzZ5CQkIDnz5+jXr16sLS0hJWVFXr16gUnJyfUrVu3wn4GDhyIixcvVinD1q1b8eWXX5bK1LJlSwCAlpYWIiIi0LNnT5n6cnZ2xo4dOwCA62lQtaVwMdiuXTvhOD4+XtHuqIZ6nfca+/X+tZrskaqvLqswvdJfzsprpZkcREREVKHMzEx4eHjAz88PBQUFpc7l5OQgLS0NERER2LNnDzw9PbFixQrMmjULOjpK3SGtUhKJBLNmzcLt27ehq6ur1rGJVEXhf0W2trawsLDA8+fPcebMGXh6ekJbW1sZ2agGkUCi6QgVqu75iIio9jo56iSM9Yw1HaNcma8zMerkKI2MnZCQgCFDhuDx48cAihYiHDFiBGxtbdG0aVNkZmYiJiYGISEhiIqKQlJSEubNm4ebN29i586dlfYfHBwsV57KHne6f/8+vL294ebmJle/RNWVwsWglpYW/P39MXLkSDx8+BDLli3D5s2blZGNahDxG/XfDiqP6p6PiIhqL2M9Yy7GUob09HT069cPSUlJAIBx48bBx8cHFhYWb7X18vLCiRMnMHfuXKSmpiIgIADNmzeHu7t7hWPY2dkpPfe6detgb29f6u44oppKKWsGf/rpp/D19YVIJIKPjw+GDh2KmzdvIj8/XxndExEREVEtM3PmTKEQXLBgAQ4fPlxmIVhs9OjRCA4OhpGREQDAw8MDf/zxh1qyAhCeFczLy4OzszOfA6RaQWk3W8+ZMwdnzpxBSEgIwsLCEBYWBh0dHVhYWEBLS7aaUyQSCbcJUM13x+gWEo1S1D5u8ywLdM7qpvZxiYiISDahoaH45ZdfABStP7Fp0yaZruvSpQvWrVuHL774AgCwb98+fPvttyrLWdLw4cPRqlUrHDx4EJcvX8b27dsxZ84ctYxNpCpKmRn8559/0LNnT4SGhgqbzEulUuTn5yMxMREJCQmVvuLj47kATS1ToJWPN9pv1P4q0OKMNBERUXW2ZcsW4djb21uuxWAcHBxgaGgIAAgMDIREor51AXx8fNCoUdEtv66urkhJUf8fvQFgz549EIlEaNy4MQAgOzsb3t7e6Nq1Kxo0aAAjIyN07twZbm5uyMjI0EhGqhmUMjM4ZcoUREdHAyia3Ss5bc4p9HfXyl7usOys/vvpH9/5E2d/DVH7uERERFS5zMxMhIaGAii69XLUKPkWrzEyMoJYLFZFtEqZmZlh06ZNcHJyQlZWFlxcXHD8+HGNZCkWHx+PESNG4NGjR6Xev3v3Lu7evQs/Pz8cPXoUgwYN0lBCqs4ULgYfPnyI4OBgYUbwvffew4oVK9C9e3eYm5sL75PqpaamomPHjmWec3FxgYuLi1rz1NM10MgD8/V0DdQ+JhEREcnm6tWrwmzeyJEjNZxGfo6OjggMDERYWBhOnDiBY8eO4b///a9GsuTl5eGzzz7Do0eP0LZtW9jb26NTp074888/cfr0aURGRiIzMxOffPIJHj16hBYtWmgkJymfn58f/Pz8yjyXmpoqcz8KF4M3btwAUDQD2LBhQ9y6dQvvvfeeot1SFZibm+Phw4eajkFERERUrrt37wrH3bt3V+lYISHy3Skk6+qj27Ztg42NDXJzczF//nwMGjQIxsbGVUiomFevXuHBgwews7PD4cOHUb9+feHcN998g6+++gqbN2/G69evsXr1agQEBKg9I6lGRRM9zZo1Q3Jyskz9KFwMpqWlASi6PdTJyYmFIBERERGVq+QzbObm5hW2jYiIwKtXrypsY2NjU+4qpMOGDZMrm6yPN7Vp0wYeHh5wdXXF8+fP4erqim3btsk1lrLUq1cPBw4cKFUIAoC2tjY2bdqES5cu4ffff8fevXuxfPlytG3bViM5qXpSuBgsfnAVAH+4iIiIiKhCL1++FI6LF4Ipj4uLi7AuRXl2796N6dOnKyOaXBYvXoygoCBER0fjp59+wuTJkzFgwAC155g9e7awqE1Z3NzcMHr0aBQWFuLq1av8fZ1KUXg10U6dOgnH3BaCiIiIiCpS8nbKrKwslY4llUrleslDR0cHO3bsgLa2NqRSKWbPno3Xr1+r6DspX+/evSs836tXL+E4Li5O1XGohlG4GOzevTs6d+4MADh79iwKCgoUDkVEREREtZOpqalwnJiYWGHbqKioMou2J0+eqDqmTLp164aFCxcCAGJiYrB27Vq1Z2jVqlWF583NzVGvXj0AnLihtylln8E9e/ZAX18ff/zxB5YtW6aMLomIiIioFuratatwfO3atSr1kZ6erqw4CluzZo1QkG3YsKHUAjnqUKdOnUrbFO/jmJubq+o4VMMopRjs1KkTzp49C1NTU/j6+mLIkCG4efMm8vO5+TcRERER/Z++ffsKBcz+/fuRk5Mjdx9RUVHKjlVlBgYG8Pf3BwDk5+fD2dlZ2DpDHRISEio8n5GRgczMTABc34PeppRN52fOnAmgqCgMCwvD+fPn0atXL+jo6MDCwgJaWrLVnCKRiNPXRERERLWYgYEBxo4di6CgIKSkpGDTpk1YuXKlzNdLJJJqt0XC0KFD4eDggH379iEyMhK+vr5qGzs6OhqfffZZuedv3rwpHLMYpH9TSjG4a9cuYXP54v8rlUqRn59f6b3gxaRSKTeoJyIiInoHuLq64uDBg5BKpVi/fj1mzpxZ7vYQ/7ZhwwZERkaqOKH8Nm/ejF9//RUZGRlwc3MrtXCLKv3vf//DkiVLYGBgUOb5NWvWCMc9evRQSyaqOZRSDALl78si78pMRERERLVJ5utMTUeokCbyde7cGUuXLsWGDRsgFotha2uL4OBgtG7dusLrgoKCsGrVKjWllI+pqSm2bNkCBwcHZGdnIywsTC3jpqWlYfbs2dixYwf09PSE9wsLC7F8+XJcv34dADBhwgRh0UeiYkopBiu7V5mIiIjoXTXq5ChNR6iWPD09cefOHYSGhiI2NhbW1tZYuHAhpk2bhvbt2wvtxGIx7ty5g9WrV+PcuXMAACcnJ+zZs6fSZ/NCQkLkzmVnZyf3NcWmTp2KwMDAKo1bVfr6+ti/fz/u3buHsWPHokOHDoiJicGpU6eEGVQ9PT18++23astENYdSisHmzZsroxsiIiIiekfo6uri9OnTmDNnDnbt2oXc3Fx4eXnBy8sLpqamaNKkCcRiMRISEoQ7zXR1deHp6Ylly5YhOjq60oVkhg0bJncuRe9q8/f3h7W1NbKzsxXqR1aHDh3CnDlzcPfu3TJXMrW0tMTBgwcrnXWld5NSVhMlIiIiIpKXrq4uAgICEB4ejoEDB0JbWxtA0QqY9+7dQ3x8PKRSKfT09GBvb48HDx4I25gNGjRIk9HL1bJlS7XuN9ipUyc8fPgQK1asQMeOHWFgYIB69erB2toa33zzDW7fvo1u3bqpLQ/VLArPDAYGBmLLli0AAHd3d4wcOVLhUERERET07ujfvz/Onz+PFy9e4MqVK0hOTkZmZiZMTEzQvHlz9O/fH4aGhqWu2bhxIzZu3PhWXxcuXFBarhYtWlRppnDRokVYtGiR0nJUxtjYGOvWrcO6devUNibVDgoXg8+fP0dUVBREIhHi4uKUkYmIiIioRjKua4zwCeGajqEw47rGGhnXxMQEo0bxGUsidVG4GCy5X0lZ9ykTERERvSu0RFpopNdI0zGIiGSi8DODI0aMEBaQOXXqFFJTUxUORURERERERKqlcDGoq6uLAwcOQE9PD5mZmZg3b54ychERERER1Rp79+6Frq6uwq+ZM2dq+luhWkQpW0v06dMHZ8+exYQJE3Dy5En07t0bK1euxIgRI5TRPRERERFRjTZy5EhER0cr3I+xsTF+++03xQMRQUnFYPHyuaNGjcKOHTsQGRmJzz77DDo6OnjvvffQpEmTt1aAKotIJOIPNxERERHVOsbGxjA2NlZKX9OnT8f06dOV0he925RSDLq7u0MkEpV6TyqVIj8/H0lJSUhKSqq0D6lU+lYfREREREREpBpKKQYBlLsHS1X2ZiEiIiIiIiLVUkoxePHiRWV0Q0RERERERGqilGKwf//+yuiGiIiIiIiI1EThrSWIiIiIiIio5mExSERERERE9A5S2gIy/5aRkYHIyEjcvXsXf//9N7KysmBoaIhGjRrB2toavXv3hrm5uaqGJyIiIiIiogoovRgMCwvD5s2bERISUulKokOGDMGyZcvw8ccfKzsGERERERERVUBpxWBBQQHmzp2LXbt2AZBtS4lz587h3LlzmDVrFvz8/KCjo7KJyndCamoqOnbsWOY5FxcXuLi4qDkREREREREpm5+fH/z8/Mo8l5qaKnM/Squ+Jk+ejKNHj5YqAk1NTdG2bVu0aNECFhYWSE9Px5MnTxATE4O0tDQARUXjjh07IBaLsX//fmXFeSeZm5vj4cOHmo5BREREREQqVNFET7NmzZCcnCxTP0opBvft24cjR45AJBJBJBKhY8eOcHV1xaRJk6Ctrf1We4lEgqCgIHz77bf4448/IJVKcfDgQXz22WeYOHGiMiIRERERERFRBZRSDK5evVo47tu3L8LCwqCrq1tuey0tLUyZMgXjx4/HgAEDcP36dUilUqxatYrFIBEREdVYUokEhZmZmo6hMG1jY4i0uOg8UW2ncDH48OFDPHnyBCKRCKampjh27FiFhWBJurq6OHbsGGxsbPDixQvExcXh4cOH5T73RkRERFSdFWZmIrZPX03HUJhVxFXoNGqk6RhEpGIK/8nn1q1bwvGgQYNgamoq1/XvvfdeqdVES/ZHREREREREqqFwMVi8EAwAfPjhh1Xqo0ePHsKxPKvfEBEREVHt8PTpU2zZsgWDBw+GpaUlDA0NYW5ujr59+8LR0RH+/v7Iy8urtJ+BAwcK61jI+/Lx8XkrU/E5bW1t3LhxQ+bvx9nZWbhW2cLDw4W+w8PDld4/vTsULgZL/oDL8g+0LG/evBGOy1pwhoiIiIhqp8zMTCxcuBCWlpZYvHgxwsLCEBcXh5ycHKSlpSEiIgJ79uzBvHnzYGlpCX9/fxQUFKg9p0QiwaxZs5Cfn6/2sYlUReFnBt977z3hODIyskp93Lx5Uzg2NzdXNBIRERFRtdH6zGloN2yo6RjlKvznHzz55FONjJ2QkIAhQ4bg8ePHAAB9fX2MGDECtra2aNq0KTIzMxETE4OQkBBERUUhKSkJ8+bNw82bN7Fz585K+w8ODpYrT/v27Ss8f//+fXh7e8PNzU2ufomqK4WLwV69egnHFy5cQFxcHNq0aSPz9XFxcQgLCyuzPyIiIqKaTrthQy7GUob09HT069cPSUlJAIBx48bBx8cHFhYWb7X18vLCiRMnMHfuXKSmpiIgIADNmzeHu7t7hWPY2dkpPfe6detgb2+Pdu3aKb1vInVT+DbR1q1bo1OnTgCAly9fYuTIkXj16pVM14rFYowaNQovX76ESCRCp06d0Lp1a0UjEREREVE1N3PmTKEQXLBgAQ4fPlxmIVhs9OjRCA4OhpGREQDAw8MDf/zxh1qyAkDPnj0BFD0W5ezsDKlUqraxiVRFKRvIeHl5QSqVQiQS4Y8//oClpSW+++47vHz5ssz2YrEY3t7esLS0LPWP2NPTUxlxiIiIiKgaCw0NxS+//AIAaNeuHTZt2iTTdV26dMG6deuEr/ft26eSfGUZPny4sB/25cuXsX37drWNTaQqSikGhw8fjkWLFgkFYXp6OlasWAETExO0bNkStra2mDBhAmxtbdGqVSs0atQI33zzTamVSBcsWIARI0YoIw4RERERVWNbtmwRjr29vaGjI/uTSw4ODjA0NAQABAYGQiKRKD1feXx8fNDo/9/y6+rqipSUFLWNLa8vv/xSWHF02rRpav2cqOZQ+JnBYps2bULDhg2xdu1aYZWlwsJCJCYm4tmzZ6XaFheNQNHqoW5ubli1apWyohARERFRNZWZmYnQ0FAARbdejho1Sq7rjYyMIBaLVRGtUmZmZti0aROcnJyQlZUFFxcXHD9+XCNZKrJkyRL4+voCACZPnozdu3dDS0spc0BUyyj1p8LNzQ3R0dFwdnZGvXr1hPelUmmpFwAYGhpi1qxZiIqKYiFIRERE9I64evWqMEs1cuRIDaeRn6OjIz7++GMAwIkTJ3Ds2DENJyrN1dUVmzdvBgBMnDgRe/fuZSFI5VLazGCxDh06YNu2bfjxxx9x9+5d3Lt3D//88w/EYjHq1auHhg0bwsbGBjY2NtxTkIiIiOgdc/fuXeG4e/fuKh0rJCRErvayrj66bds22NjYIDc3F/Pnz8egQYNgbGxchYTKtWLFCqxfvx4AYG9vj8DAQP6+TRVSejFYTEtLC126dEGXLl1UNQQRERER1TAZGRnCcWX7S0dERFS6Sr2NjU25q5AOGzZMrmyyrhDapk0beHh4wNXVFc+fP4erqyu2bdsm11jK5u7ujm+//RYAMHbsWBw4cICFIFVKZcUgEREREdG/lVxtvnghmPK4uLggOjq6wja7d+/G9OnTlRFNLosXL0ZQUBCio6Px008/YfLkyRgwYIDacwDA2rVrsWbNGgCApaUlgoKC5FqUh95dvIGYiIiIiNSm5O2UWVlZKh3r3+tWVPaSh46ODnbs2AFtbW1IpVLMnj0br1+/VtF3Ur6NGzeWWn/j8ePHCA8PV3sOqplk+pOBu7u7qnMIVq9erfQ+MzMzERcXB7FYDAsLC1haWgqrmVYX6enpiI+PR15eHt5//320bNlS05GIiIiIlM7U1FQ4TkxMRLdu3cptGxUVVeb78fHxaN26tdKzyatbt25YuHAhNm3ahJiYGKxdu1bt+2afPn0aADBlyhQEBQVBIpHg888/x71791C3bl21ZqGaR6ZicO3atWornpRZDMbGxmLJkiX49ddfUVBQILzfvHlzLFiwAIsWLVJodSWJRIKdO3ciODgYsbGxePLkCczNzfHBBx+gV69eWLBgQalVVcty8+ZNfPXVVwgPDy/1F6n27dtj+fLlGrntgYiIiEhVunbtKhxfu3YNY8aMkbuP9PR0ZUZSyJo1a3Ds2DHEx8djw4YNmDBhAjp16qTWDG5ubli7di3q1auHbdu2ITY2Ft7e3lyxnyolcyUk7zR7VV7KdOXKFXTp0gW//PJLqUIQKPor1NKlSzFmzBgUFhZWqf+7d++iZ8+emD17No4dO4Z79+4hOzsbT548wS+//IIVK1agffv2FS43/PPPP6NPnz64ePHiW9//o0eP4OjoiPnz51cpHxEREVF11LdvX9SpUwcAsH//fuTk5MjdR3kzhppgYGAAf39/AEB+fj6cnZ3VusH70qVLsXbtWgCAl5cXzMzMhOPHjx+rLQfVTDLNDDo6Oip94LS0NJw9e1aYcVRmMfjixQuMGTMGOTk50NbWhoeHB5ycnNCwYUNERkZiyZIluH37Nk6dOoW1a9fCw8ND7ux2dnb466+/AADW1taYPHkyrKyskJKSguDgYPz6669ITk7G+PHjER4ejr59+5bq49GjR5g+fToKCgpgYGCADRs2wN7eHnp6erh06RK++OILxMfHw8/PD927d1fJ/wZERERE6mZgYICxY8ciKCgIKSkp2LRpE1auXCnz9RKJBAEBASpMKL+hQ4fCwcEB+/btQ2RkpLDhuzp8+umnwnHDhg2xceNGTJs2Da9fv4aLi4vc22vQu0WmYlDZ/+ACAgLw1VdflSoEdXR0sHDhQqX07+3tLSxb7Ovri88//1w4Z2tri4sXL6Jz586Ij4/Hpk2bMH/+/FL3r1dm48aNQiE4fvx47N27t9Q92QsWLEBQUBCmTJmCwsJCTJ06Fffv3y+1YtaqVauEh4x//vlnfPLJJ8K5Tz75BJ07d4aNjQ0yMzOxatUqTJ48WfgrGhEREVFN5urqioMHD0IqlWL9+vWYOXNmudtD/NuGDRsQGRmp4oTy27x5M3799VdkZGTAzc0NvXr10kgOBwcHBAQE4OLFiwgNDcXPP/+M8ePHayQLVX9qXU300aNHsLW1hbOzM/755x8ARYVgz5498fvvvwubZCpCIpFg165dAIDWrVtj3rx5b7WpX7++sCiOWCzGoUOH5Brj4MGDAIB69erB19e3zIdzJ02ahLlz5wIAEhIScOrUKeHc33//Ldw+OnDgwFKFYLFmzZoJxfGzZ89w7tw5uTISERFR9VD4zz8o+Pvvavsq/P+/k6lT586dsXTpUgBFv4vZ2triyZMnlV4XFBRUbZ+DMzU1xZYtWwAA2dnZCAsL01iWH374QZhEWLhwYantPIhKUssGJG/evMG6deuwfv165OfnC7eEGhkZ4dtvv8XcuXOVtkDN9evXhVnBiRMnltvvuHHjMGvWLBQUFOD06dNwcXGRqf+UlBQ8e/YMADB8+PAKN0sdPXo0fvzxRwDA7du3MWnSJABAcHCw8Kxi8XtlmTRpknAL6+nTp8ssGomIiKh6e/LJp5U3egd5enrizp07CA0NRWxsLKytrbFw4UJMmzYN7du3F9qJxWLcuXMHq1evFv447uTkhD179lT6bF5VbpG0s7OT+5piU6dORWBgoMZvzezQoQOWLl2Kb7/9Fs+fP8fKlSvh4+Oj0UxUPam8GAwLC8O8efMQFxdX6rnACRMmYOvWrRUWU1Vx+/Zt4bh3797ltjM0NETnzp1x69atUtdUJjU1VTi2sbGpsG2TJk2E49zcXLkztm3bFqampsjIyJArIxEREVF1p6uri9OnT2POnDnYtWsXcnNz4eXlBS8vL5iamqJJkyYQi8VISEgQfofU1dWFp6cnli1bhujo6EoXkhk2bJjcuRRdx8Lf3x/W1tbIzs5WqB9Fubm5ISgoSFiDYvr06aVWciUCVHibaHp6OhwcHDB06FDExcUJ77du3Rq//vorgoKClF4IAkW3ohazsrKqsG2bNm0AFC0Ik5mZKVP/TZs2xe7du7F7925Mnjy5wrY3b94Ujtu2bVtmxuIM5SneQ+fPP/+UKR8RERFRTaGrq4uAgACEh4dj4MCB0NbWBgBkZGTg3r17iI+Ph1QqhZ6eHuzt7fHgwQMsW7YMADBo0CBNRi9Xy5YthdU9NUlfXx/ff/89AKCwsBBz585V6yqnVDOoZGZwx44dWL58Of75559Sf8lZunQpVq5cCT09PVUMC6D0zN17771XYduS5//66y8YGxtX2r+ZmZlMe/+9evUK3333HQBAS0sLgwcPfiujsbEx9PX1ZcqYlZWF169fV/jZSaVShe4Jr1u3LjcnJSIiIrXr378/zp8/jxcvXuDKlStITk5GZmYmTExM0Lx5c/Tv37/UQnxA0YJ+GzdufKuvCxcuKC1XixYtqjRTuGjRIixatEhpOf5twIABMuX65JNPlL59G6leXl4e8vLyqny9PP+bK7UYfPjwIebMmYOIiAhIpVLheb2+ffti27Zt6NixozKHK1PJKXkDA4MK25Y8r8yp/PT0dNjb2yM2NhZA0S2xJb/34rEqy1dWxoqKwZSUFBgZGVU1Ntzd3eXeZoOIiIj+j7axMawirmo6hsK0ZfgDuSqYmJhg1KhRGhmbqLrw8vLC6tWr1TKWUorBvLw8rFmzBps2bUJ+fr7wvrGxsbBcsLqUrKKLbzUoj47O/337JZ/pqyqpVIp9+/Zh2bJlSEtLAwB06tQJP/zwQ5kZK8snb0YLCwv88ccf8sYWcFaQiIhIMSItLeg0aqTpGERUg3399ddYvHhxla/v0KEDUlJSZGqrcDEYGhqKzz//XLinu9jUqVOxefNmufbvU4aSM2lv3rypcCatZOFY2e2alTl//jyWLl1a6kHm/v374+eff37r9tPijG/evKm0X3kyikQiNGjQQI7URERERERUnSj66JY8uzRUeQGZtLQ0TJ48GcOHD0d8fLzwvpWVFX777Tfs3btX7YUgULT3X7HKnp8reb7kdfJITk7G+PHj8fHHHwuFYIMGDeDj44OLFy+WuUhO8ViyPN+njIxEREREpFl79+6Frq6uwi913nFHtV+VZga3bduGr7/+GllZWcJsYJ06dbB8+XJ88803wiaXmtC8eXPhOCkpCWZmZuW2TUpKAlBUPTdt2lTusU6dOgVHR0f88/83a61bty7mzZuHFStWVFgIN2/eHNevX0dubi7+/vtvNKrgdpLijKampryNk4iIiKiGGjlyJKKjoxXuR5YFD4lkJVcxeP/+fcyZMwfXr18vdUuora0t/P39S22foCklNym9d+9ehfupPHz4EADw/vvvyz3rdvLkSYwbNw4FBQUAiv6B+/r6okWLFnJnHDBgQJnt3rx5I2zLoY7Fd4iIiIhINYyNjVnIUbUj022ir1+/xvLly9GtW7dShaCpqSl2796N8+fPV4tCEAA++ugj4fjixYvltktMTBRub+3Tp49cY0RERGDChAkoKCiAnp4eAgMDcfLkSZkKQXkyXr9+Ha9fv65SRiIiIiIioorINDPYoUMHJCYmCkWgSCRC//79sX79epiampZ6ZlBRrVq1Uuh6KysrdOjQAX/88QeOHDmCLVu2lPlXmICAAOF4zJgxco3h5uaGvLw8aGtr48yZM3JvejpgwAAYGRkhKysLe/bswYoVK0qtGqqMjERERERERBWRqRh8+vQpRCKRsDKNVCrFpUuX0KtXL6WGEYlEwm2Xili8eDGcnZ0hFovxxRdfYO/evaVW1YmOjsb69esBFBWf8hRa9+7dEzYznT17ttyFIFD0fOX8+fPh6emJ+Ph4uLu7w9PTs1Sb4OBg7Nu3D0DRTGKPHj3kHoeIiIiIiKg8VVpApmRRqAwikUhpfQGAo6MjduzYgRs3biAwMBDPnj2Do6MjGjRogMjISPzwww/Izc2FlpYWfH19oaurW+p6Jycn7N69GwDg4eEBd3d34VxISIhw3KRJk1JfV6Rt27alZj2XLVuGgwcPIi4uDt9++y0ePnyIcePGoU6dOggPD8f27dshkUigp6eHrVu3Vv3DICIiIiIiKoPMxaAyizVV962jo4OTJ09ixIgRuH37NsLDwxEeHl6qTZ06deDr64tPP/1Urr6LF3QBgFWrVsl83XfffQdXV1fhayMjI5w+fRqffvop4uLicOLECZw4caLUNfXr10dgYCC6desmV0YiIiIiIqLKyFQMSiQSVedQOnNzc1y/fh3bt2/HgQMH8Oeff0IsFsPCwgKDBw/GggULYG1tLXe/JYtBRbVv3x7R0dH4/vvvceTIETx58gR5eXl4//338cknn+DLL7+UeVEaIiIiIiIieYikqpzyI7Vo1qwZkpOT0bRpU2FfQnV7ePsOfj51vNR740eOQceund/pLERERERE6iRPbSDT1hJERERERERUu7AYJCIiIiIiegfJVAz6+PjgzZs3qs5SoTdv3sDHx0ejGYiIiIiIiGoLmYrBRYsWwdLSEtu2bVPKPoDyKCgowI8//og2bdpg8eLFah2biIiIiIiotpJpNdG5c+di+/bt+Pzzz/Hdd9/hyy+/xIQJE9CkSROVBXv+/DmCgoLw/fffIzExESKRCHPnzlXZeERERESKkkqkeJ2dr+kYCtMz1IVIS6TpGESkYjIVgz/88AOcnJwwd+5cREVFYcmSJVi2bBlsbW0xZcoU/Pe//0WDBg0UDvPy5UscPXoU+/fvR3h4OCQSCaRSKbp27Qp/f390795d4TGIiIiIVOV1dj4Cll3RdAyFzdjwEfTr19F0DCJSMZk3nf/www/x+++/w8/PD56enkhNTcX58+dx/vx5zJ49Gx988AF69uyJHj16oGfPnrC0tETdunXL7S8vLw+xsbGIjIzEjRs3EBkZiQcPHqCwsFDYhN7MzAxubm74/PPPoaXFtW6IiIiIiIiURa4KSyQSYf78+UhMTMT+/fvRp08fSKVSFBQU4M6dO/jpp5/g7OyMTp06wcDAAIaGhmjevDn+85//oH///vjPf/6D5s2bw9DQEAYGBujcuTOcnZ2xY8cO3LlzBwUFBZBKpejbty8OHDiAZ8+eYf78+SwEiYiIiGq5p0+fYsuWLRg8eDAsLS1haGgIc3Nz9O3bF46OjvD390deXl6l/QwcOBAikahKr38vVvj06VPhnLa2Nm7cuCHz9+Ps7Cxcq2zh4eFC3+Hh4XJf7+TkJFz/9OlTpeejmkPmmcGSdHV1MWnSJEyaNAl3797Fzp078dtvv+GPP/4o1S43NxfJyclITk4u9X5Z+9x36NABQ4YMwYwZM9CpU6eqxCIiIiKiGiYzMxMeHh7w8/N7a6HCnJwcpKWlISIiAnv27IGnpydWrFiBWbNmQUenSr/GVplEIsGsWbNw+/Zt6OrqqnVsIlVR+F9Rp06dhL+ipKWl4cKFC7hw4QIePHiA1NRUpKam4tWrV0L7+vXrw9zcHObm5rC2toatrS0GDhwIMzMzRaMQERERVTuT3HtCv171LR5yxfkIWi37jJcyJSQkYMiQIXj8+DEAQF9fHyNGjICtrS2aNm2KzMxMxMTEICQkBFFRUUhKSsK8efNw8+ZN7Ny5s9L+g4OD5crTvn37Cs/fv38f3t7ecHNzk6tfoupKqX9SMTMzw4QJEzBhwoRS779+/Rr//PMPGjZsCD09PWUOSURERFSt6dfT5WIsZUhPT0e/fv2QlJQEABg3bhx8fHxgYWHxVlsvLy+cOHECc+fORWpqKgICAtC8eXO4u7tXOIadnZ3Sc69btw729vZo166d0vsmUje1PIynp6eHJk2asBAkIiIiIgDAzJkzhUJwwYIFOHz4cJmFYLHRo0cjODgYRkZGAAAPD4+3HlFSpZ49ewIoWgTR2dm5zMeeiGoarsxCRERERGoVGhqKX375BQDQrl07bNq0SabrunTpgnXr1glf79u3TyX5yjJ8+HBMnDgRAHD58mVs375dbWMTqQqLQSIiIiJSqy1btgjH3t7eci0G4+DgAENDQwBAYGAgJBKJ0vOVx8fHB40aNQIAuLq6IiUlRW1jy+vLL78UVgydNm2aWj8nqjlYDBIRERGR2mRmZiI0NBRA0a2Xo0aNkut6IyMjiMViSKVSJCYmqnULMjMzM2EWMysrCy4uLmobWx5LliyBr68vAGDy5MnYvXs3t2qjMvGngoiIiIjU5urVq8Is1ciRIzWcRn6Ojo74+OOPAQAnTpzAsWPHNJyoNFdXV2zevBkAMHHiROzdu5eFIJVLvRu0EBEREdE77e7du8Jx9+7dVTpWSEiIXO1lXX1027ZtsLGxQW5uLubPn49BgwbB2Ni4CgmVa8WKFVi/fj0AwN7eHoGBgdDW1tZwKqrOWAzWIqmpqejYsWOZ51xcXKrtrQxERET07sjIyBCOzc3NK2wbERFRar/qstjY2JS7CumwYcPkyibrCqFt2rSBh4cHXF1d8fz5c7i6umLbtm1yjaVs7u7u+PbbbwEAY8eOxYEDB1gI1mJ+fn7w8/Mr81xqaqrM/bAYrEXMzc3x8OFDTccgIiIiKtfLly+F4+KFYMrj4uKC6OjoCtvs3r0b06dPV0Y0uSxevBhBQUGIjo7GTz/9hMmTJ2PAgAFqzwEAa9euxZo1awAAlpaWCAoKkmtRHqp5KproadasGZKTk2XqhzcQExEREZHalLydMisrS6VjSaVSuV7y0NHRwY4dO6CtrQ2pVIrZs2fj9evXKvpOyrdx40asWrVK+Prx48cIDw9Xew6qmVgMEhEREZHamJqaCseJiYkVto2KiiqzaHvy5ImqY8qkW7duWLhwIQAgJiYGa9euVXuG06dPAwCmTJkiLBTz+eefIy8vT+1ZqOZhMUhEREREatO1a1fh+Nq1a1XqIz09XVlxFLZmzRq0atUKALBhw4ZSC+Soi5ubGwIDA+Hs7AwAiI2Nhbe3t9pzUM3DYpCIiIiI1KZv376oU6cOAGD//v3IycmRu4+oqChlx6oyAwMD+Pv7AwDy8/Ph7Oys1g3ely5dKsxIenl5wczMTDh+/Pix2nJQzcRikIiIiIjUxsDAAGPHjgUApKSkCJu4y0oikSAgIEAV0aps6NChcHBwAABERkYKG76rw6effiocN2zYEBs3bgQAvH79mivJU6XUXgzeuHEDy5Ytw8iRIzF58mT8+OOPVfqLEBERERHVTK6urhCJRACA9evXIyUlReZrN2zYgMjISFVFq7LNmzcLz0O6ubkhPj5eIzkcHBxga2sLAAgNDcXPP/+skRxUMyh1zdno6Gjs378fd+/exRdffFHqLxVA0XT1qlWrSk2dHzp0CNu3b8eZM2fK3SOGiIiIqKbKFedrOkKFNJGvc+fOWLp0KTZs2ACxWAxbW1sEBwejdevWFV4XFBRUauXM6sTU1BRbtmyBg4MDsrOzERYWprEsP/zwA7p06YI3b95g4cKFGDZsGBo0aKCxPFR9Ka0Y3LhxI9zc3JCfX/QfFEdHx1LnIyMjsXLlyjLvob5z5w569uyJBw8e8AeViIiIapWg1Tc0HaFa8vT0xJ07dxAaGorY2FhYW1tj4cKFmDZtGtq3by+0E4vFuHPnDlavXo1z584BAJycnLBnz55Kn80LCQmRO5ednZ3c1xSbOnUqAgMDqzSuMnXo0AFLly7Ft99+i+fPn2PlypXw8fEps21AQAAaNWokU79ffvmlMmNSNaCUYvD06dP46quvIBKJIJVKhWn/klasWAGJRAKRSIS2bdti5syZSEpKQkBAAMRiMVJSUvDjjz/C1dVVGZGIiIiIqBrT1dXF6dOnMWfOHOzatQu5ubnw8vKCl5cXTE1N0aRJE4jFYiQkJAh7AOrq6sLT0xPLli1DdHR0pQvJDBs2TO5c8u43+G/+/v6wtrZGdna2Qv0oys3NDUFBQYiPj4efnx+mT59eaiXXYsWb1cuCxWDto/Azg1KpFN98843wdZs2beDn5yfcqwwAL168wMWLFyESidCgQQNcvnwZS5cuxdatW3Hy5EmhePTx8RFmFomIiIiodtPV1UVAQADCw8MxcOBAaGtrAwAyMjJw7949xMfHQyqVQk9PD/b29njw4AGWLVsGABg0aJAmo5erZcuWGtlv8N/09fXx/fffAwAKCwsxd+5cta5ySjWDwjODDx8+xP379yESidCoUSP8/vvvMDIyKtXm1KlTKCwshEgkwvjx40ttNjpw4EDY2triwoULSE1NxaNHj2BjY6NoLCIiIiKqIfr374/z58/jxYsXuHLlCpKTk5GZmQkTExM0b94c/fv3h6GhYalrNm7cKKycWdKFCxeUlqtFixZVmilctGgRFi1apLQc/zZgwACZcn3yySdlttu1axd27dqlimhUwyhcDD558kQ4dnBweKsQBICLFy8KxyNGjHjr/MCBA4V/uE+fPmUxSERERDWSnqEuZmz4SNMxFKZnqKuRcU1MTDBq1CiNjE30LlK4GIyLixOOraysymxz+fJl4bhfv35vnW/SpIlwnJCQoGgkIiIiIo0QaYmgX7+OpmMQEclE4WcG69atKxyXNQ397NkzJCQkQCQSoUOHDmWuVlTyOUE+M0hERERERKR6CheDbdq0EY5jY2PfOn/27FnheODAgWX2kZycLBy///77ikYiIiIiIqpW9u7dC11dXYVfM2fO1PS3QrWIwreJWlpaCscHDhyAl5cX9PT0hPe2b98uHJe3b8vhw4eF4+bNmysaiYiIiIioWhk5ciSio6MV7sfY2FjhPoiKKVwMtm7dGr169cL169eRkZGBTz/9FFu3boW5uTm8vLyE/V8aNmz4VjGYn5+Pzz//HDExMQAAQ0PDUpuMEhERERHVBsbGxizkqNpRyqbza9euxZAhQwAULefbuXPnUudFIhGWL18OXd3/W5lqzpw5OHjwIMRisdDm888/R4MGDZQRiYiIiIiIiCqg8DODAPDxxx9j1apVwtdSqbTUYjKdOnV6a6+VCxcu4NWrV8LXTZo0ETYRJSIiIiIiItVSSjEIAB4eHjh+/Dg++OAD4b2GDRvC2dkZly9fhra2dpnXSaVSjBkzBnfv3oWJiYmy4hAREREREVEFlHKbaLGRI0di5MiRyM7ORl5eXpnbSBRbuXIlzM3N0aFDB64gSkREREREpGZKLQaLGRoawtDQsMI2Dg4OqhiaiIiIiIiIZKCUYnDfvn0AgPr162P06NFyX3/q1ClkZWXBzMys3O0niIiIiIiISHmUUgxOnz4dIpEIlpaWVSoG169fj2vXrqF169ZlblxPREREREREyqW0BWRKrh4qLx0dHUilUqSkpCgrDhEREREREVVArpnBy5cvl3tOJBIhNze3wjb/JpFIEBcXh+vXrxeF0VHJI4xERERERET0L3JVXwMGDIBIJCrznFQqRXJyMmxtbasURCQSwcrKqkrXEhERERERkXzknoqr6HZQRW4VBYAFCxYodP27LjU1FR07dizznIuLC1xcXNSciIiIiIiIlM3Pzw9+fn5lnktNTZW5H6XMDF68eBEikQj6+vro0aOHPF0CAExMTDB27FhMnDhR7mvp/5ibm+Phw4eajkFERPTOkkokyBW/0nQMhenXqw+RltKWliAiJatooqdZs2ZITk6WqR+5isELFy6U+b7W//+PRdOmTXH+/Hl5uiQiIiKqNXLFr/Cj8xRNx1DYvJ/2w6CBkaZjEJGKVYvVRImIiIiIiEi9lFIMXrx4ERcvXkRgYKAyuiMiIiKid8zTp0+xZcsWDB48GJaWljA0NIS5uTn69u0LR0dH+Pv7Iy8vr9J+Bg4cCJFIVKWXj4/PW5mKz2lra+PGjRsyfz/Ozs7CtUTVlVL2cujfv78yuiEiIiKid0xmZiY8PDzg5+eHgoKCUudycnKQlpaGiIgI7NmzB56enlixYgVmzZql9i3JJBIJZs2ahdu3b0NXV1etYxOpCjf2IyIiIlIhx00/Qr9BA03HKFfuy5fYvWSeRsZOSEjAkCFD8PjxYwCAvr4+RowYAVtbWzRt2hSZmZmIiYlBSEgIoqKikJSUhHnz5uHmzZvYuXNnpf0HBwfLlad9+/YVnr9//z68vb3h5uYmV79E1ZVSi8ErV67g3LlziIqKQnZ2ttzXi0Qi/Pbbb8qMRERERKRR+g0acDGWMqSnp6Nfv35ISkoCAIwbNw4+Pj6wsLB4q62XlxdOnDiBuXPnIjU1FQEBAWjevDnc3d0rHMPOzk7pudetWwd7e3u0a9dO6X0TqZtSisHCwkJ89dVX2Lp1a5X7kEqlvKeaiIiI6B0xc+ZMoRBcsGDBW8/r/dvo0aPRsmVL2NraIisrCx4eHhg/fjw6dOigjrjo2bMnbty4gby8PDg7OyM8PJy/u1KNp5QFZPz8/LBlyxZhRVGpVCr3i4iIiIjeDaGhofjll18AAO3atcOmTZtkuq5Lly5Yt26d8PW+fftUkq8sw4cPF/bEvnz5MrZv3662sYlUReFiUCwWY82aNcJqSVpaWpg7dy6CgoJw4cIFYaVRWV7l7WNIRERERLXHli1bhGNvb2+5FoNxcHCAoaEhACAwMBASiUTp+crj4+ODRo0aAQBcXV2RkpKitrH/rVWrVhCJRPDz8wNQVGCPGDEC5ubm0NfXR9u2beHm5obc3FzhmrNnz2LYsGEwMzODgYEBbGxs8MUXX+DFixcVjuHk5CRTlsraUfWj8G2i0dHR+PvvvwEUbT5/9uxZDBkyROFgRERERFT7ZGZmIjQ0FEDRrZejRo2S63ojIyOIxWJVRKuUmZkZNm3aBCcnJ2RlZcHFxQXHjx/XSJaS1qxZ89bzk7GxsfD09MT58+dx8eJFrFy5EuvXry/V5v79+7h//z6OHz+OBw8ewMiIz7a+axSeGYyJiQFQtPjL6NGjWQgSERERUbmuXr0qzOaNHDlSw2nk5+joiI8//hgAcOLECRw7dkyjeQ4cOAB3d3e0b98e3t7eOHz4ML755hsYGBgAAK5du4aePXti/fr1eO+99+Dh4YHDhw/D09MTJiYmAIDk5GR4e3tr8tsgDVF4ZrB4VhAAevXqpWh3RERERFSL3b17Vzju3r27SscKCQmRq72sq49u27YNNjY2yM3Nxfz58zFo0CAYGxtXIaHiIiIiYGdnh2PHjgkF4Lhx4zBw4EBhkiY6OhqdOnXCb7/9hsaNGwvXjh49Gp07d0ZBQQFu3LihkfykWQoXg++//75wzA04iYiIiKgiGRkZwrG5uXmFbSMiIvDq1asK29jY2JS5HQUADBs2TK5ssi5q2KZNG3h4eMDV1RXPnz+Hq6srtm3bJtdYyqKnp4cdO3YIhWCxwYMHo3nz5khMTAQA7Nixo1QhCAAdO3ZEnz59cOnSJSQkJKgrMlUjCheDvXr1gpaWFqRSKf+iQEREREQVevnypXBcvBBMeVxcXBAdHV1hm927d2P69OnKiCaXxYsXIygoCNHR0fjpp58wefJkDBgwQO05unbtimbNmpV5rkWLFkhMTISFhQU+/PDDctsAUOtCPFR9KPzMYIsWLTBq1ChIpVKEhoYiOTlZGbmIiIiIqBYqeTtlVlaWSsdS5VZnOjo62LFjB7S1tSGVSjF79my8fv1aRd9J+dq0aVPuOW1tbZnb0LtJKfsMbt++Ha1bt8bff/+NsWPHauQfAhERERFVf6ampsJx8S2M5YmKiiqzaHvy5ImqY8qkW7duWLhwIYCiRRXXrl2r9gyyFHMs+Kg8SikGTUxMcP78efTq1QuRkZFo3bo1fvzxx0rv8SYiIiKid0vXrl2F42vXrlWpj/T0dGXFUdiaNWvQqlUrAMCGDRtKLZDzrigoKNB0BKoihZ8ZBIAVK1YAAPr27Ys///wTf/31F+bPn4/58+ejcePGaN26NfT19SvtRyQS4bffflNGJCIiIiKqhvr27Ys6dergzZs32L9/Pzw8PN5a/KQyUVFRKkonPwMDA/j7+8POzg75+flwdnaucpFbExUUFOCvv/7SdAyqIqUUg15eXhCJRMLXxcdSqRRpaWky/fVGKpWW6oOIiIiIah8DAwOMHTsWQUFBSElJwaZNm7By5UqZr5dIJAgICFBhQvkNHToUDg4O2LdvHyIjI+Hr66vpSEpV0fOUcXFxnBmswZRymyhQ9gO6FZ1T5IFdIiIiIqq5XF1dhUmA9evXIyUlReZrN2zYgMjISFVFq7LNmzcLz0O6ubkhPj5ew4kUV/y/0dOnT8tt8+OPP6orDqmAUmYGL168qIxuiIiIiGqd3BJbKVRHmsjXuXNnLF26FBs2bIBYLIatrS2Cg4PRunXrCq8LCgrCqlWr1JRSPqamptiyZQscHByQnZ2NsLAwTUdSmKWlJeLj4xEREYH79+/D2tq61PlLly7B399fQ+lIGZRSDPbv318Z3RARERHVOruXzNN0hGrJ09MTd+7cQWhoKGJjY2FtbY2FCxdi2rRpaN++vdBOLBbjzp07WL16Nc6dOwcAcHJywp49eyrdGy8kJETuXHZ2dnJfU2zq1KkIDAys0rjV0eDBg3Hu3Dm8efMGgwYNgpubG3r27Im///4b58+fx9atW2FkZIRu3bohIiJC03GpCpRSDBIRERERyUNXVxenT5/GnDlzsGvXLuTm5sLLywteXl4wNTVFkyZNIBaLkZCQIDxSpKurC09PTyxbtgzR0dGVLiQzbNgwuXMp+viSv78/rK2tkZ2drVA/1cHixYtx5swZXLp0Cenp6fjyyy9LnW/cuDFOnDiBH3/8kcVgDaW0ZwaJiIiIiOShq6uLgIAAhIeHY+DAgcJ+eBkZGbh37x7i4+MhlUqhp6cHe3t7PHjwAMuWLQMADBo0SJPRy9WyZUuN7DeoCjo6OggLC4O/vz/69u0LMzMz6Ovrw8rKCosXL0Z0dDT69Omj6ZikAJFUBau3FBYW4tatW7h8+TKePn2Kv//+G/n5+Th06JDQJjk5GU2bNlX20O+kZs2aCZ9nUlKSRjI8vH0HP586Xuq98SPHoGPXzu90FiIierfkvMzCj85TNB1DYfN+2g+DBkZqH/fFixe4cuUKkpOTkZmZCRMTEzRv3hz9+/eHoaGh2vMQ1UTy1AZKvU1UKpXi+++/h7u7O16WeBj539tGSCQStGjRAgMHDsTMmTMxceJEZcYgIiIi0gj9evUx76f9mo6hMP169TUyromJCUaNGqWRsYneRUorBl+9eoUhQ4bg5s2bMt1rLZFIcP78eZw/fx6//fYb/P39oaPDRxiJiIio5hJpaWlkRo2IqCqUUn0VFhZi3LhxpfZ8admyJfr27YuzZ8/in3/+KdVeJBLBxMQEL168AADs2rULKSkpOHv2rDLivLNSU1PRsWPHMs+5uLjAxcVFzYmIiIiIiEjZ/Pz84OfnV+a51NRUmftRSjG4fft2nDt3DiKRCDo6OnB3d8fXX38NkUiEtm3bllkMJiYmwtfXF25ubigsLERISAhOnDiB0aNHKyPSO8nc3BwPHz7UdAwiIiIi+pe9e/di5syZCvczbdo07Ny5UwmJqCaraKKn+JlBWSilGPT19RWO165di6+++qrSa/T19eHq6oomTZrA0dERALB8+XKMGjWq1POFREREREQ13ciRIxEdHa1wP8bGxgr3QVRM4WIwKioKf/75J0QiEaysrLBkyRK5rp82bRq+//573Lp1C7GxsXjy5AnatGmjaCwiIiIiomrD2NiYhRxVOwrvMxgXFyccf/zxx8L+MPL49NNPheNHjx4pGomIiIiIiIgqoXAxmJCQIBzb2NhUqY+S+w3GxMQoGomIiIiIiIgqoXAxaGBgIBz/e6EYWZV8wLEqM4tEREREREQkH4WLwWbNmgnH9+/fr1Ifd+7cEY4tLCwUjURERERERESVULgYtLW1ha6uLqRSKU6ePIlnz57JdX1UVBTOnDkDoGjLif79+ysaiYiIiIiIiCqhcDHYoEEDjBkzBgCQm5uLuXPnIi8vT6ZrU1NTMXXqVOTn50MkEmHQoEEwMzNTNBIRERERERFVQuFiEAC8vb1haGgIAAgODkavXr1w8eJFFBQUlNk+KSkJnp6esLKyElYP1dLSgre3tzLiEBERERERUSWUsul8ixYtcOTIEYwaNQr5+fm4e/cuPv74YxgYGJQqCG1sbBAXFyfMHEqlUuHcDz/8gP/85z/KiENERERERESVUMrMIADY2dnhwoULaN26NaRSKaRSKbKzs/HmzRuIRCIAwMOHD/H69WvhPAA0bNgQhw4dgrOzs7KiEBERERERUSWUVgwCQO/evfHgwQMEBASgb9++wsIyJV/F2rdvj2+//RaxsbGwt7dXZgwiIiIiIiKqhFJuEy2pTp06cHR0hKOjI16/fo27d+8iPT0dWVlZMDAwQKNGjWBtbY1GjRope2giIiIiIiKSkdKLwZL09PTQo0cPVQ5BREREVG1IJVJIcvI1HUNhWga6EGmJNB2DiFRMKcXgd999h2nTpnHD+HdYiTuABRJxNgr+/lvtWSTi7LfeKysfERGRskly8vF83Q1Nx1BYE7ee0K5XR9MxiEjFlFIMfvPNN1i5ciXs7OwwY8YMfPbZZ9DV1VVG11RDSLPfLsBefu2B2BfP1J7lpcn7wJA+pd4rKx8RERER0btMaQvISCQS/Prrr7C3t4eFhQUWL16Mu3fvKqt7IiIiIqrFnj59ii1btmDw4MGwtLSEoaEhzM3N0bdvXzg6OsLf31/YnqwiAwcOhEgkqtLLx8fnrUzF57S1tXHjhuyzvs7OzsK1RNWVUorBpk2bllox9MWLF/Dx8cF//vMfdOvWDT/++CMyMzOVMRQRERER1SKZmZlYuHAhLC0tsXjxYoSFhSEuLg45OTlIS0tDREQE9uzZg3nz5sHS0hL+/v6l9rFWF4lEglmzZiE/v+Y/E0pUTCm3iT579gxXrlxBUFAQjhw5gvT0dGEbiejoaMyfPx+LFy/GmDFj4OTkhCFDhihjWCIiIqJqz3xxN2gZqHTNPoVIcgqQuvmWRsZOSEjAkCFD8PjxYwCAvr4+RowYAVtbWzRt2hSZmZmIiYlBSEgIoqKikJSUhHnz5uHmzZvYuXNnpf0HBwfLlad9+/YVnr9//z68vb3h5uYmV79E1ZXS/sv00Ucf4aOPPoKvry/CwsIQFBSE48eP4+XLlwCAvLw8HDp0CIcOHULTpk3h5OSE6dOno3Xr1sqKQNVM/RXLYNWrm9rH/eP6LSDyqtrHJSIiKouWgQ4XYylDeno6+vXrh6SkJADAuHHj4OPjU+aChF5eXjhx4gTmzp2L1NRUBAQEoHnz5nB3d69wDDs7O6XnXrduHezt7dGuXTul902kbkrddB4AtLW1MXToUOzatQupqak4evQoxo0bB319feE20uTkZKxbtw5WVlYYOHAgAgMDkZubq+wopGGieobQadRI7S9RPUNNf+tERERUiZkzZwqF4IIFC3D48OEKV6YfPXo0goODYWRkBADw8PDAH3/8oZasANCzZ08ARRMczs7Owl1wRDWZ0ovBkurWrYsxY8bg559/RlpaGvbt24cRI0ZAR0dHKAwvXbqE6dOno0mTJpgzZ44q4xARERFRNRAaGopffvkFANCuXTts2rRJpuu6dOmCdevWCV/v27dPJfnKMnz4cEycOBEAcPnyZWzfvl1tYxOpikqLwZIMDQ0xZcoUnD59Gs+fP4e/vz9sbW0hEokglUrx8uVL7NixQ11xiIiIiEhDtmzZIhx7e3tDR0f2J5ccHBxgaFh0F1BgYCAkEonS85XHx8cHjRo1AgC4uroiJSVFbWOXJz8/H9u3b8fQoUPRpEkT6OnpoXXr1hg2bBgOHDiAN2/eaDoiVWNqKwZLqlevHiwsLPD+++/DwMCAS+4SERERvSMyMzMRGhoKoOjWy1GjRsl1vZGREcRiMaRSKRITE6Glpb5fZ83MzIRZzKysLLi4uKht7LLExsbCxsYGc+bMwblz5/DXX38hLy8P8fHxCAkJwZQpU9C5c2fExsZqNCdVX2pb2ur169cIDg7GkSNHcPr0abx69Uo4V3zPNTeqJyIiIqrdrl69KszmjRw5UsNp5Ofo6IjAwECEhYXhxIkTOHbsGP773/+qPcerV69ga2uLlJQUiEQijB07Fv3790fTpk3x+PFjnDhxAteuXcOjR4/Qq1cv3L9/H02aNFF7TqreVFoM5ubm4uzZszh8+DDOnj2L7OxsACj1wK2WlhYGDBiASZMmYdy4caqMQ0REREQadvfuXeG4e/fuKh0rJCRErvayrj66bds22NjYIDc3F/Pnz8egQYNgbGxchYRV5+npiZSUFBgaGiI0NBR9+vQpdf6rr76Cn58f5s+fj7///htffPEFjhw5otaMVP0pvRjMzs7G6dOnceTIEfz666/CKqH/XnGpW7dumDx5MiZMmFDhylFEREREVHtkZGQIx+bm5hW2jYiIKHU3WVlsbGzK/V1y2LBhcmWTdYXQNm3awMPDA66urnj+/DlcXV2xbds2ucZSxNOnT7F161YARc8x/rsQLObi4oLIyEjs3bsXx48fR2ZmptqLVqrelFIMvnz5Er/88guOHDmCkJAQ5OXlAXj7H1S7du0wadIkTJo0CVZWVsoYmoiIiIhqkOI9qAEIC8GUx8XFBdHR0RW22b17N6ZPn66MaHJZvHgxgoKCEB0djZ9++gmTJ0/GgAED1DL2L7/8gry8POjq6sLe3r7CtmPHjsXevXshkUhw+fJlfPbZZ2rJSDWDUopBMzMz5OfnA3i7AGzWrBkmTpyISZMm4T//+Y8yhqNypKamomPHjmWec3Fx0fhDzkREREQlZ6aysrJUOpYq9wLU0dHBjh070LNnTxQWFmL27Nm4c+cO9PT0VDZmsd9//x1A0UqixfsuyuKvv/5SVSRSMz8/P/j5+ZV5LjU1VeZ+lFIMvnnzRtgiAgBMTEwwbtw4TJ48Gf369VPGECQDc3NzPHz4UNMxiIiIiMplamoqHCcmJqJbt27lto2Kiirz/fj4eLRu3Vrp2eTVrVs3LFy4EJs2bUJMTAzWrl0LT09PlY+bnp5epetUXXyT+lQ00dOsWTMkJyfL1I/Snhk0NDTEqFGjMGnSJAwdOlSu/WKIiIiI6N3QtWtX4fjatWsYM2aM3H1UtRhShTVr1uDYsWOIj4/Hhg0bMGHCBHTq1EmlYxavwF+/fn0cPnxY5ussLS1VFYlqKKVUbAcPHsRnn30GfX19ZXRHRERERLVU3759UadOHbx58wb79++Hh4cHDAwM5OqjvBlDTTAwMIC/vz/s7OyQn58PZ2dnXLt2TaVjtm3bFkDR9hJ9+vRB/fr1VToe1V5K2aVz/PjxLASJiIiIqFIGBgYYO3YsACAlJUXYxF1WEokEAQEBqohWZUOHDoWDgwMAIDIyEr6+viodr7gYBIA//vijwrZPnz5FSEgIQkJC8Pr1a5XmoppHKcWgop4/f45nz57h2bNnmo5CRERERCrm6uoKkUgEAFi/fj1SUlJkvnbDhg2IjIxUVbQq27x5s/A8pJubG+Lj41U2Vs+ePUt9fhVxdHTEsGHDMHfuXNStW1dlmahmkqkYXLt2LdauXVvuijWKGjBgAFq2bIlWrVqppH8iIiIiTZHkFKBQ/KbaviQ5BWr/TDp37oylS5cCAMRiMWxtbfHkyZNKrwsKCsKqVatUHa9KTE1NsWXLFgBF+26HhYWpbCwbGxtMmTIFAHD06FH4+/uX2c7X1xcXL14EUFQUFheQRMVkembQ3d0dIpEIlpaWMm1PYGJiAgBo3bo1bt68KVMQVS79S0RERKQpqZtvaTpCteTp6Yk7d+4gNDQUsbGxsLa2xsKFCzFt2jS0b99eaCcWi3Hnzh2sXr0a586dAwA4OTlhz549kEgkFY4REhIidy47Ozu5ryk2depUBAYGVmlceX333Xc4fvw4srOzMW/ePBw9ehTDhg1DmzZtkJaWhmPHjgk5PvzwQyxbtkzlmajmkXkBGXmKtX/++QdA6U1FiYiIiIiK6erq4vTp05gzZw527dqF3NxceHl5wcvLC6ampmjSpAnEYjESEhKE30N1dXXh6emJZcuWITo6utKFZIYNGyZ3LkUnKPz9/WFtbY3s7GyF+qlM06ZNcePGDTg4OCAqKgq//fYbfvvtt7fa9erVCydOnJB7kR56N8j8zKC808qchiYiIiKiiujq6iIgIADh4eEYOHAgtLW1AQAZGRm4d+8e4uPjIZVKoaenB3t7ezx48ECY4Ro0aJAmo5erZcuWWLt2rVrG+uCDD3Djxg1s3LgRffv2hYmJCfT09NChQweMGjUKx48fx7Vr12Bubq6WPFTzcDNAIiIiItKo/v374/z583jx4gWuXLmC5ORkZGZmwsTEBM2bN0f//v1haGhY6pqNGzdi48aNb/V14cIFpeVq0aJFlWYKFy1ahEWLFiktR0V0dXWxZMkSLFmyRC3jUe3CYpCIiIhISbQMdNHEraemYyhMy0BXI+OamJhg1KhRGhmb6F3EYpCIiIhISURaImjXq6PpGEREMqkW+wwSERERERGRerEYJCIiIiJSsb1790JXV1fh18yZMzX9rVAtwttEiYiIiIhUbOTIkYiOjla4H2NjY4X7ICrGYpCIiIiISMWMjY1ZyFG1w9tEiYiIiIiI3kEsBomIiIiIiN5B78RtopmZmYiLi4NYLIaFhQUsLS0hEok0HYuIiIiIiEhjavXMYGxsLEaOHInGjRuje/fusLW1Rdu2bdGyZUts2rQJEolEqeOdPXsWIpEITk5OMrW3srKCSCSS6RUeHq7UrERERERE9G6Ta2YwNTVVruVsZW2fmpoqTwyZXLlyBXZ2dsjJyXnrXGJiIpYuXYpLly7h2LFj0NbWVsqY+/fvl7ltQUEBEhISlDIuERERERGRvOQqBl+9eoXdu3dX2q74FkxZ2yvbixcvMGbMGOTk5EBbWxseHh5wcnJCw4YNERkZiSVLluD27ds4deoU1q5dCw8PD4XHDAsLw6FDh2RuHx8fj4KCAgDAmjVr0KNHjwrbd+rUSaF8REREREREJclVDEqlUlXlUCpvb29kZGQAAHx9ffH5558L52xtbXHx4kV07twZ8fHx2LRpE+bPnw9TU1O5x8nPz8e9e/ewb98+7NixA4WFhTJfGxsbKxzb29ujffv2co9PRERERERUVTIVgwMGDKgxC65IJBLs2rULANC6dWvMmzfvrTb169eHu7s7HB0dIRaLcejQIbi4uMg1zsSJE3H06FFhdk9excWgtrY2WrduXaU+iIiIiIiIqkqmYvDChQuqzqE0169fF2YFJ06cWG4RO27cOMyaNQsFBQU4ffq03MVgampqlQtB4P+KwZYtW6JOnTpV7oeIiIiIiKgqat1qordv3xaOe/fuXW47Q0NDdO7c+a1rZBUaGorXr1+XesmjuBhs27YtgKIFZeLi4nD58mU8f/5c7jxERERERETyqHXF4KNHj4RjKyurCtu2adMGAJCWlobMzEy5xtHV1UXdunVLveQRExMDAGjYsCGWL18OY2NjWFpaon///rCwsICpqSkcHR2Rnp4uV79ERERERESyqHWbzpfcpuK9996rsG3J83/99ReMjY1VFauUN2/eIDExEQBw4MCBMtu8ePECe/bswenTp7Fnzx588sknlfYrlUrx8uXLKueqSlFLRERE/0cikSA3N1fTMRSmr68PLa1aN2dAVCPk5eUhLy+vytfLs+hnrSsGs7OzhWMDA4MK25Y8X/I6VYuLiyu14f2YMWPg6OiIDz/8EFpaWrh37x7Wr1+Pc+fO4cWLF5g6dSoePnyIJk2aVNhvSkoKjIyMqpzL3d1dKdtsEBERvatyc3OxYcMGTcdQ2LJly2BoaKjpGETvJC8vL6xevVotY9W6YrBkFV3ZZvI6Ov/37avzr3hxcXHC2MuXL8fatWtLnTc3N8fgwYOxaNEibN26FZmZmZg/fz6OHj1aYb8WFhb4448/qpyLs4JERERERJr19ddfY/HixVW+vkOHDkhJSZGpba0rBkvO9r158wZ6enrlti1ZOOrr66s0V0mffvop8vPzK23n6emJI0eOICkpCSdOnEBGRkaF+yGKRCI0aNBAmVGJiIiIiEiNFH10S54tAWvdzeD16tUTjit7fq7k+ZLXVRcGBgYYPnw4gKJnEKqy6ikRERFRTfD06VNs2bIFgwcPhqWlJQwNDWFubo6+ffvC0dER/v7+Mj1HNXDgQIhEoiq9fHx83spUfE5bWxs3btyQ+ftxdnYWriWqrmrdzGDz5s2F46SkJJiZmZXbNikpCUBR9dy0aVOVZ6uK9u3bC8cvXrzQYBIiIiKqChcXl0rXMdCknJwc+Pn5aWz8zMxMeHh4wM/P7609nHNycpCWloaIiAjs2bMHnp6eWLFiBWbNmlXqcR91kEgkmDVrFm7fvg1dXV21jk2kKrWuGCxZPN27dw9du3Ytt+3Dhw8BAO+//361nBkEUOo/irwFlIiIqOYxMDDgYizlSEhIwJAhQ/D48WMARY/tjBgxAra2tmjatCkyMzMRExODkJAQREVFISkpCfPmzcPNmzexc+fOSvsPDg6WK0/J3yPLcv/+fXh7e8PNzU2ufomqq1pXDH700UfC8cWLFzF9+vQy2yUmJiI+Ph4A0KdPH7VkKzZo0CCkp6ejS5cu2LdvX4VtSy4IU7xBPREREVFNl56ejn79+gl3ao0bNw4+Pj6wsLB4q62XlxdOnDiBuXPnIjU1FQEBAWjevDnc3d0rHMPOzk7pudetWwd7e3u0a9dO6X0TqVute2bQysoKHTp0AAAcOXKk3M3kAwIChOMxY8aoI5qgY8eOuH//Pvbv348///yz3HZpaWk4efIkgKJC0MrKSl0RiYiIiFRq5syZQiG4YMECHD58uMxCsNjo0aMRHBwsbKPl4eGh0Crq8urZsyeAogUInZ2d5drLjai6qnXFIABhKVaxWIwvvvjirX+s0dHRWL9+PQCgVatWai8Gp0yZAqBoQ8gJEyYgKyvrrTaZmZmYMWMG/vnnHwCAr6+vWjMSERERqUpoaCh++eUXAEC7du2wadMmma7r0qUL1q1bJ3xd2R1WyjR8+HBMnDgRAHD58mVs375dbWMTqUqtLAYdHR2Fv94EBgZi4MCB2L17N44dO4bly5ejf//+yM3NhZaWFnx9fd96CNjJyUlY/UkVGz727t0bCxcuBADcuXMHVlZWWLVqFQ4dOoR9+/bh66+/RocOHXDmzBkAwLRp01RymwMRERGRJmzZskU49vb2lmsxGAcHB+EZzMDAQEgkEqXnK4+Pjw8aNWoEAHB1dZV5LzdVaNWqFUQikVBIx8XFYd68eWjdujX09fXRunVrfPLJJwgLC9NYRqr+at0zg0DRZvInT57EiBEjcPv2bYSHhyM8PLxUmzp16sDX1xeffvqpRjJu3LgRaWlpOHDgANLT09/aeB4AdHV18fXXX2PFihUaSEhERESkfJmZmQgNDQVQdOvlqFGj5LreyMgIYrFYFdEqZWZmhk2bNsHJyQlZWVlwcXHB8ePHNZKlpAsXLmDMmDGl7jaLj49HfHw8zp49Czc3tzJ/1ySqlTODAGBubo7r16/jf//7H/r06QMTExPUrVsXrVq1grOzM27duoU5c+ZoLJ+2tjb279+PmzdvYvLkyejSpQsaNmwIfX19tGnTBjNmzMDt27exevVq1KlTR2M5iYiIiJTp6tWrwmzeyJEjNZxGfo6Ojvj4448BACdOnMCxY8c0mufp06cYO3YsXr9+jblz52LPnj0ICAiAvb290MbT0xORkZEaTEnVVa2cGSymq6sLFxcXuLi4yHXdrl27sGvXLrnHq8qDxN27d8f+/fvlvo6IiIioJrp7965w3L17d5WOFRISIld7WR/L2bZtG2xsbJCbm4v58+dj0KBBMDY2rkJCxfn5+aFx48Y4d+4cunXrJrzv5OSEdevWYeXKlZBKpTh//jx69OihkYxUfdXqYpCIiIiIqpeMjAzh2NzcvMK2ERERePXqVYVtbGxsyl2FdNiwYXJlk/UP+23atIGHhwdcXV3x/PlzuLq6Ytu2bXKNpSwSiQReXl6lCsFiS5YsgYeHBwoLCxETE6OBdFTdsRgkIiIiIrV5+fKlcFy8EEx5XFxcEB0dXWGb3bt3l7uvtCotXrwYQUFBiI6Oxk8//YTJkydjwIABas9hamqKadOmlXlOX18fFhYWePbsGbfCoDLV2mcGiYiIiKj6KXk7ZVnbaymTVCqV6yUPHR0d7NixA9ra2pBKpZg9ezZev36tou+kfO3bt4e2tna55ys6R8RikIiIiIjUxtTUVDhOTEyssG1UVFSZRduTJ09UHVMm3bp1E7YLi4mJ0ciKnS1atFD7mFR7sBgkIiIiIrXp2rWrcHzt2rUq9ZGenq6sOApbs2YNWrVqBQDYsGFDqQVy1OHf+2UTyYPFIBERERGpTd++fYVts/bv34+cnBy5+4iKilJ2rCozMDCAv78/ACA/Px/Ozs7C1hlE1R2LQSIiIiJSGwMDA4wdOxYAkJKSgk2bNsl1vUQiQUBAgCqiVdnQoUPh4OAAAIiMjISvr6+GExHJhquJEhEREalQVWa+1EkT+VxdXXHw4EFIpVKsX78eM2fOLHd7iH/bsGFDtdxAffPmzfj111+RkZEBNzc39OrVS9ORiCrFYpCIiIhIhfz8/DQdodrp3Lkzli5dig0bNkAsFsPW1hbBwcFo3bp1hdcFBQVh1apVakopH1NTU2zZsgUODg7Izs5GWFiYpiMRVYrFIBERERGpnaenJ+7cuYPQ0FDExsbC2toaCxcuxLRp09C+fXuhnVgsxp07d7B69WqcO3cOAODk5IQ9e/ZU+mxeSEiI3Lns7OzkvqbY1KlTERgYWKVxiTSBxSARERERqZ2uri5Onz6NOXPmYNeuXcjNzYWXlxe8vLxgamqKJk2aQCwWIyEhQdgDUFdXF56enli2bBmio6MrXUhm2LBhcudSdHN2f39/WFtbIzs7W6F+iNSBC8gQERERkUbo6uoiICAA4eHhGDhwoLBBekZGBu7du4f4+HhIpVLo6enB3t4eDx48wLJlywAAgwYN0mT0crVs2VIj+w0SVYVIquifP0jjmjVrhuTkZDT9f+3dd3hUZfr/8c+kkoQSAhJK6KEFEQSpIk2UdVWKoiJYwLIoARU7NrCsBcVFJF/rCiq4qCigrA2kgwiCKBgIEAiBAKEGCKSQzPn9kV/OzpCZySQkGTLn/bquXNeZOc95zj2TJydzz3lKgwbat2+fT2LYsmKN5i75yem5of2u1sW9elg6FgCAtdjtdmVlZfk6jPMWFhamgICKv2dw9OhRrVq1SmlpacrIyFCtWrXUqFEj9erVSxERERUeD1AZlSQ3oJsoAABAGQkICCBpOQ+1atXSoEGDfB0GYBl0EwUAAAAACyIZBAAAAAALopuoH0lPT1dcXJzLffHx8YqPj6/giAAAACBJn3zyie6+++7zrueOO+7Qv//97zKICJVZQkKC2zVM09PTva6HZNCPREdHKzEx0ddhAAAA4BwDBw7Upk2bzrueyMjI864DlZ+nGz2FE8h4g2QQAAAAKGeRkZEkcrjgMGYQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsKMjXAaDspKenKy4uzuW++Ph4xcfHV3BEAAAAAMpaQkKCEhISXO5LT0/3uh6SQT8SHR2txMREX4cBAAAAoBx5utETExOjtLQ0r+qhmygAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFhQkK8DQNlJT09XXFycy33x8fGKj4+v4IgAAAAAlLWEhAQlJCS43Jeenu51PSSDfiQ6OlqJiYm+DgMAAABAOfJ0oycmJkZpaWle1UM3UQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsKAgXweAspOenq64uDiX++Lj4xUfH1/BEQEAAAAoawkJCUpISHC5Lz093et6SAb9SHR0tBITE30dBgAAAIBy5OlGT0xMjNLS0ryqh26iAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQUG+DqAiZGRkKDk5WZmZmapfv75iY2Nls9l8HZaTw4cPa/fu3crJyVHDhg3VpEkTX4cEAAAAwI/59Z3BHTt2aODAgbrooot02WWXqU+fPmrZsqWaNGmiKVOmyG63l+n5vvvuO9lsNo0aNcrrY9avX6++ffsqOjpaXbt2Va9evdS0aVO1adNGH3/8cZnGBwAAAACF/DYZXLVqlTp06KBvv/1WeXl5TvtSU1P16KOPasiQIcrPzy+zc86ePbtE5b/44gv16NFDy5Ytk2EYTvu2bdumkSNHauzYsWUWHwAAAAAU8stk8OjRoxoyZIjOnDmjwMBAvfjii9q3b59Onz6tpUuXqmPHjpKkb775Ri+++GKZnPPnn3/W559/7nX5bdu26c4771ReXp7Cw8OVkJCgQ4cO6eTJk1q4cKGaNm0qSUpISNDMmTPLJEYAAAAAKOSXyeBrr72mI0eOSJKmTZumZ555Rg0aNFB4eLj69OmjZcuWmcnWlClTzLIldfbsWW3cuFHjx4/X4MGDS3SX8bnnnlN2drakgjuEY8aM0UUXXaRq1arp2muv1YoVKxQZGWmWzc3NLVWMAAAAAOCK3yWDdrtdM2bMkCQ1a9ZM999/f5Ey1apV08SJEyVJmZmZJbqjV2jYsGEKDw9Xp06dNHXqVGVmZnp97LFjx/T1119Lkvr27atrr722SJmYmBg99NBDkqS9e/dq0aJFJY4RAAAAANzxu2Rw7dq15p2+YcOGuZ01dOjQoQoKKphMdeHChSU+T3p6epGxiN764YcfzLuIt956q9tyjvtKEyMAAAAAuON3yeDGjRvN7e7du7stFxERofbt2xc5xls//fSTsrOznX7KOsaWLVuqdu3apY4RAAAAANzxu2Rw27Zt5naLFi08lm3evLkk6dChQ8rIyCjReYKDgxUaGur0U5oYC2Nwp1mzZpKkpKSkEsUHAAAAAJ743aLz6enp5nbdunU9lnXcf/DgQXPClvJWGGNkZKTCwsI8li2M8cSJE8rOzlaVKlXcljUMQydPnix1XCVNagEAAACUrZycHOXk5JT6+HOXrPPE75LB06dPm9vh4eEeyzrudzyuvBWeq7j4zi1z+vRpj8ng/v37VaNGjVLHNXHiRE2aNKnUxwMAAAA4P6+88oqef/75CjmX3yWDjll0YGCgx7KFE8hIUlZWVrnFdK7CGIuLTypZjPXr19fWrVtLHRd3BQEAAADfmjBhgh5++OFSH9+mTRvt37/fq7J+lww63knLzc31eCfNMXEsrrtmWSqM0Zu1A0sSo81mU/Xq1c8vOAAAAAA+c75Dt9ytpuCK300gU7VqVXO7uPFzjvsdjytvhefyZnyfr2IEAAAA4N/8Lhls1KiRub1v3z6PZQv322w2NWjQoFzjclQYY1ZWlo4dO+axbGGMtWvXphsnAAAAgDLjd8lg69atze3Nmzd7LJuYmChJatiwYYXedfM2xtzcXCUnJ0uS4uLiyj0uAAAAANbhd8lgz549ze1ly5a5LZeamqrdu3dLknr06FHeYTnxNsa1a9eai9lXdIwAAAAA/JvfJYMtWrRQmzZtJElz5851u5j8Rx99ZG4PGTKkIkIz9e7d21wC4uOPP1ZeXp7Lcr6MEQAAAIB/87tkUJI5FWtmZqbGjRtXZOHFTZs2afLkyZKkpk2bVniiFRISorFjx0qSdu/erYkTJxYp88MPP+jTTz+VVHAnsUuXLhUaIwAAAAD/5pfJ4MiRI9W1a1dJ0qxZs9S3b1/NnDlTX3/9tZ588kn16tVLWVlZCggI0LRp0xQcHOx0/KhRo2Sz2WSz2cptwcfHHntMzZs3lyS9/PLLGjJkiGbPnq0vv/xSY8eO1cCBA2W321WlShVNnTq1XGIAAAAAYF1+t86gVLBQ+4IFC/T3v/9dGzdu1PLly7V8+XKnMiEhIZo2bZquu+46n8RYo0YNLVy4UNddd52Sk5M1f/58zZ8/36lMtWrVNGvWLHXq1MknMQIAAADwX355Z1CSoqOjtXbtWk2fPl09evRQrVq1FBoaqqZNm+ree+/Vhg0bNHr0aJ/G2Lp1a23atEkvv/yyOnbsqMjISIWFhally5YaP368Nm/erIEDB/o0RgAAAAD+yS/vDBYKDg5WfHy84uPjS3TcjBkzNGPGjBKf79yxid6oWrWqJkyYoAkTJpT4WAAAAAAoLb+9MwgAAAAAcI9kEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALCjI1wGg7KSnpysuLs7lvvj4eMXHx1dwRAAAAADKWkJCghISElzuS09P97oekkE/Eh0drcTERF+HAQAAAKAcebrRExMTo7S0NK/qoZsoAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYUJCvAwAqgpF5WnnHjvk6DFNgZKRsAXwXAwAAAN8hGYQlnPrn69pxdK+vwzC1WLNaQVFRvg4DAAAAFsatCQAAAACwIJJBAAAAALAgkkEAAAAAsCDGDMLv2CIiijxX/ZVJanFxax9EI+UfP65d117nk3MDAAAA7pAM+pH09HTFxcW53BcfH6/4+PgKjsg3bLaizwVUjWDCFgAAAPiFhIQEJSQkuNyXnp7udT0kg34kOjpaiYmJvg4DAAAAQDnydKMnJiZGaWlpXtXDmEEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsCCSQQAAAACwIJJBAAAAALAgkkEAAAAAsKAgXweAspOenq64uDiX++Lj4xUfH1/BEQEAAAAoawkJCUpISHC5Lz093et6SAb9SHR0tBITE30dBgAAAIBy5OlGT0xMjNLS0ryqh26iAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQUG+DgBlJz09XXFxcS73xcfHKz4+voIjAgAAAFDWEhISlJCQ4HJfenq61/WQDPqR6OhoJSYm+joMAAAAAOXI042emJgYpaWleVUP3UQBAAAAwIJIBgEAAADAgkgGAQAAAMCCSAYBAAAAwIJIBgEAAADAgkgGAQAAAMCCSAYBAAAAwIJIBgEAAADAgkgGAQAAAMCCSAYBAAAAwIJIBgEAAADAgkgGAQAAAMCCSAYBAAAAwIJIBgEAAADAgkgGAQAAAMCCSAYBAAAAwIJIBgEAAADAgoJ8HUBFyMjIUHJysjIzM1W/fn3FxsbKZrOVWf2ZmZlKTk7W8ePHFR0drRYtWigoyBJvLQAAAIBKyq/vDO7YsUMDBw7URRddpMsuu0x9+vRRy5Yt1aRJE02ZMkV2u/286j948KBuu+021alTRx06dFDfvn0VFxen+vXr6+mnn1ZOTo7H41u0aCGbzebVz/Lly88rVgAAAABw5LfJ4KpVq9ShQwd9++23ysvLc9qXmpqqRx99VEOGDFF+fn6p6k9KStIll1yi2bNnKysry2nf4cOH9fLLL6tXr146c+aMy+Pz8vKUkpJSqnMDAAAAwPnyy2Tw6NGjGjJkiM6cOaPAwEC9+OKL2rdvn06fPq2lS5eqY8eOkqRvvvlGL774Yonrz83N1cCBA3X48GFJ0oMPPqjk5GSdOXNG69atU//+/SVJ69at05gxY1zWsXv3bjNJfeGFF/TDDz94/LnkkktK81YAAAAAgEt+ObDttdde05EjRyRJ06ZNc0rI+vTpo2XLlql9+/bavXu3pkyZorFjx6p27dpe1//hhx9q+/btkqTHHntMkydPNvd17txZ33//vXr27Klff/1Vn376qR5//HHFxcU51bFjxw5z+6abblLr1q1L9VoB+CG7Xco65usoKoewKCnAL7/XBACg3PldMmi32zVjxgxJUrNmzXT//fcXKVOtWjVNnDhRI0eOVGZmpj7//HPFx8d7fY4PP/zQrOe5554rsj8oKEivvfaa+vTpY8bz+uuvO5UpTAYDAwPVrFkzr88NwAKyjkmvN/d1FJXDY8lShPdf5gEAgP/xu69T165da94VHDZsmNtZQ4cOHWrO+Llw4UKv69+/f79+//13SdL111+vqlWruizXu3dv1atXz239hclgkyZNFBIS4vX5AQAAAKAs+F0yuHHjRnO7e/fubstFRESoffv2RY4pq/olqUePHpIKJps5ffq0077CZLBly5aSCiaUSU5O1sqVK3XgwAGv4wEAAACA0vC7ZHDbtm3mdosWLTyWbd68oBvWoUOHlJGRUW71G4bhNEZQkjnmsGbNmnryyScVGRmp2NhY9erVS/Xr11ft2rU1cuRIc5IaAAAAAChLfjdmMD093dyuW7eux7KO+w8ePKjIyMhyrb9Qbm6uUlNTJUmfffaZy2OPHj2qjz/+WAsXLtTHH3+sa6+9ttjYDMPQyZMniy3nTmhoqEJDQ0t9PIByFL9OCq/l6yh868xRKaGLr6MAAKBc5eTkFLteuSeGYXhd1u+SQcfumOHh4R7LOu4/txtnedafnJzstOD9kCFDNHLkSHXu3FkBAQHavHmzJk+erEWLFuno0aO67bbblJiYaI5BdGf//v2qUaOGV6/DlYkTJ2rSpEmlPh5AOQqvxUQpAABYwCuvvKLnn3++Qs7ld8mgYxYdGBjosWzhBDKSiiwcX571Jycnm/uefPLJImsdRkdHq3///ho/frymTp2qjIwMjR07Vl999ZXH89WvX19bt2716nW4wl1BAAAAwLcmTJighx9+uNTHt2nTRvv37/eqrN8lg45343Jzc1WlShW3ZR0Tu7CwsFLV74m7+q+77jqdPXu22HP985//1Ny5c7Vv3z7Nnz9fR44c8bgeos1mU/Xq1YutFwAAAMCF6XyHbrlbTcEVv5tAxnGph+LGzznud7dEREXX7yg8PFzXXHONpIL1E0sy6ykAAAAAeOJ3yWCjRo3M7X379nksW7jfZrOpQYMG5Va/JDVs2NCr+s/VunVrc/vo0aOlqgMAAAAAzuV3yaBj8rR582aPZRMTEyUVJGre3rkrTf1BQUGKjY31qv5z5eXlmdt0AQUAAABQVvwuGezZs6e5vWzZMrflUlNTtXv3bkn/WxzeG507dzb78HqqPysrS+vWrZMkXXbZZQoJCTH39evXT+3atdPtt99e7PkcJ4QpXKAeAAAAAM6X3yWDLVq0UJs2bSRJc+fOdbuY/EcffWRuDxkyxOv6q1atqn79+kmSli9fXmQx+UKff/65uZzEufXHxcVpy5Ytmj17tpKSktye69ChQ1qwYIGkgkSwuEXuAQAAAMBbfpcMSjKnYs3MzNS4ceOKLLy4adMmTZ48WZLUtGnTEiWDjvUbhqHRo0cXWRQyNTVVTz75pCSpRo0auueee5z2jxgxwjz+lltu0YkTJ4qcIyMjQ3fddZeOHz8uSZo2bVqJYgQAAAAAT/wyGRw5cqS6du0qSZo1a5b69u2rmTNn6uuvv9aTTz6pXr16KSsrSwEBAZo2bZqCg4Odjh81apRsNptsNpvLBR/79++vG2+8UZK0dOlSdevWTe+9957mz5+vl156SZ07d1Z6erok6eWXX1ZUVJTT8d27d9dDDz0kSfrjjz/UokULPffcc/r888/16aefasKECWrTpo3++9//SpLuuOMODRgwoEzfIwAAAADW5nfrDEoFE7YsWLBAf//737Vx40YtX75cy5cvdyoTEhKiadOm6brrrivVOT7++GOdPHlSixYt0qZNm3Tfffc57bfZbHr66ac1ZswYl8e/8cYbOnTokD777DMdPny4yMLzkhQcHKwJEybo6aefLlWMAAAAAOCOX94ZlKTo6GitXbtW06dPV48ePVSrVi2FhoaqadOmuvfee7VhwwaNHj261PVHREToxx9/1CeffKIrr7xSderUUUhIiBo2bKjhw4dr5cqVLhO8QoGBgZo9e7bWr1+v4cOHq0OHDqpZs6bCwsLUvHlz3XXXXdq4caOef/55p8lnAAAAAKAs+OWdwULBwcGKj49XfHx8iY6bMWOGZsyYUWw5m82m22+/3atZQd257LLLNHv27FIfDwAAAACl4bd3BgEAAAAA7pEMAgAAAIAFkQwCAAAAgAWRDAIAAACABZEMAgAAAIAFkQwCAAAAgAWRDAIAAACABZEMAgAAAIAFkQwCAAAAgAWRDAIAAACABZEMAgAAAIAFkQwCAAAAgAWRDAIAAACABQX5OgAAALxhtxtFvsHMOHJA9tM5PonnXJG16iogMNDXYQAA4DWSQQBApZCRlauoc56LnNHTJ7G4cmxMoqLqNPB1GAAAeI1kEADglt1u6PiZXF+HIUk6ceZskWQQAACUHskgAMCt42dy1emlxb4OQ5IUpZPaWMXXUQAA4D9IBv1Ienq64uLiXO6Lj49XfHx8BUcEAAAAoKwlJCQoISHB5b709HSv6yEZ9CPR0dFKTEz0dRgAUC6Oq6o6Zr/r9Nzc+7orMjy4wmM5dSxdjef0rfDzAgAgeb7RExMTo7S0NK/qIRkEAFQKhgJ0TNWdnqtRu56iqob6KCIAACo3kkEAQIksfriXaoaH+DoMSbpg4gAAoDIiGQQAlEjN8BDV4m4cAACVHskgANjtUtYxX0fxP2eO+joCAABgASSDAJB1THq9ua+jAAAAqFABvg4AAAAAAFDxSAYBAAAAwIJIBgEAAADAghgzCACuxK+Twmv5Oor/CYvydQQAAMDPkAwCgCvhtaSI2r6OApVIRtZZGZk5vg7DVDM8RAEBNl+HAQC4gJEMAgBQBoa+84uOqbqvwzBteKY/60ECADxizCAAAAAAWBDJIAAAAABYEMkgAAAAAFgQYwYBACihyLCQIs8tfriXjHDfTDp0/Eyu+r+5wifnBgBUXiSDAACUkKtZOqMiQqUIJmwBAFQedBMFAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAAC2LReQC4wNjtho6fyfV1GJJ0wcQBAADKHskgAFxgjp/JVaeXFvs6DAAA4OdIBgEA8EMX0l3dmuEhCgiw+ToMAMA5SAb9SHp6uuLi4lzui4+PV3x8fAVHBADwlf5vrvB1CKYNz/RXraqhvg4DAPxGQkKCEhISXO5LT0/3uh6SQT8SHR2txMREX4cBAAAAoBx5utETExOjtLQ0r+ohGYQlZJ49o2PZx3xybnv28aLPGXYfRILKbPHDvVQzPMTXYUjSBRMHAAA4PySDsIRX1rys1L/2++TcVbMMTQ117h51IjtDF6m2T+JB5VQzPIRudgAAoEyRDMIS2p/opPYnOvns/AuGOD++OzvHN4EA8Es1w0O04Zn+vg5DUsHENRfSeEUAgHskgwAAVHIBATbuHAMASizA1wEAAAAAACoeySD8TtWQCF+HAAAAAFzw6CYKvxMeGq4R2Vc4PRd2W1PVbBrtk3jSUpL02Zff+OTcAAAAgDskg/A7NptNYXKe+j6sSpgiInxzxzCsCuN4AAAAcOGhmygAAAAAWBDJIAAAAABYEMkgAAAAAFgQySAAAAAAWBDJIAAAAABYEMkgAAAAAFgQS0sAAFAWzhz1dQTOwqKkAL7zBQC4RzIIAEBZSOji6wicPZYsRdT2dRQAgAsYXxkCAAAAgAWRDAIAAACABZEMAgAAAIAFMWYQAICSCosqGJN3oThz9MIbswgAuOCRDAIAUFIBAUzOAgCo9EgGAfiG3S5lHfN1FAUutCUBAAAAKgDJIADfyDomvd7c11EAAABYFhPIAAAAAIAFkQwCAAAAgAWRDAIAAACABTFmEMCFI36dFF7L11EUCIvydQQAAADlimTQj6SnpysuLs7lvvj4eMXHx1dwREAJhddiun7ADx0/k+vrEEw1w0MUEGDzdRgAcF4SEhKUkJDgcl96errX9ZAM+pHo6GglJib6OgwAAJz0f3OFr0MwbXimv2pVDfV1GABwXjzd6ImJiVFaWppX9TBmEAAAAAAsiGQQAAAAACyIbqIALM9uNy6oMU0XUiwAAMB/kQwCsLzjZ3LV6aXFvg4D8As1w0O04Zn+vg5DUsHf9oU0XhEALjQkg7CE7DP5yjrlm7st2WfyizxnGIYPIgGA8hcQYGOCFgCoJEgGYQn/TfhDZ21hPjm33ZYrRTs/l5Nl90ksAAAAQCEmkAEAAAAAC+LOIAC4sPjhXqoZHuLrMEwXUiwAAMA/kAwCgAs1w0MY9wQAAPwaySD8Tkh4sLLOee7GxzoqPLqWT+LZvTVRX3znk1MDAAAAbpEMwu/YbLYiz4VGhCismm+62QWHMTQXAAAAFx4+pQIAAACABZEMAgAAAIAFkQwCAAAAgAWRDAIAAACABZEMAgAAAIAFkQwCAAAAgAWxtAQAAP7ozFFfR/A/YVFSAN8/A8CFhmQQAAB/lNDF1xH8z2PJUkRtX0cBADgHX9MBAAAAgAWRDAIAAACABdFNFAAAWMbxM7m+DsFUMzxEAQE2X4cBwMJIBgEAqOzCogrG5V0Izhy9sMYrnqP/myt8HYJpwzP9VatqqK/DAGBhJIMAAFR2AQFM0AIAKDHGDAIAAACABZEMAgAAAIAF0U0UAAD4pZrhIdrwTH9fhyGpYOKaC2m8IgBIJIMAAMBPBQTYmKAFADwgGfQj6enpiouLc7kvPj5e8fHxFRwRAAAAgLKWkJCghIQEl/vS09O9rodk0I9ER0crMTHR12EAXrHbjSKDlo+dzpFh5FR4LBfSumMArONCuvaw5iFQuXi60RMTE6O0tDSv6iEZBOATGVm5ijrnuf5vrtAxVfdJPABQ0S6kMYSseQhYE7OJAgAAAIAFkQwCAAAAgAWRDAIAAACABTFmEMAFY+793VWjVj1fhyGpYDIFACgrrHkI4EJEMghYid0uZR3zdRSSpAAXcUSGBSuKCQwA+CHWPARwISIZBKwk65j0enNfRyFJivR1AAAAABbHmEEAAAAAsCCSQQAAAACwILqJAj5gnDylvGM+GLt35riU7fwdUGCoXTZbxYcCAAAA3yIZhCUYWXnKz8z1zcmz7UWeynjgCe04fdQHwUhSXadHLb75WEENmlV4FMdO5xSZzW5RWFSFx+EoJydHr7zyiiZMmKDQUCZ6QOVDG0ZlRvtFZVZZ2y/JICzhxPvbdcJnZ8+Vqjg/YwsJk077JpoiwmtKEbUr/LSGkaNjqu78pM23PddzcnL0/PPP6+GHH65UF3KgEG0YlRntF5VZZW2/jBkEAAAAAAsiGQQAAAAAC6KbKOADkdNeV9PmjSr8vPn7d2nX0Nsr/LwALO6Mr8ZIuxAWJQXwXfi5jp/x0bh6B6dO5yogrLqOnc5V1aqGAgKY3QwobySD8Du28EDN3zPN6bmRb76rsGrVfBLP7uQUaZ7zc7bq1RQUVfGTpdgzi34gyziTK1tmToXHciF88ABQQRK6+DqC/3ks2SfjpC90507o5SsNH/hMfd76VRue6a9aVSvPuCugsiIZhN+x2WzKsWc5PRcQEaTAqiG+CahKoG/O68LJ7KIJ2I3v/KI9oSkVHwwAAAB8yhLJYEZGhpKTk5WZman69esrNjZWtjJcWC0zM1PJyck6fvy4oqOj1aJFCwUFleytPXz4sHbv3q2cnBw1bNhQTZo0KbP4AAAAAOBcft1pfseOHRo4cKAuuugiXXbZZerTp49atmypJk2aaMqUKbLbi67/VhIHDx7Ubbfdpjp16qhDhw7q27ev4uLiVL9+fT399NPKySm+69369evVt29fRUdHq2vXrurVq5eaNm2qNm3a6OOPPz6v+AAAAADAHb+9M7hq1SoNGDBAZ86cKbIvNTVVjz76qFasWKGvv/5agYEl78aXlJSkK664QocPHy6y7/Dhw3r55Ze1ePFiLV26VOHh4S7r+OKLLzRixAjl5eUV2bdt2zaNHDlS69ev1/Tp00scH7yXkJCg+Ph4X4fhtcoWL8pXZWsPlS1eqXLG7FNhUQXj8rz074/+rbvvurt8YjlztMzHK1a29uAq3prhIdrwTH8fRVTU8TO5RcYsXkjjymuGh7idzMYf2sOFrLLFWxnZDMMwfB1EWTt69Khat26tI0eOKDAwUJMmTdKoUaNUs2ZNrVu3To888og2btwoSZo4caImTZpUovpzc3PVrl07bd++XZL04IMP6oEHHlC9evW0ZcsWPfXUU1q8eLEk6c4779TMmTOL1LFt2zZdeumlys7OVnh4uF5//XXddNNNqlKlilasWKFx48Zp9+7dkqQZM2Zo5MiRbuOJiYlRWlqaGjRooH379pXotZSVLSvWaO6Sn5yeG9rval3cq0eFx3Lm5Am9c+8Ip+fu/2C2wqvXcFk+Li5OiYmJ5RbPzm07NGvObKfnbhsySLGxDUtV3+U9L9fqVatLdezRnUk6dMs9Ts+FfP4fRTZvU6r6vNGzZ0+tWrXKq7Ke/uFWhJMnT6pGjRo6ceKEqlev7rM4SqK8229Zq2zxSpUrZtrwOU4fkV5v7vxc/DopvFapqzyfa3ARFTCzaWVov0czc9TppcW+DsMtT5PZVIb31xHxlp8L6fpbktzAL+8Mvvbaazpy5Igkadq0aRozZoy5r0+fPlq2bJnat2+v3bt3a8qUKRo7dqxq1/Z+ZrEPP/zQTAQfe+wxTZ482dzXuXNnff/99+rZs6d+/fVXffrpp3r88ccVFxfnVMdzzz2n7OxsSQV3CK+99lpz37XXXqv27durXbt2ysjI0HPPPafhw4crJMRHE6Dg/ORkFn3uq7ulAO+/OXe0epCKfrjxUo3sAB1SXefnwoLLdcY2W+5pZoQDcOE4zzuF53MNLoKZTQH4mN+NGbTb7ZoxY4YkqVmzZrr//vuLlKlWrZomTpwoqWDyl88//7xE5/jwww/Nep577rki+4OCgvTaa68ViafQsWPH9PXXX0uS+vbt65QIFoqJidFDDz0kSdq7d68WLVpUohhxYcsMCNAxH/xkuLjrZjfOb+wsAAAAKie/uzO4du1a867gsGHD3M4aOnToUN1zzz3Ky8vTwoULve6PvH//fv3++++SpOuvv15Vq1Z1Wa53796qV6+eDhw4oIULF+r111839/3www/Kz8+XJN16661uz3XrrbeaXVgXLlzoMmlEUfb//946yjh8QNnZLu7QSYqsGqpjh9LKLZ7ME8eKPPdM7bo6EF7xPbSrZhmaGuqc/J3MOak6FR4JAEBniq79WtZqhuYXdJctTgV0Wa2sPI1fNEIidNQHa/WWVlnG6+uhHSgbfpcMFo4FlKTu3bu7LRcREaH27dtrw4YNTseUVf2S1KNHD3311VdKSkrS6dOnFRERUaI6WrZsqdq1a+vIkSMlivFCceZURrkmWe4cSS3a/TL0wz6qElh0oh5JWny1pGntyy2eEHtTKcQ5kb/syGXldr7iLBji/LjHHzuUnVF+F/O2dWO0ZcWacqu/LGVnZalnm3ba/st6VQkL83U4XqlM769U+eKVKlfMtOFz5GRKp1uVT91lYfLt5X6K9/rX0JZJfy++YJ8npJBq5R6PK4bd0BdX2JSdna1XXnlVEyY8qSpVqvgkljO5+XpvhfPniGdf2eG2fIe+IzT22XfKO6wyU5bxjr6iucJDy3ct5csaNdG6/35XrucoK4XDvyobv0sGt23bZm63aNHCY9nmzZtrw4YNOnTokDIyMhQZGVnm9UuSYRjasWOHOnToUKSOwjLuNGvWTEeOHFFSUlKxsV1owpdNUtT6io+7Sl6wpG5Oz83c5bvkKzi4qhTrs9MXa01yipScUm71t+3Vo8jkQheyK2++QQt/WenrMLxW2d7fyhavVPlipg2fI8KLRAjS+s2+jkCS1PW6v2vJ5j99GkMr1/PN4RzL/txQ7udo1q2Lvlu/rtzPY2V+lwymp6eb23Xr1vVQ0nn/wYMHvUoGz6f+c+uIjIxUWDHf3BbWceLECWVnZ7v8puzQoUOSpAMHDqhBgwbFvAL33HWp9cbZ3FxlnfONyDtGtoJtru/GlSdDNp3O+7nCz+ueTfagyvGtFgAAAEqvTZs25/WZutD5LPhQmHcU5gie+F0yePr0aXPb3fp+rvY7Hlfe9RduF3e8qzpcJYOF4w/tdrv2799fbJ0V5ZTPzmxIqpy36gEAAFB5XUifxfNdzKNxLr9LBnNy/jcotrjF5IOC/vfys7KyKqz+wjq8WezemxirVKmi7OxsBQYG6qKLLiq2TnfK4lsMAAAAAOfnfO4MHj58WPn5+V6NvfW7ZNDxTlpubq7HN8ExsSuuu6a7+j1xV39hHcUd722M3t7VBAAAAIBCfjeHsONSDydPnvRY1nG/uyUiyqP+wu3iji9tjAAAAABQHL9LBhs1amRu79u3z2PZwv02m83riVdKU78kNWzYsEgdWVlZOnas6Bp0ruqoXbu2QkNDvYoRAAAAAIrjd8lg69atze3Nmz1Pk5yYmCipIFHz9q5baeoPCgpSbOz/1hbwto7c3FwlJxesdRMXF+dVfAAAAADgDb9LBnv27GluL1u2zG251NRU7d69W1LB4vDe6ty5s3mHzlP9WVlZWreuYF2Uyy67TCEhISWOce3ateYCliWJEQAAAACK43fJYIsWLdSmTRtJ0ty5c5WRkeGy3EcffWRuDxkyxOv6q1atqn79+kmSli9frh07drgs9/nnn5sTu5xbf+/evVWjRsGKph9//LHy8lyvxVfaGAEAAACgOH6XDErSww8/LEnKzMzUuHHjikzNumnTJk2ePFmS1LRp0xInWoX1G4ah0aNHO834KRXcdXzyySclSTVq1NA999zjtD8kJERjx46VJO3evVsTJ04sco4ffvhBn376qaSCO4ldunQpUYwAAAAA4InNOJ9FLC5QeXl56tmzp3799VdJBXfiRo4cqerVq2vdunX6v//7P506dUoBAQFasGCBrrvuOqfjR40apZkzZ0qSJk2a5DJZGzp0qL766itJUocOHXTfffcpOjpaW7Zs0dtvv61Dhw5JkhISEjRmzJgix584cUKdOnUyxwQOHjxYQ4cOVUhIiJYvX673339fZ8+eVZUqVbRq1Sp16tSpzN6f8pKRkaHk5GRlZmaqfv36io2NZe1C+I39+/drz549kqTGjRurfv36Po4IKBnaMHwpJSVF+/btU2RkpFq2bOk0fKY4tF34Un5+vnbt2qVDhw6pRYsWqlOnTomOv+Dbr+GnDh48aHTs2NGQ5PInJCTEePfdd10eO3LkSLPcpEmTXJbJzMw0rrrqKrf122w245lnnvEY49atW43mzZu7raNatWrGggULzvu9KG/bt283rr/+eiMoKMgp/kaNGhlvvPGGkZ+f7+sQYWHZ2dnG5MmTjeuvv95o3bq1ER4ebrRq1cq48cYbjWnTphm5ubkej//++++Nzp07F/n77NSpk/Hf//63gl4F4Ozs2bNG165dPf6fKkQbhq/k5+cbb731lhEbG+vU9oKCgowbb7zRSE1N9Xg8bRe+9OeffxoDBgwwQkNDndpfVFSU8eSTTxonT570eHxlab9+mwwahmHk5uYa06dPN3r06GHUqlXLCA0NNZo2bWrce++9xubNm90e500yaBiGYbfbjU8++cS48sorjTp16hghISFGw4YNjeHDhxurVq3yKsZTp04ZL7/8stGxY0cjMjLSCAsLM1q2bGmMHz/eSElJKfFrrmgrV640wsPD3Sa0koyBAwcaeXl5vg4VFrRs2TKjRYsWHttn69atjeXLl7s8fsqUKR6PlWRMnjy5gl8VYBhPPPGEV/+naMPwlezsbOPqq6/22PYiIiKMjRs3ujyetgtfeuutt4zAwECP7a9u3brG9u3bXR5fmdqvXyeDKF9HjhwxateubUgyAgMDjRdffNHYt2+fcfr0aWPp0qVOd2YnTpzo63BhMYmJiUZERITZBnv06GG8/vrrxty5c43XX3/d6NGjh7mvatWqxo4dO5yOX7JkiREQEGBIMi666CLjs88+M44fP24cP37cmD17ttn2bTab8fPPP/voVcKKFi1aZNhstmKTQdowfOmOO+5w+lJ43bp1xunTp42dO3cajz76qNk2Y2Nji9xhoe3Cl9asWWP2douKijKmT59u7N6928jMzDQ2btxo3HnnnWbbvvTSS42cnByn4ytb+yUZRKk99thj5h9DQkJCkf0nT540mjZtan7YPnz4sA+ihFXddNNNZvscP358ke7KdrvdeO2118wyXbp0Mex2u7m/S5cuhiQjODjY+P3334vUv3HjRiM4ONiQZHTt2rW8Xw5gGIZhHDp0yKhbt67Tt8vukkHaMHxl1apVZvscMWKE07W10LPPPmuW+eCDD5z20XbhS/379zckGQEBAcbKlStdlvnHP/5htt9Zs2Y57ats7ZdkEKWSn59vfrPRrFkzlxd6wzCMmTNnmn8s06dPr+AoYVVnzpwxQkJCDElGw4YNjaysLLdlr7nmGrONrlmzxjAMw/jjjz/M50aNGuX2WMcu5Vu2bCnz1wE4stvtZnutX7++x2SQNgxfuvbaa80Pw+6+CD516pQRFhZmSDKuv/5683naLnzJbrcbkZGR5pfE7mzZssVsfw8++KD5fGVsv365tATK39q1a3XkyBFJ0rBhw9zOGjp06FAFBQVJkhYuXFhh8cHafv/9d+Xm5koqaJ9VqlRxW3bw4MHm9saNGyU5t9Vbb73V7bGO+2jfKG//+te/9P333yssLEwffPCBx7K0YfjKqVOntGjRIknS3/72N9WuXdtluapVq+rXX3/V2rVr9fzzz5vP03bhS4cPHzbXKG/YsKHbco0bNza3t2/fbm5XxvYb5NOzo9Iq/NAsSd27d3dbLiIiQu3bt9eGDRucjgHKU3p6urndrl07j2Xr1atnbmdlZUn6X/u22Wzq1q2b22O7d+8um80mwzBo3yhXGzdu1IQJEyQVJIVt27YttrxEG0bFW7Fihfll3M033+yxrKvrM20XvlSrVi2FhIQoNzdXmzdvdlvuzz//NLcdl4qojO2XO4MolW3btpnbLVq08Fi2efPmkqRDhw6Z37YA5al9+/aaOXOmZs6cqauvvtpj2fXr15vbLVu2lPS/9h0dHa1q1aq5PbZatWq66KKLJElJSUnnGzbgUmZmpoYNG6bc3FwNGTJEo0ePLvYY2jB85a+//jK3Y2Njze2UlBStXLlSiYmJysvLc3s8bRe+FBgYqOHDh0squOP31ltvFSmTnZ2tRx991Hw8YsQIc7sytl/uDKJUHO+81K1b12NZx/0HDx5UZGRkeYUFSJKaNWumZs2aFVtu//79SkhIkFTQZenyyy+X9L/2XVzbLixz6NAhHTx48DwiBtyLj4/Xjh07FBMTow8//NCrY2jD8BXHD7Z16tTRV199pWeffVZbt241nw8NDVW3bt00depUdejQwel42i587a233tLmzZu1YcMGPfTQQ/r555917bXXqnbt2tqxY4fee+89paSkSJJeeOEF9e3b1zy2MrZfkkGUyunTp83t8PBwj2Ud9zseB/jS7t27df311+vYsWOSpHHjxqlWrVqS/tdOi2vbjmVo2ygPs2bN0ieffKKAgADNmjVLUVFRXh1HG4avnDhxwtx+55139MYbbxQpk5OTo+XLl6tz5856+eWX9dhjj5n7aLvwterVq2vlypX6xz/+oVmzZunbb7/Vt99+61QmJCREc+bM0ZAhQ5yer4ztl26iKJWcnBxzOzAw0GPZwglkpP+NyQJ8JTc3V1OnTtUll1xidme66qqrNGnSJLNMYfsurm1L/2vftG2UteTkZI0ZM0aS9NRTT6l3795eH0sbhq+cOnXK3H7jjTdUtWpVvfrqq9q8ebMyMzO1ZcsWvfjiiwoNDVVeXp6efPJJ/fLLL+YxtF1cCN57770iCaCj3NxcvfLKK9qwYYPT85Wx/ZIMolQcv/EoHCjujmPiGBYWVm4xAcX56quvFBcXp/HjxyszM1OSdOONN2revHkKCQkxyxW27+LatvS/9k3bRlk6e/ashg0bplOnTql79+6aOHFiiY6nDcNX7Ha7uV2lShX98ssveuKJJ3TxxRcrIiJCbdu21TPPPKMFCxaY5R3HwdJ24WtjxozR+PHjdeLECXXo0EFfffWVUlJSlJmZqT///FMvvfSSqlevrvXr16t3795avny5eWxlbL8kgyiVqlWrmtsnT570WNZxv+NxQEXZtm2b+vXrp6FDhyo5OVlSweDuzz77THPnzlVERIRT+cJ2WlzbdixD20ZZeuqpp/Tbb7+pRo0a+uyzz5x6WHiDNgxfcWxH48eP18UXX+yy3IABA8wJvjZv3mx22aftwpe+++47vfPOO5Kkfv36acOGDbrhhhvUuHFjRUREqF27dnr66ae1Zs0ahYeH6/Tp07rjjjvM5K8ytl+SQZRKo0aNzO19+/Z5LFu432azqUGDBuUaF3Cu999/Xx07dtTSpUslFczg9cILLyg5OdntGkCF7Xvv3r3F1p+WlibJ83pEQEkcOHBAU6ZMkVQwNX9SUpJ+/PFHpx/Hb6J37txpPv/7779Log3DdxzHtfbq1ctj2a5du5rbhVP103bhS45ruCYkJCggwHWq1LZtW40dO1aSlJqaqh9//FFS5Wy/TCCDUmndurW5vXnzZnXs2NFt2cTEREkFjd3X337AWhISEsyLtSTdfffdevXVV90uglyodevWWrdunTIzM7Vnzx6nxWUdpaammt1N27RpU3aBw9Jyc3NlGIakgg8mxS0wP2vWLM2aNUuSNHjwYM2bN482DJ9p1aqVuV3chEd16tQxtw8dOiSJ6y98a8eOHZIKJpFxbMuudOnSxdwuXHi+MrZf7gyiVHr27GluL1u2zG251NRU7d69W5LUo0eP8g4LMM2dO1fjxo2TJNWsWVOLFi3Shx9+WGwiKHnfvh330b5xIaENw1ccvxx2XHPQFcc1iwt7DtF24UuhoaGSCiZ1OXv2rMeyjjPnFh5XKduvAZRSmzZtDElG1apVjePHj7ssM3HiREOSIcn4/PPPKzZAWFZ+fr4RGxtrts8tW7aU6Pj9+/cbAQEBhiSjZ8+ebsv17t3bkGQEBAQYBw4cON+wAa+lpKSY19ZJkyYV2U8bhq/k5uYakZGRhiTj8ssvN+x2u8tymZmZRqNGjczrdE5OjmEYtF341l133WVeW7///nuPZW+++Waz7IoVKwzDqJztl2QQpfbBBx+YfwS33XZbkQv+77//boSFhRmSjKZNmxq5ubk+ihRW880335ht87XXXitVHSNGjDDreO+994rsf++995zaP1CRiksGDYM2DN95/PHHzbb19NNPG/n5+U77s7OzjTvuuMMs88orrzjtp+3CV3799VcjKCjIkGTExMQYu3btclnu3XffNdtghw4dnNp4ZWu/NsP4/wMTgBLKy8tTz5499euvv0qSevfurZEjR6p69epat26d/u///k+nTp1SQECAFixYoOuuu87HEcMqxo4dq4SEBEkFawW567N/rvbt26tu3bqSpD179qhTp046evSobDab7rzzTl1zzTWy2+367rvvNGvWLBmGodq1a2vDhg1OkyoB5W3Pnj1q0qSJJGnSpEkul56gDcNXCqfkT0lJkSR169ZNN9xwg5o2bart27dr1qxZ2rp1qySpc+fO+uWXX5zWZaPtwpcmT56sJ554QlJB989Ro0apU6dOqlmzpnbt2qUFCxZo9erVkgrGFm7YsEGxsbHm8ZWu/foyE0Xld/DgQaNjx47mNxzn/oSEhBjvvvuur8OExfztb39z2yY9/cyZM8epnlWrVhl16tRxWz46OtpYs2aNj14lrMybO4OGQRuG7yQlJRnNmzf3eM298cYb3XaRo+3CV+x2u/HCCy8YERERHttv27ZtjeXLl7usozK1X+4M4rydPXtW77//vj777DMlJSUpMzNT9evXV//+/fXAAw+4XWMIKC8tW7Y0ZwQriTlz5uiWW25xeu7QoUOaNm2a5s+frz179shms6lx48YaPHiwHnzwQa8mpAHKmjd3BgvRhuErWVlZevfdd/XVV19p+/btyszMVJs2bdSuXTsNHTq02B5DtF340oEDBzR16lRt2rRJSUlJOnz4sGJjY9WqVStdffXVGjVqlNMd7XNVlvZLMggAAAAAFsTSEgAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMAAAAAYEEkgwAAAABgQSSDAAAAAGBBJIMA/Mby5ctls9nMn5tvvrlU9TRt2tSs4+effy7jKC8cjq9zz549vg7HL8ybN0+9e/dW7dq1VbNmTU2YMMHXIcEF2j5c2bNnj9P/kOXLl5e4jnP/D9G+cKEjGQTgt7788kv997//9XUYsIiXX35ZN9xwg1asWKGjR48qIyNDBw8e9HVYlca5H6Kff/55X4dUaTm+j3379vV1OAAuYCSDAPxafHy8zpw54+sw4Of27dunF1980XwcEBCghg0bqk6dOj6M6sLx8ccfm8nJqFGjfB0OAPjU888/f8F88UUyCMCv7dmzx+cXWvi/tWvXKjs7W5LUoEEDJScnKzU1Va+99pqPIwMAwD2SQQB+780339Sff/7p6zDgx3bs2GFu33zzzWrSpInvggEAwEtBvg4AAMpDnTp1FBUVpW3btikvL0+jR4/W6tWrFRDAd2Aoe7m5ueZ2jRo1fBhJ5dW7d28ZhuHrMPwC7yMAb/GpCIBfCgkJ0bvvvms+Xrt2rd5//30fRgQAAHBh4c4gAL/Vu3dvjRw5UjNnzpQkPfnkkxo8eLDq1q3r28C8lJeXp59//lnJycnKzMxUgwYN1L9/f0VHRxcpm5mZqZ9++kmpqamSpFatWqlDhw6qV69eic97+PBhLVmyRPv27VNAQIAaNGig3r17uzxvcbKysrR8+XKlpKToxIkTatSokZo1a6ZOnTopKKh0/4LsdrsWLVqkLVu2KDQ0VGPHji1VPY7279+vlStX6sCBA8rJyVF0dLTatm2ryy67TDab7bzrLws5OTlasmSJdu3apdOnT6tevXrq0aOHmjdvXuK6tmzZotTUVO3du1fHjx9X3bp11aBBA7Vs2VKNGzcudYwbN27U2rVrderUKd19992qXbt2qevyRkZGhpYuXap9+/bp7NmzatmypVq1aqXmzZuXeS+ApKQkrV+/XgcOHFBERISaNWumiy++WDExMSWqJysrS9u2bVNycrJ2796tmjVrqnnz5mrVqpXq169fpjGXlGEYWrVqlbZv366jR4+qadOmatmypdq3b1+pzuur11FaJ06c0M8//2xev5s2baqrrrpK4eHhpaovKytLS5Ys0e7du5Wdna3GjRurf//+qlmzZlmG7fbcZX3NLwtnz57VqlWrtHPnTh09elQNGjRQs2bN1LFjR4WFhZW63hMnTmjp0qXmsiStWrXSJZdcUqr/vcVJT09XUlKSkpOTdfjwYTVu3FjNmzdXXFxcqduKJMkAAD+xbNkyQ5IhyYiJiTEMwzCOHDli1KpVy3x+2LBhxdbTpEkTs/zixYuL7B85cqS5f+bMmcXWV1z5mTNnFtn/+eefG/Xq1TOfL/wJDg42HnnkESM/P98wDMPIz883/vnPfxrh4eFFyoaGhhrPPfeckZOTU+zrTElJMU6dOmWMGjXKCA4OLlJXQECAce211xpJSUnFvl7DMIzDhw8b9913n8u4Cn8/r776qnHq1Cm3daSkpJjlR44caRiGYWzbts24+OKLzecjIyO9isedNWvWGFdccYVhs9lcxlm3bl3jX//6l5Gbm+vyeFfHOP4Uxl0Sju0lJSXFsNvtxuuvv27Url3b5Tm6du1qrF27tth68/LyjNmzZxvt27d3G6/NZjMGDBhgLFq0yGNdhW2nSZMmhmEYxsmTJ40hQ4Y41bVp0yanNubqp0+fPi7rLXzt7qSmphrDhg1z2VYlGR06dDCWLl1abPzFnccwDOObb75xanPn/l0MHjzYWL16tcc6DMMwTp8+7fH3GBAQYNx+++3Grl27iq2rOMVdcxz3b9u2zTAMw/jhhx+MVq1auYytW7duXr3GksRVFuct6/ocrzmSjGXLlpX4NTr+HyqufR0/ftwYPXq0ERoaWiTWGjVqGK+88opht9uN3377zXz+tttuc1tfVlaW8dRTTxnVqlUrUl9YWJjx8MMPG7m5ucaRI0fM53v27Fni1+jK+Vzz09LSjICAALPsd99959U5R4wYYR5z1VVXuSxz6tQpY8KECUZkZKTLuGrVqmU89dRTxuHDhz2ey7ENGUbB9fSJJ54wqlatWqTO4OBgY9y4ccaRI0fc1lOS/xlJSUnG8OHDnd4jx5+LLrrImDp1qpGdne3V+1YkplIdBQAXIFfJoGEYxowZM5wunN9//73HenydDL7++uvF/sO4//77Dbvdbtx8883Fln3mmWeKfZ2bNm0y2rZtW2xd4eHhxSYKGzZsMC666KJi65JkXHrppUZaWprLes5NBv/6668iH6TPJxmcOnWq2yTw3J8rrrjCyMjIKFJHaf6xF8exvezcubNIkuXqJyAgwPjoo4881jt+/HivXmthffPnz3dbl2MymJmZaVx22WVF6iivZHDlypVG9erVvXodTz/9tMf4PZ0nPz/f+Mc//uHVeQIDA423337b7ft16tQptwnluT9Vq1Y1du7c6bYub5Q0GZwxY4YRFBTkMa7g4GBj3bp1ZRZXWZy3rOuryGQwJSWl2L8PqeALzHXr1pmP3SWDx44dMzp27Fhsfb169TL27dtnPi6LZLAsrvl9+/Y1y9x1113FnvPMmTNOidh//vOfImV2795txMbGehVXkyZNjMTERLfnKyzXrVs3Iycnx7jmmmuKrbNz585Fvkgs7phz/2csWrSo2DZd+HPNNdcU+765QjdRAH6vsKvo8uXLJUljxozRX3/9dV5dQ8rL999/ry+//FKS1LdvX/Xp00c1a9bU+vXr9dlnnyk/P1+S9M4772j37t364YcfJEn9+vVT3759VbVqVa1atUpfffWVWefkyZN13333qUGDBm7Pe8899+ivv/6SJHXr1k2DBg1S7dq1tWfPHs2dO1fbtm2TJJ05c0YDBw7Upk2b1LJlyyL17Nq1S/369dOJEyckSYGBgbr++uvNbjNbt27V8uXL9ccff0iSfv/9d/Xo0UN//vmnqlev7ja+U6dO6cYbb9SRI0cUFham66+/Xp06dSp1V5xZs2bpoYceMh+HhoaqT58+6tq1q2rVqqXffvvN7H4oSStXrtQNN9ygxYsXO3UbjY2NlSQdO3ZMx44dkyRFRUUpKipKks57ncFnnnlG8+bNkyQ1btxYw4cPV5MmTZSUlKRffvlFv/zyi6SCrrP33HOPYmJidNVVVxWpZ+7cufrXv/5lPo6KitKtt96q5s2bq3r16jpw4IBWrVqln376SYZhyG63a/jw4dq7d6/5WlwxDEP33XeffvvtN0lS//79dfnll6tu3bpq1KiRGjdurKCgIJ08eVKHDh2SJFWrVs3scuypTbqybds2/e1vf9Pp06clFYwN7tu3r7p3765atWpp69atmj17ttn+Xn75ZfXu3dvle1KcBx980GmccWxsrK666irFxcXp1KlT2rRpkxYuXKgzZ84oPz9f48aNk91u1wMPPFCkrjvvvFNbtmwxH3fp0kXXXHONYmJidOzYMf3yyy9asGCBDMNQZmamhg8frjVr1igwMLDEcZfUxo0bNXr0aOXl5alt27bq27ev2rZtq71792revHnaunWrpIJudrfeeqt27NhRJl2ny/q8vnodpXHmzBldddVVSklJMZ/r0qWLevbsqWbNmum3337TkiVLlJqaqjlz5igzM9NjfXa7XYMGDdLGjRvN5y6++GL17t1bcXFx2rx5s5YuXaqkpCStWLFC9913X5m9lrK65g8fPlxLly6VJM2fP1/vvfeex26l3377rfm+REZGavDgwU77jx8/rt69e5tdbyXp6quvVqdOndS4cWPt3LlTa9as0Zo1ayRJKSkp6tGjhzZt2lRsV/mnn35a33//vYKCgnTVVVepW7duioqK0pYtW/Tpp5+aaxuvX79er776qp599lnz2JL8z0hJSdGwYcOUl5cnqeB6d9NNN6lDhw6qUaOG9u7dqy+++EJJSUmSCj4/TJ8+veRDJ0qVQgLABcjdnUHDMIytW7caISEh5v4JEya4rceXdwalgu6dM2bMKFJu8eLFRe5khYaGGh9//HGxdX777bceX2fhz8SJE4uUy83NNe69916ncn379nX5Wq+44gqnb0U3b95cpIzdbjfef/99p291H3zwwSLlHL+lL3zdl19+udddVd05dOiQU5ehevXqGb/88kuRcqdOnTIGDx7s9Lrff/99l3VOmjTJLDNp0qTzis+xvRT+DBgwwGX3qk8//dSpi1nTpk1ddgvu3LmzWaZ79+5GZmamy3MvWbLEqFKlilnW3V30wrZT+Htp2LChxzvuju3R093S4u7YdevWzdxfq1YtY8WKFUXKHDp0yLj88svNcg0aNDDsdnuJzrN48WJzf2BgoPH666+77Cq8e/du4+qrrzbLRkREGHv37nUq49jFT5KRkJDg8rUvWLDA6e/7zz//dPs+FackdwZr1qxpSDKefPJJIy8vz6lcbm6ucddddznFfz53Lcv6vGVdX0XdGXz00Ued2tdbb71VpExmZqZx7bXXFrkWuLozOH36dKcyjz/+eJE2f/bsWeOee+4pUt/53hksq2v+sWPHnP5H//TTTx7P63htHjNmTJH9t99+u7m/RYsWxsqVK13W8/XXXxt16tQxyw4aNMhlucL9NWrUMGw2m1GnTh2XXdFTUlKMmJiYYt9fb/5njB071un/lKs2m5+fbwwdOtQs17FjR5d1eUIyCMBveEoGDcMwnn32WXN/cHCwsWXLFpf1+DoZfP75593W5XjRl2S88MILbss6dt174403PL5OyX130kJjxoxxKv/HH3847V+6dKm5r379+kZ6errH+j799FOnD0Tndh0694NZTEyM2/GPJfHyyy+bdYaEhBjJycluy9rtdqcP+61bt3ZZrjyTwZ49expnz551W37BggVO5efMmeO0Py8vz2msyV9//eXx/LfccotZ9pVXXnFZxrHt2Gw2lx8AHZVFMvjzzz87vc7ffvvNbT179+51Gjd1bnzFJYO9e/c297/00kseX1tWVpZTF9D777/faf/bb79t7uvQoYPHurp06WKWnTVrlseynpQkGZRkjB071m1dmZmZTuOuv/zyyzKJqyzOW9b1nXvNKYufc9vXiRMnnMbVTZkyxW3MeXl5Tl+ASEWTwfz8fKNRo0bm/nHjxrmtzzAM46abbipyfSmtsr7mDxw40Nz/j3/8w209GRkZTl+CnXstSE5ONq95VatWNbZu3eoxrmXLljldI3/99dciZc79va5fv95tfXPmzDHLRUREuCzjzf+MTp06mWWmTp3q9nyJiYlmudDQUI//L1xhaQkAlvHUU0+ZXTTOnj2r0aNHX3DrcVWvXl1PPPGE2/2XXXaZU9nHH3/cq7LFdTOqVq2aHnnkEY9lnnvuOaeutZ9//rnT/g8//NDcfuGFF4rtInnbbbfpiiuukCTl5+drxYoVHss//vjjCgkJ8VjGG59++qm5fccdd6hZs2Zuy9psNj3zzDPm423btpldIivKs88+67G71MCBA9WlSxfzsePrkwpmIR0zZozGjh2rxx57THFxcR7P17p1a6djizNkyBBdfPHFxZY7X//+97/N7QEDBqhTp05uy8bExOiaa64xHxfXthzt2LHD7FLeqFEjPfXUUx7LV6lSRW+99Zb5eMmSJU77Hd/D4mYynjJlimbNmqVZs2ZV2MyXERERTm3c1X7Ha0lhF90L7by+eh0l9cUXX5jdCGvVquWxy2ZgYKAeffRRj/UVdieVpODgYI//EyR5/P9SUmV9zb/11lvN7Xnz5pnDIs41b9488++qXbt2Ra4FH330kex2uyTpoYcecrqmudK7d2+NGDHCfHzu3/C5brzxRqe25Kq+QufTzry9drRs2dK8bvz73//W2bNnS3QekkEAllGlShW988475uPVq1c7/TO7ELRv316hoaFu9zsu71CSssUZOXKkIiMjPZaJjo7WyJEjzcdr16512r9s2TJze8CAAV6dt1evXub2ypUrPZYdNGiQV3V6cuzYMXP8oySX47vOdcUVV6hDhw7m43Nfd3mKi4vT1VdfXWw5x0S+cBxhofDwcL399tt6++23NXny5GLr2rNnT4liLIvfizccPziOGTOm2PJPPPGEpk6dqqlTp6pNmzZen6cwEZQKxhh5M66se/fuCg4OllSwBEXh+EhJTmNrly1bZo5RcqVnz54aMWKERowYUSEJtiRdddVVxV4rymM5nrI+b3m8jgYNGig2NrZEP8WNg3Vsx6NGjSp2SYDBgwd7HBvtWN+gQYOKXeqkU6dOTl8enY+yvuYPHDhQERERkgqWOHL3Jc5//vMfc/uuu+7yGNff/va3847rXLfffrvH/WX19+J47XjrrbfcJpaBgYHmdWPEiBElng+BCWQAWEr//v01YsQIzZ49W1LBB8ZBgwad90QfZaVp06Ye9zt+MC1J2eJceumlXpXr2LGjue2YVKWnpystLc08b9++fb2qr3DSAclzEmKz2cpk3aYtW7aYd4MDAgKK/ca4UFxcnDZt2iRJ+vPPP887Dm85vt+eOCarx44d0759+0q0/l1eXp6SkpL0+eefF7mzWJySTgJTGocPHzYn85Gktm3bFntMx44dvX7/HG3YsMHcnjdvntMHS08K70RIUmpqqnlN6dmzp6Kjo5Wenq7s7Gz16tVLI0aM0M0336w+ffqYH359pUWLFsWWKY+JVsr6vOXxOmbPnu10l8cby5cvV58+fdzud2xfxd2llwo+6Ldu3VoHDhwok/qkgr+fdevWeVXWnfK45oeHh2vQoEH67LPPJBVMfHVuvYcOHdLPP/8sqeBOqOMdvUKO78ntt9/u1URMhXdrXcV1Lm/aWlm48cYb9fXXX0sq+JIvNjZW8fHxuu6669S+ffsy+7skGQRgOW+++aa+++47HT9+XMePH9fDDz+sWbNm+TosSSrRQtlluah2kyZNvCrnuMD58ePHze3Dhw+b24ZhaOfOnSWOoXBmNVdq165t3nk5H44xN2jQwOs6HWeX8xRnWfP299K4cWPZbDYz0T169KjLZNAwDP3+++/69ddftXXrVu3YsUO7du1SSkqKcnNzSxVjeSyufC7HO202m63EC72XhGNbPnr0qI4ePVriOhzbSM2aNTVjxgwNHTrUnHn0k08+0SeffKLg4GB17NhRV1xxhQYMGKA+ffpU+MLcnrpJV6bz+up1lJRjWy5u1spCDRs2rLD6vFVe1/zhw4ebyeDXX3+tt99+2+l/3Zdffml2Hx04cKAuuugip+MzMzOVnZ1tPt69e3eZxOWootra8OHDtWjRIs2cOVOSdPDgQT377LN69tlnFRUVpZ49e6pXr14aOHDgeSWodBMFYDl16tTRq6++aj6ePXu2Fi1a5MOIfK9+/fpelXPs/uI4nsHx297S8pSMlNXdE8exkyXpRuv4/pTFa/WWt3fdQkNDnT4UuYpxzpw5io2NVadOnTRmzBi9/fbb+uGHH7R9+3bl5uaqRo0aGjx4sFfdUh1VxJ2tjIwMczsqKspj9+jzVR5t+ZprrtFff/2lG264wemD7dmzZ/Xrr7/qjTfeMLs5jhs3zun1ljdfLbFT1ue9EJcKcsXxd+vtNcjTFy5lXZ+3yuuaf/XVV6tWrVqSCpKfVatWOe2fM2eOuT1q1KgKi8tRlSpVzvsc3poxY4bmz59fJNk7duyYvvnmGz366KNq2bKlLrnkkhL36ihEMgjAku6991716NHDfHz//fc7fZtYlryZhMPXHL9d9qSwW5AkpzGGjuNeIiIiZBTMVl2in4qYmKVq1armdnp6utfHOX4LXpHd+ry9K5WXl+f0bfa545DGjBmjW2+9Vbt27ZJU0J1s9OjRev/997V8+XKlpaUpIyND8+bNc/q7uFA4ftA/efKkU5fMsub43k2ePLlUbfm6664rUm+TJk301VdfKTU1VQkJCRo8eLD5obfQsWPHNH36dLVu3dpclw3+xbF9eXvd9XQdKOv6vFVe1/zg4GANHTrUfDx37lxze+/evVq9erWkgoTW1XjAc699hw4dKnFcR44cOe/3pywNGjRISUlJWr16tZ5++ml169atSK+WzZs364477tB1113nduIdd0gGAViSzWbTe++9Z15Qk5OT9c9//rNczlWabioVzdsYk5OTzW3HcZaOC5OfPn3a7fgWX6tZs6a5nZaW5vWsa4VJlCSPi7CXNcdFqT1JTU01FyaWnF/nnDlzzImToqKitHjxYv3111969913de+996pXr15e3xn2Fcf3/OzZs+XavhzPVZqub8Vp0KCBxowZo3nz5unw4cP666+/NH36dF155ZVmmfT0dN1+++1Ov1P4B8f25bgguieeypV1fd4qz2u+46yiX331ldn9fc6cOeb2nXfe6XIsYI0aNZyeL4+/YV+w2Wzq0aOHXnrpJf3yyy86ceKElixZoieffNJpOMF///tfTZkypUR1kwwCsKyLL75YDz/8sPl48uTJ2rp1a5mfxzGBulB5OynK+vXrzW3HqbUbNmyoGjVqmI937NjhVX12u135+fnKz8+vkGU+HGdotNvt2r59u1fHObaLiprlUXKepMcTx99fRESE04eDhIQEc3vq1KlOSYcr3v7uKlKjRo1UrVo187E3v7cdO3Zo/PjxGj9+vP71r395fa527do51eGtwnZckm/lbTab4uLiFB8fr8WLF+vrr782J4XYvHlzuVyP4FuXXHKJue3t79dTey/r+rxVntf8Xr16meOC9+/fb86Q7DiLqOPM1o4CAgKcJtLxNi7DMMy4yrPnQVkJCwtT37599corrygpKUm33HKLue/cZZ+KQzIIwNKee+45c1bO3NxcjR49ukT/CIrrbrNmzRqnLoYXqo8++kinTp3yWCYtLc1poh3HqbgDAgLUvXt38/HHH39c7DkNw9All1yioKAgBQUFeZxyv6xERUU5zSA6bdq0Yo9ZvXq10+x0FdmNctWqVeYspp688cYb5nbXrl2dvhlPTEw0t4tLZLOzsy/I8bPntq9333232GP+85//mEtLJCUleX2uyy+/3NxevXq1V3cWvvjiC7Mdn9t1bdCgQWrRooVatGihH374wWM9Q4YMcVoGoyRxo3IoXGdPKhgPVtzwhJ9++sljDwHH+ubPn1/sHbqkpCSn5VNKqzyv+TabzSm5mTt3rpKSkvT7779LKvgbbdWqldvzOP4NexOXJF177bVmXI5Jp68kJSWZ141LL73U4+eSkJAQp+WFSnrdIBkEYGnh4eFOd05WrlxZbBcaxzFjxU3P/eyzz55fgBXk+PHjxd49ee6558zxjxEREU7/rKWCBdwLzZw5s9gk5osvvtBff/0lqWB2Nsd/4OXptttuM7dnzpzp8YOWYRiaOHGi+bhFixbq2rVreYZXxAsvvOBx/8KFC81xNFLRNbAcJywp/DDlSm5urm688UancUclXbzYG6X91t3x9zZ37lynJPdcWVlZTl9ceJrq/1xdunQxP2jm5uYWu0h3bm6uXn75ZfPxue9/eHi4du7cqZ07d5rTxLuTn5/v9GHecYwr/MOtt95qzhh76NAhffDBB27LGoah1157zWN91157rdllMycnx+mLIVdeffXVMuuFUZ7X/OHDh5vbc+fONWcYlVyvLeguriVLlujbb7/1WP7XX3/V999/L6ngb27w4MEey5c1V9fERo0aadeuXdq5c6c2bdpU7Pq2jkvvlPS6QTIIwPKuueYa3XTTTV6Xd1zT7YsvvjDXPHKUl5enBx54QEuWLCmLECvEpEmTXI6bzM3N1ciRI/XRRx+Zz40dO1bVq1d3Kjd06FBz6Qm73a7rrrtOixcvdnmun376yekfenH/3MvSPffcY8aem5urnj17OnV/LXTq1CkNHjzY6ff76KOPlsuaa57MmzdPd955p8uJiGbNmuXUdmNiYook6Y7t9ZFHHtHcuXOdxqIdPnxYH3zwgdq1a6fvvvvO6dhvvvmmzJfSKG236ZtvvtmcOt9ut+vKK690eWchJydH9913n9k9rGbNmurfv7/X57HZbE4J4Ndff6177rnHaSbaQqdPn9bNN99sTvZSs2ZN3XDDDU5lHO/0zZw50+3fhN1u1/jx483lT0JCQir8iweUvwYNGjitjffwww+bY3odZWdn69Zbby32f0hYWJjGjRtnPn7zzTf1zDPPFEn47Ha7HnnkEXOZgrJQntf8jh07mouu7927V1OnTpVU8EXkzTff7PHY7t27O/VcueOOO9ze7fv99991/fXXm4+HDRtW4Wt/uromhoWFOS0VMmbMGJ08edLl8fv27dOECRPMx453i73BOoMAIOmtt97Sjz/+6PZi66hPnz4KCQlRbm6uDMPQgAEDdO+996pv376qXr26NmzYoHnz5mnDhg0KDg7Wfffdp7fffrsCXkXpNGjQQFWqVFFycrKeeeYZfffddxo0aJBq1aqlPXv26PPPP3caY9K6dWunu2WFgoOD9emnn6pXr17Ky8tTWlqarr76ag0YMEAdO3ZU06ZNdfDgQS1ZskRLly41j+vfv3+xd1/KUnR0tKZNm2aOOUlLS1OvXr3Ur18/de7cWVFRUVq/fr2WLl3qNHtq//79de+991ZYnFLBZAgnTpzQJ598otWrV6tfv37q0KGDdu3apTVr1phjaaSCJOb9998vMsW+4we0jIwM3XTTTQoODladOnV08uRJp+7BQUFBuu+++zR9+nRJBePW6tSpo/79+xfbxdETx1kzV69erbZt2yo6OlpNmzbVv//9b6/qCA0N1YwZM9S/f3/Z7XYdPHhQffv21ZVXXqkuXbqoXr162r17t+bMmeO0aPR7772n2rVrlyjeUaNGae7cuWZy/O9//1s//fSTrrrqKl1yySUKCAjQ9u3b9dlnn5nJclBQkL744osi38qPHDlSb775pk6cOKGzZ8/qb3/7m6655hpdccUVql27tk6fPq2UlBTNnTvXqVfC008/7TQREPzHlClT9OOPP+rgwYPKy8vTmDFj9Omnn6pHjx5q1qyZ/vjjD/38889KTk6WzWbT2LFjzf8hISEhReqbMGGC5s6da951++c//6lvv/1WvXr1UlxcnLZu3aqlS5dqy5YtkqQHHnjA7CLvqj5vlfc1f/jw4Zo0aZIkmf+bb7rpJq/ufH300Ue69NJLderUKWVkZGj48OF655131LVrV7Vs2VJHjx7VL7/8om+//dZMnNu1a6c333yzFO9EyTleE2fPnq2tW7eqWrVq6tmzp1566SVJ0kMPPaQHH3xQkvTHH3+oWbNmGjZsmFq2bKlq1arp0KFD2rRpk+bNm2d+WVitWjWX/589MgDATyxbtsyQZEgyYmJiSnz89OnTzeMLfxYvXuyy7NSpU4uUPfcnKCjImDlzpjF37lzzuZkzZxapa+bMmeb+kSNHeoyxJGUnTZpklp00aVKR/U2aNDEkGa1btzY2b95s1KpVq9jXFBsba+zdu9fjeRcsWGCEhYUVW5ck49JLLzWOHz/usp6UlBSzXJMmTTyeszTeeOMNw2azeRVnnz59jBMnTritq7j3uiRGjhxp1pWQkGBcccUVxcYXEBBgfPDBBy7ry8/PN/r161dsHREREcYXX3xh5OfnG507d3ba16FDB6c6C9uOJCMlJaXY13Ts2DEjOjra5fta0nrnzJljBAcHF/t6bDab8eijj7qsw5vzZGZmGldffbVX7SM4ONjt+28YhjF79myv6in8ue2224p9Tz1xbEOurjnF7T/f8mVVT0W/DsdrjiRj2bJl3r0wB47/hzy1rz/++MOoXbt2sX/Xb7/9trF27VrzuXHjxrmsLzU11WjevHmxbeuxxx4zDh48aD6+/vrrS/waz1VW1/xzJSUlFTl+xYoVXsf1yy+/GFFRUV7F1aRJE4/XMsey3iiu/I4dO4zw8PAicTj+X7fb7V5fg6SCzxzff/+91+9PIbqJAsD/d//996tLly5elX3wwQf1ySefqGHDhi73x8XFacmSJbrzzjvLMsRyc/HFF2vTpk36+9//7rIbZHh4uB588EFt3LjRnOXNnYEDB+qPP/7QDTfcYI6NOVe9evX0/vvva/369U7rFVakRx55RCtXrlTPnj3dlqlXr56mTZumn376qUi32IoQERGhxYsX6+mnny6yflahrl27avXq1brnnntc7g8ICNC8efP01FNPuVyYOzAwUIMGDdLmzZt10003KSAgQN9++61uvvlmVa9eXVFRUerWrdt5vY6aNWvq559/1uDBg1W3bl0FBQXpoosu8jgJhDu33HKLNmzYoAEDBrjtstuhQwetWrVKr7/+eqljjoiI0Hfffad33nnHY5sfOnSoEhMT3b7/UsEdjlWrVumqq67yeM7LL79cCxYs0CeffFLquFE5XHLJJdq0aZOGDh3qNK63UIsWLbRo0SKNHTvW6e69uy6MDRs21G+//aZ//OMfLu/21a9fX3PmzNHkyZO9qq8kyuua37JlS3Xq1Ml8HBsbW6IukN26ddOWLVt09913KzQ01GWZyMhIvfbaa9q6datTt8zyFhsbq59++kn9+/dX7dq1FRQUpLp166pZs2ZmGZvNpm+++UYJCQker0FVqlTR6NGjtXXrVpdrLxbH9v+zVwBAKWRnZ+v333/X9u3bdeDAAdWpU0ft2rVT586dfR1aqaWkpGj16tVKS0tTlSpV1KRJE1155ZWl+tBw/PhxLVu2TPv27VNWVpZiY2PVunVrtWjRosiiub6UlpamlStX6uDBg8rOzjZ/j5dddlmFjxEcNWqUOa5n5syZ5hcKp0+f1qJFi7Rnzx5lZ2erbt266tGjh1q0aOF13UePHtUff/yhnTt36sSJE2rcuLF69eqlunXrlsdLKXcHDx7U8uXLtX//ftlsNrVp00Zt2rRRw4YNy/T3ZhiGNm7cqD///FOHDh1SzZo11bp1a7Vu3dppvU1v7N69W7t27VJqaqrS09NVp04dNWnSRE2bNjVnNoa1HDhwQEuWLNG+fftUrVo1tW3bVr169TLb8MyZMzVq1ChJ0v/93//p/vvv91jf8ePHtXjxYu3Zs0chISFq2bKl+vfvbyZqy5YtU9++fSVJjz/+eLGT1JTEhXrNP336tJYvX66UlBSdPHlSTZs2VevWrdWqVStVqVLFZ3F5Kzc3V3/99Zf27t2r1NRUZWdnq1GjRmrSpIlatmx5Xl+qkgwCAHABcZcMArCmcePGmeN4f/75Z/Xr1++86psyZYoeffRRSQXjYStyAi9ceOgmCgAAAFSA1atXm+vHedOl7+zZs5o7d66kgkmKHGcHlqQ9e/Y4rUfnOFOwO44za1bmXiwoGySDAAAAQAXo2LGj9u3bp507d+rHH3/Ub7/95rH8P//5Tx08eFCS1K9fP3NNwUKNGzdWbm6uuR7d/PnzPdY3c+ZMbdiwQVLBuMR27dqV/sXAL5AMAgAAABUgLCxM11xzjfn4+uuv18qVK4uUO3nypEaOHKnnn3/efM5xPUFHN954o7k9atQozZ8/v8g6g7m5uXr88cd19913m8898MADpX4d8B+MGQQA4ALCmEHAvx05ckRdu3bVrl27zOdatWqlNm3aKDQ0VElJSdq2bZuys7PN/UOHDtWXX37psr7s7Gz16dNHv/76q/lc48aN1a5dO1WvXl07duzQ1q1blZmZae7v1q2bVq1apcDAwHJ4hahMWHQeAAAAqCC1a9fWd999p7vvvlurV6+WJCUlJSkpKcll+TvuuEMffPCB2/qqVKmi+fPn65577tF///tfSQVjCffs2eOy/IABA/TFF1+QCEISySAAAABQoVq1aqVVq1Zp8eLFmjlzppKTk7Vr1y4dP35ckZGRatiwoS6//HLdeeedTmvtuVO3bl0tXLhQ69ev17vvvqvt27dr165dOnz4sKpXr6569eqpe/fuuuWWW3TllVdWwCtEZUE3UQAAAACwICaQAQAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAsiGQQAAAAACyIZBAAAAAALIhkEAAAAAAv6f8mU19a78MtoAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_gamma\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_Gamma\", density=True, linewidth=3, color='#1f77b4')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_pipm\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_pi\", density=True, linewidth=3, color='#ff7f0e')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_ppm\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_p\", density=True, linewidth=3, color='#2ca02c')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_kpm\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_k\", density=True, linewidth=3, color='#d62728')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_kL\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_kL\", density=True, linewidth=3, color='#9467bd')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_muon\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_mu\", density=True, linewidth=3, color='#8c564b')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_e\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_e\", density=True, linewidth=3, color='#e377c2')\n", "ax.hist(ak.num(dataAWK[\"GEN_PFO_Energy_n\"]), bins=20,range=(0,80),histtype=\"step\", label=\"GEN_n\", density=True, linewidth=3, color='#7f7f7f')\n", "\n", "ax.set_xlabel(\"Number of particles in nnHgg events\")\n", "ax.set_ylabel(\"Events (Normalized)\")\n", "#ax.set_yscale('log')\n", "ax.legend()\n", "hep.style.use('CMS')\n", "\n", "#fig.savefig(\"final-plot.png\", dpi=140)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/numpy/lib/histograms.py:883: RuntimeWarning: invalid value encountered in divide\n", " return n/db/n.sum(), bin_edges\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Charge\"]), bins=20,range=(0,80),histtype=\"step\", label=\"Charged particle\", density=True, linewidth=3, color='#1f77b4')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Neutral_singleCluster\"][dataAWK[\"PFO_Energy_Neutral_singleCluster_R\"]<2130]), bins=20,range=(0,80),histtype=\"step\", label=\"Gamma\", density=True, linewidth=3, color='#ff7f0e')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Neutral_singleCluster\"][dataAWK[\"PFO_Energy_Neutral_singleCluster_R\"]>2130]), bins=20,range=(0,80),histtype=\"step\", label=\"Neutral Hadron\", density=True, linewidth=3, color='#2ca02c')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_muon\"]), bins=20,range=(0,80),histtype=\"step\", label=\"Muon\", density=True, linewidth=3, color='#d62728')\n", "\n", "ax.set_xlabel(\"Number of Reco particles in nnHgg events\")\n", "ax.set_ylabel(\"Events (Normalized)\")\n", "#ax.set_yscale('log')\n", "ax.legend()\n", "hep.style.use('CMS')\n", "\n", "#fig.savefig(\"final-plot.png\", dpi=140)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Charge\"]), bins=20,range=(0,800),histtype=\"step\", label=\"Charged particle\", density=True, linewidth=3, color='#1f77b4')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Neutral_singleCluster\"][dataAWK[\"PFO_Energy_Neutral_singleCluster_R\"]<2130]), bins=20,range=(0,800),histtype=\"step\", label=\"Gamma\", density=True, linewidth=3, color='#ff7f0e')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_Neutral_singleCluster\"][dataAWK[\"PFO_Energy_Neutral_singleCluster_R\"]>2130]), bins=20,range=(0,800),histtype=\"step\", label=\"Neutral Hadron\", density=True, linewidth=3, color='#2ca02c')\n", "ax.hist(ak.num(dataAWK[\"PFO_Energy_muon\"]), bins=20,range=(0,800),histtype=\"step\", label=\"Muon\", density=True, linewidth=3, color='#d62728')\n", "\n", "ax.set_xlabel(\"Number of Reco particles in nnHgg events\")\n", "ax.set_ylabel(\"Events (Normalized)\")\n", "#ax.set_yscale('log')\n", "ax.legend()\n", "hep.style.use('CMS')\n", "\n", "#fig.savefig(\"final-plot.png\", dpi=140)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "#hep.cms.label(rlabel=\"\")\n", "\n", "ax.hist(data_barrel_match_rmOverlape[\"jet1_GENMatch_mindR\"], bins=50,range=(0,1.5),histtype=\"step\", label=\"Jet1\", density=True, linewidth=3)\n", "ax.hist(data_barrel_match_rmOverlape[\"jet2_GENMatch_mindR\"], bins=50,range=(0,1.5),histtype=\"step\", label=\"Jet2\", density=True, linewidth=3)\n", "\n", "ax.set_xlabel(r\"$\\Delta R(Jet_{reco}, Jet_{Gen})$\")\n", "ax.set_ylabel(\"Events (Normalized)\")\n", "#ax.set_ylim(0, 25)\n", "ax.set_xlim(0., 1.5)\n", "ax.legend()\n", "hep.style.use('CMS')\n", "\n", "#fig.savefig(\"final-plot.png\", dpi=140)\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DrawPlots_single(ak.flatten(data_neutral_R), \"PFO_Energy_Neutral_singleCluster_R\", 50, (1500,3000), r\"Cluster position ($sqrt(x^2+y^2)$)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Reco/GEN comparison" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DrawPlots(ak.flatten(data_neutral_ecal), \"data_neutral_ecal\", ak.flatten(GEN_gamma), \"GEN_gamma\", 50, (0,50), \"Neutral Ecal cluster energy\", False)\n", "DrawPlots(ak.flatten(data_charge), \"data_charge\", ak.flatten(ak.concatenate([GEN_pipm, GEN_ppm, GEN_kpm, GEN_e], axis=0)), \"GEN_pikpe\", 50, (0,50), \"Charged cluster energy\", False)\n", "DrawPlots(ak.flatten(ak.concatenate([data_charge, data_muon])), \"data_charge + muon\", ak.flatten(ak.concatenate([GEN_pipm, GEN_ppm, GEN_kpm, GEN_e, GEN_muon], axis=0)), \"GEN_pikpemu\", 50, (0,50), \"Charged cluster energy\", False)\n", "DrawPlots(ak.flatten(data_neutral_hcal), \"data_neutral_hcal\", ak.flatten(ak.concatenate([GEN_n, GEN_kL])), \"GEN_kLn\", 50, (0,10), \"Neutral Hcal cluster energy\", False)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in log10\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DrawPlots(ak.flatten(np.log10(data_neutral_ecal)), \"data_neutral_ecal\", ak.flatten(np.log10(GEN_gamma)), \"GEN_gamma\", 50, (-5,2), r\"Neutral Ecal cluster energy $(log_{10}E(GeV))$\", False)\n", "DrawPlots(ak.flatten(np.log10(data_charge)), \"data_charge\", ak.flatten(np.log10(ak.concatenate([GEN_pipm, GEN_ppm, GEN_kpm, GEN_e], axis=0))), \"GEN_pikpe\", 50, (-3,3), r\"Charged cluster energy $(log_{10}E(GeV))$\", False)\n", "DrawPlots(ak.flatten(np.log10(ak.concatenate([data_charge, data_muon]))), \"data_charge + muon\", ak.flatten(np.log10(ak.concatenate([GEN_pipm, GEN_ppm, GEN_kpm, GEN_e, GEN_muon], axis=0))), \"GEN_pikpemu\", 50, (-3,3), r\"Charged cluster energy $(log_{10}E(GeV))$\", False)\n", "DrawPlots(ak.flatten(np.log10(data_neutral_hcal)), \"data_neutral_hcal\", ak.flatten(np.log10(ak.concatenate([GEN_n, GEN_kL]))), \"GEN_kLn\", 50, (-3,3), r\"Neutral Hcal cluster energy $(log_{10}E(GeV))$\", False)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/tmp/ipykernel_2919256/637065490.py:91: UserWarning: Attempt to set non-positive ylim on a log-scaled axis will be ignored.