diff --git a/08_time_series_models/01_stationarity_and_arima.ipynb b/08_time_series_models/01_stationarity_and_arima.ipynb index c1ee833ae..289f8ecf2 100644 --- a/08_time_series_models/01_stationarity_and_arima.ipynb +++ b/08_time_series_models/01_stationarity_and_arima.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:48:03.716135Z", @@ -57,7 +57,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:48:04.476531Z", @@ -122,6 +122,20 @@ "## Additive Decomposition" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time series data typically contains a mix of various patterns that can be decomposed into several components, each representing an underlying pattern category. In particular, time series often consist of the systematic components trend, seasonality and cycles, and unsystematic noise. These components can be combined in an additive, linear model, in particular when fluctuations do not depend on the level of the series, or in a non-linear, multiplicative model. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "These components can be split up automatically. statsmodels includes a simple method to split the time series into a trend, seasonal, and residual component using moving averages. We can apply it to monthly data on industrial manufacturing production with both a strong trend and seasonality component, as follows:" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -148,7 +162,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzgAAAHGCAYAAAC4iy7CAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3XdcV9UbwPHPuYAgKojgXmnuvWduball9dOsLMuWaWVmZWmZDVNLc5Rl08pKy3KklRlqaprmzJkrM80tKAKCwHl+fxyFCAQcKNrzfr1+r9+Xy73nDi/f7nPPeZ5jRERQSimllFJKqcuAd7EPQCmllFJKKaXOFw1wlFJKKaWUUpcNDXCUUkoppZRSlw0NcJRSSimllFKXDQ1wlFJKKaWUUpcNDXCUUkoppZRSlw0NcJRSSimllFKXDQ1wlFJKKaWUUpcNDXCUUkoppZRSlw0NcJRSSimllFKXDd+LfQCn7NmzJ9v3ERYWxqFDh7J9Pyrn03tBgd4HKoXeCwr0PlAp9F7ImYoVK5al9bQHRymllFLZShJOIHGxF/swlFL/ERrgKKWUUipb2fHDscOfTrNctm0k6ZUnsHNnISIX4ciUUpejHDNETSmllFKXH9n0G6xd7j4f3IcpWAQRQebORL6aAL5+yOR3kQ2r8Lo/ggkOuchHrJS61OXYAEdEiIuLw1qLMea8tLl//37i4+PPS1s5gYjgeR4BAQHn7RoppZRS54uIYL/+GALzQmw0smEVpuX1sPoX5Iv3oVZDvHv6IL/8hHw1AftcL8xNd2JaXIPxfC724SulLlE5NsCJi4vDz88PX9/zd4i+vr74+FxeX5iJiYnExcWRO3fui30oSimlVGorF8PObZi7H0VmfYGsXwUtr8cu+hFCwvAeehrj+WDadECq1MJ+9jby+Xjkt2V4vZ/F+Pld7DNQSl2CcmwOjrX2vAY3lytfX1+stRf7MJRSSv3HSVQkSaOfx87+GomNxi6ag534FhQrhWncClO1Nvy+Djm0HzasxjRunaqXxhQtgdfvZcztPWHDauwHIxGblHY/CQnYOdORvbvT/u7vndilP2XnaSqlLgE5NoLQIVdZp9dKKaXU2bALZkMuf7zGrVItlw2rkcXhmFbtMeWrZKktmT0VNqx2206bCNZChap4dz7sAplqdZAFs7GfjQexmCat07RhjMG0uh6bmIB8+QHyyTi462GM597HSlws9q2hsOk3ZOYkvHv7Ymo1cr87tB878lmIjkKq18PkyXuOV0cpdanKsQGOUkoppbKPHNyHTHoH8ocijVpijEGOHcVOGAPrVoDnISt+xrTugLnpLoy//+nbOnYUWTAb06gVpm1HZHE4lK2Iadgy5SVcxRrg4wPrV0K5ypjCp5/Pwmt3IzY2Bpk1GRJOwD2Pwa4/sJ++Dbt3YLrciyxbgB33iusJqt8MO+VDiI0BEdi8Duo0Pt+XTCl1AYlNAuOd1Yv8HDtELafYs2cP99xzD02bNqVJkyYMGjSIEydOpFlv37593H///Zm2d+edd3L06NGzOpaRI0cyfvz4s9pWKaWU+ieZORmSkuDwATi4zy37cTpsWIX53914Iz/BtGqPzJ2JffMl5MTpi/TIjzMg4QTm+s6Y0uXwbu+J16hVqgcTkzsQrqzsPjdpk+nxeTfejrm5O/LrQuzT92FfeQIO7sPrPRCv3Y14Tw3FtO6ArPoFO/YFOLAX75HnIJc/8vtv53h1lMoaLW9+dmz4NySNfj7dYagAEhuDfelx7KtPI0cjz7h9DXAyICLcf//9XHvttSxevJhFixYRExPD8OHDU62XmJhIkSJFeO+99zJtc+LEiQQHB2fXISullFJpyLGo1D/v3Y0s/Qlq1Hc/nwwIZM2vUKEa3jU3Y/IG4d32AObevrB5HXb8cCQh7Qs+iTmGzP8WU7cppmiJDI/D1LsK8ga5/88C77pbMHc9DMH5Mbfeh/fqB5iTx2xy+ePd9oALxB54Eq/P8y7Pp0JVZNPaLLWv1LmQ+HjsC49iv/zgYh/KJUXWr0K+/AA2rIbf0/6tik3Cvj8S9v4Ff/2BHdIP2bn9jPZxSQxRs5PfQ3btOPd2jEmOtE3JMnhdM+5x+fnnn/H39+fWW28FwMfHh8GDB9OoUSNKlizJkiVLiI+PJzY2ltdff53u3bszb948jh8/zmOPPcb27dspV64cu3fvZsiQIdSsWZOGDRvy/fffExMTQ7du3WjQoAErVqygSJEifPjhh+TOnZvPPvuMzz77jBMnTlCmTBnGjh2rVdKUUuo/xM74DFP6yuT8knNqa/bXyNcfY7o/gndVO1e6efpEl3tz96PYF/rAprVIpRqwdxem+TWptvcatcKeiEcmvoXt9T/w9YVq9fAefBLj64dM+RDi4zDtO2d6LKbldZhm7TC+Wa+O5jW7Gppdffo2/f0x9Zul/FypJvLVBCTyMCYkFDke63qPlDrP5JvP4e+dSMQh5KY7MX65kA2rsbO+cEMrjcEULwVXlMfUaYwJOvs5nmTVLxAQgKlS+zyewYUnhw+44KVYKYg8hCyZh6lSG9n3N/b156BgYcidB9atwNzRE1O2Enbcy9jXBuA9OgiKnX5o6z9pD04GtmzZQvXq1VMty5cvH8WLFycpKYmVK1cyevRopkyZkmqdjz/+mODgYMLDw3nsscdYuzb9N0k7duyge/fuzJ8/n6CgIL777jsArrvuOr777jvCw8MpV64ckyZNyp4TVEoplePIxjXIrC+wc6an/3sR7MIfSHribuyXHyCxMRm0tRqZOhH8cyOfvo1sXodMHAerfsFcezMmXzCmcg23fM0yAEzNBmna8Zpfi/foIMwNt2OatoU1S5FP38YuW4AsnuuGppUok+m5GWPOKLg5G6ZyDQDk97XIqiXYx27HLl+UrftUOYtER5H03EOuiMb5aC8+Hlm3MtVwKvljsxuaWbocHI+BtSvc3+aXH8CBPRCUH3IHIr8tRz4bj33qXux7I5GTw0HT3c+xKOzMycjhAynLRLDfTMK+PRT73ojkoaKyeT1Jw55Ctm1MWTfyMHKOlXUl6giyf0/G6xw7iiQmZq29/XuQIxHu85pl2FefBpuE99AzmPrNkNW/IMdjsV9NcDl08fGwdjmm5XV4La/HlCqL98xrEFIAO2Zwls/jkujByaynJat8fX1JzOI/CLibKr3EplPLmzdvTkhI2mj8119/5d577wWgUqVKVK5cOd32S5YsSbVq1QCoUaMGu3btAmDz5s28+uqrREVFERMTQ4sWLbJ8zEoppS5dYpNcsjzAji1Iwgn3Vnj1UuzsrzGFiyFRR9zQjqIlkfBvkKU/4fXoi6lWJ3Vbh/Zj3xsBxUriPfo8duSzrsqYCOb6Lpj2XdyKlWrC0p+QH7+B4qUxBYuke2ymej1M9XoA2HzByKwv4Jd5rmBAx9uy7ZqcsRJlIG8+5Jd5yM5tYC0y/VOkThPMZTYX3qVGbBLy4zeYBs0xIaHZsw8R5NO3Yd/fyKI50OJat3z9KuyiHyAuDpISISA3Jn8BzA23ZdqzIl9+gCycDaXK4t3SHTm031UNzF8Ar++L2Od7Y5fOx8uVC/b8henRN7kyoYjA3l3Iwh+Qn8ORbRvx+g/HFAhLc23s+yNg4xpk9tfu7zNvPmTDGli1BCpUhS0bkOWLoEkb7Jfvu+Fbrw1wuWh/bYctGzANmsO9jydXHjyja5dwwn1HHDuK9+qHqV5GSFIS7NyGzJ2JrPgZrqzkXnoEpN87KtYiMye7QiHgAr6oI1C8NF7Pp12RkcatkQWzkUnvwm+/Ym66E+/6zkh8HORKKWpi8ofiPfkKduRzWT4X7cHJQIUKFdL0vhw7dow9e/bgeR6Bgaf5R81iwpn/PyrS+Pj4kJTk3gz07duXl19+mblz59K3b1/i40+f2KmUUuryIUvmwe4/MQ1bQGIi7NgCgJ07E/buRjb9Bts2Ybrejzf4DbyBIyE4BDtuCLJ+ZUo7RyKwowaBtXi9nsEUCMN75Fk3J80dPfFu6pb8As9Ucj0eHDmMqdkwS8dpOt6GadAC8uTDu++JHBU4GM+DitVh028umLv1XjiwF1k6/2If2n+ezPvWDR/8Yer5ac9a5Ghkqucu+XUhsnIxFCnuHsgjDrpekC/eg9/Xud6WpCSIOIgsmYd9bQASefj0+9i9wwVKVWtD1BHsqOeRiW8B4N33OCZPXhdUrFuJnfE5hISlHjJpDKZYKbyu9+M9+QrERmNHP49E/ysv7tspsHENplM3qFwTmTbR7WfDakyHW/H6DYHipZF5s+C3X+GvPzBd78fUbYqEfwOHD7oekV8XuoDsLIofyPRPYc9fcOworHPfJ3JwH0nDnsI+3AU79Elk7XL3t7/9d3ctYqPTtnMiHvvOcGTWZDcHVpd7MZVquOIlz47ClKngVixbEQoVQ36Z565b2xvcNfMPSNPBYIJC8J4YkuVzybQH56233mLVqlUEBwczcuRIAKKjoxk1ahQHDx6kYMGC9O3bl7x58yIiTJgwgdWrV+Pv70+vXr0oW7Zslg8mp2nWrBlDhw5lypQpdO7cmaSkJF588UW6dOmSYU5MgwYNmDlzJk2bNmXLli38/vvvZ7Tf6OhoChcuTEJCAtOmTaNIkfTfpimllLp0ScwxZP0q97B1Ig7++gNZucSVV77tAfegsmUDFC8NWzdgrv0f3k3dUo8uKF0O74khrndm3CuYTndgipfGfvURHI3E6/sippAbs26KlMBn8BtpjsOEFoRCReHAXkyttMPT0mM8D+57HJOYgPHLdb4uyXljqtZBVi7BdOvlHvqWLnBvkxu2yPYhcip9cvige4DmZBDSuQfGx8cNW1r4A+zbDT4+mGtudqW/MwmaJeYY9u1hriR47jwuoLEW9u5yvQt3PYx9/mFk9TJMyTKw72/M3X3wmqZU8JNtG7FjXsC+9gze4y9hwgqn3ocIdvL7EJgH7/4nwHPHa0qWcb2dp14SNGrlhqvt3Ibp3ANzmonqTekr8R5+Fjt6MPbVZ/B6D4RCRZGff0RmTnJl1q/vjAHY/ScE5IbQQsm9MaZ1e5cL9+nbULAIpuX10LoD5pa7IaQAGA+CQ1zAk78A5tpb0r92e3e5npN9u+HwQShWElPqSuTHGZhmVyNrV2AXh+NTuxH2649g905M6w5Q4gpMzfqYwLxI7UbYd1/DDuuP92B/l2sESGKC+3fZsMoFNm1vOG2ZZ2MMpklrZPqnmJvuxOQ6fSl6AJMv60W6Mu3BadmyJQMGDEi1bPr06VSvXp2xY8dSvXp1pk9344RXr17Nvn37GDt2LA888ADvv/9+lg8kJzLG8P777zNr1iyaNm1Ks2bN8Pf35+mnn85wu+7du3P48GHatm3LuHHjqFy5Mvny5cvyfp988kk6dOjAbbfdRrly5c71NJRSSl0gkpSE7NyW4dtTSUjAzpmGHfAA8v5IZMJo5LPxJ4ObCnjdH8Hkyefe1m7dgKxdAdZiarnelTRvNvPkw3v8JShZBvnqI+yYF2D/HrzeAzFXVsrScZtajVyQUzrr/80xxuTI4AZcGWrv+TF4DZpjjMG78Q44fACZ+YWW9b0AbPgM7DuvutwuESQxEfv5+JQetWNHYdMaJOqISzj/+0/MFeVdrtjHb2AH9cIunX/6EsL792BfeRK2b8K074Jp0MwFA0H5MXWb4N3XD1OslBvGufoX1wOTOxBTr2mqdky5KniPvwwx0djXnkmbe7J6KWxeh7nxdkyefJjcgXiNW2FKXJH677BkGZc0nzsPpvnpC2IAmIrVXbJ81BHskH7Y4f2RT950Qz27PeT+rozBlCyDKVgk1VAz07AlBOaBoxEuEPLxceuGFsR4Jz937oGpdxUy9RNk3cpU+5aD+7Djh7vAb+EPEH3MBYbbN7vgs2BRzK33YRq1hHUr3PYrl2Da3YDX+R537oFuAl1TpzFen+chOgr7yuPYb790eUofjIL1KzHdHsJrd2Omc9iYtjdgHnjS9VqfR0ay8Jd+4MABhg8fntyD06dPHwYPHkxISAiRkZEMHjyYMWPG8O6771KlShWuuuqqNOtlZs+e1DdVbGzsaYeAna0zzcE5W0lJSSQkJBAQEMCff/7JrbfeyqJFi8iVK3v+Q5Ad1+pyFxYWxqFDhy72YaiLTO8Ddcr5uBdk39/YD0fBji2Y67vg3dQt3fXsB6+7Es3V6uB16OrGpvv4QkhoqocB+/k7yJK5ULkm7NjqxsRnMK5eROBoBOzd7doqknHJ5lTb2iRITMz0DeqlSkRcIPnLfEyr693QHi9tD4F+J6QlNgmORELsMQjMlyZ3JNW6Ii7f6bsp4OsHiQnu/o6OckF65x6YVu2xT9zlyn3nDULmzsJ78U1MkRLuHl67HDvjM9i1A4oUx9RqhClXBarUwvj5IQf2YF8dAEkJeL0GYspXOe3x2GkTkdlfg48vpklrvG690j/uXTtcBS8fH9eTU6wUBQJzc/Dh21zvzXOjM+9R+usPiIvFVKiWtet6cB/27aFuaNkt3TFXtctS3oyd9QWyZhne06+etqdI4uOxw5+CQwfw+r0MBcKQlYuRrz4CDKZ1e0y7G5N7RMRa2LkN8oe6yoN7d2MH9QL/APDxxRv6bnJgk2ZfRyPd997GNcnLTOd78K6+KUvX4UwVy2IVtbMqMnD06NHkoCUkJISoKDeOMCIigrCwlBs/NDSUiIiIdAOc8PBwwsPDARg2bFiq7QD279+P72n+4c5FdrT5b3Fxcdx8880kJCQgIrz66qvZGoD4+/unuX4qY76+vnrNlN4HKllW7wV7JMJVHvvHw07inl0cnzOD2O+/xuTKhV+dxpz47ksCixQlsOOtqbY/sfE3Ipf+ROAtd5GvW88M9xVXtzFH538La5aR++pOBBUqlPmJFCwI5Spmvt5/kDzxEtGfvEXsjM/JnS+IfPc8mmad/+p3goiQ+McWfMtWSA6y7fFYjofPJHbmZOzB/W5FX19CnnudXDXqpdtG9EdvEPvdFHK3u4F8PfpwfOEcEjauwSesML5lyuPfuBXG84hq2objC+dAUhIBra8nuFqtlIbaXI+0upb4ZQuI/eYLEsJnILO/xitYhMCbuxEzdSLGJlFgyNv4lso4DSKh1bVEfDcF7AlCOt6K3+n+bcPCSHzlbSKffxRGDSL/y28RO2MiHDlMSP9XyFW4cPrb/auNMxIWhoz62L1Y8A/I+nZ39wZ6Z7pa0rMjOPxED+zLfZOX5apZn6Dez+CTXiGRf36/hIURUbEaCZvXk7dbT/KUuiLj83h5HDbyMEkH9oIx5KqYtSAvO53Xp/30OoNO1zXVtm1b2rZtm/zzv9+YxMfH43OekxYvVA9OQEBAcsnnU7Jzv/Hx8frG6QzpWzoFOfM+kMQEzRG4CLJyL8i6FS7PpX0XvI5dAbA/TEO+mgCeh6nTBHPrvSQG5Yd3XuXYh2OIjorCXN0JY4yrkvTOaxASRlyrDsRntr8iJZM/x1eqmePu1UtSh66Y/XuInT2NuDY3YgLzpPp1TvxOuBDs3FnI5Hcx3XrhtbjW3asv9XV5IOWrYK6+CZM3CDtzMpHDnsZ7cqjLQ/lnG9M/Rb79EtO6A/Gd7+VEdAzUaQp1mpJwcp3oiJPlgms2gh+/AV9fTrS7Kf1rXr469KuOdyIefl+LnfEZx94ZAbnz4D3xMkcCgyCzv6HgMAgtBHnycjQ4NOP1c+eDvi9iXxvA4QE94dhRTOsORIUWyXQ/5+xY2kT9c+b5YZ4a5optIJj8oSTWakikMVk6H2l7AyQmEtuoNcezev5hRd3/Z+P1ytYenODgYCIjI5OHqAUFBQGux+afN+nhw4ezNDwtPTpGNuv0Wil1ebBzpiHffok3/IM0pTcl5hgcj4UCYekOrVHn17+nCZDf17rE2aREZNUS6NjVDceZNwvKVcF78ClM/gLJ63v39cO+/7qrGPXHZryr2iKb17nKR/f1y9IbWxMcAoWLw5EIOFXpTJ0z07ojsvQnZOl8lzj9H2KXLYD443jNr01eJvv3IFM/cp/nTEOatUNWLHbV/P6VlO+VrYgd+hR21CBMo5Ync7wMsn1TcoK66Xp/pnkXlK8CpcpiqtVzRS4yYHL5Q436eNXqwpplUKgopsQVWTpfY4zLd8ni0EtTtCTe4y9iRzyLF1oIOt2Rpe1yKlOkOKZI8bPbtlYjfM7DRMMXy1kFOPXq1WPBggV06tSJBQsWUL9+/eTls2fPpmnTpmzdupXAwMCzDnA8zyMxMfGCDCm7lCUmJuKdRa1zpVTOIkcikG8mQXwc/LEZ/jFbteza4SZHizsOvr6Yes0wdz+ao0rzXi7EWmTSu8i6Fa4CWeFiyLZN2DdfdlWLqtdDfpjqysrGHIOIg5gOt6YKbgCMXy68nv2ROdORqR9jVy1xv6hSy5WUzSLT4VY4HoPx016988WUKQ+ly7kqUq3aZ/4wfhHJ8Vhk/UpM3SapXmyIiEvUT0yEgAAICMw0f0MOH0Q+GguJCdgT8Xhtb3Q9NRNGg68f5qa7kC/eh9XLXA5N0ZKYk3O5nGIKFMR77AXspHeQ+d+5ymGnftegRXKSfGaM5+Hz3OgzuhbG86BO4zPaBnDFBs5k/RJl8AaPpUCBAkTanHtvqIxlGj2MHj2ajRs3cuzYMXr27EmXLl3o1KkTo0aNYt68eYSFhfH4448DULt2bVatWsWjjz5Krly56NUr/WSurAgICCAuLo74+Pjz9uXj7+9/Wc0pIyJ4nkdAwBmM3VRKXVQigkz7BFO6HKZuSkUfmf6pe1gxHrJ1E+ZkgCMRh7BjX3QPMLfcDX9tdxWB/Pzgzt45+uEMXMBwNhPOnfF+oo5A3qA0+7KzvkCW/oQpXQ7KV3bDyILyp9+GCDL5PeSn78DXDztqEN5tD2I/eB2CC7hKZceOugBn/Uo3aR0kT375b8YYzDU3IbUauiTrfMEQVuiM/s28Ri2zvK7KOtPiWle5autGN4FiDiQ2Cfvua64i1YNPQb2r3LI3h7hhR4kJKSsXKeGS4zOYPFOmTwRjoFod5IsPsLt3Ils3uPLg9/bFNGiOzJuF/XQcRB/D9Oib7t+uKV4KnyeGIAkn3JwpPj4QmC9NkYxLmckfik+BsOwfmqayTaYBzmOPPZbu8kGDBqVZZozhvvvuO/ejOtlWRnPNnI3/6thapVTOIct+Qr7/GuFkecxrb4E/tyJL5mLadUI2rUG2b3LrJiZg33gJ4mLx+g/DlHBj3m2+/Mh3X0JwCObGnDuEQnZud/NLPPmKCzD++bujkXDkMJQsm+UASKyFxIQ0lb7kz63YYU9h7u7jypueZJcvQmZ85sonb1kHvy5wM2ZXq4vX/eE0s5fLd1OQ+d+6nJn6zbAjnsW++RKEFsLr9xImOAQJyg8hYS7AORoJpcul6b35N1O4GBTO2rhxdWGYBs2RKROQBd9jcmqA880kWL8ScuXCLvwBn3pXubLF61ZgmrSBUle6Fx3HY5BZX2BHPuv+1oLTjpyRndtcoH/d/zAdb8O+8aKr0FexOuaG2zEny2mbdjcin78DYYUz7Wk0frnOqKy4UheSjv9SSqnz4N85G+muE3cc+fpj91BcrjIS/o2bkA3c/A3tu0BCPLJkHpKU5B5udu9wcwSUSEnoNZ3ugKMR7qGmWCm8f8yanbwva90s0qXKujlOLgL7/RSIj0M2rkkV4Mj6ldh3R7gZxYMLuLH8nbqdtuQpnHybPfZFOLAX7/mxyTksYi3283fcZJm//wYnAxz56w/kozFQrrIrk+rjC3t2IcvmI+EzsR+9gffIcykVo6KjkO+/gjpNMP+7x43df+RZ7Oyv8W57AFPA5QkYYzDV6iC/LoQT8ZgOXbPp6qnsZPwDMI1aID+HI3GxaXLeLjZZtcQl7F/VDkILIjM+d+WR50x3QyW7P5x6yNqVldzkkSMG4N3SHWo0SH5xIEcOu4kh8wZhrr0F4+eH12cwxEanmTjRNGnrSmm366RDYNUlTQMcpZQ6R3I8FvvaM+Drh9f1fkzZ9Mv0yndT4EgEXs+nMVdWQqrWQfbvxoQVcbPXB+ZBylWB+d/B7h3YX36CfMGY2qnHnRtjoNtDyP6/kY/GIkVLpAqA3FCrd90Y+XzBeFVqp+r1kH273UNMh67ZltshB/bCqqXu844tycvt/O9cL0rxUpjW9yBrV7ghX4f24d33xOnndZg5GTasdp+//RJz813u8y/zYccWCMyDbN+csp9J70BgXnetT1WlK14Kc3N3bHCouz4//4hp5iblOz5nBsTH4XW4NWV28orV8alYPc2xmOr13DBBwNRscC6XSV1Epn5z9zey5tdUPX8Xm2z/Hfv+6+474fYHIfoYMnMyduJb8MdmTNcH0hQaMeWq4D0yCPvRGOy4V9z8MZVqQL787iVKYgJej8eSq8YZHx83ZPJfjL8/PgNGXJDzVCo7aXa6UkqdA7EW++Fo+HsnRBzEDn0S+/EbyPHY1Ov99Qfy43RM41bJs8ub6nXx2t6IqdUwOS/ElKvs1l+7Atb+6oaOpPPQb3z98Ho+DYF5sONecVXWTu3rm0nI/O+gej2XM7Jkbsrv9v2NHTHQBVub157365G8n/AZ4Hmu+teOrW5ZQoIrqVypOl7/4XjNrsan9wBMl3th5RLseyPSnblc1q9yQU2TNpjGrV3i/r6/3f+mfuweBNt1gn27kZhoJCYatm/GXHV1usN1TKvroVIN5IsPkL27kMQEYmdNcQUA/lX6Nl2Va7geofwFIJN5OFQOdmUlyB+KrPj5Yh8Jsm0jdtEc7K8LXUGL/AXwHn4W45fL5dXUqA+/r4XAPJh/VDX7J1OxGt7L4zH39YPgAsiyhcjMSVCyjOv1rHfVBT4rpS4e7cFRSqlMyNFIiDyEuaJ86uVJScisL2DNUkyXezHN2iGzvkDmzEA2/ebemFaohhw7in3rFciXH/O/ezLclylQ0M06/cNUNwFcBm+WTXAIXs+nsSMGYN8dgddnEDJvlhuadlU7zF0PY4c9hfwwDWl2DRzYg319EFgLnods24SpVjf1OSUmgjFnNDxFDuyB2Bg39M4Y5Ggksjgc06gFlCzrEvcjD8O+3XAiHq9NR0xASo6l1+5GrAjIW2PPAAAgAElEQVQy5UNk3ixM2xtT2o44iP1gJBQrhbm9J8THImuWYUcMcEn+fn54t/eE2GgEYMdmV21OLKZq7bQHi6vG5N3dB/vyY9gh/TA16iORh/DuejhL52sCAjFtOrhZvy+TpOr/IuN5mPpXIfO+RWKjTztTe3aT6Cjs6Bcg/rhbkDcf3qPPpxo+5jW/BrtmGabFtan+dv7N+PhgGraAhi1OVlo74r539D5V/zEa4CilVAbkyGHssP4QdQRv1GcYf38kMQH58kNk+UJXbahBC1cwwBjM/+5BajXCfjgK+9oAKFcFkhLd9k8NPW0Fr38yV1ZGli+CIiUyTeI1V1bC3N4T+eRN7OjBrrpS3SaYO3u5PJLrbsGOewU7fpjL6QkIxOv3MnbCGGTbppTz3LvLPegtWwA+HqZOU0yLazClrsz4+hyLwg5/2gUbJa5wyfRrV0BSoutViTvuAo8/t7riCT6+kN6wr3Y3Ir+vRaZ/htRujAkthCQmuipSCYl4Pftj/P3B3x/T+R7km0mY6ztjWrV3yf9xsa4C3R+bIfIw5M4DZSqc/rqFFsR7bjT2o7HI8kX4liqLPU1AlB6vc48sr6tyLlO/GfLjDGT1stP2jGQ3Cf8GTsThPTEEAgKhQEFMvqDUK1Wr6+ZPqlk/y+0aYyDo7KbqUOpSpwGOUkrhkthl0Y+YanWTJ56TmGgXNEQcBBHYvtHNT7NmGTL/W6jTBK9Bc6jVMNUbUlOuMt6gMcjCH9x6h/a7Mqz/6gE6rfJVYPkil3yfhTevXrOrsTu3IQtmQ5VaePf2SxmjX6MBFC0Ja5a5QOzWHpigEFfk4OcfXTGD+DjsK0+4HqM6TQBBls5HfpnnSs+eHDaX5pqJYD99C2KiMZ26uQkwt2zANG2LadYOU7y0KyXr44Ps2IysX+VmRU/nDbQxBu+Oh7DP98Z++hZeh67Ioh9g+++YB57CFCmR6nw5mTuTvH1AIBQv5fJw9u6CyjUz7YU6NaeHLF9EUJUaHNW33P89V5SHsMLIikVwEQIciYl2k8XWaYxJJ/A/xRjjemaUUlmiAY5S6j/PJeW/j8z/FilQ0L1JBexbQ2H/33i9B2LfHoZsWoupUhtZt9IlsD/w5Gkfok1AbszVnZC2HSHiECascJaPx9RuhGxY7SooZXWbrvdDhWqYmg1SFQ4wnof38LNw7Ghy7g/g8g/mzYLdO5BdOyDuOF7/4Sk5QFFHsMP7Y8e9jNf/1XRnw5ZlC2DVEszNd+Fd9z9o3yXtcfnlghJlkDW/wt5dmFu6n/4cQgu6QOmL97HrV7llbW/Eq5+13AFTthKy+EdISsJ0SHss6W7jeZiGLfAL0zkv/ouMMW6Y2g/TkKhICAs75zZl5zZXWOPAXjeBZvmqbg6mdCq1ydyZcDwWr/2t57xfpVQKDXCUUpc1+W05FC2OKXT6eUhk7jdu/pMGLZANq9zQsrjjYAxe74EuT6VsBTeEylpk3QpM1dpZylMxng+cQXADJyeZe/jZM9vG1++081aYQkWhUNHUy8pVRgDZtglZvdT9/h8BkAnKj9fneezQp7BjX8B74hVMgZSHP9n3N/L5eLiyEuaamzI+tjLlkZ++d5+r1cl43dbtIXcgJk9eKFbaHXtWXVkRFs527VTNeD9KnWKatHFzUy2ZB2Wz2MuaDtmwGjvrC9i20S3IlQuSklz58XzBeI+9gPlHUQpZuQT5cTrUapS14hZKqSzTKmpKqcuW/f5r7JsvYV/og10c7pJu/0U2r0O+/NDNf3JvXzdbfUI8FCqK99yo5CR8U6kG7NzuKhkdOwo10p+9/lKRXMxgxc+wZT2mYdrhcKZQMbxHB8Gxo9gRA5CIg8DJstjjhoCPD959/dKUrE3jipO5MMEFoPgVGR+X54PXtC2mVqMzC24gpTx3keKY0EJntK367zJFSkD5KsiiH9P9jsgK2fMXdsxgV4yk6/14wz/Ee+NLvDGT8B57Afz8sCOfRbasRzauxr430uXFFS6O1/X8TJCulEqhPThKqcuOiLhSwlM/xtRtikRHufli1i7Hu/X+5J4ISTjhckjCCuP16OsmxitVFm/YB+Dnl+rB3VSq6eaimPqJqzJ2GfQQJBczAFfxLL11ylTAe+wF7JjB2OH9MVXrIPt2w4E9Lj8nC71Tpkx5BDDVamdvNafCxSG00Mk8IqWyzlx1NTJhNAkb10Dhkkh0FMRGu4qDhYtnPonvT9+7gH/gyNSTZ/oHQNXaeE8OxY4Y6HqHAXx83TxU7btkOMGtUurs6F+VUuqyISLIoh+QubNgz1+Yuk0x9z+BMbiA55tJ2A2rXfWt1u2JmT8T9v2N1+d5V6HrJOMfkLbxshUglz/s3AZlKqSZAfySdGVlWL7IzSOTwRA+c2UlvL4vYSe9g6xZBvHHMbc9mGFSdCpFSmDadMQ0yd4kbmMM3gvjQB8Y1RkydZsik98l9ruvsfmCkTkzQGzy73jwqVRBjqz4GbtsAd7dfVwRjaXz3ffNab4XTFhhvP7DkeULMcVKQbn0c3KUUueH/ldAKZXjSVJSuvkucjQSDJiTpVBl+SJk4ltQqizm7kcxjVolb2euvQWpdxV28nvItInInOnEnIjH1LsqzVww6TG+fq662YbVmOqX9vC0U0zFqq5npXGrzNctUz55hnMROaOeGON5rgjCBfDPQFWprDL+/piGLYg/lSt2VTuoWA127UDmTIcfpmKuvQUAu2gOMnEciGA/HOVKNx+PxbS8LuN9hIRirs44X00pdX5ogKOUyrHEWuT7r5BZX2Du6Il3sqqYrFmGnTfL5cMULob34lvugXv9SsgbhDfwdTfc7F9MWGF8Hn4W+WMz9tsv8fb+Bbfem+XjMZVruepm1TMPiC4FpkQZvAEjoHTGc92k2U7LKavLkGl3I37RUSQ2vxZTuSYA0rAlRBxCpk7ERh1BDh+AVb9A1dqYSjWQrz9Gfv8Nipd2PaJKqRxBAxylVI4ksTHY90fCuhUQlB/59C2kYBHkz63IVx+5ymRV67igZs9fSLFSyKbfMJVrphvc/JMpWxGfR54jLCyMQ2dQGti0vA5TsEimk29eSkwGk2Eq9V9iChUjZOBrqb4TjDHQ/RHkwB43IWdYYfc90OU+NxTyrz+Q5YvcMg38lcoxNMBRSl1QYpNg01o3nOxoBMTFYWrUw1xzU3JSv4hgP34DNq7G3N4T07C5K1c8ejAkJmDqN8Pc8xjERGGfvAdZs8w9XByJgJNvXrOD8Q+AOo2zrX2lVM5jAnLjDXwdEhLSDoHs/ghUr4fJ4lxNSqkLQwMcpdQFI3t3u1Kqhw9AYB4oWBREkKmfIBvXuEpmIaHI4nA3geQt3fFaXQ+A98hz2Nefw9RqiOnSwwVD+UOhTAXkt18hIDdA8tASpZQ6X4znQTr5XcY/IEs5bEqpC0sDHKXUBSHWYj8eC3HH8R58Cmo2xPj5ucpni8ORSe9gn7kfqteFTb9BxeqpEnJNoaJ4Q99LO1dLzQbI9E/d/BWFimapbLFSSimlLl860adS6oKQhbNh+++u96XeVRg/P+Bkad+r2uE9PxbTpgP8sRn8/PB6PJYmlya9Me6mVkP34c+t2nujlFJKKe3BUUqdf/8uIyyRh5Gpn0DlmpjGrdPdxhQqhuncA7m5OyScwJwccpapYqVcwYFD+zFVap2Pw1dKKaXUJUx7cJRS55UkJmBfewb70ZiUZQtnQ1wcXrdemVYaMj4+WQ9ucL06pk5j8PGFijXO+riVUkopdXk4px6cWbNmMW/ePIwxlCxZkl69enHkyBFGjx5NdHQ0ZcqU4ZFHHsFXZ5VW6j9DZnwOWzcif/2B3NHL5dmsXwVlK2AKFc2WfZqOt2EatsTkyZst7SullFLq0nHWPTgRERF8//33DBs2jJEjR2KtZcmSJXz66ae0b9+esWPHkidPHubNm3c+j1cplUNIbDR23izkwN6UZZt+Q36YCiXKQHwcbFmPHIuCndsw1epk27GYgNyYUmWzrX2llFJKXTrOqWvFWsuJEyfw8fHhxIkT5M+fnw0bNtCnTx8AWrZsyZQpU7j66qvPy8EqpXIGSUzAvjUUNq9DAMpXgfh42LMTChfH6/cStn8PZO1yiI4CEUzV7AtwlFJKKaVOOesAp0CBAnTs2JGHHnqIXLlyUbNmTcqWLUtgYCA+Pj7J60RERKS7fXh4OOHh4QAMGzaMsLCwsz2ULPP19b0g+1E5n94LaUlCQnJlswzXEyFq7MvEbV5Hvvv6YmOiif9lPl5IAXxrNyTwupvxKVyMyOr1SNqwCj+bSHy+YMLqNMSc/G7IKfQ+UKfovaBA7wOVQu+FS9tZBzjR0dEsX76ccePGERgYyOuvv86aNWuyvH3btm1p27Zt8s+HDh0620PJsrCwsAuyH5Xz6b2Qml04G/lsPFStg9e0LdQ6fTBi581Cfvoec8PtxDY8OcFd644kAUlAPMChQ9hKNZCVS0iKPIyp2YDDkZEX6GyyTu8DdYreCwr0PlAp9F7ImYoVK5al9c46B2fdunUUKlSIoKAgfH19adiwIZs3byY2NpakpCTA5ekUKFDgbHehlLoAZM9fyOT3XbnlXX9gxw/DDnwQO3cmciI+9boxx1wRgSq1MB1uzbBdU72++3AiHrIx/0YppZRS6p/OOsAJCwtj69atxMfHIyKsW7eOEiVKULVqVZYuXQrATz/9RL169c7bwSqlzo2dMx3Z9Fvyz5KQgH1vJATkxuv7At7wD/B6D4SQMGTye9iXH0f++iNl/W+/hOOxeJ17ZF7uObQgFC/tPlepnT0npJRSSin1L2c9RK18+fI0atSI/v374+PjwxVXXEHbtm2pU6cOo0ePZvLkyZQpU4bWrdOf1E8pdWHJ9t+RKR8iZSrgU7mmWzZnGuzegffIc5igELdirYb41GqIrF+F/WgsdugTmBbXwZWVkXnfYpq0xpS4Ikv7NO06wfZNmPzak6uUUkqpC8OIiFzsgwDYs2dPtu9Dx1OqU/5r94KIYEcMgC0bAPCGfQAhodgBD0Chovg8/lL62x2LQia/h6xaDImJkMsf7+XxmJDQC3n42ea/dh+o09N7QYHeByqF3gs5U1ZzcHQGTqX+C9avgi0bMG1vQMK/QVYvwZQqB4cPYDrdcdrNTL4gzP39kLhesOk3yJP3sglulFJKKXV50gBHqRxMoiKRTWsxlWukDCE7izbs1x9BwSKYW7ojv69DVi6BPbvAPwBTu3GmbZiA3FC70VntXymllFLqQtIAR6kcShJOYMe+BDu3IcZA+ap4d/bCFCmR4TYy4zNkxWLMFeUhtBCyYDYknsDr2R/j64ep1xSZ/imyawemTmOMf8CFOymllFJKqWx21lXUlFLnh5yIJ+ntocj6VamXT34Pdm7D3P4gpkNX2LsLO/TJVFXQUq2/dxd2SD/kh2lQuJgrKjBnGlSuiTf4TUwt1wNj6jZxG8THYRprERCllFJKXV60B0epi0ymfQqrfsEmJOBzcr4Yu3Q+svAHzHW34LVq79Zr3Ar7xkvYMYMxnXtgWndILtUsNgn7zqsQdQTv0ecx1esiIhAbg8mTN9X+TJESrnxzTDRUrHZhT1YppZRSKptpD45SF4BYi53xGUkjn0VijqUs37IemfsNBOaBTWuQuFhEBJn5BZQuh7mxW/K6pmARvKdfhap1XGWzd15Fjse6dhbPhb93Ym57EFO9rlvfmDTBzSne/U/gPfIsxvPJxrNWSimllLrwNMBR6izJkQjs7K+xE8YgO7effr34OOz4YcisL2DzOuy4IS5XZu9u7IQxEFYY774nXBnm9atg+yY4sAfTqj3GJ3UAYgLz4PUe6IoFrP7FTcS5bSMy4zO4shKmXtMsHbspXhpT6spzOn+llFJKqZxIh6gpdYbEWmTqx8iPM8BayOWPLJmLadQS07ErplBKjXaJjsKOeQF2bsfceh8EhyDvvoZ9qS/s+xv8/fH6DIayFSBvELJ6GeTK5aqbncqV+RfjeZhrb0HKVsS+OwI7/GkAvF4DkoesKaWUUkr9V2mAo1QG5OA+CCuckuuSlIR88qYLaJq0wVx3CwSFILO/QsJnIssWYho2d6WXQwtiPxgFh/bj9R6AqdkAAHskApk2EdO6PaZ9F0y+YABMzQbIqiVgBVO3qSvNnAFToRreoFHYiW9jChbGlK2YvRdDKaWUUuoSoAGOUqdhF89FPhrjqpidSvT/fLwLbjp2xXS8LTnwMTd3R9rcgMyZhvz0PbL0J9dIQG68PoMx/0jm99rdiLTpkCb/xdRuhCwOd5+btsnSMZqgEHx6DzjHM1VKKaWUunxogKNUOmTzOmTiOPd50Rxo1R45GoksDse0vA7vhtvTbGOCQzCdeyA33gF/70R2/4kpVxlTtGTaddNL7q9cE/wDICg/lK963s9JKaWUUuq/QAMcpf5BbBKycgny6dtQqCimQXM3ceauHci6FZCUhGnTMcM2TC5/KFMBU6bCGe3b5PLHdOuFCQrWXBqllFJKqbOkAY76TxMR5KuPkJWLIX8BiDoCB/dB0ZJ4jzwHuQORWV8gi8OR336FitXdPDLZxGvUMtvaVkoppZT6L9AAR112JDER1ixFjh3FXHU1xs/v9Ov+MBWZM80ND7MWQgvh/e9uqNUI452sol6zPvLT95CUiOnU7bRtKaWUUkqpi08DHHXJERGIOIgJLZRmufz0HfLtFDga4ZYtmI137+OYkmXStrNyCfL1x5j6zTD39UsJaP7Fa9wau+oXyJsPUyf90s1KKaWUUipn0Ik+1SVFEhORieOwT9+HrFmasjw+Dnl/JPL5O1CkON4jz+E9/BxER2GH9MPOm+UCo5PiFs/FvjfCTY55T5/TBjcAVKvrSkW3ap9hb5BSSimllLr4tAdHXTCScAJZ/jOIxTRulX4lsVPrisDWjZB4wlUU8/WD/X9jJ78HG1ZDLn9s+Ex8ajVCbBJ21CD4YzPmpjsx1/0vOUnfK/sG9qMxyKR3kc3rMdXqwJEIjs6cBFdWxnvkWYxfrgyP2/j64g0ZD0bfByillFJK5XQa4KjzRg7tR1b8jGl7A8Y3padDjka6uWEWfA/Hjrpli+bg9XgMU6hYmnbs4nDkh2mwd5dbkMsf8uSDyEPg44O562GIjkKmfoLs+QvZsRW2/465+1G8pm1TtWXyBeH1Hujmp5n+qZtIE8hVpzGJPR7H+Ptn6dwyCsaUUkoppVTOoQHORSQx0XDsSLpVuWTf3xAUjAnMexGO7MzJ4YPYEQPh8AEIzINpfq3LiZn0DrJwDiQlQo36eG06IlFHkEnvYF/si/fIc6kmwbTffI7MnAyly2Hu7oPJF4SsW+kCo0qdMdXrYkILIceOIt987gKXDatdWeYm6U+OaTwPc+0tSMvrICYGkhLJX6kqhyMiLtTlUUoppZRSF8g5BTgxMTGMHz+eXbt2YYzhoYceolixYowaNYqDBw9SsGBB+vbtS968l8ZD+oUkUZHYVwdA5CG84R9g8ga55XGxyJcfuskl/XJh6jbBXN8FUzR7ShNLxEE4egQC80BoIYzvmd8ScvgAduSzEBsDRYojs6ciTdshvy5E5n+HadoGc11nTGHXW2MAqVANO/p57NjBeA8NgLDCrhTz7K/d+nc9nNxrYmrUT7NPky8YU68ZsnguAN6DT2U6d4wJCISAQPc5o5wbpZRSSil1yTqnAGfChAnUqlWLfv36kZiYSHx8PNOmTaN69ep06tSJ6dOnM336dLp1y/7SuiIC+/9Gdv2JqVQDky/orNuR2VPBJuG175L29zYJjHdGEzHK8VgIyJ28jcQcw74+CCIPwokTyKIfMdfdgkQexr72DBzaj2l7IySeQJYtQLasxxs0FpPn7ANFSUrC+KQeZiVrl2PfHgaJCW5BiSvw+r2cHGyl286JeGTqJxAbg6nVwA0R+/5r8Dy8vi/CkcPYt4chi39EZnzuelbueiRNQGEKhOE9MQT7+nPYMYNTljdtk+766TGtrkeWzoc6TTDlqmT9YiillFJKqcvWWQc4sbGxbNq0id69e7uGfH3x9fVl+fLlDB48GIAWLVowePDg8xLgSHQU9t3XMMVK4XW9P/Xv1q/CfvwGHDnsfs4fivfgk5k+9Iq1yM8/It98jqlYHfO/e5DZXyPzZoGPD9L8Gky+YLduzDHku6+Q+d+6gCAgENP8GpfU7pN+fobEHENmfO7mUKlaC+/O3nBoP3biODi0H++RQdjvv0J++ha5uhN20jtwNALviSGYCm7YljRpgx3eH/vJm3g9+5/VDPd2+qcu5+X5sZig/K7dlYtdFbESZfA63IpEHESmTMCOeQHv8ZcwuQPTnk9sNPbNl2HbJjcB5i/zADB1m2L+dzcmrDBiLRQpgXw6HhC8h587bbBigvLjPTEEWRwO+YIxxUtDqSuzfo5lKmAeeBJTsfoZXxOllFJKKXV5OusA58CBAwQFBfHWW2+xc+dOypYty913383Ro0cJCQkBICQkhKioqHS3Dw8PJzw8HIBhw4YRFhZ22n0lHT5I5OvPwa4dyOb1hHS5G59CRQE4Pu9bot4ahm/JMuS+7T58wgpz7L2RJL02kLx3PUTgDbdhjEGsJWnLBvyX/kTC1k0YHx9s5GES//oD37IVSVy91M1mn5SEf5PWxC+ZR55Nqwm8/n8kbN9M5OBHkZhoApq1w6dQURL37CL+h6n4Hfib4MdfwPtXr0fC9t+JfKEvEnMM/0YtiF/1C3ZQb4iPw6dwMYIGjSJX9brEBfhzdGh/cn3xHnGrl5L3zofI06RlSkNhYcTc8SDRn7xFntWLCby60xn9O8UtXcDRb78EIPfSeeS9/QESdmwl4t0R+FWoSv5nR+Cd7BmKL1OOI8OfwWf8MEIGvY7xD0hux0ZHEfnK89hdOwh+/AX8G7ckYdM6TEAAfuUqp9rn8c7diXpjCLnbdiSofuOMDzAsDK544IzOKZXrbjqrzXx9fTO859R/g94H6hS9FxTofaBS6L1waTPyz8lBzsD27dsZOHAgL730EuXLl2fChAnkzp2b2bNn89FHHyWvd8899zBhwoRM29uzZw8Asm838utC2LsbObAXoqNcgrmPD+b2nshHYzBtOuJ1uRe7aA7yyZtQuSbeQ88k9zpIbIzr0Vm1BGo2wFStjYR/Awf2go8PlLoSTvYqmFbtMQ2aw8F9yLSJUOIKzPWdsS8+Bn5+eM+8hh0xAPbuxnv8RUyJlAkj7cIf3LwroYXwHn42OU9GoiKxL/cDY1wZ4hJlkIP7sF9+iClaHNO+a3L1LrFJ2IE94dB+N0Rs4Otp8mDEWuyYF2DzOrzHBmMq1cj0eooI/LnVlU8uXBzyBcP23/GGf4B94yXYsxPv5XfSDHuzvy5E3h8JVevg9R6A8fVDTsRjRz8PO7bg9X7WlVrOaN9JSciiOZgGzTGBeTI91oshLCyMQ4cOXezDUBeZ3gfqFL0XFOh9oFLovZAzFSuWtvpues66Byc0NJTQ0FDKly8PQKNGjZg+fTrBwcFERkYSEhJCZGQkQUFZy4WRPX9hp34Cv/3q5hsJKwSFi7thS3nyYpq0wZQsg12/Elk0B6leD/l8PFSp7YKIf5QlNoF58Hr2R+bORL6agPz2K1xRnqA+g4guWzn9h+5CRTEPPpXSRqOWbtu5M2HLBsztD6YKbgC85tcgRUti3x6KHfqEG6ZVrJQ7j5govP7Dk7cxBYvg03tAmt0azwfT7kbki/fxuvVKN8nfeB7eA0+6oWpvDcXrP8xdF1zww97dEJQf8uaD7b8jP33nKotFR0HefHg9+8ORCOywp7BvD4Ut6zF3PJRuTo/XoDk2Pg755E3suCGYqnWQjWtg2ybM/U9mGtwAGB8fTMvrMl1PKaWUUkqp8+2se3AABg0aRM+ePSlWrBhffvkl8fHxAOTLly+5yEB0dHSWcnB23XwV+Pq5HpVW12GCQtJdT/7cih3Sz/XEBBfAe25Uxknx+3bD8Vi4ojwFCxbMcjQuRw5jn7oXEAgrjPfiuFRBVKp1Dx/EjnsZdu1IXmbu64fXsEXW9iUCRyMw+UMzXu/wQezQJyH+OFSsjikQ5oK3iJPnlDsPHI+B3IGYWo2gfBVM9XqY/AUASHrtGdiywfUUPTcqw7ld7NyZyJQJrrwzYLrej9emY5bO51Kgb2YU6H2gUui9oEDvA5VC74WcKdt7cAB69OjB2LFjSUxMpFChQvTq1QsRYdSoUcybN4+wsDAef/zxrDVWvDTeQ09n+pBvrigPFarC9s0u6T6D4AZId46ZrDD5Q6FyDdi4BnPjHacNbgBMaEG8ga/D3r/gSKQLMK6slPV9GQOZnHfyfvq9hPwwDdm2CVm/EqrUxnTo6oK4fbtdkn6jlpiA3Gm299rfiv3jRbyuD2Q6caXXpiPS6npX+tna5OIESimllFJK5WTn1INzPv29cyfG7/RBxD/JsaNwJAJTskzmK//DmUbjsnUjsnIxpsu9OXLeFLH2jI9LEk5g/HJl0xFdOvTNjAK9D1QKvRcU/2fvzYPjuu57z+/dekcDjW6AWLhTpKiFEiWSohZrsc3YSewkmqk8Zynllcd+lYnlifMsVyaZqRlbrjdxyTOWqDhll+2xS5VKvfcSpyqmaxInchjFchxbCxeJpEiQEAli33oB0Otdz/xx+/bejWbfvg2g+ftUoQCCjf7de/v3Pef8fud3zgH5AVGEfGFz0pEZnHbSbHADmIc8Ir99s5Nw++8Gt3/znq/SStBFwQ1BEARBEATRzWy+aQmCIAiCIAiCIIgWoQCHIAiCIAiCIIiuYdOswSEIgiAIgiAIgrDLppjB+fa3v90RO5/+9Kc7YqdT99MpO520Rb5Adjppp9v8oJO2us1Ot/kC2WmNTvkB0H3PrtvsUJuwue2sx6YIcI4cOdIROz6fryN2OnU/nbLTSVvkC2Snk3a6zQ86aavb7HSbL5Cd1uiUH20giRAAACAASURBVADd9+y6zQ61CZvbznpsigDn6NGjHbHj9/s7YqdT99MpO520Rb5Adjppp9v8oJO2us1Ot/kC2WmNTvkB0H3PrtvsUJuwue2sh/D8888/v9EX0Un27t270ZdAbBLIFwiA/IAoQr5AAOQHRBHyha0LbTJAEARBEARBEETXsClK1AiCIAiCIAiCINoBBTgEQRAEQRAEQXQNFOAQBEEQBEEQBNE1UIBDEARBEARBEETXQAEOQRAEQRAEQRBdAwU4BEEQBEEQBEF0DRTgEARBEARBEATRNVCAQxAEQRAEQRBE10ABDkEQBEEQBEEQXQMFOARBEARBEARBdA0U4BAEQRAEQRAE0TVQgEMQBEEQBEEQRNcgbvQFWMzNzTluIxKJIBqNOm6H2PyQLxAA+QFRhHyBAMgPiCLkC5uTkZGRpl5HMzgEQRAEQRAEQXQNm2YGhyAIgiCI7oMxhqW0ihsJGbNrSuFrKaUgqzEougGe4yDxHAIuHr0eEdsCEnaH3Ngb8mB3yI2wVwTHcRt9KwRBbBEowCEIgiAIom0ouoHr8RzGlrO4Gs1ibDmLRE4v/H/II2A06MKR0QD8Eg9J4GEwBlVnSCk6VnI63o/n8O9TycLf9HoE3L/NjwdH/Hh0Zw/cIhWgEARRn00b4DDGkMvlYBhG27I2i4uLkGW5Le/lJIwx8DwPj8dDGSuCIAhiU5PIahhbzmIsmsWV5Syux3PQDAYAGApIuH/Ij4MDXuzr92B7rws+SWjqfdOKjskVGRMJGVejWbyzkMZPJ9fwyrklfOzOEH7tYKjp9yII4vZi0wY4uVwOkiRBFNt3iaIoQhC2RmOoaRpyuRy8Xu9GXwpBEARBAAB0g2FyRcZYfmZmLJrFYkoFAEg8hzvCHnz8zhAODnhxMOJFyNt6H+53Cbh70Ie7B3342J0hGIzh8lIWP7gcw3+7EMWPriXwyQcG8dSeICUDCYIoY9MGOIZhtDW42WqIorglZpsIgiCI7iWl6LiWn5kZi2ZxLZpDTjMAmKVmBwd8+NgBM6DZG3JDEpwrHeM5Dvdu8+HebT6Mx7L49tuLePkX83jtxio+98gwBvySY7YJgthabNoIgrIx9AwIgiAI59ENhnhWw1JaxWJKxUJKwcyqgskVGTNrCgCA54DdfW58aG8QByNeHBzwYtAvbVg/tT/sxf/90V348fsreOXcMj73DxP4zENDeGJ3cEOuhyCIzcWmDXAIgiAIgmgP1k5m47Ec5pNKIZhZTKmIZlTkJ2UAmMHMoF/Cjl43ntxjBjT7w154pc21sJ/nOPzy/hAOD/nx8i/m8eK/z2F6Vcbv3hehBCFB3OZQgFOHeDyO3/qt3wIALC8vQxAE9Pf3AwD+4R/+AS6Xq222jhw5gtdeew29vb1te0+CIAji9iWR1TCRyOH9eA7X8qVlq3JxJ7Net4DBgIQ7wh48urMH2wIStgVc2OaXMOAXHS01azdDPS78lw/vxLfeXsD3L8WwmFLxR48MQ+ApyCGIzcRqTsPUqoypFQXTqzJWZR1/8vioI7YowKlDf38//vmf/xkA8OKLL8Lv9+MP/uAPyl7DGCvseEYQBEEQncRgDNG0hvmUgvmkgvmkmt91LIeVkm2Zt+e3ZD4Q9uBAxIvRoAueLttmWRI4/C/Hh7DNL+G/XoiC54DPPTIMnmZyCAcwGENKNrc0T+Q0rGQ1rOR0rOQ0rOQ0JLLmz0lZBwdzyQHPARwHcDB/lgQOXpGHR+ThlczvHomHV+TR5xEQ8ooIeUT0eUWEvAK8Ir/pZyZ1w5wpnl1TMJdUsJRSsZRWsZz/SirFqWKfxGNnrxuqziAJ7b+vLRHgfPfMIiYSOdvvw3EcGDO3rtwT8uA/Hd12y+8xMTGBT3/60zh27BjOnz+Pv/zLv8SVK1dw8uRJKIqCPXv24KWXXoLP58ORI0fwu7/7u3j11VdhGAa+/e1vY9++fYjFYvjsZz+LRCKBBx54wPZ9EQRBEN2LqjPMp8yM58yq+X161TwsU81vxwwALoEzz5cZCWBPySGZftfW2D3ULhzH4ROHImAA/tuFKDwij//52LZNPygkNgeMMaQVwwxQchr0OMP0UsIMYrJaWfCymtOgs+r3EHmuEJxEfCL2hNwAuHxCHDBgBkcGM3Wd0wwkFR1LaRVZzUBOM5BVDRg13tslmO8ddIvo9QjocQvodQsIekQECz+bv+9xCQi4hLbPYhqMYTWnI5bREMuqiGc0LKRUzCXN9mghqZQ9F4/IYcAvYdAv4UDEi5EeF3b2ubGj1+X44b3rBjjf/OY3ce7cOfT29uLFF18EAKRSKZw8eRLLy8sYGBjA5z//eQQCATDG8Morr+D8+fNwu9149tlnsXfvXscufqO4du0aXnrpJXz1q19FNBrFN77xDXz/+9+H1+vFn//5n+O73/0uPve5zwEAIpEIfvzjH+N73/sevvOd7+CrX/0qvva1r+HRRx/F5z73Obz66qv4q7/6qw2+I4IgCGIzYDCGmVUF12LmIZnXojlMr8qFQQMHYDAgYUfQhcPDfowGXRgKSBgJutDvFWnGAsAn7g0jpxn4u8txuEUen3xggIKcLkbRDSSyGuJZLR+I6MioBuT8wjKeM9dr8RygM3NnwLSiI60YSCk6Uvnvqzm9cH5TKQIH9OVnUvo8Inb3eRDyiujzCOjziGU/+132Z1kMxpC0ZoeyVlBVnCFay5nXOr0qYzWnQ64VaeXxSTx63Gaw0+PiESgJfgJucxbXMACDFQMvPX/obkY1kFZ1ZPLPx3q+leYknjMDl14XHt4ewEjQhdGgCyM9LgTdwoZpb90A56mnnsIv//Iv4xvf+Ebhd6dOncKhQ4fw9NNP49SpUzh16hSeeeYZnD9/HgsLC/j617+O8fFxfPe738VXvvIV2xfZykxLLURRhKZptt9n165dOHz4MADgzJkzuHbtGn79138dAKCqKh566KHCa3/1V38VAHDffffhtddeAwC8+eabhaDmox/9KAKBgO1rIgiCILYeKzmtsEbmaiyL92M5ZFRzYBZw8dgf9uLoaAA7el3Y2evGaNAFd5eVl7UbjuPwHw8PIKsaOHUlDq/E47cPRTb6sogGMMaQ1Qyslgzi06phBiLWd8UccKcUAylZzwcnOnJa7QG+WRqGqtkQr8jD7+LNQb6Lx1BAgt/lKQQp1gzM7uEIkEsh4OI7mjjgOQ69HhG9HhG7+tzrvl7WDKzJZtCzJptlcSnFnBlKyjpSso5k/lktpbXCc6s1SwSYz00SOPgkHj5JgE8yn9ehoA9hn4R+r4iwz/zqzwd9m3G927oBzt13342lpaWy37399tt4/vnnAQBPPvkknn/+eTzzzDM4c+YMnnjiCXAchwMHDiCdTiORSCAUCjly8RuFz+cr/MwYw1NPPYW/+Iu/qPlaazMCnufbElwRBEEQW5fFlIJzc2lcXsriaqx4SCbPAXtCbjy5O4gDES8ORDwY6XHRjEyLcByH3z+2DbJu4L9fiKLHJeBjd3bXWGSzoxsMSUXHSlbDqlz8bgUxqzlzVsL6rjSYibCCEr8kwO/iMRiQsNflQcBlzlD059erhLzml0/i4RK4wtIEa4aC57imB+ORsB/RaLZdj8Mx3CKPAZG/pXOgDMYK51nxHAehZJarW2Y7W1qDs7q6WghaQqEQ1tbWAJg7j0UixSxJOBxGPB6vGeCcPn0ap0+fBgC88MILZX8HAIuLi44c9NnKe/I8D57nIYoiRNGsGbTe5/jx4/jSl76EmZkZ7N69G+l0GouLi9i7d2/hdaIoQhCEwr8feeQR/PCHPyyUqKVSqcLrSnG73VXPhWgPoijSsyXID4gCTvlCWtFwbmYVb02u4K3JBGZWzfWkAwEX7h0K4jeHenDPUA/uHAzAI90ea2U6yZc+FoHyD1fw3bOL2Dvcj8f3hhu+ntqEWyeRUTG2lMRkPIvplSxmVrKYTuSwnJZrzhIIPIeQV0K/T0J/wIN9AxJCPhdCPin/exf6vBJ6PCJ63AJ8LhHiBswQkC9sbdoaQVgL+EupFwmeOHECJ06cKPw7Go2W/b8syxCE9jb2rZaoGYYBwzCgaRo0TQNjrPA+/f39+NrXvobf//3fh6KYB6L96Z/+KXbu3Fl4naZp0HW98O/nnnsOzz77LH74wx/i0UcfxdDQUOF1pciyXPVciPYQiUTo2RLkB0SBdvmCwRiux3M4P5/GO/NpjC1noTPALXA4tM2HX9k/aK6d6XGV9I8qUqsJpGxbJ2rxh8ciWFjJ4Is/GsNXfmkn9oe9dV9LbUJjcpqB6/EcxmNmWeX78VxhFhIAelw8hntcuCvixpO7A4WSrz6PuTC+uXUquvmlAooKKI7fVW3IFzYnIyMjTb2upQCnt7e3UHqWSCQQDJonB4fD4TJniMViXVGe9oUvfKHw8549ewrbR1s88cQTeOKJJ6r+7uzZs4Wfjxw5gr/5m78BYD4n62cA+NKXvtTuSyYIgiA6RCyjFgKadxYySObPm9nX78bTd/Xj8LAfdw14t9TZMt2ER+Txfz61HX/86iT+y09m8P98dBe2Bdp3ll23ohsMM2uKuUYsH9BMrRZnZQb9EvaHPfiV/X3YH/ZiZ58bQTfNQhKbg5YCnKNHj+L111/H008/jddffx3Hjh0r/P6f/umf8Nhjj2F8fBw+n68rAhyCIAiCsJA1A+8tZQpBzdSqmWMOeQQcHfHjgWE/7h/2o8+zJU5iuC3o84r40ge3409+PIkv/+sMvvqRXeihwXgB3WCYSyqYSJjnKI3HzC9rnYa14cXxHQEcCHtxR9hD/k1sajhWq66shJdffhmXL19GMplEb28vPvGJT+DYsWM4efIkotEoIpEInnvuucI20d/73vfw7rvvwuVy4dlnn8W+ffuaupC5ubmyf2cymbLF/O2gXbuodQonngFhQlPPBEB+QBRp5AuxjFoY8F2LZnFlOQvVYJB4DvcMenF42AxqdvW5u2aBbrfy3lIGX/yXadwZ8eDLH9pRNavW7W2CbjDEMubhsDOrCiYSOUwkZEytyoVF/gIH7A55cCDswZ0Rb/78Eum28+1u94WtSrMlausGOJ2iMsBJp9Pw+/1ttbHVAhwnngFhQg0XAZAfEEUsX8hpRmHb5mv5bZtjWbPfEDhgV58b927z4YFhP+4Z9NGWzVuQn95cw4v/Poendgfxnx8dLhu4d0ObYJ0mP59UMJ9UMZ8yD2CcT6pYSKllZ730uAXs6XNjd8iNPSEP9oTc2B50O3Ky/FajG3yhG3F0DU4nsLZVdmInta2Apmngeeo4CYIgnMJgDAtJFeOxLCYvreKd6TgmEsU1BiM9Eu7d5sP+sAcHIl7s7nNTQNMFPLE7iIWkgv96IYrhHhd++76tuVOWbjBMr8q4Gs1hciVXCGaWUmrZYYxugcNwjws7el14aHsAwz3m4bCj+cNhb7eZGeL2YNNGDx6PB7lcDrIst018brcbsiy35b2chDEGnufh8Xg2+lIIgnCIWEbFWDSL2TUF0bSGaEZFNK1hRdbAGMAAID/B7hZ5+CTznIMdvW7s6HUVvvtoa+GmYIwhmtHwfszcAWo8nsP1WA7p/KGaXonH/n4PfvOeMA7my3JojUb38h/uDWM+peC/X4xiqEfCU3t6N/qSmmJN1nFuLoWzs2mcm08hpeT9V+QxEpSwN+TBYzuDGO6RMNzjwnCPCyHPxp0mTxAbxaYNcDiOg9dbfyvHVqDpRoIgNoqMquPiQgbn5tM4P58u21q11y0g4hcx1CPh4IAX1pEP1pgkpzGkFR1LaRUXFjJQ81MMHIAdvS7sD3uxP18vv6vPvSlPlXYaxhhSioGltIrl0q+MhsWUgtk1tbBg2lxj4MYHdgVxR9iD/WEPHtg3ipV4bIPvgugUHMfh2YeGsZTW8BdvLGDAJ+GebZtvzStjDJMrMs7MpvH2bArXYlkYzGwzHtoewH3b/Dg44MVQ4PZbI0MQjdi0AQ5BEMRWxhqYnJtL49x8GleWM9AMwCNyOLTNj4/fGcLBfEByK2VPVn391IqMiYSMa7Es3p5N4V9urAIA/BKPuwa8uHebD/du82FvyLMlAh7GGBSdQdYZZM2AqjOoBoOiG9B0BsVgUHWGjGoUTj5fyWlIZDUsp1UspbVCAGPhEjgM+CUM+iUc3OfD9qAL+/rNdQauisXlG3GQILGxSAKH/+3xUfyvP57EV346gz87sROb4VxH3WC4sJjBG9NJnJlNIZox14Dt63fjN+8J4+hoAPvDHvAU0BBEXSjAIQiCaBMpWcc7C+lCUJPIL07f3efGrx/sxwPDftw14LO1gFfguULpyfEdPQDM4GAprWJsOYv3lrK4tJTBmbllAEDQLeDYaAAP7wjg/iH/hq0h0Q2GhZSKqVUZ06syplcVLKYUxDMaVmW9sINTswgc0Js/RHC4x4X7h/yFYMb8bp6CTlltohEBt4AvfXA7/vTHU/jSa9P4ViSM9taONIduMFxezuBnk0n8fCqJNVmHR+RxeNiH3z4UwIMjfoR90gZcGUFsTTbtLmpOQCVqhAX5AgHY9wPr1Ppzc2ZQY5WP+F08Dg/58WD+TJSNGJjEsxouLWbw9mwKZ2dTSKsG3AKHB0f8OL69B8dGAwg4sMZENxjmUwqmVswgZiofzMyuKWW7Nw36JQz1SAh7RfR6RLhFDm6Bh1vk4BJ4uAQOksBB4s1/Wz97JB59HhEBF9/WDDa1Cbc306sy/vd/noJXEvH8B0cxEuzMQaDLaRWnr6/gn6+vIpbR4BY4HNsewOO7gnhwxF8100h0DmoTNidbfptoJyBnJSzIFwigNT9YyWo4P2/O0Lwzn8aarIMDcEfYgweGzaDmQNi7qcrCVJ3h0lIGb04n8cZMComsBp4D9oQ8uGfQi70hD3b1uTEadDU9w6PqBhJZHTNrMiZXzHM0JvNBjTUbwwHYFpBKNkUwN0bYHnTDK22ugRu1CcSNeA5f/skMDIPh/3hqO+6MODOXYzCGc3Np/NN4Amfn0mAMODzsx4f39uLY9gA8tFPfpoDahM0JBTg1IGclLMgXCKA5P9ANhqvRbKHs7Ho8BwDo9QhmQDPsx+FhP3q3yKneBmN4P5bD27MpXF7K4Go0V9i0gOeAoYALg34RPpcAF89BNRi0/PoXRTcKa1+s3ZssQl4Ru/rc2N3nxq4+N3bmg5mtsq0ytQkEAGQFP/7z311APKvhs8eH2rq7msEY3phO4q8vxjC5IiPkEfDhfX34yB292BbozIwR0TzUJmxOtvw5OARBEBvFfFLBO/NpvLuQxoWFDNKqAZ4DDka8eOb+CB4cCWBPyL0lF/nyHIcD+W2QAUAzGOaTZknZ5KqMqRUZ8ayOaMY82dwqDRN5Di6Bw45eN+4b8iHkEdHnFTHcI2FXnwdB2lKZ6AJ2hLz46kd34as/ncXJn8/jnfk0fv/YNlvbsVcGNqNBFz7/6DA+sCtIm1sQhENQgEMQxG1PUtZxYTGNd+czeGehuIXzgE/EIzt7cGTEj/uG/Ai4um8QL/JcoXzssY2+GILYBPR5RPxfJ3bi+5ei+P6lGN6ZT+OZwwP44J7eWyo9VXUDr99cww8uxzGzpmA06MJz+cBmM5WwEkQ3QgEOQRC3HYwxTK0q+MeJabw+voSrUXNzAK/I49CQD79xsB+Hh/0Y6aGzJQjidkTgOfzOfQM4MhLAd88u4S/eWMDfXY7jVw/04YN7euGvk+zIqgbGY1n8fCqJn00lkZR17Am58YXHRvDYzh4KbAiiQ1CAQxDEbYGsGbi4mMHZuRTOzKaxlDZnaayzJR4c9mN/xEslIwRBFDgQ8eKrH9mJf59K4odX4vh/zyzhe2eXsLvPjb39Hkg8B4MBsYyKxbSK2TUFBjPPYHp4ew8+vK8X9w/5KFFCEB2GAhyCILqWxZSCs3NpnJlN4eJiBorO4BY43Dfkx3+4N4xfuncHuFxyoy+TIIhNDMdx+MCuID6wK4jxWBZvzaQwtpzF2dkUrJ3P+30ihntceHRnDw6Evbh70Gtr3Q5BEPagAIcgiK7AOuzyynIWl5eyeG8pg5k1BQAwFJDwkTv6cGTEj3u3+QpnS0QCbkQpwCEIokn2h73YH96Io0AJgrgVKMAhCGJLohsMU6syLi9lcXk5gytLWcSyGgDAJ/G4M+I1g5pRP0Z7XFQiQhAEQRC3CRTgEASxJdAMhuvxHN5byuDyUgaXl7NI589iCftE3DPow8EBszRkZ6+bFvMSBEEQxG0KBTgEQWxaFpIK3ppN4cysWfMu62bB+2jQhQ/sDOLuQS/uHvBhMCBt8JUSBEEQBLFZoACHIIhNg8EYxmM5vDWTwlszSUytmmtodvS6cOKOPtwz6MU9Az70eanpIgiCIAiiNjRKIAhiQ2GMYWw5i5/cXMMb00ms5HTwHHDPoA+fvqMPx0YDGO5xbfRlEgRBEASxRaAAhyCIDWFmTcbrE2t4/eYaFlMqXAKHY6MBHN8ewJGRAAJu2mKVIAiCIIhbhwIcgiA6RlrR8a8Tq/jJxBrGYznwHHDfNh9+51AEx3cE6NwIgiAIgiBsQwEOQRCOE89q+P/G4vin8RVkVAN7Qm78Tw8O4PFdQYR9tEEAQRAEQRDtgwIcgiAcY2ZVxg+uxPGTiTUYjOGRHT34H+7up4PyCIIgCIJwDFsBzt///d/jtddeA8dx2LFjB5599lmsrKzg5ZdfRiqVwp49e/CHf/iHEEWKowjidmJsOYu/uxzDmzMpuAQOv7SvF79xVz9tFkAQBEEQhOO0HHnE43H84z/+I06ePAmXy4WXXnoJP//5z3Hu3Dl87GMfw2OPPYbvfOc7eO211/CRj3yknddMEMQmxGAMZ2ZT+MHlOC4vZxFw8fjEvWF87M4Q+jyU5CAIgiAIojPYGnUYhgFFUSAIAhRFQV9fH9577z380R/9EQDgqaeewt/+7d9SgEMQXYysGfi3yTWcuhLH9KqCAZ+I/3RkECf29cEr8Rt9eQRBEARB3Ga0HOD09/fj137t1/CZz3wGLpcL999/P/bu3QufzwdBEAqvicfjNf/+9OnTOH36NADghRdeQCQSafVSmkYUxY7YITY/5Av2YIzh2nIar44t4UeXl5CUNdwR8eGLH92ND++PQBS2RmBDfkBYkC8QAPkBUYR8YWvTcoCTSqXw9ttv4xvf+AZ8Ph9eeuklvPPOO03//YkTJ3DixInCv6PRaKuX0jSRSKQjdojND/nCrcMYw80VGT+bTOLfp9Ywn1Qh8sDx7T345f19OLTNB47jsJKondTYjJAfEBbkCwRAfkAUIV/YnIyMjDT1upYDnIsXL2JwcBDBYBAAcPz4cVy9ehWZTAa6rkMQBMTjcfT397dqgiCIDcZgDNeiObwxncSbM0nMJVXwHHBomw//491hPLyjB0E6kJMgCIIgiE1EywFOJBLB+Pg4ZFmGy+XCxYsXsW/fPtxzzz1444038Nhjj+EnP/kJjh492s7rJQjCYRhjGI/l8C83VvHGdBIrOR0CBxwa8uPXD/bjkZ09tGkAQRAEQRCblpZHKfv378fDDz+MP/mTP4EgCNi9ezdOnDiBBx98EC+//DL++q//Gnv27MGHPvShdl4vQRAOsZrT8JOJNZy+voKpVQUugcOx0QCObw/gyGgAARfN1BAEQRAEsfnhGGNsoy8CAObm5hy3QfWUhAX5gomqM5yZS+Ffb6zi7FwKmgEcCHvwS3f04QO7euCTujuoIT8gLMgXCID8gChCvrA5cXwNDkEQWxNrXc3rN1fxbzfXkFQMhDwCPn5nPz68txc7+9wbfYkEQRAEQRAtQwEOQdwG6AbD5eUMfjGVxC+mU4hnNbgEDse3B/DBPb04POyHwHMbfZkEQRAEQRC2oQCHILqUeFbDO/NpnJ9L452FNNZkHS6BwwPDfjy6swfHRgPw07oagiAIgiC6DApwCKJLUHUDl5ezOD+Xxvn5NG6uyACAXo+AB4f9eGh7AA+OBOCVtsYhnARBEARBEK1AAQ5BbFF0wzx4872lDN6ZT+PSYgayziDywF0DPvzHwwN4YNiP3SE3eI7KzwiCIAiCuD2gAIcgtgCMMSRyOibiOVxP5HBlKYsry1lkNQMAMNIj4cS+XjwwHMC923w0S0MQBEEQxG0LBTgEsUnQDYaVnIZoRsNSSsVyWsVSWsV8SsVEIofVnF547a5eN57aE8Tdgz7cM+hF2Cdt4JUTBEEQBEFsHijAIYgOYjCG5bSKmwkZN1dkTK3KWE5riGVUxLMajIpTqfwuHkMBCUdHAtgTcmNvvwe7+9y0OQBBEARBEEQdKMAhCIdgjGE5rWE8lsW1WA7jsSxuxOVCWRkADAUkDAYkHNrmQ9gnIeITEfFJGPCLGAxIXX/QJkEQBEEQRLuhAIcg2kRS1jEey2I8H8xcixXLykSew96QGx/cG8SekAe7+tzY2eumtTIEQRAEQRBthgIcgmgBgzFMryoYW85iLJrF2HIWc0kFAMAB2N7rwpGRAA6EPbgj7MHuPg8kgXYyIwiCIAiCcBoKcAiiSXSD4b2lDH4xncQb0ynEsxoAIOgWcHDAiw/v6y0ENFRaRhAEQRAEsTFQgEMQDVB1A+8umEHNmzMpJGUdLoHDkRE/jo0GcNeAD8M9Ejg6Z4YgCIIgCGJTQAEOQVSQUnScnU3hzZkUzs2lkdUM+CQex0YDeGRHDx4c8cMt0toZgiAIgiCIzQgFOAQBYCml4q1Zc5bmvcUMdAb0eQQ8vrsHD2/vwX1DflpDQxAEQRAEsQWgAIe4LdEMhvFYFmfyMzUTCRkAsD3owtN39eP4jh7sD3vAU+kZQRAEQRDEloICHOK2QDMYrsdzuLSYwaXFDMZi48goOjgAdw148ckHBnB8ew9Ggq6NvlSCIAiCIAjCBhTgEF1JIqsVzqS5FjW3cs5pDIA5S/OROwdwR5DHfUM+9HpIBgRBEARBEN0Cov3mwwAAIABJREFUjeyILYusGVhMq1hMqlhIKZhPqVhMKri5IiOaMbdw5jlgR68bH97bi3u2+XDPoA99HhGRSATRaHSD74AgCIIgCIJoNxTgEJsWVWeIZ1XEMxqW0ioWUyrmUyoWkgoWUypi+XNoLLwij6EeCXcNeLE/7MX+sAd7+z3w0I5nBEEQBEEQtw0U4BAbgm4wxDIaFtMKllIqYhkNsaxmfs+YwctqTq/6u36viKGAhPuH/RgKSOZXjwtDAQlBt0Dn0RAEQRAEQdzmUIBDOIpuMMwlFUwkZNxM5HBzRcbMmoJoWoXOyl/b4xYQ8Yno94q4I+xB2Cch7BUR9omI+CRsC0h0/gxBEARBEATREFsBTjqdxre+9S1MT0+D4zh85jOfwcjICE6ePInl5WUMDAzg85//PAKBQLuul9jEpBQdkwkZEyu5fEAjY2pVhpKPZAQO2N7rxv6wB4/vCmJbQMKg3wxcwj4RLoGCF4IgCIIgCMIetgKcV155BYcPH8YXvvAFaJoGWZbxgx/8AIcOHcLTTz+NU6dO4dSpU3jmmWfadb3EBqMbDEtpFXNrCuaSCuaTCuaTKmbWZCyli2tigm4Bu0Nu/Mr+PuwOebC7z40dvS5IFMQQBEEQBEEQDtJygJPJZHDlyhV89rOfNd9IFCGKIt5++208//zzAIAnn3wSzz///G0d4OgGQ1LWsZLTsCrrkDUDumGey6Izc2bDK/LwSDw8Ig+vxGPQL234wviUrGM2qWB2zfyaWZMxu2YGM5pRrC3zijxGghLujHjx0f0e7OlzY3fIjX6vSOthCIIgCIIgiI7TcoCztLSEYDCIb37zm5icnMTevXvxyU9+EqurqwiFQgCAUCiEtbW1mn9/+vRpnD59GgDwwgsvIBKJtHQdqm4gnlERzyhIyzrSioa0oiOt6MgoOlKKBlU3wBjAcUkYzPwZAFj+BwYUfsdzgChwEDgOIs9D4DmIPFf23fqZ5zgwMORUA2s5Das51fyeVRHPqkhkVKxmVbDal96QsE/CaK8Xo30eDPa40e+T0O9zlX33u+wtqtcMhvnVHKYSWUwmMphKZAtfiaxaeJ3Acxjt9WBXOIAn7vBiZ8iLHX3mV8gnbclARhTFln2O6B7IDwgL8gUCID8gipAvbG1aDnB0XcfExAQ+9alPYf/+/XjllVdw6tSppv/+xIkTOHHiROHft3Imyd9cjOJnk2tI5HQk5eqdtkpxCRwkngM4gOd4gBnmf3AcOACFobn5EhgM0BmDbjDohvmz0USEwnNAj0tAj9v8GvIJuLPfj16PgF63iD6PgKBHgEfkiwETx4HBPM8lqxnIqQbSqoGllIr5lIKFpIK3JjNIZLWa1yDxHEJeAb0eEV6Rh1vk4RE5uEUeAscV74OZM0kGY9AMhqRsYE02t17WjOL7Bd0CtgddODLiw2jQhe1BF0aDbmwLSBD5yiBGhZFVEcuu/2w2I3QODgGQHxBFyBcIgPyAKEK+sDkZGRlp6nUtBzjhcBjhcBj79+8HADz88MM4deoUent7kUgkEAqFkEgkEAwGWzVRF4/IYyTowj2DIkJe86vXIyAgCfBKPHwSD59LgFfkIQnFgXmrzmqwYrBjBj4MGivOALlF0ybv0EyGbjAkFR0rWQ0rObPcbSWnIZG1ftaRUw0kFRU5zUDOvDjwvDkTJfAwv+d/DrgF7PF58PCOnkIQMxp0occtOHL9BEEQBEEQBNEpWg5w+vr6EA6HMTc3h5GREVy8eBHbt2/H9u3b8frrr+Ppp5/G66+/jmPHjrXzegEAv3FXP37jrv62v289eI4DLwASNqYUS+A59HlE9HloV2+CIAiCIAiCaIStEfOnPvUpfP3rX4emaRgcHMSzzz4LxhhOnjyJ1157DZFIBM8991y7rpUgCIIgCIIgCKIhtgKc3bt344UXXqj6/Re/+EU7b0sQBEEQBEEQBNESHLMWkhAEQRAEQRAEQWxxNsWpi9/+9rc7YufTn/50R+x06n46ZaeTtsgXyE4n7XSbH3TSVrfZ6TZfIDut0Sk/ALrv2XWbHWoTNred9dgUAc6RI0c6Ysfn83XETqfup1N2OmmLfIHsdNJOt/lBJ211m51u8wWy0xqd8gOg+55dt9mhNmFz21mPTRHgHD16tCN2/H5/R+x06n46ZaeTtsgXyE4n7XSbH3TSVrfZ6TZfIDut0Sk/ALrv2XWbHWoTNred9RCef/755zf6IjrJ3r17N/oSiE0C+QIBkB8QRcgXCID8gChCvrB1oU0GCIIgCIIgCILoGjZFiRpBEARBEARBEEQ7oACHIAiCIAiCIIiugQIcgiAIgiAIgiC6BgpwCIIgCIIgCILoGijAIQiCIAiCIAiia6AAhyAIgiAIgiCIroECHIIgCIIgCIIgugYKcAiCIAiCIAiC6BoowCEIgiAIgiAIomugAIcgCIIgCIIgiK6BAhyCIAiCIAiCILoGCnAIgiAIgiAIgugaxI2+AIu5uTnHbUQiEUSjUcftEJsf8gUCID8gipAvEAD5AVGEfGFzMjIy0tTraAaHIAiCIAiCIIiuoe0BTjQaxZe//GV8/vOfx3PPPYcf/ehHbXvv98dymLoht+396jE9IWP8Ss5xO4tzKt47n3XcTiKm4fybaTDGHLWTTul4+2dp6JqzdhTZwFv/loKcMxy1o+sMZ36eRnJNd9QOYwzvvp1BbFlz1A4AXLmQxfyM4rid62M5TF7vhFYVXLvcAa3Oq7jUAa2uxDWcf8N5rWbSplY1p7WqmFrNZZ3VqqEznP15GsnVzmg1utQZrc5NO6/VG1dzuPm+81qduang2nvOa3VpXsWlcxnH7azENZx7Iw1mOK1VoyNaVRWGt37WAa0aDGd/kcbairNaBYALZzKILqqO2xm7mMXcVAe0ek3GzXHntTo7qeDqJee1uryg4uJZ57Ta9gBHEAT83u/9Hk6ePIk/+7M/w6uvvoqZmZm2vPf0DQVz084768ykipmbzjvr/IzakYBtaV7FzE0VmsOPLrqoYWFWRTrlbAO5EtexOKdhJeFsA5lJGZifVhF3OPDQNWDqhoLlBed9++b7MhZnnR+cTU90RquzU0pHtLowo2KqAwHb0ryGmUkVquLsYCa2lNdq0lmtrua1uuq0VtMG5qZVx5MEut45rU5eV7A467yd6Zud0+p0J7Q6q2LyuvN2lhc0zE6qUJzW6rKp1ZTDibbVFQ2LsxpW4s7ayaYNzE11QqsMk9cVLC04399NXlew0AGtztxUMNuBpMfsdHdote0BTigUwt69ewEAXq8Xo6OjiMfjbXlvRWEwnO2PAZiZjG6yo8hmA2w4nGmyBmUds6M7nX227sdRMx2zYxgMmur85wPkterw5wPkNdQpO53Qasd9rjNa1TulVYftqB36fBhjHfW5btSq07OgndJqp3yu4/1qp7TqsJ3Oa9V5O53UKmPO9UOObjKwtLSEiYkJ3HHHHVX/d/r0aZw+fRoA8MILLyASiTR8L8YYVHUFPCes+9p6iKLY1N/qWgpgaNlOszAjB8NQEQ6HwXGcY3Z4bgGAgt7eEAI9kmN2JoQogBx6enoRiXgds7M0twIgA7+/B5FIT0vv0YwvpNdSAFLweHyIREIt2WmGKMsBWIPL5XHU57IZDcAqBNHlqB2zwV8BzzenNzvoWhpA61pttk1gTAZjKvr7w+B5J7W6CEBGb28IPUHntDr5fgyd0Gp0YRVABn5f61pthmwqDSAFj9ffslab8YV4VEYntCrndACrEARntQoAmrIKztcBrepm6aXj/SqTAajo749AEG5dq822CQWtBvsQ7HPd+oU2ydT1GIAsegJBRCI+x+zEFk2t+nwBRCJBx+zk0nmtenyIRPods5OI2ddqM76gyDoYW4UgSB3RqsfjvFYNLdNRrYZCYUhS+7cEcCzAyeVyePHFF/HJT34SPl+1KE+cOIETJ04U/r3eThWqysAMQJa1lne1aHZHjFxOA89zju+ekUmbU3NLS9GWGuJmSSbNWspoNI6cLDhmZ23VrKVMxFcgSGnH7KwkzPtZXUkiGm2tbKgZX4jl3zuZTCMadS5tspyvEc6ks476nLWWKJeVHbWjaWY2S5ZVxzWUy2kAW7/9qEezbUImZfrC0lIUouigVtfMdT7RaByy4pxWV1eKWhVdzmk1Hs9rdXWtZa02Q3TZbEuTa61rtRlfiHZIq+lkXqs5Z7Wq6wyaxqAoHdBqVoOhM8ftpFP5fnUxCsl161pttk2wtBqLJaBoHdBqYhWSx7n1ComCVpOIRp0rGypoNZlGNOrctEcsv04uk8452j9kUpZWFUd92zAYVJVBUVofAzdLNqtC1zqn1eWlKFzu5gOcDd1FTdM0vPjii3j88cdx/PjxtrynqphCcLqkolDG04HpueJUrbN21A7Zse5Hd7q8Ru6ML3RqirtTn0/HSx2cLuMxzNIAvUMldwD5wi3bkTvlc51pEzrlB91W/sQY62CJeWf7B6fLLzv1GXWbzymdbhM6tgTAUTMdLblz+p7aHuAwxvCtb30Lo6Oj+PjHP96291U61lF21olMW10mwC4ZBHbregjHB2dyh/xA7cznA3SfLyidHpx1rK7fUTOdH2x2iVY1FQBDR9bGdFtA0LHkSod8odPJIqcTrh0fjzj83HTN0ikc3yHQ6TFw20vUrl69ip/+9KfYuXMn/viP/xgA8Du/8zt48MEHbb3vRiwsZ4w5tjZG14sNY7dkUYszKw7b6baAoGMzX53Opjtrp7B7UX6RolNrY3StuLCzW7J0nfIFpUO+0OlkkdOzhp2b+eqsH1i2BIcqugydQdOKPztJx3xO7lD/0LEZnA6PEzo2ZuyONqF0V0DdAESHTsu0Su4A54LDtgc4Bw8exPe///12v23Hp08tW041xKV2nMyisjIn6o6ZlU5lZjrmcx3LnJk30rkdrRw1U6VV3qGG2NIPYCYmnMIq4wE6oVWjI3aKM0WOmul8eU2n2rgOtQmd6htMWw72q2p5m+AU5Vp1zg7QycqI7uwfOtV/d6yN65AfFGw5tOa0E/2qQ0OC9tNoECjnDJz9eRrTE4rtD9/Klpi2yv9P0xjOv5HGxLhs+9Ata7ajlh3GGC6cyWD8Sq7sda1Q5kQ13mrsYhZjF7NtOdyrUSbj+tUc3jufRTpl35MbCX16QsGFM5m2HCJW9Lnq/1ucU/HOmxnEo/b32G+U5U7ENJz7RRpLC6rt0o5GDX46qePsz9OYm1ZsT0urDbLcsmzg7C/SmJ6QbXekStmgqfy9dI3h/JtpTFyToanOtQmMMVw8m8H4Zfta1VQG5E3V+ozGLmZx5UK7tVr9fzeuybh0PltY6G6HRlnumZtt1GqDgGBpXsX5N9OIL2u2NdRo5mslntfqvH2tNmoT0qmiVu1mjRu1CUpeq1M32qzVimvWdVOrN9qh1QaJQ0ur19qgVV0DWIMKjKuXTK1mM+3Qan1fmBiXcelcBqk2aLVRmzA7qeDdtzNYTdjv7xq1CcsLplZj7dRqDd+1tLrYFq3Wf26ZdF6rU+3Qan0/UBQD5xzRavn/6TrDO29lcONqzrZW1QZtAmMMl85lcO29HGQbWnV0m+h20siJFmZVzE2bX1cucHjkgwH0BFtLEVU/9GL0Gls2D+GbmVRx9VIOxz7gR3igtUfY6MNNrhqFw4/G38vh8HEfRna0tg1lo0GgohgYv2zubPT+mIx7DnuxZ7+7JTtlZTw1BoHX3stBU4Eb4zL23+XGwUOtb03baJDx/lgOqTXz+e3Y7cLh461vq9koYJsYl7G8oGH6poKBIREPPe5vuUSqUYZu6rqC2SkVs1MqekMCHv1gAKLUmp1GDf7MZFFDvgCPxz4UgMfbWv6j0eezOKtibsr8unIhh0eeCqCnt0WtyvUb4lhUw8xN84Dbq5dyOPoBPyKDrWm10eAslTRw8/28Vi/ncPghH0Z22tdqZSelKqyg1etXZdx9vxd7D7SmVUNn0OuU8VhaVRWGiWsy7rjLjbvua4NWa4y/3h/LFdq67bslPHDcb99OnUHg0rzpD5FtIo4/4YxWJ0u0GuwT8OiHApBa1GojO7OlWvXzePRDAXh9LWq1QUn24pxW0OrYxRwefjKAYF/7tZoo02oWxx7zI7KttS3SlQZ20qlqrY62QauVn5GmMly7LAMMuD4m4+77Pdh7p6clO9amR7XsMMZw9VJeq+MK9h104+77W9dqI597f0zG2oqOqRsKRndKeOBhX8vl+41K7ibGZSzOtVmrNexMT1Ro9YOBlnbcAxonXJ3QqrU2hit5LktzWuF+rlwwtdobatcYuEgipmN6wtTQ1fdyOPqoHwND7ddqJm1gYjyv1Ss53H/Uh+27b12rW2cGp6IhLiUR1eFyc3jocT/kHLN1+nNlrXC5HQ3ggIef9MMwGOamWt9KsVGUnIiZo4+jj/kguThbJ7U36lhWYuao476jXvT08AXHbYWGg8A1A5oKHLzPg/CAaOvkWvM8pNoNiqIYSK0Z2HunGyM7JEzfVGxlMwpT9hXPjTGGREzD6C4Ju+9wYXlBQzbdepahUfAej2mIbBNx5yEPVhM6VuKtZ9AaNfiJmIaeII/7j3mRSRlYXrRvx1obU25Hh+TicPwJU6t2Tn9uNMhI5LcKfvhJPxizp1V1vTYBwJFHfZDcnK3TnytL7kqxPvf7jnrRE+QxfaP1LZcblfGkkgZUheHgIQ8i29qg1TpJAlVlSK4a2HPAjZGdEmZuqrZmxesNzkyt6hjdKWHPfheiixoyKTtabTzbGhkUcfA+D9ZWdKzEWtdQozYhEdMQ6OFx+CEfMmkDywuta6iRzyViGkQJOP6ks1qN5/uh40+YAe7sVJvup06bcORRH9wee/1daZtQ2T+sxM2t6w8d8SLYJ2Dqhg07DbSaTplavfNeDwaGRExet7cNez2f01SGtVUde/a7MLpLwuyUWljn1ArraXVkh4S9B9yILmpIJ9vQr9YYA8SjOsIDAu6639RqwoZWG82sJGIa/D08HjhuanVpvj2+XelziZgGQTT7O0VmWJi1MZZrULFgPafjT/jBgXNcqw8+4oPHw7fcr26ZAKdR4BGPaQiFBWwbkSCKsFXC0fChx3QEewUMDEnw+njkcq13yOVOVHsQODQqoadXgGzHjrKOs3LA6E4X+vrFtj23SvFZZVzD2yWEB0QoMmt5urZRGY8VsG0bFjEwZGbr5Vz7G0grYBvYJmHbqJm9sOML9cov1XzAFh4QMbzdvp16HZgVsIUiYmGmULbhCw2D96ip1cFhCZLE2fS5+oOMRExDTy9vatXPI2fHD5rQ6vB2CUG7Wl3HDgCM7MhrtV126gRsQ3mtqgprOUmga2a2sZYda/A/OCxiMJ8BtKfV2oMMK2CLbBMxVNCqDZ+rp9V8wNbfLq0WZqRqDwL7IyKGd1jPzTlfCIXNz0dy2dVqYzuBII/BYQk+v2DLDxomI/IBm6lV3p6/NdCqFbCN7JQQCgtt6RuAGsmi/CBwaNTUqqai5SSBVraRSvn/WQHbwLBU1Gob+oeqrH3KgCKbWt3WDq3WSVBqGkNyVS/Tqj2fW0erYSe0WuFzUR2hsIiBIQkuN4dc1n6yyLRT/n+JqBmwDQ5L8AV4W23Cekl+QQRGtksI9rXeJmyZAKdykaKFIhtIJw2EwuaA1u3l2+ZEpQufmMGwkg+kAMDj4W2JvGE0nh8EchwHt8dex9JoZiUe1RHs5SFKHNxeDrLMWl5/oVQuTCvBGgT6Azw8XnNatdXPqJmAra9fhDtfXtWq0PXSMp46AVsoLMDjMe20o8GvHqTrJXY423bqrVOwArb+iABR4iCIdgOp2r6gKgzJtVKtcm0MCIq/LwRseTseLw/ZwQa/r9/Sqr0Gv5GdeNScYZNcHDxezlaSoFEpXCKmQ5I4BHraodWSALROwBbqF+HO22lVq2VlPHUCtlC42CbY8YV6WrUCtna1CfU2M0jnA7a+sABR5CBKziT0NJVhbc0o9ne2tVrbF6xBYFGr9gZn6wVsff1iiVadaxMCPTxcLh5uD28rSVCu1Qo7MQ2iCPQES7Xami+sl9gFTN8uaLVFO9bZZbXsxAt2xOL9tMEXagVsjOXteOyNE8rsVHw+VsDWFxYgCFx7kwQltqyArVyr7Rkz1tZqe+yoddoEwPS5UL8IjrfGwK19PlsmwKkXvSbiRfEBgMfD2Yz6a9tJrhnQNJQNzmxlZuo0KIpiIJU0EIqUDM5yrOWFcPVEwRjDSrxkEOjhAQbIchvs1IjGiwGbvc6/YUYrpiMYNAO2QkDgQIO/YgVsPXxJg9/acysr46nTsfSFRYgSB15wZgYnESsOAoH2Bu+ltqwyq9IkQfsCguLPqaQZsFl23G1sE/QaAVt/pDg4s5ckqO1zplb1QptQ0FCLvlCvTQBMX+hrk1YbDjZjJQFb4X6cGZxJEodAkC+0CS0PzprQaijcniRBvZJsy07B5zw2E3qNtMpK+juHgnerzKqoVZszK+sEbP2R4uCsXUmCSq0mYnpJ/20vSbCeb/eFrUGgvYH6euVPVsBWDN5btNOg5G6lNGCz7qcdMyt1yp9CYQFCPknQDp+rPDemSqt2kwR1+ruVuF4I2AA4Frxn0mbA1i479doeTWNYW9ERKmjVTBK0soHY1glw6jwMa11MX3/JDI4DD70wCIyUz+C0GnjU7VgsUZQ0+IyVDxZuhfIp+5JB4Jo1CCwGbEDrQq83ZW+tiynN0AGtd/71MlqlZVamnfY1+PVKIjmOg8vFgeNbHwRqDcp4rDIrSeLAcVwbAo/837KKJEFJwAZYwbv9Mh6g3BdKAzbLjhPll4WsfZuSBA0HgUDZ4MyJJIFVZlXMnNkNPGq3CVaZVbVW2xt4VGbt7c7gqHXaBKA8YLOSBK32D43OLkvEzDIryWV+Nna12qgfEiUgELS0ajPwKNvNs2gzXtBq+7PCZW1CtJi1L9ppPUlQzxdqBWxAmyoJ1gnYgPYnCax1MVVtQsv9d20/qKtVB5IR8WgxYLOSBK1rlRU+/1pa9ffwcLmLWm1XQKBXajUfsAH2kwT1KhYSsYrEoddu+WVtX6ilVTtJgnq+sFoVsLU+ZtwyAY6qMAj5TZAqB03BXqGws5THY6/evpEdq8wKMIVuGOUZiVtBUYwSO8Xfl5ZZAfYzQIpcvJ9S8RXKrEoCNsD+IEMQawdslp1ipsleA2naqR+wudwcOM5Gg19qpyxrXx6wFcoIW27wjZL7Kf6+sswKsGYiWvt8rDKegs9VJAmsgA2wBmf2Ao96PmcFbJadXK71JEGZVmsEbIGeYsfCjPJBya2gNGgTgFpabX2QUe/zAUoCNhsNPtBIq+VtgttutraOHavMyrJTSBK0Q6sNAjYrSWB3cFZpp7TW3sJOksAq46mvVbFEq/aTBPXsBIJm1t60Y7+SoKadfMDW01uiVda6Vuu1CdUBm81ZQ5kVzvIpa3tqDAIBOwFB7f6hELBFKgaBLWpVqaNVq8zK0qokceD51tuEUjulfUNlmRVgbyyn1um/a2u1dTvWrG5NnysJ2IA2lHQp9fuH0oDN7bGfJKinVUEEgiVaBezNTtazA7RHq1siwLGcyBqEWw+jcl0MYHYsuoaW9+hWatgBag8CAXudf9FOuSisMiugPQGB9R6NAzabGSCFgecBycXVDNhC/eUNsd3BjMfDl30+petigJLAw+bgzOPhK7Iy5SWR1mta7ljkkvsp+XyKAVuJHW/rWeHS+wGKvlC5LgZoT4NftFP8/UpJJtC0Y/qKE1q11sUAsF3PXavtAcrXxQBoS5mIy82D48pL4UrXxQAoWV/WuoY4DnC5+ZoBW0Grbg7gWh+c1dNqZUmk3bWGah07KxWZTSDf+bdFq8Xfl66LsbCTJLCSZpVarVwXAxS1aifwsOxYPleZtbfsGEZ51vVWqKvVWHFdDFASENjw7XptglVmBZQkCWxoVXKbg/3K/q4yaw/YDwjcdbWaTxLYTOiVa6g6MCzTqo3+oV6bULouxsLt5WzPfFXaKV0XY+Gx0SZoqlmBUdnf1QvY7CYJKtuEynUxgDlOsJMkUOqMTRMx3dRqIWCzP2as2a/GNPgDPNwlARvQWpuwJQIcy4ms6VGrIa5cFwOUzES0nJkxquxUrosB7E/VKjIrvEfZIDCuldmxnRVWGFyufENc0bGUBmx2M0CqwiC5OAg8VyWK0oCN5zlbu3xYDbE5OC6+x0pFmRVgr57bmqattFNZZmW9xm7H4vZyVdPbAMp9zsZMkVJiByj6QmWZFWA2+K0mCawynqId8z1SSQOqyqoafMDeTESlVivXxQAlgYcNXyhqtdixlK6LAdqoVaF60NRXQ6t2fE7KtwmVPlcasHE8B7fbRkBQR6ul62Is7KwlsQYz9bRa2fnbzaZbs/fWQKWy1t58jf1BYE2tssr+rvUkgVXGU2mnsszKsgPY6x8qtWqWWRXXxQClWm3dF2pptXRdDNCOhJ5R0GplMqI0a283SVDoV4VqrZZm7e0mCcq1Wvz9SkXABtgLCNRb0aqn9Z1qS/vV0rUxjbTaSuBR2iYAxf6ucl2MZafVJIGhM2hayRg4/zFXrosB7AUEQKVWzd8V1sVUJItMO+3V6kqsuP4GKA2kbt3OlghwLCeybrRqcBYpn8EBWnvohmE6UbWd2uIDbGaFveVRcuXiaKA9WWGpMGjKDwJVVlZmBaCwy0c7AilLfFaZVWkwANibqlVkA6JkXm9ZwBYvD9gsO7ZncLzVmabSMivA5gxOiZ3StTGVWXvrNZpqHqp6q5TeD1D0hdoBW+sBQbUd8/fFUsXqJEErWTqrjKdKq4ny6W3zWtowg1Nhp9YgsG1aLUkSaIUyq6Idu0kCS6sCXz2rG6rSqo2AIF8eK4pc2XoIcxBYrlW3184MTrF/qNRq6boYwOYMTqVv521VrosB7CUJ1tdq+QwO0FpAUG9Wd6Uia1932Wp0AAAgAElEQVRqp5V2mzFmZmsr24SEDrDytsdjo00ATF+o/Hwy6VpatV/SJbn4vFbN32la+boYoD1JAjOQqg4ISu0AxbWGraCWVWDUD9gAe8F73X41ppcFbICl1dYDUMsOUByTWGVWlQGbmSRoxU69/q524hBozecKs7reelqtDghaaROqtWq+x2qiOmCzXeZZo1/NZhjkXEXAZiUJunUGR6nTEFtiLj0Z1s6OPNUNft5+DTt2BoGVZTyW+KxrLrUj2tzlQ5EZXG6urCG2ZicqT9T12Cnpkg1zyr6kIWaG2Wh4/eV27Oy+YTb4fFXmTM6xqvuxNYNjlfG4ygOpWnbs7PJR5XOWL8gGPD6ufBBoYxeo0il7oNznJBdXEbC13hBbvlU5xV3Lt+2s+6pXxlNTq3ZncGpMpddqe9qZJChoVam2A1hrL2xkhS2tlpT7qgqroVU7gZRRHJwZpVo1atyPjRkchQGc2REa67QJHi8PVWX2kgQVvqDIZkddHrC17nNV/V2hTWAQRRTKrMzXtB4QFNoEb6Vv57Xqr7bTii9YZ5dVtglK3o6vplZb9wXrPfQG4wQrSWBHQ5VaVRXzPmv5nN0ZnFI7jDEocq3+zkaSID9OEPjySoLaWrUTsOVnPKq0WsOOl4emtXa2T73gvaBV3nmtCgLKAzYbAUEjO0Blv9p6m6Br5ritur+r7r/dbrtJAqMQvBS1Wm2nkCTohhkcVWEYv5wr6xCLUXL5VLr1UPiSuyjO4DT+cA3DtFMqnmo7rMyOIBRFIYqA0MSOPIwxXL+aK7seXcuX8XjKp+esLCdfYgdoPiCYvC4jlSzfRqjQEJeUvVjnuwjlydr8GULri2JuWqk6pbsQePCln0/eTnmiqeldPpYW1KpTustL4Yq/N3RW9dysHXnW2+UjEdUwN11+Uq4iW6UB5Q2xrrMyPwCa3+UjuaZjquIE+tLyGus+zO+oslPcPauxnVzWwI2rubIpd7XSt60dZvTanw+wfkOsqdVarbLTwBeabfALWlWbbxPKtZpPEqzTJtTWqnkAnlXjrhc+n3zbU8MXmtHq1A0ZybVyrdbyuVr3A1i7Z61vZ25aqTqlW5FL2oSKz4dvUavLdbXKmzNFZVqt7XOKvH6SIBGr1qqqMEgSVzWr20ir691TqoFWPd7KdrvaTnGQsb5Wr1dqtcJOqc9V+VuTu0XW0mp9DZnfa2l1vUGgpVW1Ka2a30t9rpAkaEKrN67JyGaKrzPyZ5dVBh71tOppMiCYuiEjuWpDq022CfMzSmFDkVI7Lnd5ksC6r1r9QzODwOVFFUvz5VpVSis9yjRUrVV3k0mClbiGuak6WhUrtVrDTpM70KWSOiavV2i1Qf9QX6uN7cg5A9fH1utX62u12SSBpuW1WrobbWXb02Bs2uysLjMYxq/kykrm6j03a7xQOmbkheaSBDW1mt/0qLJ/qDdmbHUHuk0X4CzMqRi7mCtMvQGl9ZTlUaUlitLMWWGXj3U+3HhUw9jFHBbnikIv1odW2wHKH3qzi+0yaQOX38lhdrIodMuJKhsUq8Go1XCtZ0fXGS6cyeLmeFHozGBQ1eq1MfUa4mYb/Itnsxi/Ut6gFEvhmmvwm1lsN3YhhysXcnXsoCLwqN9ArrfF9vhYDpfOZavsVA4C69lpNiC4OS7j3bezVWepWGU8QLkvCGJ1oAusP8iYuangvXdyyKaLrytkzirKIhsGbOv4wmJeq9bOQaadcg3pJb7A8+VatZIE6zX4iZiOsYs5LMyWaLWyTahIEtRsINdpE7IZU6vTN5vQqo3g3TAY3n27QqvM1KrLXT44K7QJYqVWmws8Lp3LYvxypYaMYilck1pdL0kwdjGHy++W26lXXtMw8FhHq++Pybh4tlyrSoVWrXalkVbX84Wb7+e1qpVrlRdQWE9Y1g9VJIs8TQYEs5MKLr+TQyZVqtU6/VCNNqHZioWleVOr8eXiALqwfsBTqSFz9prnS7XKQRTXHwSuxPNanWlGqw0CgnU+n1yW4b3z2TKtWkGVq6J/sLQq1hiorzdOMAyGd89kMVGpVaWWVs3vtXyhWa1eq9JqyQxOIUFZu01we5pLEly9mMOVdys1VN0mAOsEBOvc0/UxGRdqaNUKDBlr3A81e6TE5PsKLpzJliXAVIWBy5fcAaV2agdszdiZnVRw+d0cUsnifVeOGfUSX6iVQAaa12qsTKuVGrLsWMF78e8FwazIWFerCR1jF3KYnynRUOU4oangfb3AMK/ViXpaXb8favUMoU0X4FgfSiZd7USWsBpltAqBxzoP3RpU1epYPFUzK/UDgvWcyLKTLrFjOVGhgSzJ2gM1GsgmpoQt0ZQ+N6XgRObMitXQ1x0ENnFeiKGb0+OZdEVGq1aDX9dZmzvbJ5c1yu4HqF1yZxgMjNWf8VhXgFmz7lOrGMxIeTulDXHNLGqTAYHVgJZmMqwynsKWo3r9hrjZtSTWdaRLNZQvubOmlY0SX6jM2lsd6noNSq6g1ZIAR67UUPG+Kj8fS6vrNfi5Gm1ClZ0mfK5ZrWZS5c8NQNHnKtuEqkFGcw1+5f1YZTxWIKVXtAmVn5F1hlAjrTKDQZZZtYZKZlvXaxMsDTWn1YrZY7lkp6mSUjjDqJFNb1qr5qLastm8kjYBKM/cV3fIzdmxtJrJlPcPVodsvT+QDzzqBWzN9g/p6v6h1gx/5ecjSqZvrJckqKWhyuxzqS9U2gGstRf22wS9LVrN20lVtwlSRf9QqPSo6r/XHycosqnL0uem588us3yhmVnd9Q4AZszsg6q1atQN2Or2D01oNZ02qmYiKiswGDNnr6vbnuYCglzWXPtUehZfUavmvxvNrDQ7g5OrNfaRK7Wat9MoSdBsm9DkmLHyfqwkQTPjkcr7KawzrBoDm59PaeIQQFMH0dfsVyvvp6mEXpPjkVTJpEWZVpuZbe2SGZxGD706eq0OBgCrPn2dgKBmg18evRaj8eoo2Xrdek5Uy04xK8zXbIhrCX29XT4aDc4KMytNzOCst8uH1XhmShpIq4yncmalbilcE1O11uDMbCBLBjM1ap/Xs9OsACtnPCw7wDpZ1CZ3+ZBrdMpWGY81ONMbNPhWmdR6WWG5VkMsF2fYzPup3xA3uyNPrsZAvXq2tegL9bTaiobqzupavlDZEDeVFa6l1XwyosrnGgzO1gk8ag7OrECqyTbB08QBwHLJ4My6HquMR3LXaRNqBGyl11wLa3CmqcXnZd1T4blVDs5sarXSF6SaWq2VTW/OTi2tWlluoYnBmXU96/p2roYduVhyt56dwgHA6yUJamhVqapYKAnYKvwAaC6hVyt4rzuD06DdtjM4a7p/aCJJUFur5s+Va2MaBWzrHQCsyGaSrkyrZWU83LqBYTPBu6VVXSvfRrg0IKhOuNYrtWqtfyjTaokv1NNqq/1DzTahUZKgRZ8TxeIzaqRVoLlZw1ydNsH6+2bsNHPQcE2tylZCr/y4gnr9XasJvSqtrtcmeNdPEtRi0wU41sMojfasw8iKZTz1B2cAmpvBafDQK6Nxq2a8MkpuaganQYNftTamQWZmvV0+rA6uNDNzq1Gyu4mBuvVcNbV4H6XOWtoQG40a/JJrrnk/+cEZUMwGWmU8zZbCNZMVthp8oHyWrViTvH4W1eVuvcEvXQ9h2kFdO1bgse4MTo2MVv0Gv85gpomGWC5kZsrt8AIKmxaU2qn0N+AWtVrRJgDmjFTl2hieR9kiUiC/4US2cZKgVmBYlSRYtxSuiSRBiR9UabXJUrhmdou0nquuFTvIcq02F7CVXnMtrMEZUHx2VhlPMbli3U+7tFpewlxbq9U+V0gStJCtLZatVmdR62u1DYPA0sFZjSRBM9naeskVnjd9odROrVlq084tzODUDN6rA4LKUjigOIPTnFarS9mb7h+aSRKUatXaHEGusGOUtwlVpXBNBASWjg29aFOt89zqVno0EbyrCivuLlep1VuowFjPDmPs/2fvzWNkyco70V8suWdW1pJVdZde6L1xN81z020GaMDAxQMIG4+xhQ1CeMFI78kII5kxstXIEtjC2IyxbBDMmCcMg0btsQAPw9Mb1JjlPcDY7E/YdDfN7fUudbP2XCIzY3l/nDgRJ/bvxK3Mvl2cnwS3uiozvozI7/edbz0nc32IVFZydC7oJCi5PlSrQpIgp7ISJAmojnqsG4e39rH7yfYTAJ5oK5CTUtXlmx4FHRhHYBNyuZqhC+kzmvJJgmTyPSonjatFSYI0XHEBTnqGzo06gYXRq0QFJ/bQNY31WMe/3CyDX7TLh1gdiBtIvmuJmDkDcjIzOcRIM5CRhUU0+Fm9woQMkPg3/uyiyhoaEzsrYCMZfEGOrwszv42Ht3QVZrRqxQY/4pwN44ZYjzgZWa1wuq4FswpZEA1+ooJTSzGQdobOEU53zmq/FA2+I+hCajsKoSScVbKPBmzFBp/aopbWxlOpxJMEGTahwbYqtu3EnxJyxiM33OlJyGgZR7T4czmuG35X0YWluBWOMnshfoY4V5O9z/DvJ3oNSlZYDLI4h2yhjccQZmOy5FQDrmbLiThnBdVW3gqXVZ0s4mqqzk08VGp6epIgVefKBwTVWopzltIKB9DaN6zLTOJwOYWBR2p7Tfr6kNkKx5MEOVtsB1wdhzMnfAdHtq4S1gdCQMDleB6TJd5P1dcF0fYA2e2XuXIEvU+sq7X4+p2RoCzJVX52GV8f+LkxeVwtShLYs9CmxJPI0eDdC+xCVpKgeL1L8Rn5rq6+nLzOCOAyWrom7HBmI56gzKiC1hrFBwCnVXAykzg5NuHyuRpdH1Jb4QhJAq5z1tgLOBL1gQEnliTISujJ7kB35QU4me01rEwLEAykv22vOMydJSfuzFSqbGvehCFOba8p7t2ciM5MLDPDnbO4IU5GycX93GkBQV7mDMg2+HlEF430MJDjCnI0HEWlKM85C1q6PGYg3QxS8F0+yAbfzwA5QhtPYLhEg5+WMSlwMkTnLJ6ZSQve3czKSn5WOBJIUSs4GQFBmXah0Nmkl+ztWX6SgH8OaxQ1kJWqBk2PnhuTNlME0Pq5ucH3PMAapQfvTjCLxd5TLiDI5mpFCAiAnKQHYbdI8W/DFDnUnaaAIq6mOWeuICfUhSzbw5ME+RWppE3gbTzVmh5Z/LlNLRO827Pw+03LCuuCTQBysqiUrHAeV305YkU8m6vyTmDS2fTl5TiBhUkC/3NY43CXLX52ma4n14e0JA5lt8jgb1440xhZHwjBOy2hl1wfoonDaBsukNZyVyxnksNV8vpNGP5P52rUJgBM57LkUJIEaQEb34qe7woHMJ5l7QrH7il/t0h75gXPPR68V6t6IiBImykCiC1dQeIwrXrM/ru4gkNJUGZzldIeCyA4jDg3SeB/DnH+eOpvb20YyfUhy/bwa2RB1Dk+BhBZHwwtkSRIreCgeNYwjisqwBGdMzHaE3csAaKzMVm9wkA+0SOZGcFA8l03In3wGVEyJSAQ/8YJOPXbeAwznq3NGhgrHurLDwiig8tFBp8cSKUGHsWGmO/yQXbOuBwh6hcX5axdZQAUZoAiBn8YvR/RUXecbGcTKA4I0r6fSBsPNXgv2A3MtsPvN2nw6ZWVWr04STBJMZCsIqUHhtgRDFc6V4srEaIupHM1f0YKEPu5c+QIfxOdDF1