\n", " ax1.set_ylim(0., 1.3*max(np.concatenate((hist1, hist2))))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: divide by zero encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n", "/publicfs/cms/user/wangzebing/anaconda/anaconda3/envs/test/lib/python3.8/site-packages/awkward/_nplikes/array_module.py:246: RuntimeWarning: invalid value encountered in divide\n", " return impl(*broadcasted_args, **(kwargs or {}))\n" ] }, { "data": { "image/png": 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", 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", 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bb7xRa5s333yz0s/btm2r93769etX56SqcXFx+vnnn+u97ePVtJ/zzjtP5eXlvp9TU1PrNdFrTXc5qWsZrCkkodXtdutvf/ubpKPfDDGTMAAAAACgIYIeWvPz8/Xss8/6zpI6HA6NGDFC/fr104knnsjZUwAAACDCbN68WZMmTarXOg888IBOOeWUEPUIkSTooXXlypU6dOiQpKOBdfbs2UG9+TAAAAAAa8nKytKrr75ar3WGDBlCaIVfgh5aN27cKOnosOBf/epXBFYAAAAgwvlzHSzQUEG/T2vFWVZJ6tmzZ7A3DwAAAACIIkEPre3atfM9btKkSbA3DwAAAACIIkEPrT179pTDcXSzixcvDvbmAQAAAABRJOihtX379rr++utlmqa+/vprZWVlBXsXAAAAAIAoEfTQKklTp05Vp06ddOjQId14440qLi4OxW4AAAAAABEuJKG1RYsW+vbbb9WzZ08tWbJEnTp10v/93/8pLy8vFLsDAAAAAESooN/yRpKefPJJSdJFF12kDRs26JdfftGoUaM0atQotWrVSp06dVJCQkKd2zEMQ998800ouggAAAAAsIGQhNYXXnhBhmH4fq54bJqm9u3bp/3799e5DdM0K20DAAAAABB9QhJaJdV6c2FuPAwAAAAA8EdIQmtmZmYoNgsAAADg/3vmmWc0duxYZWZmql+/fuHuDo4xb9489e/fX2PHjtWYMWMatA3DMNS/f3/NnTs3yL3zn1XeYyEJrRdffHEoNgsAAAAgCHbs2KEOHTpo+PDhevPNN8PdnUYXjFCJxhOy4cEIXHFetnqcf4Yc1Vza63K55HK56txGXrEk1WM4drGpuOOe8pqmnP5vISTMkpzANxKfJsMIyYTZAAAAAKrhdrvldrurXZadne3XNgitFhaf0lpLlq9VamLDJ6Qa/Y63Xu1T5NWryZWfKyiWUhMb3IWgKJt5ecDbiB22TEpoEYTeAAAAAPBHbSfbMjIylJWVVec2GuW0k8fj0ZIlSzRhwgTdf//9uu2223TLLbdUauNPZwEAAIDamKZXZtFB6/wz63cCoTpbt27V0KFD1alTJ7Vq1UpXX311tXPIeL1eTZ06VT179lSrVq2UkJCgk08+WXfffbc2b97sa3fXXXepQ4cOkqS33npLhmHo7bff9i1ftmyZbrrpJnXo0EHx8fFq06aNBgwYoJkzZwZ0HM8884wMw9COHTv02Wef6YILLlBiYqIyMjI0fPhw7dmzp8o6xcXF+tOf/qSePXsqJSVF7dq10x133KF169ZVajdv3jwZhqFnnnmmyjaOXzZgwAD1799fkjR27FgZhqF58+b5lnXu3FmFhYW65557lJKSUmmb//3vfzVo0CBlZGQoLi5OGRkZuuaaa0J63Wl2drbuvfdede3aVSkpKerRo4c+/fTTKu3Ky8v13HPPqVevXkpJSVGnTp00fPhwbd++vVI7f98nVhLSM62maeqVV17RmDFjlJubW+n5Y29n4/V61b59ew0YMEB33323br311lB2C/WUXyKpMLAZn5MTJAe3MAIAAKFWnKPS97qHuxc+gY70Wrhwoa666irl5uaqe/fu6tOnj5YvX64rr7xS55xzTqW2f/rTn/T888+rVatWuvzyy5WQkKCVK1dq2rRp+uqrr7RmzRo1a9ZMl156qbxer/75z3/q9NNP12WXXabTTz9dkrR69Wr169dPJSUluvTSS3XFFVfol19+0Zw5c5SZmamPPvpIN910UyAvid59912NHTtW/fr100033aRvv/1Wb7/9tlatWqXly5fL4Th6Xu3AgQPq37+/1q5dq/PPP1833nijtmzZonfeeUezZs3S559/7guf9TF48GClpaXpk08+UY8ePdSjRw+lp6f7lns8Ht1www1avHix+vTpo3PPPVeS9PXXX2vgwIFq0qSJrrzySrVu3Vrbt2/Xf/7zH3399dfKzMxU7969A3ptjnfw4EH16dNHpmmqd+/eatWqlb777jvdcMMNmj9/vm9/RUVFuuSSS7Ro0SKdccYZuvHGG7V161a9/fbb+vLLL7Vy5Uq1adNGkv/vEysJWWjNy8vT5ZdfrqVLl/p1ixuv16tvv/1W3377rb755hv9/e9/V0wMo5etYMxHXuUpsG8Jp45whH2IMQAAgJ2Ypqn77rtPubm5eu211/Tb3/7W9/zDDz+sv/71r5Xau91utW3bVj/99JOaN2/ue/6ee+7RG2+8oQULFuiaa67Rbbfdpr59++qf//ynevbsqVdeecXXdtq0aSosLNQHH3xQaWTkggUL1LdvX3344YcBh9bnnntOc+bM8c1GW1hYqPPOO08rV67U+vXr1bVrV0nS008/rbVr1+r111/X3Xff7Vv/yy+/1HXXXae77rpLGzZsUGxsbL32f//996tbt2765JNPNGjQoCoTMW3btk0tW7bUhg0bdMIJJ/ienzJlirxer+bNm6cLL7zQ9/z06dN1++23a9asWUEPrT/99JNuueUW/fOf//Qd55gxY/Tss8/qk08+8e3vb3/7mxYtWqQ//OEPmjBhgu8Eodvt1qhRo/Tcc8/5riv1931iJSFJhR6PR0OGDNGSJUt8z3Xo0EEXXXSRZs+erZycypPqGIahFi1a6ODBg5KkN998U3v27NHs2bND0b2IlZxwNBwGIv+IQwr3yx6fdvRbyQCYJTlBuQ4WAAAgXJYsWaLly5frsssu8wVW6ejfzi+88II+/PBD3yV2JSUlevHFF9WpU6dKQUSSunXrJkm+v7Vrc9VVV6lLly668cYbG7yNutx1112Vbp+SmJio6667Tn/5y1+0f/9+SdKRI0f0j3/8QwMHDqwUWCVp4MCB+s1vfqOpU6dq0aJFIblzyfPPP18psErSr3/9aw0ePLhSYJWC+9ocLzY2VpMmTaoUzG+++WY9++yzOnDggO+5CRMmqFWrVvrzn/9caUTryJEj9cEHH/he12C9TxpbSELr1KlTNWfOHBmGoZiYGI0ZM0aPP/64DMPQqaeeWm1o3blzpyZPnqynnnpKHo9HX331lf71r3/pV7/6VSi6GJEchhH42czioHQlIIbhYMIkAAAQ9TZs2CDpaEg7XmxsrAYMGKDp06dLkuLi4nTvvfdKOnoCaceOHdq+fbvWrl2rv/zlL37v86qrrvI93r9/v7Zv365Nmzbp/fffD+RQKqkuZCYlJVX6ef369fJ4PDpw4IDuu+++Ku3Xr18v6eiZyFCE1oohwcc69gzz3r17tX37dm3cuFH/+Mc/gr7/CieffLJat25d6bnk5Mqzpu7bt0+HDh3S9ddfr/j4+ErLHA6H5s+f7/s5WO+TxhaS0Dp58mTf43HjxunRRx+tc52EhAT98Y9/VJs2bTR8+HBJ0mOPPabrr7++0rcFAAAAQI2CMGIrqOLTGrzqL7/8Iklq27ZttcuPf37Lli26//779e2336q4+OiZiHbt2qlNmzbatWuXX/ssKyvT2LFj9dZbb/kmRkpJSQnqsNfjQ1h1duzYIUlaunSpli5dWmO7vLy8Orflz6WKx2vZsmWV5/Lz8/Xoo4/qo48+8p2NTEtLqzbgBsvxZ3urUzHRUsU1q3UJxvuksQU9tK5YsUIbNmyQYRjq3LmzRo8eXa/177jjDr3yyitavny5Nm3apK1bt+rkk08OdjdRg6R4qfy45ybc7pDi/R92nFdc/1vtAAAABEMkjdhq166dJFU7q670v1ArSRs3blT37t2VkpKi8ePH6+KLL9app56qxMREvf3225Uu26vNtddeq6+//lq/+93vdOONN+qss87yBadgnUjyZzsVEyM99dRTGjduXED727dvX0DrS0fn3+nRo4e2bNmi0aNHa9CgQeratauaN2+uHTt2+GZjDjZ/XquKsFoxBLg2wXqfNLagh9YtW7b4Hl966aVyOp313sY111yj5cuXSzp66p/Q2niqm+E3JcGQkVCfD6nAZhoGAACAdOqpp0qSZs+erYceeqjSsrKyMt9tWiRp1qxZysvL0wcffKBBgwZVartt2za/9rd37159/fXXGjJkiKZMmVJp2fG3TQm10047TZK0ePHiapfPnj1bP/30k+6+++5KZ0WLioqqtF20aFHA/VmyZIl+/vlnPfLII/rzn/9caZm/r2+oZGRkKDExUYsWLVJpaWmVian69++vQ4cOadWqVUF5n4RD0O/Teuwb+qyzzmrQNo6dcnrjxo2BdgkAAACwnfPPP1+9evXSf//7X/3973+vtOxPf/qTbwitdHTiIkmVJueRjg6vffXVVyXJNxT0WCUlJb7Hubm5Mk2zykQ8ubm5GjVqVI3bCIWWLVtq6NChmjNnTqV7yErSmjVrNGzYMP3973/3TSbUqlUrSdJXX32l8vL/jRtctWqVXnvttRr3c+zx16am1zc7O1uPPPKIpMZ7bY5nGIZGjhyprKws/elPf6o0HPqzzz7TvHnz1KVLFxmG0eD3SbgFPbQmJv5vJqDjJ1zyV8UsaJIadKYWAAAAiAQTJ05Us2bNNHLkSF1wwQW688471a1bN7344ouVJiy98cYb1aRJE40YMUJ9+/bVb37zG/Xt21c9e/b0TVT0/PPP+257UjHx0ddff63HHntMy5YtU+fOnXX++efr22+/1amnnqrbb79dN9xwg0466STt3btXHTp00JIlSzR06NBqz2gG20svvaT27dtr+PDh6tGjh++/55xzjkpKSvT222/77ul6+umn65xzztHKlSt17rnn6uGHH9awYcPUq1cv3XHHHVW2XXH87733np588slKo0Wr07t3b5100kl68803dfbZZ2v48OG65ppr1KFDBzVt2lRNmzbVZ5995pvkqLE9/fTT6tq1q8aPH6+zzz5bd911lwYNGqTBgwerefPmevnllyXV/31iFUEPrRkZGb7Ha9asadA2Vq1a5Xtc04XnAAAAQKTr0aOHVqxYoaFDhyonJ0eff/650tPT9cknn/gmL5Wk7t27a/bs2brwwgu1Zs0aff3112rRooX++9//atasWXr44YdVXFzsuz62ZcuWGjt2rFJTUzVlyhRt375dDodDn3/+uX7zm9+oqKhI//rXv7Rv3z499thjWrx4sf7xj3/o5JNP1rp16xo0uVF9ZWRk6KefftKDDz6o8vJyffzxx9q/f79uueUWLV++vNKswQ6HQ1988YXuvPNO5eTk6I033tDBgwc1ZcqUaq+JPffcc+VyuVRaWqopU6ZUOfN4vJSUFH3zzTe66aabtH//fn366acqKirSxIkTNWfOHE2ZMkUtWrTQpk2bgv46+KNp06ZatmyZHnvsMcXGxurjjz/Wxo0bdeedd2rVqlW+66Pr+z6xCsMM8jsuNzdXrVq1UllZmRITE/Xzzz/7XiTp6Nj8zZs3yzAMeTyeKuuvWLFCPXv2VFlZmRwOh/bs2ePXrFmRJCMjQ1lZWUpomq5f9uxSamLjzZ5sFh1U6XvdKz0XO2yZjHpMaJBbaOq3/6g8EdPUEQ7bHQcAAACA0KnIPenp6dq9e3eN7YJ+pjU1NVWDBw+WdPRC6N/97nd+jxXPzs7WbbfdprKyMhmGoUsuuSTqAisAAAAA4H9Ccp/W8ePH64svvlBhYaH+85//qGfPnvrb3/6mPn36VNt+9+7devvttzV+/HgVFBRIOnqKf/z48aHoHgAAAIAA3HffffVqP2jQIA0cODBEvbG2L7/8UrNnz67XOq+88kqIemNPIQmt7du314wZM3T99derrKxMq1ev1qWXXqrExMRKs3mdddZZ2rJli+9M7LEjladMmRLSG/UCAAAAaJiKmWb91bJly6gNrUuWLKn360VorSzow4MrXHnllZo7d646deok0zRlmqYKCgpUWlrqu0nuunXrVFxc7FsuSWlpafrwww81YsSIUHUNAAAAQAAq/n7399+YMWPC3eWwGTNmTL1fL1QWstAqSb169dLatWs1bdo0XXTRRWrSpEmNBTn99NP15z//WZs2bdJNN90Uym4BAAAAAGwiJMODjxUbG6vhw4dr+PDhKi4u1urVq7V//34dOXJEiYmJat68uc4880zfjYEBAAAAAKgQ8tB6rPj4ePXo0aMxdwkAAAAAsLGQhNYXX3xRd9xxh9q2bRuKzcOG8oolqeHj85MTJIfRePd5BQAAAGANIQmtTzzxhJ5++mldeeWV+s1vfqNrr71WTZo0CcWuYBOj3/EGtP7UEQ6lJgapMwAAAABsI2QTMXm9Xn355Ze66aab1LZtWz300ENavXp1qHYHAAAAAIhAIQmt6enplWYIPnjwoCZNmqRzzz1X559/vv7v//5Phw8fDsWuAQAAAAARJCShddeuXfruu+80cuRItWrVStL/7uW0cuVKjRo1Sm3atNGwYcM0Z86cUHQBAAAAABABQjZ7cJ8+fdSnTx9NnjxZ//3vf/X+++/rk08+UW5uriSppKREH374oT788EOlp6frrrvu0p133qlOnTqFqktoJMkJR69Bbai84sCvgQUAAAAQGUJ2TWsFp9OpK664Qm+++aays7M1c+ZMDRkyRAkJCb6zr1lZWXruuefUuXNnDRgwQNOnT1dRUVGou4YQcRiGUhMb/i8lPtxHAAAAAMAqGvU+rXFxcRo8eLAGDx6sgoIC/etf/9L777+vOXPmqKysTJL03Xff6bvvvtOoUaN0yy236LXXXmvMLlpKcV62epx/hhzV3OnF5XLJ5XI1fqcAAAAAwE9ut1tut7vaZdnZ2X5twzBNs+E3zwySQ4cOacaMGfrggw/03Xffyes9OjTUMAx5PJ4w967xZWRkKCsrSwlN0/XLnl1KTWy8+5OaRQdV+l73Ss/FDlsmI6FFo/Uht9DUb/9ReXjw0Vve+P86VHccTW6cIyMuLbDOxafJMEI+QAEAAACIeBW5Jz09Xbt3766xXaOeaa1JcnKy2rZtq3bt2ikxMVEFBQWyQJZGhCmbeXnA24gdtkxqxAAPAAAARLuwhdbi4mL95z//0YwZM/T5558rLy/Pt6wisDZp0iRc3QMAAAAAWECjhtaioiLNnj1bH3/8sWbPnq2CggJJqnRW1eFwqF+/fho6dKiGDBnSmN0DAAAAAFhMyENrQUGBPv/8c82YMUNffvmlb1bg44f/nn/++Ro2bJhuueUWtW3bNtTdAgAAAADYQEhCa25urv79739rxowZ+uqrr1RSUiKpalA97bTTNHToUA0dOlSdO3cORVcQIfKKJake1zmbzaTBSys9lRR/9HY8fm+iJCco18ECAAAAaLiQhNYTTjjBdwub44NqRkaGbr31Vg0dOlTnnntuKHaPCDT6HW/djaqoPFPw1BEOpSYENhOzWZIT0PrMPgwAAADUT0hCa2lpqQzD8AXWFi1aaMiQIRo2bJj69u0bil0CjSLQM6/MPgwAAADUT8iuaU1KStL111+voUOH6oorrlBMjCXurgMAAAAAsJGQJMkPPvhA1157rRISEkKxeQAAAABAlAhJaL355psDWn/v3r0qLy+XJLVr1y4YXYKNJCccvf40EHnFDb0OFgAAAICVNCi0jhs3TpLUvHlzuVyuoHZIkvr166ctW7bIMAxfeEX0cBiGUhMD3Uo9ZhquSXza0WtQG9oDZh8GAAAAAtag0DpmzBgZhqFTTjnFr9DaosXRiWc6deqkpUuX1tH6qONnHQYam2E4mDQJAAAACLMGDw+uT6jMyTl6m5Dc3NyG7g4AAAAAEIUafOGgYdTvfpf1bQ8AAAAAQGCz3QAAAAAAEELcPDWCmKZXKs4JbBslga0PAAAAAMFEaI0kxTkqfa97uHsBAAAAAEHD8GAAAAAAgGURWgEAAAAAlkVoBQAAAABYFte0RrgmN86REZcW2EbiA1wfAAAAABqI0BrhjLg0GQktwt0NAAAAAGgQhgcDAAAAACyL0AoAAAAAsCxCKwAAAADAsgK6pjU7O1t333130NtnZ2cH0i0AAAAAQIQIKLTm5eXprbfeqrOdYRj1ag8AAAAAgBRgaDVNM1j9AEIur1iSAnvPJidIjv//JQwAAACA0GtQaO3Xr5/v7ClgF6Pf8Qa8jakjHEpNDEJnAAAAAPilQaF17ty5we4HAAAAAABVMHswAAAAAMCyCK0AAAAAAMsKaCImwKqSE45efxqIvOLgXAcLAAAAoOEIrYhIDsMIwoRJzI4NAAAAhBvDgwEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGUxEZOFFedlq8f5Z8hhVF3mcrnkcrkav1MAAAAA4Ce32y23213tsuzsbL+2QWi1sPiU1lqyfK1SE6tJrbAlsyQn8I3Ep8kwGCQBAAAA66vtZFtGRoaysrLq3AahFWhEZTMvD3gbscOWSQktgtAbAAAAwPo4XQMAAAAAsCxCKwAAAADAsgitAAAAAADL4ppWIFTi045efxoAsyQnKNfBAgAAAHZFaAVCxDAcTJgEAAAABIjQCtRDXrEkmQ1ePzlBchjcwggAAADwF6EVqIfR73gDWn/qCIdSE4PUGQAAACAKMBETAAAAAMCyCK0AAAAAAMsitAIAAAAALItrWoEaJCccvQa1ofKKA78GFgAAAIh2hFagBg7DCHDSpIbPMgwAAADgKEIr0IjqfcucYlNxxz3lNU05g9gnAAAAwMoIrUAjqu9w4RR59Wpy5ecKisVtcwAAABA1mIgJAAAAAGBZhFYAAAAAgGURWgEAAAAAlsU1rUCIBHrLHEnKP+KQZgepQwAAAIANEVqBEAn8ljmSioPSFQAAAMC2GB4MAAAAALAsQisAAAAAwLIIrQAAAAAAyyK0AgAAAAAsi9AKAAAAALAsQisAAAAAwLIIrQAAAAAAyyK0AgAAAAAsi9AKAAAAALAsQisAAAAAwLIIrQAAAAAAyyK0AgAAAAAsKybcHQBQP0ZJjswio+EbiE+TYfB9FQAAAOyB0ArYTOzsK1QayPrDlkkJLYLWHwAAACCUON0CRBmvaYa7CwAAAIDfCK1AlCkoDncPAAAAAP8RWgEAAAAAlsU1rYCVxaVpVP7iBq+ebOToxaSrgtghAAAAoHERWgErMxzKUwCTJnH5KgAAAGyO0ApYWHKCNHVEw0fx5x9xSLOD2CEAAACgkRFaAQtzGIZSEwPYAJMuAQAAwOaYiAkAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoTWEPB6PJk2apF69eql58+Zq27atrrzySn355Zfh7hoAAAAA2AKhNYSuueYaPfjgg8rKytJVV12lHj16aOHChRo0aJCeeOKJcHcPAAAAACwvJtwdiFQzZ87Uf/7zH11yySX67LPPlJSUJEnas2ePLr/8cr344osaOHCg+vbtG+aeAgAAAIB1caY1RP71r39Jkp577jlfYJWktm3b6uWXX5Zpmvr000/D1DsAAAAAsAfOtPrp8OHD2rJli/Lz89W2bVudcsopMgyjxvZbtmyRJHXr1q3Ksq5du0qS1q9fH5rOAgAAAECEiLozrVOmTJFhGHrmmWf8ar9p0yZdd911atWqlbp3767+/fvr1FNPVYcOHTRhwgR5vd5q15s4caK+++47JSYmVlm2ePFiSVJGRkbDDwQAAAAAokDUnWl99913/W67YMECXXnllSosLKyybOfOnXr44Yf13XffadasWXI6nZWW9+jRo9ptLl++XPfff78k6Y477qhHzwEAAAAg+kTVmda33npLP/zwg19tDx48qMGDB6uwsFBOp1Pjxo3T7t27VVBQoLlz5+q8886TJH322WcaN25cndvzer2aOnWq+vXrp+zsbD3wwAPq3bt3QMcDNIRRkiOz6GBg/8zqRxgAAAAAwRbxZ1qLi4u1fPlyTZs2TdOnT/d7vfHjx+vAgQOSpMmTJ+v3v/+9b1n//v2VmZmpbt26adu2bZowYYJGjRqlli1bVruthQsXauTIkVq1apWaNGmicePG6cknnwzswIAGip19hUoD3cawZVJCi6D0BwAAAKhNRJ9p7d27t5KSktSnTx9NmzZNpaX+/anu9Xr15ptvSpI6deqkkSNHVmmTkpKiMWPGSJLy8/P14YcfVmlTVlamRx55RH369NGqVat01VVX6ccff9RTTz1V6yROAAAAAICjIjq07t27t8aJkmqzaNEi31nWW2+9tcaAOWTIEMXEHD1Z/fnnn1daZpqm7rrrLr388stKT0/X7Nmz9eWXX+rMM8+sd38Aq/GaZri7AAAAgCgR0aF1w4YNKi4u9v3bsGGDX+v9+OOPvse9evWqsV1SUpLvljbHriNJb7zxht5991316NFDq1at0sCBAxtwBIA1FRSHuwcAAACIFhF9TWtsbGyln+Pi4vxa79j7p3bu3LnWtieffLKWL1+uffv26fDhw2rWrJkk6dVXX5XT6dRHH32ktLS0+nX8/zNNr3Jzc6Vy/4YSm0V5Ki3635nluBhDsbW0RxSIS9Oo/MUBbSLZyNGLSVcFqUMAAACIFCUlJSopKWnw+qafo/ciOrQ2VHZ2tu/xiSeeWGvbY5f/8ssvatasmfLy8rRq1So1bdpUL7/8co3rnnfeebrrrrtqXF6cu1ft2jTzv+PHefLaphp3Z4NXRyQwHMpTgBMmMRIYAAAA1XjhhRf0zDPPhHw/hNZqFBQU+B4nJibW2vbY5RXrbdu2TZJ05MgRvfrqqzWue+utt9YaWuNT22jThp+VmujvmdZDKv24n+/nuBgmewIAAAAQGo8//rgeeuihBq/fpUsX7dmzp852hNZqHHuK2+l01tq2YiImSSoqKpIknX322X6f6q6NYTiUmprqf2htUqbShIi+TBn1lJwgTR0R2Hsi/4hDmh2kDgEAACBixMXF+X0JZnX8vaMKobUax549LS0tVXx8fI1tjw24CQkJIe0XUF8Ow1Bq7YMF6sakSwAAAAgjTstVIzk52fc4Nze31rbHLj92PQAAAABA4Ait1TjppJN8j3fv3l1r24rlhmEoPT09pP0CAAAAgGhDaK3G6aef7nv8008/1dp23bp1kqR27dpxphUAAAAAgozQWo0+ffr4HmdmZtbYbufOnb6Zgnv37h3qbgEAAABA1CG0VqNz587q0qWLJGnGjBk6fPhwte2mTZvmezx48ODG6BoAAAAARBVCaw0q7jeUn5+v++67r8otbFauXKmXXnpJktSxY0dCKwAAAACEALe8qcHw4cP1+uuva/HixZo+fbp27dql4cOHKzU1VUuWLNGUKVNUVFQkh8OhyZMnq0mTJkHvQ3Fetnqcf4Yc1dy+yOVyyeVyBX2fAAAAABAsbrdbbre72mXZ2dl+bYPQWoOYmBh9+umnGjRokH788UfNmzdP8+bNq9QmNjZWkydP1jXXXBOSPsSntNaS5WuVmujfTXeBxmKU5MgsCvB9GZ8mw2CwBwAAQCSr7WRbRkaGsrKy6twGobUWrVu31qJFizR16lS999572rBhg/Lz89W2bVtddtlluv/++3XmmWeGu5tAo4udfYVKA93GsGVSQoug9AcAAACRK6pCa/v27atcm1qXJk2aMBQXAAAAAMKEsXkAAAAAAMsitAIAAAAALCuqhgcDaIC4NI3KX1zpqQm3O5SS4P9ETGZJjspmXh7sngEAACAKEFoB1M5wKE/HTZgU75BRj9AKAAAANBTDgwEAAAAAlkVoBQAAAABYFqEVAAAAAGBZXNMKoN7yiiWpHvc8LjYVd9xTXtOUM4h9AgAAQGQitFpYcV62epx/hhzVzHfjcrnkcrkav1OApNHveOvVPkVevZpc+bmCYik1MYidAgAAgOW43W653e5ql2VnZ/u1DUKrhcWntNaS5WuVmsgsrQAAAADsp7aTbRkZGcrKyqpzG1zTCgAAAACwLEIrAAAAAMCyGB4MoFbJCdLUEYF9v5V/xCHNDlKHAAAAEFUIrQBq5TCMwCdMKg5KVwAAABCFGB4MAAAAALAszrQCCAujJEdmUQAzY8enyTD43g0AACDSEVoBhEXs7CtUGsj6w5ZJCS2C1h8AAABYE6cpAAAAAACWRWgFAAAAAFgWoRUAAAAAYFlc0wog9OLSNCp/caWnJtzuUEqCfxMxmSU5Kpt5eSh6BgAAAIsjtFpYcV62epx/hhzV/F3vcrnkcrkav1NAQxgO5em4SZPiHTL8DK0AAACwJ7fbLbfbXe2y7Oxsv7ZBaLWw+JTWWrJ8rVIT+cMeAAAAgP3UdrItIyNDWVlZdW6Da1oBAAAAAJZFaAUAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJZFaAUAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJZFaAUAAAAAWFZMuDsAIDrlFUuS6V/jYlNxxz3lNU05g9wnAAAAWA+hFUBYjH7H63fbFHn1anLl5wqKpdTEIHcKAAAAlsPwYAAAAACAZXGm1cKK87LV4/wz5DCqLnO5XHK5XI3fKQAAAADwk9vtltvtrnZZdna2X9sgtFpYfEprLVm+VqmJ1aRWAAAAALC42k62ZWRkKCsrq85tEFoBhFxygjR1RMOvRsg/4pBmB7FDAAAAsA1CK4CQcxhGYJMmFQetKwAAALAZJmICAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFkx4e4Aalacl60e558hh1F1mcvlksvlavxOAQAAAICf3G633G53tcuys7P92gah1cLiU1pryfK1Sk2sJrUCAAAAgMXVdrItIyNDWVlZdW6D4cEAAAAAAMviTCsAW8ovkVRoBrSN5ATJYTCSAQAAwMoIrQBsacxHXuXJG9A2po5wKDUxSB0CAABASDA8GAAAAABgWYRWAAAAAIBlEVoBAAAAAJbFNa0ALC8pXio/7rkJtzukeP+/d8srlka/E9g1sAAAAGh8hFYAllfdDL8pCYaMhPrM/BvYTMMAAAAID4YHAwAAAAAsi9AKAAAAALAshgcDiA6mVyk6WPm5YofMaoYe+y0+TYbBd38AAAChRGgFEB1KcvRq8oWVn/tEKg1gk7HDlkkJLQLqFgAAAGrHKQIAAAAAgGURWgEAAAAAlkVoBQAAAABYFte0AohapYO+VnKz5n61NUtyVDbz8hD3CAAAAMcjtAKIWmZcmgwmUgIAALA0hgcDAAAAACyL0AoAAAAAsCxCKwAAAADAsrim1cKK87LV4/wz5DCqLnO5XHK5XI3fKQAAAADwk9vtltvtrnZZdna2X9sgtFpYfEprLVm+VqmJ1aRWAAAAALC42k62ZWRkKCsrq85tMDwYAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZzB4MwJbMkpx6tTfq2R4AAADWQGgFYEtlMy+vV/vYEPUDAAAAocXwYAAAAACAZRFaAQAAAACWRWgFAAAAAFgW17QCsL74NMUOWxbQJvKKTI1+x1vpuQlxaQFtEwAAAKFHaAVgeYbhkBJaBLYR01SeKodWGQw2AQAAsDr+YgMAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJZFaAUAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJYVE+4OAIBdmSU5gW8kPk2GwfeHAAAANSG0AkADlc28POBtxA5bJiW0CEJvAAAAIhNf7wMAAAAALIvQCgB+8JqmrbYLAAAQKQitAOCHgmJ7bRcAACBScE0rAPgjLk2j8hcHtIlkI0cvJl0VpA4BAABEB0KrhRXnZavH+WfIYVRd5nK55HK5Gr9TQLQyHMpTgBMmMRIYAABEGbfbLbfbXe2y7Oxsv7ZBaLWw+JTWWrJ8rVITq0mtAAKWVyz5myTzGMYLAABQb7WdbMvIyFBWVlad2yC0Aohao9/xBrT+hNsdSon3v33+EYc0O6BdAgAARB1CKwA0UEq86jcSgrO1AAAA9cbswQAAAAAAyyK0AgAAAAAsi+HBAKJCcoI0dURwv6dLTgjq5gAAAFANQiuAqOAwDKUmhrsXAAAAqC+GBwMAAAAALIvQCgAAAACwLEIrAAAAAMCyuKYVAMIov0RSoRnQNpITjl6zCwAAEIkIrQAQRmM+8ipP3oC2MXWEg0mmAABAxGJ4MAAAAADAsgitAAAAAADLIrQCAAAAACyLa1oBoJEkxUvlxz034XaHFO//94d5xdLodwK7BhYAAMBOCK0A0Eiqm+E3JcGQkVCfmX8Dm2kYAADAbhgeDAAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyYsLdAdSsOC9bPc4/Qw6j6jKXyyWXy9X4nQIAAAAAP7ndbrnd7mqXZWdn+7UNQquFxae01pLla5WaWE1qBQAAAACLq+1kW0ZGhrKysurcBsODAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFgWoRUAAAAAYFkx4e4AAEQzsySnfisUm0qR97iNtJDkDFqfAAAArITQCgBhVDbz8nq1j5P0anLl50pKlkpJLYPXKQAAAAtheDAAAAAAwLIIrQAAAAAAyyK0AgAAAAAsi2taAaCxxKcpdtiygDaRf/iQYmdfEaQOAQAAWB+hFQAaiWE4pIQWAW3DLDKD1BsAAAB7YHgwAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCymD0YAGyuMDcnoPWTmqXJ6XD63d5rmsovCmiXVSQnSA7DCO5GAQBARCC0AoDNpf03sPu2FgxeqtTmLf1un18k/fYf3oD2ebypIxxKTQzqJgEAQIRgeDAAAAAAwLIIrQAAAAAAyyK0AgAAAAAsi2taAcBGkpqlqWDw0gavX5ibE/A1sNWZcLtDKfH+tc0rlka/E9xrYgEAQOQitAKAjTgdznpNmtRYUuKl1ER/Z/81Q9oXAAAQWRgeDAAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMuKCXcHUDNDXqn4oEzD8Ku9WZIT4h4BAAAAQOMitFpYmmOf4j65QKXh7ggAAAAAhAnDgwEAAAAAlkVoBQAAAABYFqEVAAAAAGBZXNNqcaWDvlZys+YN30B8WvA6AwAAAACNjNBqcWZcmoyEFuHuBgAAAACEBcODAQAAAACWRWgNg4MHDyo2NlYzZ84Md1cAAAAAwNIYHhwGU6ZMUVlZWbi7AQCSJKMkR2aR4f8KxaZS5K38nNlCkjOo/QIAAJAIrY0mJydHa9as0YwZM+R2u8PdHQDwiZ19hUrr0T5O0qvJlZ8rKVkqJbUMZrcAAAAkEVobzSWXXKKVK1eGuxsAAAAAYCuE1gY4fPiwtmzZovz8fLVt21annHKKDKP2oXV/+9vfdOTIEUnSBx98oA8++KAxugoAAAAAthbVEzFNmTJFhmHomWee8av9pk2bdN1116lVq1bq3r27+vfvr1NPPVUdOnTQhAkT5PV6a1y3f//+uv7663X99dfr9NNPD9YhAAAAAEBEi+ozre+++67fbRcsWKArr7xShYWFVZbt3LlTDz/8sL777jvNmjVLTieTkQCwqLg0jcpfXOmpCbc7lJLg/0RM+YcPKXb2FcHuGQAAQLWi9kzrW2+9pR9++MGvtgcPHtTgwYNVWFgop9OpcePGaffu3SooKNDcuXN13nnnSZI+++wzjRs3LpTdBoDAGA7lqUWlf4pvISPB/39mXFq4jwIAAESRqAqtxcXF+v7773X33Xfr3nvv9Xu98ePH68CBA5KkyZMn66mnnlJ6eroSExPVv39/ZWZmqmPHjpKkCRMm+NoCAAAAAAITNaG1d+/eSkpKUp8+fTRt2jSVlvp3gwev16s333xTktSpUyeNHDmySpuUlBSNGTNGkpSfn68PP/wweB0HAAAAgCgWNaF17969tU6UVJNFixb5zpzeeuutNc4SPGTIEMXEHL1E+PPPP294RwHAhoySHJlFB/36p+KDSlHlfzLr//kMAACiQ9RMxLRhwwaZpun7eceOHTrttNPqXO/HH3/0Pe7Vq1eN7ZKSktStWzctX7680joAEA1iZ18h/8avSHGSXk2u/FxJyVIpqWWwuwUAACJA1ITW2NjYSj/HxcX5td769et9jzt37lxr25NPPlnLly/Xvn37dPjwYTVr1qze/TyW15Ryc/OkmNi6G1cjLi7O7+MEAAAAgPooKSlRSUlJg9c/9qRibaImtDZUdna27/GJJ55Ya9tjl//yyy8Bh9a9hz1q17FTg9cfM2aMxo4dG1AfAAAAAKA6L7zwgp555pmQ74fQWoeCggLf48TExFrbHrv82PUaqk0zp5as2KTU5i0atD5nWQEAAACEyuOPP66HHnqowet36dJFe/bsqbMdobUOx57udjqdtbatmIhJkoqKimpsN2bMGN9sw7VxGFJqaopSU1P96CkANJK4NI3KX1zpqQm3O5SSUP1EdcfLP3xIsbOvCEXPAABAIwr0csSaJrk9HqG1DseePS0tLVV8fHyNbY8NuAkJCSHtFwCEjeFQno4bARLvkOFnaDWL/Lt+BQAAQIqiW940VHLy/6a4zM3NrbXtscuPXQ8AAAAA0DCE1jqcdNJJvse7d++utW3FcsMwlJ6eHtJ+AQAAAEA0ILTW4fTTT/c9/umnn2ptu27dOklSu3btONMKAAAAAEFAaK1Dnz59fI8zMzNrbLdz505t27ZNktS7d+9QdwsAAAAAogKhtQ6dO3dWly5dJEkzZszQ4cOHq203bdo03+PBgwc3RtcAAAAAIOIRWv1Qce+h/Px83XfffTLNyjNfrly5Ui+99JIkqWPHjoRWAAAAAAgSbnnjh+HDh+v111/X4sWLNX36dO3atUvDhw9XamqqlixZoilTpqioqEgOh0OTJ09WkyZNwt1lAAAAAIgIhFY/xMTE6NNPP9WgQYP0448/at68eZo3b16lNrGxsZo8ebKuueaaoO03+4hHPXpdJIfTWWWZy+WSy+UK2r4AAAAAINjcbrfcbne1y7Kzs/3aBqHVT61bt9aiRYs0depUvffee9qwYYPy8/PVtm1bXXbZZbr//vt15plnBnefTZ1asvB7pTZvGdTtAgAAAEBjqO1kW0ZGhrKysurcRtSG1vbt21e5NrUuTZo04QwnAAAAADQiJmICAAAAAFgWoRUAAAAAYFmEVgAAAACAZRFaAQAAAACWRWgFAAAAAFhW1M4eDAA4Kq9YkvyfTf1o++AySnJkFhmBbSQ+TYbBd7EAAEQaQisARLnR73jD3QXFzr5CpYFuY9gyKaFFUPoDAACsg6+kAQAAAACWxZlWC8s+4lGPXhfJ4XRWWeZyueRyucLQKwAAAADwj9vtltvtrnZZdna2X9sgtFpY66ZOLVn4vVKbtwx3VwAAAACg3mo72ZaRkaGsrKw6t0FoBYAokpwgTR0R/CtDkhPq0TguTaPyF1d6asLtDqUk+D8Rk1mSo7KZl9djpwAAwK4IrQAQRRyGodTEMHfCcChPx02YFO+QUY/QCgAAogcTMQEAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLG55AwAIu7xiSTL9X6HYVNxxT3lNU84g9gkAAFgDoRUAEHaj3/HWq32KvHo1ufJzBcUK/z1oAQBA0DE8GAAAAABgWZxptbDsIx716HWRHM6qA95cLpdcLlcYegUAAAAA/nG73XK73dUuy87O9msbhFYLa93UqSULv1dq85bh7goAAAAA1FttJ9syMjKUlZVV5zYIrQCARpWcIE0dEdjVKflHHNLsIHUIAABYGqEVANCoHIYR+IRJxUHpCgAAsAEmYgIAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJZFaAUAAAAAWBahFQAAAABgWYRWAAAAAIBlEVoBAAAAAJZFaAUAAAAAWBahFQAAAABgWYRWAAAAAIBlxYS7A6hZ9hGPevS6SA6ns8oyl8sll8sVhl4BAAAAgH/cbrfcbne1y7Kzs/3aBqHVwlo3dWrJwu+V2rxluLsCAAAAAPVW28m2jIwMZWVl1bkNhgcDAAAAACyL0AoAAAAAsCxCKwAAAADAsgitAAAAAADLIrQCAAAAACyL0AoAAAAAsCxCKwAAAADAsgitAAAAAADLIrQCAAAAACyL0AoAAAAAsCxCKwAAAADAsgitAAAAAADLIrQCAAAAACwrJtwdAAAgGIySHJlFht/tvaapguLjnoxLk4yGf5+bnCA5DP/7AAAA6kZoBQBEhNjZV6i0nuvEHffzqPzFylOLBvdh6giHUhMbvDoAAKgGw4MBAAAAAJbFmVYLyz7iUY9eF8nhdFZZ5nK55HK5wtArAAAAAPCP2+2W2+2udll2drZf2yC0Wljrpk4tWfi9Upu3DHdXAAAAAKDeajvZlpGRoaysrDq3QWgFANhPXJpG5S+u9NSE2x1KSfB/EqT8w4cUO/uKSs89c7NDyU39u3Imr1ga/Y7X7/0BAICGIbQCAOzHcFSdMCneIaMeodUsMqs8lxwnpSb6u42q6wMAgOBjIiYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlhUT7g6gZtlHPOrR6yI5nM4qy1wul1wuVxh6BQAAAAD+cbvdcrvd1S7Lzs72axuEVgtr3dSpJQu/V2rzluHuCgAAAADUW20n2zIyMpSVlVXnNhgeDAAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMuKCXcHAACIVl7TVH5RABswvVJJTqWnkuIlh2EE1rH4NBkG32sDAKyB0AoAQJjkF0m//Ye3weun6KBeTb6w0nPlgXZKUuywZVJCiyBsCQCAwPE1KgAAAADAsjjTamHZRzzq0esiOZzOKstcLpdcLlcYegUAAAAA/nG73XK73dUuy87O9msbhFYLa93UqSULv1dq85bh7goAAAAA1FttJ9syMjKUlZVV5zYIrQAAWMiE2x1Kifevbf4RhzS78nOlg75WcrPmfu/PLMlR2czL69FDAAAaF6EVAAALSYmXUhP9nP23uOpTZlyaDCZRAgBEECZiAgAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYFqEVAAAAAGBZhFYAAAAAgGURWgEAAAAAlkVoBQAAAABYVky4OwAAgFUYJTkyiwz/GhebSpG38nNmC0lO/3doepWig8dt1yHT8K8PRkmO//sCAMCmCK0AAPx/sbOvUKmfbeMkvZpc+bmSkqVSUkv/d1iSo1eTL6z83Cfyuw+x/u8JAADbYngwAAAAAMCyONNqYdlHPOrR6yI5nFWHmrlcLrlcrjD0CgAAAAD843a75Xa7q12WnZ3t1zYIrRbWuqlTSxZ+r9Tm9RhqBgAAAAAWUdvJtoyMDGVlZdW5DUIrACA6xaVpVP7iSk9NuN2hlAT/JkHKP3xIsbOvCHq3Sgd9reRmzf1qm1dkavQ7lSeDmhCXFvQ+AQAQToRWAEB0MhzKU4vKz8U7ZPgZWs0iMwSdksy4NBkJLepuKEmmqbzjZzA2mK4CABBZ+D8bAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQCgAAAACwLEIrAAAAAMCyCK0AAAAAAMsitAIAAAAALIvQGmLvvfeeBg0apBYtWujMM8/Uvffeq3379oW7WwAAAABgC4TWEBo/frx+/etfa9myZbrsssuUnJysf/zjH+rbt6927doV7u4BAAAAgOURWkNk69atevzxx3Xqqafq559/1ocffqhFixZp8uTJ2rhxo55++ulwdxEAAAAALI/QGiKvv/66TNPU+PHj1aJFC9/zo0aNUrdu3fTxxx8rNzc3jD0EAAAAAOsjtPrp8OHDWr58uebNm6dNmzbJNM1a23/66aeKj4/XFVdcUWXZ9ddfr8LCQn3zzTeh6i4AAAAARISoC61TpkyRYRh65pln/Gq/adMmXXfddWrVqpW6d++u/v3769RTT1WHDh00YcIEeb3eatfbs2ePOnTooMTExCrLunTp4msDAAAAAKhZ1IXWd9991++2CxYs0DnnnKN///vfKi8vr7Rs586devjhhzV48GB5PJ5Ky4qLi3X48GE1b9682u1WDBf+5Zdf6tl7AAAAAIguURVa33rrLf3www9+tT148KAGDx6swsJCOZ1OjRs3Trt371ZBQYHmzp2r8847T5L02Wefady4cZXWzcnJkSSlpKRUu+2K5/fv39/QQwEAAACAqBDxobW4uFjff/+97r77bt17771+rzd+/HgdOHBAkjR58mQ99dRTSk9PV2Jiovr376/MzEx17NhRkjRhwgRfW0lKS0uTpBonWjpy5EildgAAAACA6kV0aO3du7eSkpLUp08fTZs2TaWlpX6t5/V69eabb0qSOnXqpJEjR1Zpk5KSojFjxkiS8vPz9eGHH/qWxcfHq1mzZjp06FC12694vm3btvU6HgAAAACINjHh7kAo7d27t8aJkmqzaNEi35nTW2+9VYZhVNtuyJAhuueee1ReXq7PP/9cLpfLtyw9PV2bN29WQUGBkpKSKq23bt06SYRWAIg0hbk59W4fF6K+BMIsqd9xVCs+TYbh33fjXtNUflHguzxecoLkqOH/4aiZaXql4iC8B45Vj/cDABwvokPrhg0bKt2aZseOHTrttNPqXO/HH3/0Pe7Vq1eN7ZKSktStWzctX7680jrS0dva/PnPf9ZXX32lG264odKyzz77TAkJCbrsssv8PRQAgA2k/bfqbc5qY8XAKkllMy8PeBuxw5ZJCS3qbigpv0j67T/q/yVzXaaOcCi16iT+qEtxjkrf6x7UTdbn/QAAx4vo0BobG1vp57g4//48WL9+ve9x586da2178skna/ny5dq3b58OHz6sZs2aSZLuuecevfDCC3rsscfUv39/30zCr7zyilavXq277rrL17YmXlPKzc2TYmJrbVeTuLg4v48ZAAAAAOqjpKREJSUlDV7/2BOMtYno0NpQ2dnZvscnnnhirW2PXf7LL7/4gmjHjh314osv6o9//KO6dOmiAQMGaPv27VqyZIlOO+00Pfvss3X2Y+9hj9p17NSwg5A0ZswYjR07tsHrAwAAAEBNXnjhBT3zzDMh3w+htRoFBQW+x4mJtY8rOnb5setJ0qOPPqqMjAz985//1Ndff622bdvqt7/9rZ577jm1bNmyzn60aebUkhWblNq8YcNpOMsKAAAAIFQef/xxPfTQQw1ev0uXLtqzZ0+d7Qit1Tj2FLfT6ay1bUzM/17CoqKqs0gMGzZMw4YNa1A/HIaUmpqi1NTUBq0PAAidpGZpKhi8NCTbbVTxaUevNwyAWZITlOtgjzXhdodS4v1vn1csjX4n+NfF4qgmN86REeffezMU7wcA1hTo5Yg1TXh7PEJrNY49e1paWqr4+Jr/r3lswE1ISAhpvwAA1uF0OJXavO5RM1ZnGA5LTpCTEi+lJtZn5l//rotCwxhxaTIs+D4BEB2Ye7waycnJvse5ubm1tj12+bHrAQAAAAACR2itxkknneR7vHv37lrbViw3DEPp6ekh7RcAAAAARBtCazVOP/103+Offvqp1rbr1q2TJLVr144zrQAAAAAQZITWavTp08f3ODMzs8Z2O3fu1LZt2yRJvXv3DnW3AAAAACDqEFqr0blzZ3Xp0kWSNGPGDB0+fLjadtOmTfM9Hjx4cGN0DQAAAACiCqG1BhX3G8rPz9d9990n06w8K+HKlSv10ksvSZI6duxIaAUAAACAEOCWNzUYPny4Xn/9dS1evFjTp0/Xrl27NHz4cKWmpmrJkiWaMmWKioqK5HA4NHnyZDVp0iTcXQYAAACAiENorUFMTIw+/fRTDRo0SD/++KPmzZunefPmVWoTGxuryZMn65prrglJH7KPeNSj10VyOJ1VlrlcLrlcrpDsFwAAAACCwe12y+12V7ssOzvbr20QWmvRunVrLVq0SFOnTtV7772nDRs2KD8/X23bttVll12m+++/X2eeeWbo9t/UqSULv4+Im9cDAAAAiD61nWzLyMhQVlZWnduIqtDavn37Ktem1qVJkyac1QQAAACAMGEiJgurZ76GBZSUlGjs2LEqKSkJd1dQD9TNvjzlJVrz5TPylFM7u+H3zp6om31RO/uidoRWS6o4G0xmtZ+SkhI988wzUf2hYkfUzb685SVa+9U4eQmttsPvnT1RN/uidvZF7QitAAAAAAALI7QCAAAAACyL0AoAAAAAsCxCKwAAAADAsgitAAAAAADLIrQCAAAAACwrJtwdQM3253rUo9dFcjidVZa5XC65XK4w9AoAAAAA/ON2u+V2u6tdlp2d7dc2ONNqYa1SnVqy8HutW7euyr9gB9aa3kih0Jj7Csf+GlOkv5bUzp77i+S6SZH9WkZy7SL9taR29txfJNdNiuzXMpJrF+xjc7lc1eaZdevWqXXr1n5tg9AKSXyo2FWkv5bUzp77i+S6SZH9WkZy7SL9taR29txfJNdNiuzXMpJrZ8VjI7QCAAAAACyL0AoAAAAAsCxCKwAAAADAsgitAAAAAADLIrQCAAAAACzLME3TDHcnUJlhGL7HDkfjfK/g9Xojcl+Rvr9IPrbG3l8kH1tj76+x9uWt+L+X6ZUMhxxGrc1r38b/5882rPZaNuQYAtlfjUxv5Z+Nurdz7P6CcRy1bSOSf+dCsr9a6unXvhrwfqiJ7V9Li+wr0vcXycfW2Ptr7H1VqC2WElot6NjQCgAAAACRrrZYGtOI/UA9ORwOtWnTplH2lZ2d7ffNfe20r8ben2ma2rNnj9q2bdsoXz5E8mvZmPtr7LpJkftaNva+Ir12kfw+4fPSnvuL9N+5xt5fJP/OSZH7Wjb2/iL583Lv3r2VzrbWyITltG3b1pRktm3bttH22aVLl4jcV2PvLycnx5Rk5uTkNMr+Ivm1bMz9NXbdTDNyX8vG3lek1y6S3yd8Xtpzf5H+O9fY+4vk3znTjNzXsrH3F8mfl+np6aYkMz09vdZ2TMRkYSYjt22nombUzl6om31RO/uidvZE3eyL2tkXtWP2YEvj2lb7cTqdlf4Le6Bu9kXt7Iva2RN1sy9qZ1/UjtAKBFXFmHy/xubDMqibfVE7+6J29kTd7Iva2Re1i5KJmHJycrRs2TL98ssvfq9z++23h7BHAAAAAAB/RHxoffXVV/XII4+otLTU73UMwyC0okEq7mnVmPftQuCom31RO/uidvZE3eyL2tkXtYvw0Prtt9/q/vvv9/2clJSkVq1ahbFH9bNv3z517dq12mUul0sulyto+wrmtqy0r8ben8fjqfTfUIvk17Ix99fYdZMi97Vs7H1Feu0i+X3C56U99xfpv3ONvb9I/p2TIve1bOz92f3z0u12y+12V7ssOzvbr20YZgRPQzVw4EB99dVXatasmf75z3/q6quvtsXkRunp6b57MWVlZYW7O6iHw4cPKy0tTTk5OWrWrFm4uwM/UTf7onb2Re3sibrZF7Wzr0iuXUZGhrKyspSenq7du3fX2C6iz7SuXbtWhmHoqaee0jXXXBPu7iAKMHzDnqibfVE7+6J29kTd7Iva2Re1i/DZgw8ePChJ6t+/f3g70kARfBI8YoVj6A0CR93si9rZF7WzJ+pmX9TOvqhdhIfW9u3bSzo6e7Ad2WEoMyqrqBm1sxfqZl/Uzr6onT1RN/uidvZF7SI8tN5yyy0yTVNfffVVuLuCKMHwDXuibvZF7eyL2tkTdbMvamdf1C7CQ+sjjzyic889V3/72980e/bsRtlnSUmJ/vKXv+i6665Tly5dlJSUpNNPP11DhgzRK6+8orKyMr+3xfBg+2H4hj1RN/uidvZF7eyJutkXtbMvahfhEzElJiZqzpw5uvvuu3Xttdfqhhtu0M0336zOnTurRYsWta7brl27eu9v3rx5GjFihDZt2lTp+Q0bNmjDhg2aOXOmpkyZotdee00XX3xxnduL5iEAdsXwDXuibvZF7eyL2tkTdbMvamdf1C7CQ2tSUpKko2csTdPUrFmzNGvWrDrXMwxD5eXl9drXzz//rKuvvloFBQWSpN69e2vw4MHq2LGjtm3bpk8++UQ//PCD1q9fr6uvvlorVqzQKaecUv+DgqUxfMOeqJt9UTv7onb2RN3si9rZF7WL8NBaVFRU6Wd/h9s2ZFjumDFjfIH1D3/4g15++eVKb6zRo0frL3/5i/74xz8qPz9fv/71r7Vo0aJqvzGJ5m9R7C4mJka//e1vFRMT0b9aEYe62Re1sy9qZ0/Uzb6onX1RO8kwI/jCyZ07dzZ43ZNOOsnvtkVFRWrWrJlKS0vVrl07bdy4UfHx8dW2HTRokL788ktJ0g8//KBevXpVaePvTXZhPV6vVwcOHFDLli2j+tswu6Fu9kXt7Iva2RN1sy9qZ1+RXDt/c09Ex/X6BM9ArFixQqWlpZKkW2+9tcbAKkm/+tWvfKH1xx9/rDa0wr4cDodOOOGEcHcD9UTd7Iva2Re1syfqZl/Uzr6oXYTPHtxYsrOzfY/POuusWtu2adPG9/j44cuwv/Lyci1durTe10QjvKibfVE7+6J29kTd7Iva2Re1i/AzrccqKyvTokWLtGjRIh08eFC5ubmaMmWKJGnr1q3q1KlTg7fdrVs3vfXWW5KkK664ota2S5cu9T0+9dRTG7xPWJPT6dTJJ58sp9MZ7q6gHqibfVE7+6J29kTd7Iva2Re1i/BrWit88sknevDBB6uMk66419F5552n8vJyjR8/XgMHDgxZP/bs2aOzzjpLhw4dUnJysrZv317trXcqxna3adNG69evl9frlXR0aIDH45FhGH49TkhIkNPplNPp9M2IXNvjitfk2McxMTEyTbPOx16vV6Zpyul0+v24IcfkcDjqPA6OiWPimDgmjolj4pg4Jo6JY+KYQn9MBQUFKi8vb/AxnXXWWdqzZ0+d17RG/PDgadOmaciQIdq1a5dM01SLFi2qzA5smqbWrFmj6667Tm+88UZI+rFt2zZdccUVOnTokCTpvvvuq/NesXv37lXTpk2VlpamtLQ0NW3aVM2bN/f78QsvvKAVK1YoJydH0tGzvLm5uZKkRYsWqbCwUJK0YMEClZaWyuPxaMGCBfJ4PCotLdWCBQskSYWFhVq0aJEkKTc313e2OCcnRytWrJAkHThwQKtWrZJ0dLj02rVrJUlZWVlav369pKMTY23evFnS0bPbW7dulSRt3rzZN2nW+vXrlZWVJUlau3atb+j1qlWrdODAAUmy9DFt3rxZCxcu1MaNGyPmmCKxTscfU3l5ub799lvt2rUrYo4pEutU3THt2bNHCxcu1MqVKyPmmCKxTtUd048//qj58+f7hr1FwjFFYp2OP6acnBwtXLhQCxcujJhjisQ61XRMP/zwg0pKSiLqmCKxTscfU2Fhob766iuVl5db7pgefPBBNWvWTE2bNlWLFi1qfdysWbMqj/fs2SN/RPSZ1i1btqhr164qLy9Xz5499eabb8rpdKpz584yDEMez9EzrZs2bdKDDz6oL7/8UvHx8dq4caMyMjKC0ofS0lJNmTJFTz/9tPLz8yVJl19+uT7//HPFxsZWuw5nWu37LZVpmsrPz1dSUpIcDkdEHFMk1un4YzIMQzk5OWratKmcTmdEHFMk1qm6x5Kq/M7Z/ZgisU7VPS4rK1NBQYGaNm3q66/djykS63R83x0Oh/Ly8pSYmKiYmJiIOKZIrFN1jyt+51JTU+X1eiPimCKxTtUdk2maOnz4sNLS0vw6vkg80xrRofUPf/iDJk2apI4dO2rt2rWKj4/X1q1bdcopp1QKrdLRF61fv35auHChXC6XJk+eHPD+Z86cqT/+8Y/asmWL77kbb7xRb7/9tpKSkmpcj1veAAAAAIh0/uaeiB4ePHfuXBmGoT/+8Y+13oZGOnqB84MPPijTNH2n3Btq/fr1uuSSSzRkyBBfYG3durXee+89zZgxo9bACnsrLy/XggULVF4evbO72RF1sy9qZ1/Uzp6om31RO/uidhE+e3DF2OzzzjvPr/annXaapKPDhRtq6tSpevDBB323s0lJSdEjjzyihx56iLAaBZxOp84991zfsAfYA3WzL2pnX9TOnqibfVE7+6J2ER5aY2KOHp6/90OtmCSpoSOm3W63Ro0a5fv57rvv1osvvqiWLVs2aHuwH8Mw+HLChqibfVE7+6J29kTd7Iva2Re1i/DhwZ07d5Ykv4f7Vsw01rFjx3rva8aMGbrvvvskSWlpaZozZ45ef/11AmuUKS8vV2ZmZlQP37Aj6mZf1M6+qJ09UTf7onb2Re0iPLTeeOONMk1T48eP1759+2ptu3XrVo0fP16GYei6666r1368Xq8ef/xxmaap5ORkzZ8/X5dddlkgXYdNOZ1O9erVK6qHb9gRdbMvamdf1M6eqJt9UTv7onYRHlofeughnX/++Tp06JC6d++uWbNmKS8vz7fcNE1t27ZNEydOVPfu3VVQUKDOnTvrscceq9d+vvjiC999jp5++mmdccYZQT0O2Es0f6DYGXWzL2pnX9TOnqibfVE7+4r22kX8Na3vv/++Lr74Yu3evVs33XST756MkpSQkKCysjJJRwNsamqqpk+froSEhHrt56uvvvI9btasWaWfa9OtWzedeOKJ9doXrM3jOXoj6D59+viuqYb1UTf7onb2Re3sibrZF7WzL2oX4fdprVBYWKgXX3xREyZMqHZSJqfTqXvuuUfPPvusWrVqVe/tDxw4UP/5z3/qvd4HH3ygW265pcrz3KfVvipu7FxxM2XYA3WzL2pnX9TOnqibfVE7+4rk2vmbe6IiqicmJurZZ5/VY489pk2bNmnjxo3avn272rRpo86dO+u0005Ts2bNGrz9inuxApJ8HyqwF+pmX9TOvqidPVE3+6J29hXttYvoa1qPl5iYqG7duummm27SI488ottuu00XXnhhQIFVkjZu3CjTNOv9r7qzrLA3j8ejhQsXyuPxhLsrqAfqZl/Uzr6onT1RN/uidvZF7aJkeLDdMDwYAAAAQKRjeLCkI0eOqGnTpr6fx40b59d6hmHoqaeeClW3EMFM01RhYaESExMj7pqDSEbd7Iva2Re1syfqZl/Uzr6oXYSeaV22bJkmTZqkzz77TEeOHPE973A46iy0aZoyDCOsp98rvnGIiYlR586dq23jcrnkcrkauWeoS3l5uRYtWqSePXtG7exudkTd7Iva2Re1syfqZl/Uzr7sXju32y23213tsk2bNqm8vLzOM60RF1o/+eQTDRs2TKWlpYqJiVFJSYlvWUVo7d69u3755Rft2rXLt8wwDHXt2lW33nqrLr74YvXt2zcc3ZfE8GAAAAAAkc/f3BNREzF98cUXuvnmm1VSUqLY2FgNHz682nYffPCBduzYoZycHH3yySc6+eSTZZqm9u3bp5tvvjmsgRX2Zpqmjhw5ogj7LijiUTf7onb2Re3sibrZF7WzL2oXYaH1j3/8ozwej9LT07VmzRq99tprtbZv2rSprr/+ev3000+65557tH//fl199dWVzs4C9eHxeLRu3bqont3NjqibfVE7+6J29kTd7Iva2Re1i6Dhwf/+9791/fXXy+FwaOXKlTrzzDOrtKkYHrx582Z17Nix0rLy8nJdcMEFWr16tcaOHaunn366sbpeBcODAQAAAES6qBsePGPGDEnStddeW21grUtMTIymTp0q0zT1yiuvRPXpdzScaZo6dOgQ7x+boW72Re3si9rZE3WzL2pnX9QugkLrtm3bZBiGbrzxxgZv44ILLlDTpk118OBBff/990HsHaKFx+PRli1bonr4hh1RN/uidvZF7eyJutkXtbMvahdBoXXr1q2SVGXY77FatGihFi1ayOGo+bDPOeccSdLGjRuD2j9Eh5iYGF1wwQW2nI48mlE3+6J29kXt7Im62Re1sy9qF0Gh9dChQ5KktLS0Gtvs379f+/btU/v27Wts06JFC19boL68Xq/27dsnr9cb7q6gHqibfVE7+6J29kTd7Iva2Re1i6DQ2rp1a0nSnj17AtrOL7/8IklKSUkJuE+IPqZpavfu3VF9zYEdUTf7onb2Re3sibrZF7WzL2oXQaG14uzpvHnzGryNwsJC/fjjj5Kktm3bBqVfiC5Op1PnnXeenE5nuLuCeqBu9kXt7Iva2RN1sy9qZ1/ULoJC69VXXy3TNPX222+rqKioQdt47733VFxcLIfDoYsvvjjIPUQ08Hq92rt3b1QP37Aj6mZf1M6+qJ09UTf7onb2Re0iKLTedNNNatKkibKysvTHP/6x3uvv3btXTz/9tAzD0CWXXKLmzZuHoJfW4PF4lJmZqffff1+ZmZlRPRNZsJmmqf3790f18A07om72Re3si9rZE3WzL2pnX9ROMswIOvrRo0frb3/7mwzD0KhRo/T8888rOTm5zvV++ukn/frXv9aaNWtkGIYWL16s7t27N0KPq+fvTXYbYtasWXrggQcqbTcjI0OTJk3SDTfcENR9AQAAAEBN/M09EXOmVZLGjRun7t27yzRNvfrqqzrllFM0depUlZSUVNt+x44dGjFihM477zytXbtWhmHoySefDGtgDaVZs2ZpyJAhVd4QWVlZGjJkiGbNmhWmnkUOr9erXbt2RfXwDTuibvZF7eyL2tkTdbMvamdf1C7CQmtiYqK+/PJL9erVy3cafeTIkWrWrJl69eqlIUOGaOjQoerRo4eaNWumTp06adq0afJ4PDJNUw888ICeffbZcB9GSHg8Hj3wwAPVDiuoeO7BBx9kqHCATNNUbm5uVA/fsCPqZl/Uzr6onT1RN/uidvZF7SJseHAFr9er8ePHa8KECb77txqGUanNsYd9yimnaPz48Ro8eHCj9rMmFafJY2Ji1Llz52rbuFwuuVwuv7eZmZmpAQMG1Nlu7ty56t+/v9/bBRBcHo9H8+fP1969e9WmTRv17ds3qmcLBAAA9uZ2u+V2u6tdtmnTJpWXl9c5PDgiQ2uFoqIiffzxx/rvf/+rpUuXat++fcrNzVVaWppOPPFE9e7dW1dddZWuvfZaORzWOekcimta33//fQ0bNqzOdu+9956GDh0alH1GI6/Xq507d+qkk06y1HsKtbNK3bjmvP6sUjvUH7WzJ+pmX9TOviK5dv7mnphG7FOjS0hI0B133KE77rgj3F0JuzZt2gS1HapnmqZKSkqieviGHVmhbhXXnB/fh4przmfMmGGr4NpYZ4ytULtQi9Sz79FQu0hE3eyL2tkXtYugM61XXXWVBg8erGuvvVZt27YNd3cCEoozrR6PRx06dFBWVla1b3jDMJSRkaFt27ZFxB9DgJ1U/H7W9Ptut99PzhgHD68lACCSRd3swQcOHNDIkSN10kknqWfPnho/frzWr18f7m5ZhtPp1KRJkyRVvb634ueJEyfa4g9iK/N6vdq8eXNUz+5mR+Gu2/z582v9oDZNU7t27dL8+fMbsVcN09izlIe7dqEU6TO+R3LtIhl1sy9qZ1/ULoJC67Jly7Rz505NnDhRKSkpevrpp3XGGWfo9NNP1xNPPKHFixeHu4thd8MNN2jGjBlKT0+v9HxGRobthh4CkWTv3r1BbRcuzFIePLyWAAD8T8QMDz7e4cOH9e9//1uffvqpvvrqKxUWFqp169b61a9+pcGDB2vAgAGKibHmJb2hGB58rEi9Pgqwq0iZ3TtSjsMKeC0BANEg6oYHH69Zs2a6/fbbNWPGDB04cED/+te/NHDgQM2cOVNXXnmlWrZsqWHDhunjjz9WXl5euLvbqJxOp/r376+hQ4eqf//+BNYg8ng82rBhA2c/bCbcdevbt68yMjKqDN2vYBiG2rVrp759+zZyz+onHGeMw127UImUs++1idTaRTrqZl/Uzr6oXQSH1mPFxcXp2muv1RtvvKG9e/cqMzNTv/nNb7R48WLdcsstOuGEE3T11Vfr9ddfV3Z2dri7CxszDENxcXE1hg9YU7jrFinXnIdjlvJw1y5UomHG90itXaSjbvZF7eyL2kXw8GB//fTTT5o1a5Y+/fRTrVy5Ug6HQxdeeKEGDx6shx9+OCx9CvXwYADWVN1Mse3atdPEiRNtcc05s5QHD68lACAaRP3wYH+dddZZGjNmjH788Udt27ZNEyZMUGxsrJ544olwdw025PF4tHbt2qgevmFHVqnbDTfcoO3bt2vu3Ll67733NHfuXG3bts0WgVUKzxljq9Qu2CLl7HttIrV2kY662Re1sy9qR2itpH379nrggQc0d+5c/fLLL+HuDmzIMAylpqZG9fANO7JS3ex+zXljz1JupdoFW6TP+B7JtYtk1M2+qJ19UbsoGx68ZMkS/fzzz9q8ebN27dqlNm3aqHPnzurSpYt69eoV7u75MDwYgN0xS3nw8FoCACKVv7nHmvd8CbJFixbp0Ucf1ffff19jm969e+uvf/2rLrjggkbsGSJNxfCNM844gz8qbYS6BV/FGeNQi4baNdZr2diioXaRiLrZF7WzL2oXBcODP/roI1100UX6/vvvZZqmHA6HMjIy1KNHD7Vv314Oh0Omaer7779Xz549NXPmzHB3GTZmGIZatWoV1cM37Ii62Re1sy9qZ0/Uzb6onX1RuwgfHpyVlaWzzjpLhw8f1kknnaQnnnhCw4cPV2xsrK9NWVmZ3nrrLT333HPatWuXWrRoodWrV4f1NgIVp8ljYmLUuXPnatu4XC65XK5G7hkAAAAA+M/tdsvtdle7bNOmTSovL69zeHBEh9bRo0frb3/7m1q1aqVly5apXbt2NbbdsWOHunfvrkOHDumhhx7SX/7yl0bsaWVc02pfHo9Hq1atUrdu3aJ2+IYdUTf7onb2Re3sibrZF7Wzr0iuHbe8kbRq1SoZhqEnnnii1sAqHZ05+PHHH5dpmlqxYkUj9RCRpuLeidE8fCNcPB6PMjMz9f777yszM7Ne08JTN/uidvZF7eyJutkXtbMvahfhEzGtXr1aknThhRf61b5iBuGK9YD6cjgcOuGEE8Ldjagza9YsPfDAA5W+ocvIyNCkSZP8ui0IdbMvamdf1M6eqJt9UTv7onYRfqa1pKREklRUVORX++LiYklSXFxcyPqEyFZeXq6lS5eqvLw83F2JGrNmzdKQIUOqDCnJysrSkCFDNGvWrDq3Qd3si9rZF7WzJ+pmX9TOvqhdhIfW9u3bS5Lmz5/vV/vvvvtOknT22WeHrE+IbE6nUyeffHLEXW9gVR6PRw888ICquzS/4rkHH3ywzqHC1M2+qJ19UTt7om72Re3si9pFeGi9+uqrZZqmxo8frx9//LHWtsuXL9f48eNlGAb3akWDGYah5s2bR/U1B41p/vz5tV60b5qmdu3aVecXV9TNvqidfVE7e6Ju9kXt7IvaRXhofeKJJ9ShQwcVFxfr4osv1kMPPaSffvpJhYWFkqTCwkKtWbNGo0ePVr9+/VRcXKwOHTro4YcfDnPPYVfl5eVauHBhVA/faEx79+4NSjvqZl/Uzr6onT1RN/uidvZF7SJ8IqaUlBRNnz5dV111lfLz8zVp0iRNmjRJkpScnKz8/HxfW9M0lZSUpOnTpys5OTlcXYbNOZ1Ode3aNaqHbzQmf++nXFc76mZf1M6+qJ09UTf7onb2Re0i/EyrJPXu3VubNm3SiBEj5HA4ZJqmTNNUXl6e77HD4dA999yjTZs2+WYQBhrCMAw1bdo0qodvNKa+ffvWOgW8YRhq166d+vbtW+t2qJt9UTv7onb2RN3si9rZF7WLgtAqSa1bt9Zrr72m/fv3a9GiRZo+fbpefPFFvfPOO1q4cKH27dunqVOn6sQTTwx3V2Fz5eXlWrBgQVQP32hMTqfTN3ri+A/yip8nTpxY5zeT1M2+qJ19UTt7om72Re3si9pJhlndtJsIq4yMDGVlZSk9Pb3WSWZgPaZpqrCwUImJiVH9bVhjq+4+re3atdPEiRP9uk8rdbMvamdf1M6eqJt9UTv7iuTa+Zt7oiK0lpaW6ptvvtG8efP0+9//3ncrHEn69ttvNWXKFF1yySW66667lJCQEMaeHkVoBerP4/Fo/vz52rt3r9q0aaO+fftG9bUfAAAAVudv7on44cEbN27UhRdeqGuvvVYvv/yycnNzKy3Pz8/XrFmzdN9996l79+5as2ZNmHqKSFBeXq7MzMyoHr4RLk6nU/3799fQoUPVv3//egVW6mZf1M6+qJ09UTf7onb2Re0i/ExrQUGBTjnlFO3bt0+maapbt27697//rYyMDF+bTZs26ZFHHtF//vMflZaWqn379vr5558VHx8ftn5zptW+TNNUaWmpYmNjI274RiSjbvZF7eyL2tkTdbMvamdfkVw7f3NPRN/y5uWXX1Z2draSk5P1wQcfaNCgQVXadO7cWf/617+0YsUKDRw4UDt37tSECRP05JNPhqHHlWVnZ6tr167VLnO5XHK5XI3cI/iDIan2RN3si9rZF7WzJ+pmX9TOvuxcO7fbLbfbXe2y7Oxsv7YR0cODv/76axmGoUceeaTawHqsc889V0888YRM09Q333zTSD2sXevWrbVu3bpq/xFYrcnj8WjBggXyeDzh7grqgbrZF7WzL2pnT9TNvqidfdm9di6Xq8ZM07p1a7+2EdHDg0844QQdPHhQ33//vXr27Fln++XLl+uCCy5Q69attXfv3kboYfUYHmxfpmnK4/HI6XRG3PCNSEbd7Iva2Re1syfqZl/Uzr4iuXZMxCSpuLhYkuT1euvVPi8vL2R9QuSz67dg0Y662Re1sy9qZ0/Uzb6onX1Fe+0iOrR27NhRkrRgwQK/2n///feSVOmWOEB9eDweLVy4MOo/WOyGutkXtbMvamdP1M2+qJ19UbsIHx48ZswYjRs3TikpKfr+++915pln1th2/fr1uvDCC5Wfn6/Ro0frpZdeasSeVsbwYAAAAACRjuHBkh5//HF17dpVeXl5uuiii/TII4/op59+UkFBgSSptLRUGzdu1JgxY9S7d2/l5eWpffv2evrpp4PWhylTpsgwDD3zzDNB2yasyzRNFRQUKIK/C4pI1M2+qJ19UTt7om72Re3si9pFeGiNj4/Xxx9/rJYtWyovL09//etfdc455yg1NVVNmzZVYmKiunTpoueee06HDx9WUlKS3n33XaWkpAStD++++27QtgXr83g8WrFiRVQP37Aj6mZf1M6+qJ09UTf7onb2Re0iPLRKUpcuXbRlyxY9/vjjSkhIkGmaMk1TeXl58nq9Mk1ThmHo7rvv1qZNm9SrV6+g7futt97SDz/8ELTtwfpiYmLUp08fxcRE9C2QIw51sy9qZ1/Uzp6om31RO/uidlJUHHlKSoqef/55Pfnkk9q4caM2bdqk7du3q3Xr1urcubNOO+00NW/ePCj7Ki4u1vLlyzVt2jRNnz49KNuEfZimqdzcXKWmpkbclOSRjLrZF7WzL2pnT9TNvqidfVG7KAmtFRITE3XOOefonHPOCcn2e/furcWLF/t9ix1EHo/Ho3Xr1umCCy6I6m/D7CbS6ubxeDR//nzt3btXbdq0Ud++feV0OsPdrZCweu2iqRb1ZfXaoXrUzb6onX1RuygLrWVlZVq5cqUOHjyo3Nxc3XzzzUHd/t69ewmsUS4mJiaoQ8z9wR/FgQtH3UJl1qxZeuCBByrNwJeRkaFJkybphhtuCGPPQsPKtYu2WtSXlWuHmlE3+6J29kXtouCaVknavXu3brnlFjVr1kw9e/bU1VdfraFDh/qWX3bZZXrggQe0c+fOgPazYcMGFRcX+/5t2LAh0K7DZkzT1KFDhxptdrdZs2apQ4cOGjBggIYNG6YBAwaoQ4cOmjVrVqPsP1I0dt1CZdasWRoyZEiVKeOzsrI0ZMiQiHxfWLV20ViL+rJq7VA76mZf1M6+qF0UnGldtmyZLrnkkirTRB87HvzQoUN69dVX9fHHH+vzzz/Xeeed16B9xcbGVvo5Li6uYZ3+/yqmtz6e0+lUfHy87+fq2lRwOBxKSEhoUNvCwsIafzkMw1BiYmKD2hYVFdV6RjopKalBbYuLi2udVa0+bRMTE33vkZKSEpWXl/vVtrCwUGvWrFG3bt2qHb6RkJAgh+Pod0WlpaUqKyurcbt1tf3000912223VXndK/4onj59uq6//voq242Pj/ediS0rK1Npaak8Ho++//57/fLLLzrxxBN10UUXyel0Ki4uznccFW1rcmzb8vJylZSU1Ng2NjZWTZo0qXdbj8ej4uLiGts2adLE93tYn7ZlZWW11u3Ytl6vV0VFRTVu1zAMLVmyRHv37tWJJ56o888/v8Yz3zExMb7PCdM0VVhYWON26/q993g8uv/++6v9PayYcO6BBx7QZZddVqk/dv+MyM/Pr7V24fiMaGgtpOB+Rhzr2N/7+rStz+99fT8jCgoKaqyd1T4j6vq9r0/b+vzeB/MzoqFtj/+9z83NrbFuVvyMsNvfEXW1DeQzoqioqMbaWfEzwk5/R4T6M6K8vLza2lnxMyJYf0dUYUawnJwc88QTTzQNwzCbN29uvvbaa+bXX39tGoZhOhwOX7t3333XbN++vWkYhtmmTRuzsLAwKPvfvn27KcmUZI4dO9bv9dLT033rVffv8ssvN48cOWIeOnTIzMnJMRMTE2tse/HFF5ter9c0TdMsKyszW7ZsWWPb7t27m2VlZabX6zW9Xq/Zvn37Gtt27drV9Hq9ZllZmWmaptm1a9ca27Zv3940TdP0eDxmeXm52b179xrbtmzZ0vR4PKZpmmZ5ebnZr1+/GtsmJib6+muapjlw4MBaX7dj+ztkyJBa2+bn5/v6e+edd9badu/evb7jGzlyZK1tN2/e7Du+hx56qNa2a9as8R3fmDFjam1bn3/ffPONr7+TJ0+ute1nn33m6+8bb7xRa9uPPvrILC8vNz0ej/nRRx/V2nbatGm+9+S///3vWttOmjTJNE3T9Hq95jfffFNr2/Hjx5vl5eWmaZrmokWLam07ZswYX3/XrFlTa9vRo0f7+rt169Za2yYlJfldizvvvNP3nszLy6u17ZAhQ3zvSdM0g/Z+4DPif/9C9RlRn3+h+oxYsmSJ7/heeumlWtvyGXH0X6g+I373u9/5fof27NlTa9tQfUYMHDjQ9zvk8Xj4O4K/I/iM+P//+Iw4+q8+nxF9+vQxDx8+bB45csQ8ePCg2aJFixrbnnvuuebBgwfNw4cPm4cPHzbbtWvnW5aenm7WJqKHB7/xxhvKzs5WcnKyli1bpt/+9rc6+eSTq7QbNmyYFi1apPbt2ys7O1uTJ08OQ2/9N2fOHDVt2lTNmzdXWlpard+q5OfnKycnR5K0dOnSWr/NME1TCxYskMfjUWlpaa3fLklSTk6OVqxYIUm1fttY8W3dzp07tXnz5lq36fF4lJWVJUlau3Ztrd/ISUePKTc319ef2pSWlmrBggWSVOu3mBUOHDigVatW1dlu27ZtkqStW7fqyJEjtbbduHGjsrOzJUn79++vc9uLFi2qtb4NsWXLFklSdna2MjMza207e/Zsbd261de+LqtWrdKBAwfqbFdR1wULFtRZi+3bt0s6+u3++vXra22bl5entWvXSvLv9d28ebN27txZ57XoFd+Irlixos4a1/YN4/FKS0u1dOlSSXW/f6WjZ9Hreg3qy+6fEbV9uy5Z4zOiPkL5GVFYWKhFixbV2e7Yz4i9e/fW2vaXX36Jis+IutTnM2Lv3r2+ES6LFy+utW2oPiMqfnfXr1/v+32qid0/I+z2d0RFX2rCZ8RRfEYcZYXPiM2bN6tZs2Zq2rSpWrRooYMHD9bYdsWKFWrRooWaNWumZs2aadeuXXX2pYJh1vbpY3M9e/bU0qVLNXbsWD399NOSjn4gnHLKKTIMo8oH5JQpUzRq1ChdfPHFdf4x748dO3aoQ4cOkqSxY8dqzJgxfq2XkZGhrKwsnXjiifrxxx99f1A7HA55PB7FxMQoMTFRHo9HhmGoqKjI97iijWEYSkhIUJMmTZScnCzDMFReXq7i4mLfY6fTWemxw+FQbGysb8hHXl6enE6nTNP07bficZMmTZSQkOB7Pj8/X16vV06n03f/24rH0tHbDlU8X1pa6vuAOba/FY+Tk5N9jyt+aY5tc2zf4+LifI/z8/MlqdIxVazrdDqVlJTk629RUZFKS0srHdOxj1NTU3339C0vL1dpaWmlYzr2cUJCgmJiYuT1elVYWKhVq1apa9euiomJqXJ8Fa+vw+FQUVGRysvLqxxTxePExETfa1pWVqaioiLfMX344Ye655576nwvTZs2TTfddJPv+Lxer+Li4hQbG6uysjJ17Nixxg8jwzCUnp6urVu3qkmTJiouLlZZWVm1Nat4vxmGIcMw5PV6VVBQUOWYKh4nJCQoNjZW5eXlMk1TJSUlvjpV1KyiHk6n03eP5Yr3zrE1O7YeTqdTTZo0qfKaVfeePPa9U/E/hjPPPFNNmjSpcnyxsbGKj49XeXm5DMNQcXFxpWMqKSnR2WefXetr2bZtW61bt67S77HT6VRMTIzvOPLy8qocU8Xj2NhYxcbG+p7Py8ur1Gb+/Pm6+uqr63xPzJ49WxdddJHv+Lxer60/IwoKCvTTTz9V+p0L92fEvHnz/KrFF198oX79+oXkM+L436djXzOv1+v7g+j44zv2M+LYdtW9Jyt+3ype9/p+RlT8cXj22Wf7tmfVzwjpaHg7/pj8/Yw49rEk31DXY4c1VlePYH5GHPv75O/fEdV9RlQM6+7SpYtiY2Mt/xlht78jSkpK5PV6a6xHIJ8R+fn5Wrdunc466yxJsvxnhJ3+jgj1Z4TH49Hq1avVrVu3kP0d0dDPiKKiIjVp0qTBf0f06NFDe/fuVXp6epV5II4V0aH1hBNO0MGDB/Xtt9+qX79+kmoPrcuXL9cFF1ygE088UXv27Al4/4GG1rqKh+iVmZmpAQMG1Nlu7ty56t+/f8i2gaOs8Fp6PB516NBBWVlZ1Z4JMQxDGRkZ2rZtG7NLhxi1AADAP/7mnogeHlwxHCI5Odmv9hXfMtR12h6oidfrbZRbH/Xt21cZGRk13mDaMAy1a9dOffv2rXEbdQ3pqU87j8ejzMxMvf/++8rMzKx1mJcVBVq3YL6WDeV0OjVp0iRJqvK+qPh54sSJEReSGut3rj6itRb1ZcXaoW7Uzb6onX1RuwgPre3atZMk/fTTT361r7juoE2bNiHrEyKbaZrav39/yKckD8Yfxf6+z+tqFwm33Qm0bsF6LQN1ww03aMaMGUpPT6/0fEZGhmbMmBGR9wZtrN+5+orGWtSXVWuH2lE3+6J29kXtInx48AMPPKBXXnlFXbt21apVq+R0OmscHlxYWKizzjpL27dv1913362pU6cGvH+GB6MuHo9H8+fP1969e9WmTRv17du3XmdfZs2apQceeKDS+6Rdu3aaOHFinX8UB2MIY8W9KI9fvyI4R8sf51YbDhro+8oqIuE4IuEYAAAIFb9zT61zC9vcvn37zBNPPNF0OBzmwIEDzX379plbtmypcsubH3/80ezVq5dpGIbZrFkzc8eOHUHZf6C3vKlr6mdYj8fjMXfu3Omb3r02M2fONDMyMipNBZ6RkWHOnDmzXvssLy83586da7733nvm3LlzfVOZ+2PmzJmmYRimYRiV+lHxXG19KS8vr9L/47fRrl27evUnXOpTt5oE8lqiKn9/P4JRu//X3p3HRVXufwD/DKusoiCrCgiiCIr7hqZ2s+yaZaKl5n7Nbu52TSvrurWappaUpiV6Ta00s65lt1JU0lxwX1lkEUFQwQURkOH7+8PfnObMegaGmTnD9/168XKO85znPHO+55w53/M8cw6zDo6dPHHc5ItjJ1/2HDupeY9dDw9u0qQJkpKSAAC//PILQkJCMHjwYOH9/v37IzQ0FJ07dxZu8f3JJ5+gefPmVmgtswdEhDt37hgdvqHqodS8onT16lUMHTrUpKG1jo6O6Nu3L0aMGIG+ffua1ItTmyGMBw4cMHhFjIhw5coVHDhwQHJ7rEVq3Azh4aDmY8r+YY7YMevg2MkTx02+OHbyxbGz8+HBKseOHcMrr7wiPFtLl5iYGCxbtgyPP/642ZbLw4OZLqqhpPpia407i9ZkCOOWLVswcuRIo3Vv3rwZI0aMqJM22CJ7+RzWYov7B2OMMcbqhtS8x8mCbbKazp07Y//+/UhOTsapU6eQlpaG7OxsBAUFoWXLlmjTpg0GDhwIBwe77nhmFlBdXY3c3Fw0b95c7/ZkSg+lpR41o+qtNYU5bz6k67e5TZs2xcqVKy3SQyklblLVZF2yv5i6f5gzdsyyOHbyxHGTL46dfHHs6knSqtK3b18+mWR1iv7/AdeGBjDYwuNRzEH12B1jNx8y9NgdQP/NnFRDQS0xtFZK3JhlmLp/cOzki2MnTxw3+eLYyRfHzo4feVNdXY2bN2+aPN/ly5fRtm3bOmgRqw8cHR3RqlUrizxqxtrM8dgdpVKJGTNm6DwIq/5v5syZdf7cVylxY5Zh6v7BsZMvjp08cdzki2MnXxw7O0xat2zZgs6dO8PT0xP+/v7w9PTEpEmTRAnsvXv38N1332HevHmYNm0axo8fjxEjRqB3796IiYnB+fPnzdKW0NBQEBGISPLvWZm8VVdXIyMjw+DDn1U9lJqJnopCoUCzZs2M9lDagtrefMhWbuYkJW7MMkzdPzh28sWxkyeOm3xx7OSLY2dnw4NfeeUVoedH1UtTVlaGL774An/88QdSUlJw48YNDBgwANnZ2Vrzq+bRd7LEmDmoeiiHDh0KhUIh6mWU2kNpS4YMGYJnnnmmRjcfspeh0sx87G3/YIwxxljt2c3dg0+dOoWOHTuCiKBQKNClSxeEhoYiPz8fqampqKiowMSJE5Geno7k5GQAgLu7O0JDQ+Hh4QGFQgEfHx8EBQWhZ8+emDRpktU+C9892DKsfZdXXTcfatasGVasWFFvHo+SnJyMfv36GS23d+9e/j16PcP7B2OMMWb/pOY9dpO0jh07Fv/5z3/g5eWFn376CfHx8cJ7aWlp+Pvf/46srCwAD5PVNWvWSHpchzVw0lr36uputUqlEhkZGYiMjJSUAFs7cbY21eNNjN3Mqa4fb2Jq3JhlSNk/OHbyxbGTJ46bfHHs5MueY1fvHnlz4cIFKBQKzJw5U5SwAkBUVBQWLlyI0aNHQ6FQ4PXXX7fZhFVdYWEh2rRpo/O9KVOmYMqUKRZu0UNyT7Tq8m61CoUCrq6ukoeY1/fHo9jKUFBT42bvbGUfl7J/cOzki2MnTxw3+eLYyZfcY5eYmIjExESd7xUWFkqqw256Wv38/FBSUoL//e9/+Nvf/qb1/pUrVxAaGgqFQoGUlBT06NHDCq2UxpZ7Wq39PM3aUvXs6VuvlurZY2I8FNR2yH0fZ4wxxph8SM177ObuwcXFxQAefnBdgoODhdcBAQEWaZO9UfVQam5Qqh7K7777zqLtUSqVSE5OxpYtW5CcnCzpsSh1fbdapVKJc+fO1fkjWuzNkCFDkJ2djb1792Lz5s3Yu3cvsrKyLJYkcdwesrV9XAqOnXxx7OSJ4yZfHDv54tjZ0fBgFRcXF53/r95rJteudWsy9jxN1dDsZ555xiI9lDXtDarru9UqFAp4e3vzNlYD1hwqzXGzvX1cKo6dfHHs5InjJl8cO/ni2NlRTyurW7byPE2gdr1BQUFBkpYhtZwmBwcHNGvWDA4OvGvJiSpuRGRy7729sKV93BS8z8kXx06eOG7yxbGTL44dJ61MIlt5nqax3iAAmDlzpt5ko3fv3mjatKneK1UKhQLNmjVD7969JbdHPcmprKzE6dOn61WyYw+USiU++ugjhIWFoV+/fhg5ciT69euHsLAwmxwSWxdsZR83lVKp5H1Opjh28sRxky+OnXxx7DhpZRLVdQ+lVLXtDVLdrRbQHiZu6t1qv/vuO60kJyIiAkePHq3XwzfkaMeOHZg9e7asfstpbrayj5tKoVCgSZMmvM/JEMdOnjhu8sWxky+OHSetTCJz91DWlDl6g4YMGYJt27YhJCRE9P9NmzaV/LgbQ0OUX3zxRXz//feS2smsT6lUYtasWTXuvbcXtrKPm8rBwQFBQUH1esiUXHHs5InjJl8cO/ni2NnhjZgOHz5s9DExUsrY2omZtZn7eZo1fQ6kuXqDhgwZgmeeeaZGbZAyRHnGjBk2d8Mappspvff2/ExdW3lmrqmUSiVOnTqFuLg4m2sbM4xjJ08cN/ni2MkXx84Ok9YXXnhB73uqEy9DZVTlqqqqzNoue6DqodR1115TnqdZm+dAqnqDrl69qjNpVD1nVcpFh5rerdZYkgMAeXl5dp/k2Au5/pazLphrH7ck1T5fn4dMyRXHTp44bvLFsZMvjp2dJa26khhmXrXpoQT+GlarGSvVbweNDc+1hd4gTnLsi1x/y1lXaruPW5qDgwP8/f2t3QxWAxw7eeK4yRfHTr44dnaUtCYlJVm7CfVGTXsozfUcSGv3BnGSY19Uvff6es9N6b23F9Z8Zq6pqqqqcOLECXTo0AFOTnbzlVYvcOzkieMmXxw7+eLYAQri7kmboxr+GhISYnQYqpwkJyejX79+Rsvt3btX0glzTX8XW1tKpRJhYWFGhyhnZWXZbO8UE9u+fTuGDRsGADp776XeoItZHhGhpKQEjRo1qtfDpuSIYydPHDf54tjJlz3HTmreU39vQcUsztzDalW9QSNGjEDfvn0tliCa87E5zDYkJCTU+o7SzDoUCgUaN25sd1/i9QHHTp44bvLFsZMvjh0nrcyC7GlYrb7H5oSEhOCdd97B008/baWWsZqoqqpCUFAQMjIysHfvXmzevBl79+5FVlYWJ6w2rqqqCocOHeKb58kQx06eOG7yxbGTL44dDw+2SapucicnJ7Rs2VJnmSlTpmDKlCkWblnt2OOwWs0hyr169cK9e/fg7e1dr6+GyQ0R4c6dOxw3GeLYyRfHTp44bvLFsZMvuccuMTERiYmJOt9LT09HVVWV0eHBnLTaIHv9TSvw192DAf7tIGOMMcYYY/UZ/6aV2SR9w2rt5beDVVVVSElJqdfDN+SI4yZfHDv54tjJE8dNvjh28sWx455Wm2TPPa0q1rrzb10jIpSVlcHd3V2WwzfqK46bfHHs5ItjJ08cN/ni2MmXPcdOat5TPx/0w6xOTs+BNIVCoYCHh4e1m8FMxHGTL46dfHHs5InjJl8cO/ni2PHwYMbMqqqqCsnJyfV6+IYccdzki2MnXxw7eeK4yRfHTr44djw82CbVh+HB9oqIUFlZCRcXF7sbvmHPOG7yxbGTL46dPHHc5ItjJ1/2HDu+ERNjVmIPv82tjzhu8sWxky+OnTxx3OSLYydf9T12nLQyZkZKpRIpKSlQKpXWbgozAcdNvjh28sWxkyeOm3xx7OSLY8fDg20SDw+WLyKCUqmEo6Oj3Q3fsGccN/ni2MkXx06eOG7yxbGTL3uOHQ8PZsxK6vNVMDnjuMkXx06+OHbyxHGTL46dfNX32HHSypgZKZVKHDp0qN4fWOSG4yZfHDv54tjJE8dNvjh28sWx4+HBNomHBzPGGGOMMcbsHQ8PZswKiAj37t0DXwuSF46bfHHs5ItjJ08cN/ni2MkXx46TVsbMSqlU4sSJE/V6+IYccdzki2MnXxw7eeK4yRfHTr44djw82CapusmdnJzQsmVLnWWmTJmCKVOmWLhljDHGGGOMMSZdYmIiEhMTdb6Xnp6Oqqoqo8ODOWm1QfybVvkiIty5cwfe3t52d0tye8Zxky+OnXxx7OSJ4yZfHDv5sufY8W9aGbMCpVKJ8+fP1+vhG3LEcZMvjp18cezkieMmXxw7+eLYcU+rTeKeVsYYY4wxxpi9455WxqyAiFBcXFyv7+4mRxw3+eLYyRfHTp44bvLFsZMvjh0nrYyZlVKpRGZmZr0eviFHHDf54tjJF8dOnjhu8sWxky+OHSetjJmVUqnErl276vVBRY44bvLFsZMvjp08cdzki2MnXxw7/k2rTQoJCUF+fj6Cg4Nx9epVazeHmeDWrVto1KgRSkpK4OPjY+3mMIk4bvLFsZMvjp08cdzki2MnX/YcO/5Nqx3g6wnyo4oZx05eOG7yxbGTL46dPHHc5ItjJ18cO05abZq9PYepPnB0dBT9y+SB4yZfHDv54tjJE8dNvjh28sWx46SVMbOqrq4W/cvkgeMmXxw7+eLYyRPHTb44dvLFseOk1abV5yEAcsXDN+SJ4yZfHDv54tjJE8dNvjh28sWx46TVpvHwYPnh4RvyxHGTL46dfHHs5InjJl8cO/ni2HHSyphZ8fANeeK4yRfHTr44dvLEcZMvjp18cew4abVp9XkIgFzx8A154rjJF8dOvjh28sRxky+OnXxx7DhptWnXr19HmzZtdP4lJiaadVnmrs9WlmXp5Vl6+IY9r0tLLs8aw27sdV1aeln2Hjt73k74eCnP5dn7Pmfp5dnzPgfY77q09PLkfrxMTEzUm9MUFhZKq4SYzQkODiYAFBwcbLFlRkdH2+WyLL28kpISAkAlJSUWWZ49r0tLLs/ScSOy33Vp6WXZe+zseTvh46U8l2fv+5yll2fP+xyR/a5LSy/Pno+XISEhBIBCQkIMluOeVhtG9XgIgFwRD9+QJY6bfHHs5ItjJ08cN/ni2MkXx46HB9s0vnuw/PDd3eSJ4yZfHDv54tjJE8dNvjh28sWx46SVMbPiu7vJE8dNvjh28sWxkyeOm3xx7OSLY8dJK2OMMcYYY4wxG8ZJK2Nm5ODgIPqXyQPHTb44dvLFsZMnjpt8cezki2MHKKg+/6LXRrm4uODBgwdwcHBAUFCQRZZZWFiIgIAAu1uWpZdXXV2NgoICBAUFWeTAYs/r0pLLs3TcAPtdl5Zelr3Hzp63Ez5eynN59r7PWXp59rzPAfa7Li29PHs+XhYUFKC6uhrOzs6orKzUW46TVhvk6OhYr8esM8YYY4wxxuoPBwcHKJVKve87WbAtTKIGDRqgvLwcjo6O8Pf3t3ZzGGOMMcYYY8zsioqKoFQq0aBBA4PluKeVMcYYY4wxxpjNqr+/5mWMMcYYY4wxZvM4aWWMMcYYY4wxZrM4aWWMMcYYY4wxZrM4aWWMMcYYY4wxZrM4aWWMMcYYY4wxZrM4aWWMMcYYY4wxZrP4Oa025tatW8jMzERpaSmCg4MRGRkJhUJh7WaxWsrPz0dOTg4AIDQ0FMHBwVZuEZOKY2c92dnZyMvLg4+PD6KiouDi4iJ5Xo6b9SiVSly+fBlFRUVo2bKlyc8b59jZptrGhYiQkZGB/Px8eHp6IiIiAj4+PnXQUmZuHDv5sqvYEbMJaWlpNGjQIHJyciIAwl/z5s1p6dKlpFQqrd3Eeqm8vJyWLFlCgwYNotatW5O7uzu1atWKEhIS6OOPP6bKykqD8//888/UpUsXUUwBUKdOnWjXrl0W+hRM5cGDB9StWzcCQAsWLDBYlmNnHUqlklauXEmRkZGi9e7k5EQJCQmUm5trcH6Om/WcPn2annjiCXJ1dRWt+8aNG9Nrr71Gd+7cMTg/x84yEhMTJR0DVWobl+rqalq+fDmFhoZq7dMDBw6kixcv1vYj1Rumxu7atWv0yiuv0GOPPUahoaHk4eFBHTt2pNGjR9POnTuNzs+xMx9TY6dLTk4O+fj4EABKTk42WNYeY8dJqw04cOAAubu7a30hqP89/fTTVFVVZe2m1ivJycnUsmVLg3Fp3bo17du3T+f8y5YtMzgvAFqyZImFP1X9NnfuXGHdG/ri4NhZR3l5OT3++OMG17uHhwcdP35c5/wcN+tZuXIlOTo6Glz3gYGBlJaWpnN+jp3l9OzZU/LJc23jolQqafDgwQbnd3d31/s9ysRMid2nn35KDRs2NLjuBwwYQNnZ2Trn59iZlymx06Wqqori4+OFdW8oabXX2HHSamU3btwgPz8/AkCOjo60ePFiysvLo3v37tHevXupY8eOwgY2f/58aze33jh//jx5eHgI675nz5704Ycf0rZt2+jDDz8UDj4AyNPTk9LT00Xz79mzhxwcHAgANWnShDZv3kwlJSVUUlJCX331lRBzhUJBv//+u5U+Zf3y66+/kkKhMJq0cuysZ8yYMaILdUeOHKF79+5RRkYGzZ49W4hLZGSkVq8dx816Dh48KIwSaty4Ma1atYqysrKotLSUjh8/TmPHjhXi2qFDB6qoqBDNz7GznPXr10u6cEdknrgsWLBAWF6nTp0oOTmZ7t27R3l5ebRo0SLhQoevry9dv369Lj6y3TAldhs3bhQlKMOHD6dPP/2Uvv76a5o/f76o9y0uLo7Ky8u16uDYmY8psdPnrbfeEsXUUNJqr7HjpNXKXn31VWHDSkxM1Hr/zp07FB4eLiRHctq45GzYsGFCXGbNmqU1PLu6upo++OADoUzXrl2purpaeL9r164EgJydnenEiRNa9R8/fpycnZ0JAHXr1q2uP069V1RURIGBgaIDvr4vDo6ddaSkpAixeeGFF0T7k4r6l/batWtF73HcrOexxx4jAOTg4EAHDhzQWWbSpElC7DZt2iR6j2NXt+7fv08pKSk0YcIEcnFxkXzyXNu4FBUVCRd/w8PD6e7du1plPvnkE6E9c+fOrfFntFc1iV1lZSWFhIQIZb/77jutMvfu3aOEhAShzOzZs0Xvc+xqr6b7nS7JycnCBSRjSas9x46TVitSKpXClcoWLVroPEkjIkpKShI2rlWrVlm4lfVPWVmZcIBp1qwZ3b9/X2/ZJ598UojNwYMHiYjo1KlTwv+NHz9e77zjxo0Typ09e9bsn4M9VF1dLcQpODjY4BcHx856Bg4cKJwg67s4d/fuXXJzcyMANGjQIOH/OW7WU11dLfzGqmvXrnrLnT17Vlj3M2bMEP6fY1e3evTooXWyK+Xk2RxxWblypfDehg0bdM5fXV1NLVq0IADk7+/P9+9QU9PY/fbbb0K5YcOG6S1369Yt4WKul5eXaAQEx652aho7XW7cuCFchFA/h9GXtNpz7PiRN1b0559/4saNGwCA4cOH671L8NChQ+Hk9PBGz//9738t1r766sSJE6isrATwMC4NGjTQW3bw4MHC6+PHjwMQx2jEiBF651V/j+Nad5YvX46ff/4Zbm5uWLt2rcGyHDvruHv3Ln799VcAwIABA+Dn56eznKenJw4fPow///wTCxcuFP6f42Y9169fx61btwAAzZo101suNDRUeJ2Wlia85tjVrYKCAlRXV5s8nzniopp2dnZGQkKCzvkVCgWef/55AEBRURGOHj1qclvtVU1jd/jwYeH1uHHj9JZr2LAh+vXrB+DhMTg9PV14j2NXOzWNnS4TJkzA1atXER0djXnz5hktb8+x46TVilRJDgD06NFDbzkPDw/ExcVpzcPqRmFhofC6bdu2BssGBQUJr+/fvw/grxgpFAp0795d77w9evQQLlRwXOvG8ePH8frrrwN4mLzGxMQYLQ9w7Cxt//79woWi5557zmDZtm3bolu3bujQoYPwfxw36/H19RUeRXTmzBm95U6fPi28Vn9UCseubl26dAnl5eXC36VLlyTNZ464qKbbtWsHDw8PvXX07NlTax5W89jV9hwG4NjVVk1jp2nVqlX44Ycf4Orqii1bthiMhYo9x46TViu6ePGi8Lply5YGy0ZERAB4eEVEdVWb1Y24uDgkJSUhKSkJjz/+uMGy6lenoqKiAPwV14CAAHh5eemd18vLC02aNAGAGh/QmH6lpaUYPnw4Kisr8eyzz+Kll14yOg/HzjrOnTsnvI6MjBReZ2dn48CBAzh//jyqqqr0zs9xsx5HR0eMHDkSwMMe1JUrV2qVKS8vx+zZs4XpF154QXjNsatbLi4ucHV1Ff1JUdu43LhxAzdv3gQg/fxGs476rqaxe/7554VzGEOjHwDxOYwqThy72qtp7NSdOnVKOG4uWbJE6LwyxN5j52TtBtRn6lfDAgMDDZZVf//atWvyfTCwDLRo0QItWrQwWi4/Px+JiYkAHg5bjI+PB/BXXI3FVFWmqKgI165dq0WLmS5TpkxBeno6mjZtinXr1kmah2NnHepfmP7+/ti+fTveeustXLhwQfh/V1dXdO/eHStWrED79u1F83PcrGvlypU4c+YMUlNTMXPmTPz+++8YOHAg/Pz8kJ6ejjVr1iA7OxsAsGjRImFIIsCxs1W1jUttzm9Y7fTs2VPUi6bP7t27ceDAAQBA9+7d0bBhQwAcO1tQVlaGESNGoKKiAgMHDsT06dMlzWfvseOk1Yru3bsnvHZ3dzdYVv199fmYdWRlZWHQoEEoLi4GAEybNg2+vr4A/oqPsZiql+GYmtemTZuwceNGODg4YNOmTWjcuLGk+Th21nH79m3h9WeffYalS5dqlamoqMC+ffvQpUsXvPvuu3j11VeF9zhu1uXt7Y0DBw5g0qRJ2LRpE3788Uf8+OOPojIuLi7YunUrnn32WdH/c+xsU23jwuc3tu33338X/RRjwYIFwmuOnfVNnz4dFy5cQGBgINavXy95PnuPHQ8PtqKKigrhtaOjo8GyqhsxAeLfHTDLqqysxIoVK9CuXTthSGP//v1FB3xVXI3FFPgrrhxT88nMzMTkyZMBAG+88Qb69OkjeV6OnXXcvXtXeL106VJ4enri/fffx5kzZ1BaWoqzZ89i8eLFcHV1RVVVFV577TUcOnRImIfjZn1r1qzRSlTVVVZW4r333kNqaqro/zl2tqm2ceHzG9t048YNTJ48Gf379xeOu/Pnz8cTTzwhlOHYWdc333yDL774AgqFAhs3bhSG30th77HjpNWK1K9yqG5Coo/6hujm5lZnbWL6bd++HW3atMGsWbNQWloKAEhISMCOHTuEG5EAf8XVWEyBv+LKMTWPBw8eYPjw4bh79y569OiB+fPnmzQ/x8461O+y2KBBAxw6dAhz585FbGwsPDw8EBMTgzfffBM7d+4Uyqv/RpnjZl2TJ0/GrFmzcPv2bbRv3x7bt29HdnY2SktLcfr0abz99tvw9vbG0aNH0adPH+zbt0+Yl2Nnm2obFz6/sS3l5eVYsmQJIiMj8dlnn4GI4OTkhEWLFokuugMcO2vKzs7GpEmTAACzZ89G//79TZrf3mPHSasVeXp6Cq/v3LljsKz6++rzsbp38eJFPProoxg6dCgyMzMBPLw5xebNm7Ft2zatu7Op4mMspuplOKbm8cYbb+DYsWNo2LAhNm/eLLqSKAXHzjrU1+GsWbMQGxurs9wTTzwh3BztzJkzwvB8jpv1/PTTT/jss88AAI8++ihSU1MxZMgQhIaGwsPDA23btsW8efNw8OBBuLu74969exgzZoxwQsWxs021jQuf39iOn3/+GTExMZg7d67wU4wOHTrg8OHDeOutt7TKc+yso6qqCiNGjMDt27fRuXNnvPPOOybXYe+x49+0WlHz5s2F13l5efD399dbNi8vD8DD28+HhITUedvYQ59//jlmzpwpDJ3w8vLCq6++ildeeUXvrcSbN2+Oa9eu4cqVK0brv3r1KgDDzzdk0hQUFGDZsmUAHj425dKlS1p3xFO/SUFGRgZ++eUXAA9v/tOhQweOnZWo/+b4kUceMVi2W7du+N///gfg4WNU+vbty3GzIvVnHycmJsLBQfe18JiYGEydOhVLlixBbm4ufvnlFwwaNIhjZ6NqG5dmzZpBoVCAiITzF33U3+fYms+DBw8wffp0rF69Wvi/8PBwLF68GCNHjhQeVaSJY2cd27dvx59//gkAGDNmDPbs2aNVRv2xYkeOHEF5eTkAoHXr1ggNDbX72HHSakWtW7cWXp85cwYdO3bUW/b8+fMAHm5YcrkiIneJiYmYOnWqMP2Pf/wD77//Pvz8/AzO17p1axw5cgSlpaXIyclBaGioznK5ubnCMOPo6GjzNbyeqqysBBEBeHgirX4yrcumTZuwadMmAMDgwYOxY8cOjp2VtGrVSnht7KZZ6hf3ioqKAPA+Z03p6ekAHt6MST2OunTt2lV4nZaWBoBjZ6tqGxd3d3c0a9YMubm5Bp/fC/x1fqNZB6u56upqjB49Gl9//TWAh/FYuHAhpk+fLvo5ky4cO+tQJaAAJN0teM6cOcLrFStWYMaMGXYfOx4ebEW9evUSXicnJ+stl5ubi6ysLACQdBtzVnvbtm3DtGnTAACNGjXCr7/+inXr1hlNWAHpcVV/j+NqGzh21qF+wU79ma26qD/fWjXqhONmParnD96/fx8PHjwwWFb9LtGq+Th2tskccVHVkZ2djZycnBrVwWpmxowZQsIaFxeHM2fOYPbs2UYTVhWOnXzZdeyIWVV0dDQBIE9PTyopKdFZZv78+QSAANDXX39t2QbWQ0qlkiIjI4W4nD171qT58/PzycHBgQBQr1699Jbr06cPASAHBwcqKCiobbOZBNnZ2cK+tGDBAq33OXbWUVlZST4+PgSA4uPjqbq6Wme50tJSat68ubBvVlRUEBHHzZomTJgg7FM///yzwbLPPfecUHb//v1ExLGzNGPHQBVzxOXrr78WlvXmm2/qnP/27dvk7e1NACg6OrpmH6qekBq7rKwsIXZxcXF0+/Ztk5fFsTMvqbEzJikpSagnOTlZZxl7jh0nrVa2du1aYeMaNWqU1snaiRMnyM3NjQBQeHg4VVZWWqml9ccPP/wgxOSDDz6oUR0vvPCCUMeaNWu03l+zZo0o7swypHxxcOysY86cOcJ6nTdvHimVStH75eXlNGbMGKHMe++9J3qf42Ydhw8fJicnJwJATZs2pcuXL+sst3r1amH9t2/fXhRfjp3lmHLyXNu4VFZWUnh4OAEgNzc3OnnypOh9pVJJo0aNEupYt25d7T6cnZMau1deeUUod/jw4Roti2NnXpZMWu05dgqi//8RGLOKqqoq9OrVC4cPHwYA9OnTB+PGjYO3tzeOHDmCTz/9FHfv3oWDgwN27tyJp556ysottn9Tp05FYmIigIfPHtT3Wx5NcXFxCAwMBADk5OSgU6dOuHnzJhQKBcaOHYsnn3wS1dXV+Omnn7Bp0yYQEfz8/JCamiq6KRerOzk5OQgLCwPw8GHquh6Jw7GzDtXjUrKzswEA3bt3x5AhQxAeHo60tDRs2rQJFy5cAAB06dIFhw4dEj2HjuNmPUuWLMHcuXMBPBz2O378eHTq1AmNGjXC5cuXsXPnTvzxxx8AHv72NTU1FZGRkcL8HDvLkXIMVC9b27j88MMPGDx4MIgI3t7emDZtGjp16oTi4mIkJSUhJSUFANCjRw8cOHBA0nNh6yupsYuNjcW5c+fQsGFDbN26Ve8NlzT169dPNHyYY2c+pux3hmzYsAHjxo0D8HB4r77n0Ntt7KyVLbO/XLt2jTp27Chc9dD8c3FxodWrV1u7mfXGgAED9MbC0N/WrVtF9aSkpJC/v7/e8gEBAXTw4EErfcr6SerVTo6ddVy6dIkiIiIM7mcJCQl6h4dy3KyjurqaFi1aRB4eHgZjFxMTQ/v27dNZB8fOMkzt8TFHXBITE8nZ2VlvHZ07d6aioiJzfUS7JSV21dXVwug8U/+uXbumVR/Hzjws2dOqYo+x4xsx2YCAgAD8+eefWLVqFXr27AlfX1+4uroiPDwcL774IlJTU/HSSy9Zu5n1hupZrLUVHx+PM2fOYN68eYiJiYGnpye8vLwQGxuLN998E2fPnkWPHj3MsixmXhw764iKisKZM2fw0UcfIT4+Hk2aNIGbmxs6duyIsWPH4scff8S2bduEEQ2aOG7WoVAo8NZbbyE9PR1z5szB448/jtDQULi7u6Ndu3YYNmwY1q5di1OnTul9pBHHzjaZIy6TJ0/GsWPHMHHiRISFhcHV1RW+vr6Ij49HYmIiDh06hCZNmljoE9m3goIC4RF95sCxky97jB0PD2aMMcYYY4wxZrO4p5UxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxxhhjjDHGmM3ipJUxZlXh4eFQKBTC34svvlir+vr16yfUFR4ebqZWMnNSj/fChQvNUueGDRvMWq/mdmkv1D/X+PHjrd0cu7Vv3z7R9rNv3z5rN4kxxmSNk1bGmE354osvsH//fms3gzHGGGOM2QhOWhljNoWI8NJLL6GystLaTbFJOTk5oh6cDRs2WLtJrJ6zpV7FhQsX2mUPOWOMydn48eNrPQqOk1bGmM25ePEi3nvvPWs3gzHGGGOM2QBOWhljNum9997DpUuXrN0MxhhjjDFmZZy0MsZshvpwvoqKCrz00ksgIiu2iDHGGGOMWRsnrYwxm9G9e3e0adNGmN63bx/Wr19vxRYxxhhjjDFr46SVMWYzXF1dsWbNGlGP6+zZs1FUVGTFVjHGGGOMMWtysnYDGGNMXa9evTBx4kSsXbsWAFBSUoJZs2bhq6++qvNll5WVISUlBbm5ubhx4wYCAwMRERGB1q1bo0mTJnW+fEvbt28fTp8+jbKyMgwbNgwtWrTQW/bu3bvIyMhAXl4e8vLycOfOHQQHByMkJARNmzZFVFSUBVtu2/Lz83Ho0CHk5+ejsrISUVFRiIqKQnh4OFxcXEyu7/79+0hPTxfWfXFxMQIDAxESEoKQkBC0bt0aDg7yvgadnp6O48ePo7CwEGVlZfD390doaCji4+PRoEEDi7WjsLAQWVlZwromImE9h4eHIzg42GJtker27ds4cOAArl69ipKSEjRt2hQRERFo06YNGjZsaJZllJWVYf/+/bhy5QpKSkoQERGBqKgotG7dGs7OzjWq88GDB/jjjz+QlZWFwsJC+Pn5CfWGhISYpd3nz5/Hn3/+iWvXrqFXr1545JFHDJY/evQoLly4gIKCAjRu3BgtWrRAnz594ORkP6fLt27dQkpKCnJyclBWVoagoCDExsaiffv2tarXEtuhKd9ZtZGbm4vDhw/j2rVrqKioQHh4uPBZanIMr2uWaG9BQQGOHDmC3NxcKJVKtGrVClFRUYiIiDBL/ZIQY4xZUVhYGAEgANS3b18iIiouLqaAgADh/wHQL7/8Iqm+vn37CvOEhYVJmic9PZ2ef/55cnNzEy1T9efo6EjDhw+no0ePGq0rOztbNG9SUpKkNiQnJ4vmS05OFr2vq126/gy15caNG0REdPr0aerUqZPove+//15nu7Kysmj69Onk4eFhcLmxsbG0Zs0aunfvntHPqj7fggULJK0fY5KSksxar/p2KfWr8rfffqOePXuSQqHQuY68vb3p/fffp/Lyckn1FRYW0ltvvUWNGzc2uO7Dw8Np6dKlVFxcbNLnGjdunKR26KK5ben7M7QPVlVV0eeff05RUVF653d3d6fhw4dTenq63no0Y6/vz9DnPXjwID377LPk4OCgd36FQkFPPPEE7dq1i6qrqw2uH2P7szmkpqbSk08+Sc7Ozjrb26BBA5o0aRJduHDBaF2a8czOziYiovv379OcOXPIx8dH5zJCQ0Ppq6++Mro+1BUUFNCkSZOoYcOGetfzk08+Sb/99puk+tS36W3bthERUUlJCQ0dOlS0L86cOVPn/EqlkhITE7X2edVfcHAwLV++XCg/dOhQvceZRx55RHjPx8eHKisrJa8X9Xm9vLwkHUv1UW//sWPHiOjh8WTcuHF6v+fCw8Pp008/JaVSadKy6nI7rMl3Vm18++231KFDB73HgICAAFq8eLHQLl2GDx8umufAgQOSl3/16lXRMah9+/Z13l4V9eOo+nE7JyeHhg8frje+8fHxdOjQIZ11LliwQNKxWer3NSetjDGr0pW0EhFt2bJFdFBr0aIFlZWVGa3P1KR15cqV5OLiIunACoBmz55t8ATN1pPWP/74Q+cJqK4TgE8//ZQcHR0lLxsARUVFUU5OjsHPWpMvK2OsmbQ+ePCAJkyYIHkdhYWFUUpKisE6d+7cqffkUt9fYGAgnTp1SvLnsmbSeu3aNercubPkz+bs7EyrVq3SWVdtktaqqioaM2aMSesZAD3zzDNUUVGhd/3UZdJaXV1Nc+fONZhgq/85ODjQypUrDdapK2ktKiqiHj16SFrGqFGjJLX922+/JS8vL8nrecSIEQbXM5F20nrt2jVq27atVl26ktaSkhLq1auXpLY8++yzVF5ebjBp/eSTT0Tz/Pzzz5LWS25urijBHj9+vKT59FFvw7Fjx+jQoUMUHBws6XPGx8dTSUmJ0WVYYjs09Turpm7fvk2PP/645O3Sx8eH9u/fr7OunTt3isrOmDFDcjuWL18umvfjjz+u8/aq6Epajx49SoGBgZKWsW7dOq06OWlljNkVfUkrEdGAAQNEB7a5c+carc+UpHXx4sU6D6Du7u4UExOjt3fxhRdeoKqqKp112nLSeuLECfLz8xP9n5+fH0VHR2st7/fff9dZv4eHB7Vs2ZLatm1Lvr6+Osv06tXL4GetyZeVMdZKWqurqykhIUFrHTg7O1PLli0pOjpa50URHx8funTpks46L1y4oHOeBg0aUIsWLSguLo4CAgJ09uhGRkbS/fv3JX0uayWtRUVFFBkZqVXWycmJIiIiKC4uTms7Vf19+OGHWvXVJml96623dJZt1KgRxcbGUqtWrfQmWW+++abe9VOXSevEiRN1tsfb25tiYmLI1dVV5/uGjp+a8czIyKCePXsK0w4ODtSiRQuKjY2lBg0a6Kz/yy+/NNjuDRs26ExwXFxcqE2bNnp7Xh977DEqLS3VW6/6Nr1lyxbq3bu3aH5PT09q2bIlLV26VDRfaWkpdenSRed+1rp1a53fAWPHjhXt75rHmfz8fNFnnDhxooSIEi1ZskS0nL1790qaTx/1ur799lutY7W/vz+1b9+emjVrpnOdd+rUyWhPryW2Q1O+s2rq9u3b1LFjR51tDQwMpKioKJ3bbYMGDWjHjh1a9VVUVIiS7KZNm0oeidCtWzfRfqGrh9Tc7VXRTFrz8vJEo3waNGhA0dHRFBkZqbN+Nzc3Onv2rKhOTloZY3bFUNJ6+fJlcnd3F953cnIy2pMkNWn9/fffRSf9CoWCJkyYQJcuXRKGRymVSjp37hyNHz9e6yD7ySef6Ky3rpLW3bt30+7du2nDhg2icv/617+E93bv3m2wLbGxscJJxcKFCykzM1Nve9S/PFWx2bdvn87P++qrr2olUIaGUtfky8oYayWtmj0rHh4etGzZMlFPxYMHD2jnzp0UEREhKjtgwACddT7//POicnFxcfTDDz9onfgUFRXRu+++q5Xgfvvtt5I+V22S1vv37wvbnOYJ95IlS4T3dG0zzz77rKi8p6cnLVu2jG7evCkqd/jwYerfv7+orJOTkzDcUeXq1avC8kaNGiUqr75vnDlzRjRfSUmJ1on1iy++qHMo8uHDh+npp58WlW3UqJHeXsC6Slq//PJLrfUxd+5cysrKEspUVlZSamoqPfXUU1rHrR9//FFnvZrHCvXe5xdffJGuXr0qlFUqlbRz506tfSQyMlJvu8+fP6+V7D799NN08uRJevDgARE9vACUnp5Oc+bM0Rrh8a9//Utv3ertUB3jHBwcaPz48XTs2DG9FxinT58uWkbjxo3p888/FyXI9+/fp//85z/k7+8vlFO/iKHrOKM+zNfPz0/v8tXFxcUJ8zRv3tyk4da6qH8u9YRV11DOzMxM+uc//6l1DDe0zi21HZrynVVTmiMtfH19ad26dXT9+nWhzN27d2n37t0UHR2tdezKz8/XqvMf//iHqJy+4bPqMjMzRfMMGzbMYu0lEn+HNmvWTDiXcnFxoRUrVtDdu3eFsvfv36cPP/xQ66KO5kWajIwM4firfiwPCAgQHZszMjKMrh8iTloZY1ZmKGklIvrggw9EB8Vu3boZ/M2NlKS1qqqKwsPDhXIuLi5Gfz+1a9cuUXLQqFEjnVdB6ypprUn9unrDmjRpQufOnTPYloKCAtEJTOfOnY0OzV60aJFoOYmJiXrLqperq6R11KhRoi9FU/80f1Oty/Xr10Vf2p6ennTkyBG9bSwuLqbmzZuL6tWMRWVlpeikOCwsTHQyosvGjRtFdb766qt6y5oraVVnSoL2yy+/aCUKxi5ETZ48WTRPfHy83rKaV/YN2bp1q6jslClTDJavqqrSGpKnb1+qi6S1pKSEvL29Revu5MmTBudZu3atqB2RkZE6E21dxwoHBwedQ/5UsrKyyNPTUyivUCjo1q1bOstq9n5u2LDBYLsPHz4s6uVxdnamixcv6iyrmTwrFAqDF26IHv5GUr23KCAggNLS0vSWz8nJoZCQEK11pOv4tWrVKlGZ33//3WBbzp07Jyo/b948g+Wl0GwnABo6dKjB785NmzaJ1omjo6POCziW3g6lfGfVlOaIom7dulFRUZHe8uXl5Vo9zGPGjNEq99tvv4nKGLoAoPLuu++K5tE1tLyu2kuke8SKv7+/wYT722+/FZXv2LGj3rLjxo0Tfa/VBCetjDGrMpa0PnjwQHQVGtDfy0kkLWndtm2bqD5dQw51ee+990TzLVq0SKuMrSety5YtM9qWffv2iebZvHmz0Xlyc3NF8yxcuFBvWWMnfTUhdYhoTf90ef/990VlFi9ebLSdP//8s8FtKCcnR/T+u+++a7TOiooKUS+Wod/DWTtp1eyt/Oyzz4zW/+DBA61k//Tp0zrLmpK0Lly4UFRWvTdRH80LBLp6konqJmldunSpqM5vvvlG0nwvvfSSaL6NGzdqldF1rBg7dqzRumfPni2a5+DBg1pljh07Jipj7OKAiuZ9DSZMmKCznGbSOmjQIKN1//Of/xTNYyyJ1tUefcevgoICUfI3efJkg/XOmzdPVKe+5NwUmu308/OTdGMnzd/m6xrKa+ntUMp3Vk2p9wJ7eXlJ6smtqKigdu3aCfMpFAqt+zgolUrRb0FDQ0ON1qteZ0hIiM4e+rpqL5Hu79D169cbrV/93gQuLi56y5kjaZX3PfIZY3bPyckJa9asET3SY968ebh69WqN6/zyyy+F1xEREXjllVckzffqq68iMjJSmN63b1+N22ANvr6+eOmll4yWCwgIwIIFC4S/J554wug8zZo1E00TUY3bKRdJSUnCazc3N7z88stG5+nfvz98fHyE6ZMnT4red3V1Fa37559/3midLi4uCAgIEKZtdd2XlpZi165dwnRwcDDGjx9vdD4nJyfMnj1b9H9bt26tdXu6desmrOdly5ZJepyNNbdz9eNWv379MGzYMEnzLV26FF5eXsK0lOOWi4sL5s+fb7Rcp06dRNOVlZVaZdTb7eHhgQ8//NBovQAwfPhw9OvXT5iWerx94403DL5fVVWFzZs3C9PNmjXDiBEjjNY7dOhQrfjrEhgYiN69ewvTO3bsQHV1td7y6m3p1q0bWrVqZXQZppo2bRrc3d2Nlnv99dfh6OgoTG/ZskWrjCW3Q6nfWTVRWFiIn376SZiePXu2pEfouLi44JNPPhGmiQj79+8XlXFwcMBzzz0nTOfk5ODYsWN66zx//jxOnz4tTI8dO1YUh7pury6tW7fG6NGjjZZTPwbo2v/NiZNWxpjN69atGyZPnixM37lzB9OmTatRXdXV1fjjjz+E6ccee0zyMy4dHR3Rq1cvYfrQoUOoqqqqUTus4W9/+xs8PDyMlmvVqhXmz58v/DVu3NjoPLm5ueZoomzcvHkTFy9eFKZHjhwJX19fo/M5Ojris88+w/vvv4/3338fzzzzjOj9gIAA0bqXclJSWVmJwsJC0z+EhR09ehRKpVKYnjx5MlxdXSXN+49//AOenp7C9JEjR2rdnieeeEJYz1IvXFlrO7958yYuXLggTD/++OOS5/X09BSdWB44cMDoPL169UJ4eLjRcoGBgUbLqC+vV69ecHNzMzqPSp8+fYTXmZmZyM/PN1je398f3bt3N1jmzJkzuHPnjjD98ssvS3rWrJOTk+QESj2RKygowMGDB3WWO3ToELKysoTpMWPGSKrfFK6urpgyZYqkspGRkXj22WeF6dzcXBQUFAjTlt4OpX5n1cQff/whuphgymfp3r276Pmnuj6L5oWQ7du3661P8yLcuHHjtMrUdXs1jRw5Uitx1kXKMcBc7OdpyYwxu/bOO+9gx44dQg/rjh07sHPnTq2TfmMuXryI27dvC9Pu7u745ZdfJM+vfnJTVlaGrKwstGzZ0qQ2WEtISEid1Hvu3DnJJ0WWsmDBAkk9RfqEh4cjOztb7/uaSVO7du0k1z18+PCaNktLdnY2Xn31VZSXl5utzrpy/Phx0XTbtm0lz+vu7o6IiAicOnUKAJCammrWthlDRPj111+N9uLVlcOHD4t6dRUKhUnHLW9vb+F1WloaKisrRSexmqQe0xQKhcH3S0tLcfbsWWHa19fXpHZrXhQ8d+6cwR5xKce4w4cPi6ZjY2Mlt0fqfp6QkIDp06cLScb27dtFFzxV1HtZXVxcJI2sMFVkZKSkC2oqnTt3xrZt24Tp1NRUPPXUUwAsvx1KiWdJSYmki1ghISGiWP/555/Ca0dHR1y/ft2kzxIcHCx8R6hv4yrdu3dHeHi4cFFi27ZteO+993TWpZ609u7dW+f+V9ft1WSuY4A5cdLKGJMFb29vfPzxx0hISBD+b+rUqXj00UdFQ46MUb9qDADLly/H8uXLa9yu69evyyZpDQoKqvG8SqUSly9fxsWLF5GRkYGsrCxkZmbi9OnTyMvLM2Mr5UGzx0fKsMGaIiLk5OTgwoULyMzMxOXLl3H58mWcOXMGWVlZNjscWNONGzdE02FhYSbN37x5cyFpLSkpQVVVFZyczHsac//+faSlpeHSpUvIzMxEVlYW0tLScOrUKdy6dcusyzKF5nHrtddeq1V9N27cMJj8qf8MojYKCwtF2+fmzZtFiZqprl+/bvB9Kcc4zX03NDRU8vKl7ueqIcKqIbDbt2/HRx99JDrBr6qqwjfffCNMDxw40KTkUipT9zPNHnb1URyW3g6lxPP06dMYMGCA0XLjxo3D+vXrhWn1z6JUKvH0008brUMffdvl8OHDhUQ1IyMDp06dQlxcnKhMamoq0tPThWl9P5mwRHvVmesYYE6ctDLGZGPIkCF4+umn8cMPPwAA8vLy8Oabb2LlypWS6yguLjZrm+7du2fW+uqSn5+fSeWVSiX+85//4KuvvsLBgwdRVlamt6yjo6No6Ke9KykpEU03b97c7MvYsWMHkpKSsG/fPtHoAE0KhQIKhcLg7+ZsgWbSZ0qyoKv8rVu3TN6mdbl9+zZWrVqFHTt24OTJkwa3Y2tt55Y+bpljvQK22W7NNpmyHZqynw8bNkxIWq9cuYKjR4+ia9euwvu//fYbioqKhOm6GBoM1D5pVd9vbTGeNWXOz6Lvc4wcOVLUu7pt2zatpFW9l9XT01Pvb4Qt0V51dbnua4qTVsaYrKxatQp79uxBaWmpMD1q1Ch06dJF0vzm/g1qRUWFWeqxRG+Z1N/uAsCJEycwZswYncOIHB0d0bRpU0RERKBNmzbo2LEjnnzyyVr15MqN5g0nTPmdnjFZWVkYM2YMUlJStN5TKBQIDg5GixYtEB0djQ4dOuCJJ57Ao48+anA4sy2o7TauOYzwwYMHtaoPeHijmenTp2v1AgMPfwsYHh6OyMhIxMTEoFu3bnB1dcXAgQNrvVxTWfq4Za4hf5Zut5RjnOa+a8pnNTSUVZOuIcLqSat6j3Pjxo3x97//XXLdpjD12NSgQQPRtPr6ssV41pQ5P4u+zxEbG4vY2Fjhe3Tbtm1YvHix8D4R4euvvxamhw0bJvrtvqXbq86Sw36l4qSVMSYrzZo1w9tvv42ZM2cCeHhjpRdffBHHjh2TNFSwUaNGount27djyJAhddFUk0gZrmMpFy5cQP/+/XHz5k3h//r06YPnn38enTt3Rrt27STfQMdeaW5Hubm5aNOmTa3rvXbtGh577DFcvnxZ+L+OHTti9OjR6NKlC9q3b19nNyapa5rrLCcnx6TfAqvfsEZXfabaunUrRo0aJSQVzs7OeO655zBgwAB07twZUVFRWifN1rpjuOZnTU1NRceOHa3SFlNotnvZsmWSb3pVVzRvLJeTkyP599Wm3IhL1xDhDz74AMDDYeg7duwQyo4YMcKkhNgUOTk5JpXPzMwUTavH0Ba3wz59+tTogpj6Z/Hy8hLdnMucRowYgXnz5gF4eE+Nc+fOISYmBsDDmytduXJFKGvobuqWaq8t47sHM8ZkZ+rUqaK7EJ46dUry71I1h7ykpaWZtW01pXmiYE2zZs0SElY3Nzfs2bMHycnJePnll9GlS5d6n7AC0PrtmaknhvosWLBASFgdHBywadMmpKamYubMmYiPj9ebsMrhd62a+56pPcPqSauHh4dWj5ApysrKMGXKFCFhbdmyJTIzM7Fp0yaMGjUKrVu31tnLY631bKvHLWNssd1NmjQRTZuy75q6n6s/9iQzM1N4xNUPP/wgjBYC6m5oMGD6fqb5XaR+rLPFeNaU+me5e/curl27VifL0bzxnvpdhNWHBkdGRooelaTJUu21ZZy0MsZkx9HREZ9//rnoduwLFiyQ9OUcExMjugPwpUuX6qKJAqknuRkZGXXaDqlycnJEdyR87bXXRM9K1EfX8Ep71r59e9G0KdvRd999h/Hjxwt/qmFfFRUV2LBhg1Bu7NixeOGFFyTVqd4rbqs6dOggmpZyB0uV8vJy0cm05vo31bZt20S/EVu3bp2km+xYazvXXHd1fdwyFz8/PzRt2lSYtoV2a/YMnjt3TvK8prY/ISFBdPFDlbCoDw2OiooSDRs2t/T0dJOG0ms+O1p925PrdqiLpT5LixYt0K1bN2FadWdmpVKJb7/9Vvh/Y8+stqd1X1OctDLGZKljx46YMWOGMF1WVoaXX37ZaJLo5uYmOmnZs2ePSY8LGTduHHr37o3evXtj9uzZRstLeX5maWkpdu7cKbkNdUn92aOA9helPrt27aqL5tisqKgo0ZXvjRs3Sr4p1/Lly5GUlISkpCT8+uuvwrD27Oxs0bYodd3v27dP1Gtjq7p06SK60PTpp59Kfhj9unXrcPfuXWG6Z8+etWqL+rMmAdvfziMiIhAQECBM//zzz5IviFVVVWHQoEHCcWvZsmV11Uyd4uPjhdepqamimw8Z8/rrrwvtHjVqlFna061bN9FPSVavXi3p94JEhDVr1pi0rICAADzyyCPC9Pbt21FSUoLdu3cL/zd27FiT6jTVrVu3sGnTJkllc3JyRL+x9PPzE91FVs7boSb17RIAfvrpJ8nzpqenC5+jd+/e2LNnj8Hy6s9sPXPmDC5duoQ9e/YI+4KDg4PR3nZLttdWcdLKGJOtRYsWie78uHv3bknPa1MfrpObmyv8zsiY33//HRs2bEBKSgpSUlKE36Wo03xIveazKXVZuXJljXtwzD1cUTPxktJ7ffr0aav/Ts0a1O/yePPmTaxevdroPHl5eTh06JAw3aNHD+F1TdZ9Xl6ezgfRW5O+bdLLywtPPvmkMH316lUkJSUZra+yslJrH1UfdlkTNVnXGzduFPWEW5r6cevw4cPYuHGjpPk2bNiA//73v8Jxy9K/QVRv9927dzF37lxJ86WlpeHDDz8U2h0REWGW9ri7u4ue752dnS1K1PT54YcftC7qSaF+nLhw4QIWLlwoXKxRKBSSR1PUxrvvvivprtfvvPOOqFdW13Nj5bodamrdurXoTr4rVqyQPNx50aJFwuc4fvy40RtBPvfcc1o97upDgx9//HHRiARrt7eu1fS8hZNWxphseXh4IDExUfR/9+/fNzrf+PHjRXfoe//99/Hbb78ZnCc7OxsTJ04Upt3d3TF06FCtcsHBwaIbJmzfvt1gIv2///1PctKsi7kfQaB5Y5yVK1fqvUmUUqnE119/jf79+2u14/Tp02Ztly2aOnWq6A6L77zzjvAcUV2qq6sxatQo0cnjyJEjhddt2rQR9URu2LBB9Pw+Tbt379Z512Brr3tD2+SUKVNE02+88YbB4ZlEhClTpoieBdy9e3d07ty5Vm3R3M7//e9/631k0J07d/Dee+9hwoQJWidbllzXU6dOFZ34zpkzBydOnDA4z/HjxzFnzhxhOjQ0FH379q2rJuo0aNAg0WNXNmzYYLTnr7i4GCNGjBDtK+b83ee0adNE03PmzNG60Ze6goKCGl+Y0xwi/PHHHwuv+/TpY/Kjn2oiIyPD6MWCrVu34ssvvxSmFQoFJk+erFVOrtuhLtOnTxdeV1ZWYsKECUZHAnz55Zei4d1Dhw41+qz4oKAg0efdsmULvvvuO2F6woQJNtXeunbr1q2aJa7EGGNWFBYWRgAIAPXt27dGdQwdOlSoQ/0vLCxM7zyffvqpVvlJkyZRWloaKZVKody9e/do9erVFBISIiq7aNEivXX/7W9/E5Vt0qQJJSUl0YMHD4Qyt27dokWLFpGDgwMBoKioKPLx8RHmSU5O1ll3bm6uqO7Q0FBav3497dy5k9atWycqm52dLSqblJRkdF1WV1eTl5eXaD4/Pz965ZVXaP369fT9999TYmIizZo1i1q0aCGUUSgU1KBBA2HaycmJZs2aRdu2baOSkhLRMtTrXrBggdE2SZGUlGTWetW3S0NfldOmTROV8/LyouXLl2t95qNHj1Lfvn1FZf/+979r1RcTEyMq4+npSS+99BKtW7eOdu7cSZ9//jnNmTOH2rVrJyrn5uYmmp4wYQJ98803lJeXp/dzjRs3rlbrSGX//v2iZbdr146++uor2rFjB23ZskWr/NNPPy0q7+3tTStWrNBaZ4cOHdJaZ05OTnT06FG9bVm0aJGofEJCAn333Xf07bff0p49e4RyR48e1dr/W7VqRW+//TZt3ryZtm/fTkuXLqWJEydSw4YN9a7noKAgevvtt+nHH38UtSM5OVlUTt/+bKo5c+ZorY833niDcnJyROWKi4tpyZIlomMKANqwYYPOemtyrCCS/jl37dqltb4HDx5Mp0+fFh0XKysr6auvvqJWrVppbc/61HSbfu6557SO01988QXdu3dPKFNRUUFff/01NW3aVDjOBQUFSfoeUKe5Hav+vvzyS8ntNYWuZQGgZ555hk6fPi0qe/nyZZo8eTIpFApR2alTp+qt39a2w5qqqqqiHj16iJbp6+tL69evp+vXr4vKpqen05QpU0TrycvLi86ePStpWWvXrtUZk8aNG1N5ebnV26v5HZqdnS2pTQsWLJD0XTlhwgRRuX/+85/0/fff09atWw0e09Vx0soYsypzJK35+fmiE0vVn6GklYjo+eef1/kl4ubmRm3btqXQ0FBycnLSen/06NEG6/3ll1+0TgAAkLOzM0VHR1OrVq3IxcVF9EVy/vx5CgwMNHryp1QqydPTU+9JibqangB89NFHeuvX9/fZZ5/RpEmTdL538uRJUf3q78k9aS0rK6MuXbrojHXLli2pbdu2OuPl7+9PhYWFWvVt377d5HX/2muv0TvvvKPzve+//17v5zJX0lpYWKi3bbr2wcLCQtEFD8111r59e/Lz89NZ30cffWSwLd98843etmh+Xs3k2dift7c3HT58mKKiorTe8/HxEdVdV0lrRUUF9e7dW2f7vLy8KC4ujkJCQoSLYep/b731lt566zppJSKaO3euzna7uLhQTEwMtWjRQnRcVP09+uijVFlZqbfemm7T169fp4iICK3lubm5UXR0NMXGxmrtu6tWraKEhARhetmyZZKWpesiqZubG925c0dye02huf7ULygCoODgYOrQoQM1b95cZ0zi4uKotLRUb/22th3WRmZmpuhChPpfYGAgtWvXTufxyMnJiXbv3i15OcXFxTq372nTptlEe+s6aV2yZIneY6vU72tOWhljVmWOpJVI90mBsaRVqVTS5MmTJZ+0KhQKGj16tMETKJU333xTUp1NmjQRTvSkJK3G6lZX0xOA6upqGjhwoKT2e3t708aNG4mIKCcnh5o0aaJVxp6TViKiO3fuUP/+/SVvRwEBAZSSkqK3PqnbpKurK33wwQdE9LDnXlcyZYmklYho1KhROtuobx/Mz8+nDh06SF5nLi4utGbNGqPtuHv3LrVu3VpnHZqf98aNG3pP2jX/WrZsKfQG7Nq1S+tk3FJJK9HDCyWDBw+WvO6cnZ1p9uzZBuu0RNJKRPT222+To6Oj5LYPGDCAbt26ZbDO2mzTV65coejoaEnr8OOPPyYioqeeekr4/9WrV0tazrVr17S2mZEjR5rUVlNoHgt/+ukngxc71f969OhBxcXFRpdhS9thbV2+fFnvcUPXX+PGjWnz5s0mL2fQoEFadR0/ftwm2lvXSevVq1fJ399fZ/s4aWWMyYK5ktbq6mqtYTPGklaVlJQUevTRRw2eTD355JN04sQJk9r0008/UWxsrN4v8ISEBMrNzRXKS01alUolffnll9StWzfy9fUlZ2dnatKkCcXHx4vK1eYEQLUM1bA4zT8PDw8aN24cXblyRTTfpUuX6KmnniJvb29q2LAh9e3bV6tMTb6sjLFm0qqyefNmvfEGHg71nTlzps4eVk3ff/+93pMSFxcXSkhIoPPnz4vmyc/Pp5EjR5Kvry95enpS9+7dtU6I6ippLS8vp48++ojat29PDRs2JGdnZwoKCqLnnntO7zxVVVW0evVqncm26s/d3Z1GjhxJmZmZkttSUFBAM2bMoFatWpGbmxu5ublRixYthARf3e3bt2nevHnk7u6uc/nBwcH073//m8rKykTz7d69m7p06UINGjSgwMBAGjFihOj9ukxaVX788Ufq2rWrzlEdAMjBwYFGjhxJGRkZRuuyVNJKRHTmzBkaPHgwubq6GkycpK6z2m7T5eXl9O9//5t8fX11tqV79+506NAhofwjjzwivPfVV19JXo7mEGFTeulMpetYmJ2dTYMHD9Y5ekj1fZmYmCj6eYwUtrAdmkNlZSUtX76cwsPDDR7D33zzTbp9+3aNlrFlyxZRfXFxcTbT3rpOWomIMjIyaPz48RQREUEuLi7k7u5OrVq1Ei58G6MgksETyRljzAKKi4tx4MAB5Ofno7i4GF5eXmjatCl69OiBoKCgGtVZXV2NS5cuIT09Henp6XBxcUFISAji4+NFjw6wVZWVlbh48SIyMjJw+fJleHh4ICwsDI888gg8PDys3TybdPnyZRw5cgTXrl3D/fv34evri+joaHTr1g0uLi6S61EqlUhLS0N6ejoyMjLg7OyM0NBQ9OrVC40bN67DT2B56enpOHbsGIqKilBWVoYmTZogLCwMvXr1QoMGDep8+bdv3xa287y8PPj7+6Nly5bo2bOn6KYztqigoAB//PEHCgsLcevWLTRs2BBhYWHo0aMHfH19rd08vUpLS3HgwAFcuXIFN27cgLu7OwIDA9G9e3fRjZss5cGDB9i/fz8yMjJQUlKC4OBgdOjQAW3bthWVa968Oa5cuQIAOHToELp37y6p/qeeekp4ZFJQUBCuXLkiuvGaOanfIG7BggWYP3++MH39+nUkJycjPz8f5eXlCAoKQmxsbK3v5ivX7VCXc+fO4eTJkygqKkJ5eTkaN26M6OhodOnSBW5ubtZunha5tbemOGlljDHGGGPMiOvXr8Pf31+YLi4uFt0tXp+CggI0a9ZMuBvy7Nmz8eGHH9ZZOw0lrYzJlZPxIowxxhhjjNmHOXPmCI/yio6OFj2OxZBvvvlGeN28eXNJCSvw8Bm/6o/vGT16tAmtZYwBnLQyxhhjjLF65MyZM9i9ezcAwNXVFZMmTYKPj4/Bee7du4dly5YJ00OGDJG0LCISPf+0ffv2Ws8JZowZZ9s/1GCMMcYYY8yMEhIShNcVFRV48cUXUVVVpbd8eXk5Ro4ciaysLOH/RowYIWlZW7duRVpamjA9YcKEGrSYMcY9rYwxxhhjrN544YUXsHr1aqSmpgIAtm3bhuzsbEydOhV9+/ZFYGAgSktLceHCBZw4cQIrV65EZmamMP/w4cPRtWtXnXXv27cP6enp8PPzw8mTJ0W/XQ0MDMTEiRPr9sMxZqc4aWWMMcYYY/WGm5sbfvzxR3Tt2hV5eXkAgGPHjmHcuHFG542OjsaKFSv0vp+cnIwFCxbofG/x4sV2dTdXxiyJhwczxhhjjLF6JSgoCHv37sWwYcMkP9Zo0KBB2L9/f40eV/bGG29wLytjtcA9rYwxxhhjrN6JjIzEN998g/Pnz2Pt2rVIT0/H5cuXkZOTA4VCAR8fH+F5wUOHDkXnzp2N1tm1a1fExsYiIyMDjRo1Qrt27TB37lz069fPAp+IMfvFz2lljDHGGGOMMWazeHgwY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGbxUkrY4wxxhhjjDGb9X+WGRy3uKW4wAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DrawPlots(ak.sum(GEN_gamma, axis=1), \"GEN_gamma\", ak.sum(data_neutral_ecal, axis=1), \"data_neutral_ecal\", 50, (0,150), \"Neutral Ecal total energy per-event\", False)\n", "\n", "DrawPlots(ak.sum(ak.concatenate([GEN_pipm, GEN_ppm, GEN_kpm, GEN_e, GEN_muon], axis=1), axis=1), \"GEN_pikpemu\", ak.sum(ak.concatenate([data_charge, data_muon], axis=1), axis=1), \"data_charge\", 50, (0,150), \"Charge total energy per-event\", False)\n", "\n", "DrawPlots(ak.sum(ak.concatenate([GEN_n, GEN_kL], axis=1), axis=1), \"GEN_kLn\", ak.sum(ak.concatenate([data_neutral_hcal], axis=1), axis=1), \"data_neutral_hcal\", 50, (0,150), \"Neutral Hcal total energy per-event\", False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# For the next?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Seperate electrons from the charged collection (Electron ID):\n", "Using Hcal energy over Ecal energy (HOverE) to seperate electrons? Smaller HOverE value means more electron like." ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "DrawPlots_single(ak.flatten(data_charge_HOverE), \"data_charge_HOverE\", 100, (0,0.2), \"Charged H/E\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Most of the reco charged particle has HOverE close to 0. But there are barely no electrons in the GEN jets. Where these \"electrons\" from? Are they fake electrons? Any other variables that can identify the electron more? Need GEN match?" ] } ], "metadata": { "kernelspec": { "display_name": "test", "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": "3.8.20" } }, "nbformat": 4, "nbformat_minor": 2 }