nz4hxNZST1gpH6RsvrKzoGp2rl2MT0mZjUpIElao8V8XKV9hvX8TV/FmSPK7GF/88OUUBgZUiJ52r7DVZ1dZ6QVbYtr0gWEitgkrYBGqSQNygIbGuHmFCDwg3aOBzhgASu4Fl6QFQjquaxnZnjNsETQO0mLdDyQoX65wWsXFA+mwruxbNT0hfv4sDNsoBwGlJgnjLHRDO6gHlEnqTlCQOd7YrQmeEU2ATinagS+MqkDeXl70+5OmbY3vB5xfHAOJcjax3WUmCggOAxRZFnjzmrX2aHm3JzgukgPwkQZouRNbVWNdPlu1h1yqRaNPCXY/jCb2sjS2e1hUc7pwtLbOPJWY32ZfLXkep4AD50d7EckM5g6gcALS2F6LBD+WwC85EOZQombAjjzV20elGn5sYJYvnxmQZYrOiwTCLnbNanRnS4PsRAw9CKxwQDnjmyQGATldPzXJHDHHGTlMA7+fOIzm79tKyHgZSsQwdk5M9UwQUt4mIckZDB57nRdt4CK1w7H40thVoxrDdRJAjbtAwm7p+ew2t375esPjbNsucc90OMjOTqCGObDKQylVeicjXhXyuamSbkJ8VTtoEbvCDqm5B5oyaJOgs6YAWzpclAg/h+wFSkgT+2T5FOletaag3RK6yf3nFI2ETSiz+3F4sCVyNO2dAtNqazlWac5bN1bD9MssJBIqzwiKHRgM3aKHhbTyRVjgvvRWOy8lLEkS4Oos6M7LVViCbq47D7EB8XZ1N3FC340mC3IRevi4UcrUoy03YLdIaJ+VEuSqcG5OROKRkha2xi/YSG7gWE5QAfZMBSpJgMmbfRb2pBTZhGkvoFckBigMC/relrh44m/FdXQF/Hcqo6jI5RUmCkKtpSRxDsAn5XM23CRPBJvCZRs7/aCdBdisck8OSBFln+wTPbVmPzDRmcZWtq8nr1AuCd75LbYJD/u5zABK6kNUKlyeH31PS13al5BTZHva3DK5WBK46+VylbEyVhisqwOEGYLXHPGJxsUw1xEUBQYFzFpfD214AxM6NyTfERRWc5VUTmoaIk5HqnGU4gabfypYbeIxdNFs66g0tGMCNtNxFdqpIj5KB4lKtNXZRq+totZOGi2rwuRyKc9ZeMiILJZB0MvLkFFVw+DNd7ZmBgYxktHSiIS7Y5YMTc7VnBhs0zCZhABpxzjJ2AmP3k5+5T3LICdt4UnevKciiZhiUSUyOuPhHKivUJEGWc2Yz5yy4n7RMk4RNKNKFJFfFZESy2hoHJUlgjT00WjoaDU2oeAhtPIRsLbun/I0gGFc1NFt6JLkCRNtePM/LrU6yVqt821Opamh3L5ertGztas9kM42el3A2KXKKkgQiVx2H6YBoE4yU5Equo57J1VAOwHQ7vY0nX+fkuRq2WlUjlRUupyh4T5fDnbMirhbNQxQ5gQCzF90VE7qeTISG95MvhycJ8qvHHhpNHY2mHkniGKbfxkPlakFCzxqzxGGrpQscEhKU4mxMTuKwOEngwjSBzrKR0nInzpd5hVylJAmCddUty1WWJMg620e0CXz+ON65AhS3whVV+BNc9e1PHldzkwQZz070R7gcINzMAKD5jEVJAtdlG7aEXA11gVdbo7MxXkEFJ1/nlpYN6EZG0oOwfgcHAD+dKzicFCuCgZxO2LkHvC9XnI3J7gukGfzuisEM5IDN4YyHbignbohTnMCiXT545owbSP7lDgduEGFTomTKLh+W5aFW19Fsh1nU4cANHDsxW5sVJQN82C7f4NcbzGniGaDhIXPOeO8mPzemMCAgOGetlo7RiBnIoX/AVq0ePTcmNJDJ6xTt8jEZu6hUWCDFDSR3AOoNPTIbk5vlLtjlgxNT1O2Brw/1hp5u8DNK9vxzp4EbyBXBQHInulZP7l5TmEXNMvgpcmZTztVktjar97nI4HP53RVmIIf+YjkchFw1Iu2X6YaYJwmKnLN6Q/cDAs4hJ+BqZDYmg6tAcZJgYrmo13U020bEJnDHLrHBSUorHFC8A93E8u+nHXJ1cOgy58wMF2CmcwjuMXE/hAoOD6T4TKPI1bRqa54TmJUkmHDnrGsEGzRwORGuOp6QfU5epyhJkMbVNJvgFHC1aO7LissZusH3VKtnbGaQZxNkuDrzfP1IXx9yq60ZcrjtW1o2YJhhKw/jqp84JFRbeZKgyDmrNzQ0RK4euql+QpZNAHiiLb/To+6vq0PBJqRx1XXSW+EAQkuX5fpcNcL1+9CFYYRtPED+bAyXU1RZqTVYgpJv0JDO1WKbUJQk0A2mC3yDhpCrUZuQV9UNMvcFCb0VIdE2EGwC/+xOgZ9QKwjeE1wduH6Qw3SIXG0tSOglbM/QhT3zYFlexDct7vrJTxLwhE2na8CshAHbSOBqdDYmXd/MgiQB3/my3tCZLyfodi0iJ98msHvKD97TMJcA57vf/S7e9ra34a1vfSs+85nPkN/HlZg7M6OBi63zLF2xfoJ94dEzItJJwXf5KDL4jaaOhu+o7/YdzGZeKIcQJRft8sHl1xtaEHgMBw4GB24gJ2rwsw1x3tkArpt0zuyZh+0tG+snKux+CFEywJ0zmsEfj1y4joeL52dY36wElSL2mQgVnJyzfUTnzHOZgdw6P8PKmpE4NybMaKUbfM+N7vkvghl89v0AjOgXz9moNzS0l4SWLqGykueoZ+qc75wtddmbh0MXW+dm0A1gdd2MOYE5AVuBwY9na0cDJgcA1k9UyK1wRZmZoOWuy5yZ0cDB1gUbngesb9J1jreeFnG1Juj27o6D2dRLtwl2uh7wJEGRcyZydTR0cbjvYkOUU2AT2GfNtgn8fKdaQwsMvm176F+0o7Ynspteupyi3SKtsc/VlhFs0LBVkqtFSYK67zTxDRq2zs/QXTGC3ecScrK46hVxVQ+5OnBx8fwMtbqGTjfafplnEwoDgjGzw91lkas2dB1YWzdTbUJ+hT9D51K4etHn6sYJM7HTVGbgUdC+wbnaWTJQqWgYDVxcujCT5ip3tDOdwHHoWPKq4d6Og+nES5eTUT0G8oexg4NDfZ0bDlyMRy4O9pxwXRXPjcmwCQDf+jrfOav5Cb3R0IVje7iUydXsxGFhS9eYJSObLT3YoGHr/Ay9TTNo4wHilZXkdShJAvb9GMEGDRfPz7C0bKBWF3YDIwRSQH6SoB7hqoOL52eo1jSWzSfPyxUFBCwBtLxi+HKY7dF0YG3DlLYJ2VyNVla4TQCYb6oLLdmsIp7dmg9ktxbz37c7OipVn6sXZ/BcYH0zRecyWuGKkgRRrhoYDlzs7zqYWAJXY5vdZPmMedU8vkst14XRwIE1ZrK4bxo/riCPq095Bcd1XXz0ox/FH/zBH+Av/uIv8NWvfhVPPPEE6b3c4NfrYbR38RxbwJZX2beYmI3JcGbyhu24nFo9dJounmOkSAsIsqJkfo3shSXqnA0HzHkGgBOnQjlhpSjdmPBrZGUCuZGpNzS02gassYeL52ZwXWDzVEiKoiFSdj/ZzpkrOGfNFqtYnH9yhonlYZPfTyQzk5dF5Wf7ZBOw7n8/ALDbt7G34why/M/kFDln+aXawDnz5RzuO7h0cYbNU8wJTHXOSgQEkzTn7JyN3oYJ04z3PiNbTsF5IZbFDF6jyUq6w4GLC+dmWOqyZykOKebuClfTgJwkQcBVwVG/eI4tYCtrnKuizmVztZaz050l2ATmZDiMqxqwcSJpiPO5mn2GUNw5GwrO5mYqV8slCfj5TtzgTyyRq4LBL8icsfvJThJEnDNf5y48OYM19iI2AYhmUbMc6NwkgeCcAcDutoPdbQcnTkdtAmu/zONQ/uIf5+rg0MGl8yFXZdpWmZxs54zbbCAMPNY2zOAIAS4nby6vOCvMnLNGk61XfH3oLLFMPr8nJ5JNT0kSFCT0xPWBB+8Xz81QqWpY6YVcLdo1tCihZwXrahgQBFw9mUwcFnO1wCY0ojYBiHKVltDLtgmic9Zq65hOPFw4N4PrxOQUtMKx+8lOEoRcDdeHC+dmGI+8iByAz4Kyn7N0rihJUK+HNmF3h3M1TOLwe8nfZKC4wl/3OzAAVjneinBVkEPiarYu1BosUQ2wluyLT86wtm5GKl/FXM33EyzLhaYxrtbqLPC4cG6GdkdHq+NzyOdqXitckCTIDAyjwTtPuJoVlgjlcmTWhzw5tXrUJkADNk6lJPRyfMa8s30CH7gedv1wroY+cMxPyLEJRdvhx3HkAc6PfvQjnDhxApubmzBNE89//vPxL//yL6T38rKmWQGabR2DQwdbF2bYOFkJsiJ8NiaIkjMrHtnRniU6Z/6Xe+FcSAogbvCzs6i1uoZpkRxfiaYTD+cem0ZJIZbS86LkmpbZ/mTFAjYAOPvQJEkKYjTuZJztM404Z+zzn31wEiMFey3PmGS2wuVkgNKcs7MPTQCIC4uY0WLvS9OFakFJmLfCcQP5+NkpHBuJgK24xF1cwanXNZgmM5AXz80wGropAVvoBKYNd/IBwKx95yd+YKhpzKDs7zrY7TvY9J1NIDSQec6mpmuoVrMrBNw5q1Q1NNuGv4DZ2DhpBu1U8dPE87madT9i8O4nI/gCJjEbE8ohOGdt1vf95KNTtNo62ktpTmB+tXUyockBGIfMCqsOMDnCbEyBwXcztu0NnLN6GBCcfTDOIfZankXNbIXzOTTN5apgEwKuptiEguF/IH9mpV7X0GjqgMa4agtcpc7G1Ag2oV7XYJhsg4at8zMMB264IKdUW7M6CQDk6kKtrkW4unPJjnLViFd1sxN6eXN5msY+T7OlYyhwVRe4Ku5OmmZ7gAKuCs4Zb7+88OQMKz1WyeNyitpji+REnKY2Gw5/4pEpmi0d7SXeokZre6nWdWmuGiarDgBhS7bneoU2IWvbXn6EgBgQZHPV14XMVji+DqVzlc/Qcj/hkYcmgJdhEy6jgsMDj3qTbdDwxCNT2DMx4SrKgS8n7X4KKkW+TTAMtkHDpQs2BoduasI1bzOiatVP6BG5erDnYDvBVa2wA0PTNFRzzn6zxi6gMX+Pc/XiOeYDc64mZ2NyfMaC1j6xdezCkzZW1gzUUrmabxPS1gYgrIhxm+DYzG43mlqwKVb8YOtcmzDJP1Q0joyYrDx2dnawtrYW/Pfa2hoeeuihxOvuv/9+3H///QCA9773vej1eoB3Aa2Wg/X1daz2gIvn9gEAN926il6vDQCoVEcwzQpWVtYA7GNpqYVebzVx/c7SFBPLYdf1YZomer0ezj7Yh65bOHlqHdtbe3jkR9uYTT3c/r+totdbBgDU6+H7XfcA7QTXQr4AACAASURBVHYjci2O7rKLg91h6t+2zu0BGOHU6R40jPHD71vY3XZw+08vB69vNl1sg71f08ZoNI3Ua62s7uDRh3ewsrKWUOjhwQDAACdOrsBxPHwHI+xuO7jupjY2NtbZ8+jsAN4Eq6trMIwZarVZqpyd3gEAC63mMjpLlcjf+lsWgAOsb3Sxtl4DMMDutoONk3WcPr0BANi9dABgjG53BZXKHiqVdDmT8QjACPX6Enq9RuRv45ENz9vHWq+Dq6/uQtMOsbvtoN0xcd0NG9A0DdPxCMAQnU4X44EFYIyNzR5MM2r1TWMKYIBqpY1erxP+3jSxtraGibWHldUWNjd7aLbY/Zimhlt+ahOmqaNiTAEcotXqAB4AjNBbX0V3uRqR0+26AA5hGk30eiuJ+51Nh+ht1tDr9bDUHePSRbaAPfP2TbTaJuyZC+AA9UYL7U4dwACrq130es3Etaq1Q2iopT5Xx5mgvcR0aGXVxiMPDwAAtzxzHb1eHQBgmAeo1urodpcBHKC73EGvt5S4Vqs9gueaqXLgXkTT5+pa7xIuPOlz9Za1gKvV6gimUcHqyho8bw+dHK6Ohk6qnEcf2oamj3Hq9Dr2+vs4+1AfhwcunnlHlKvjEXu/5x6i1crm6u72INUm9C/sg3PV1C382/cuYHfbwW3PFrm6BYDJ0bUxavVsrp59aAfLy6sJfRwPhgAGOHGCPYdv+1x9xg1tbGwyrj7Z3gEwwepqD4ZxAdUMru6uM642G92EPu70J+Bc3TjJ9Gl328H6Zg2nr2Jc3ev7XF1aRqW6DzODq1OLcbVW6yT00bIcuC7j6lVXd6HpB9jddtBsm7j+xk1omoaZ5XO1vYTJeAJgjI2NXjDMylExOVdbCX30PA+TyT6WV1rY2Oyh1Rpid9uGYWi49ac2YVZ0VE3G1War7TsDQ/R6q1hejT4be5lxzTQaEX3kujCbDbG65nN12cLWeQsAcOvtG2h3Kr4Ds496vYl2uwHG1eVUrtbq2Vx1nQnaHZ1xdc3G2YcYV29+Zi+wiaZ5iGq1ju7SCkpz1buIRtNmXF3v4/wTewCAG29ZDWxitTqGaRhYW1uD6+6h08nm6uDQTpXz2MPbABhXD3b3cfbBCQ73Xdz1/LXAJtbrM9gzpmeed4hmJlc9bF86TP3b9sV9AEOcPLWGamWCf/0u4+pP3dHF+jrjULN1CfDsgKuVhp56rdXVXZx9cIJudxWViu4/c/YcrSHj6uaJFRiGhm/5XL32+hY2fa6e6+wCsLCysgbTsFGtIVXO/vYhGFeXsbwS1cfdbcbV3kYXJ08zfdrddtDbqOGqqxlX93cOwbi6gmplH6Y5De5VhD0dI4ur04kD19nHaq+Nq65ehmGwdbXRNHDDTYyr7P2Mq/ZkCsbVNVRrUa+zVpkBGKBiJrkKAFNrH8srTWxsrKPdYVzVdeDWnzqBSlVHrToDcIhWs+0/9yF6vRWsrNUi12FcS3KVYzYbYnmF8au7bOHiOcbVZ96+gc5SxW/l4lxtAjj019VW4lqN+iDBVa4Lca7++ME8rq4i5Go3IafdHsNz09cOeFtoNGysbzCunns8hau1kKuOvYfOUhO93lriUp3uDAe76Tb98R/vgHN1sH+Ahx+4hIM9B895XsjVRmOG6cR/vzdAq1XP5OqlCwfp/uTWAThX67UpfvCdMXa3Hdz6rChXPc5V3UKloWVy9cfOBN1u8l6zcOQBTlp0lZbBP3PmDM6cORP8d7/fx/6+hUrVQ7/fh25MAbAostYco9+3/Os7GI9dbG31AQCWNUK/n4yGNX2GwcBGv98Pftfr9dDv97G3M0StrmF7exvQpsHf291J8HrbmWI6cdHv92HbLqbTSeRawf1igrHl4NLWpUT2c7s/hqYBg+EuXF5TBLC0En6u6dSCbTM5k8kMtYabKsdxmUN87slLLIMp4NIW+5s1OYj8fnktvJZlsee3tdXHeDyB53mpcmY2Kx9eOLeNyTSqHhcvsL9NZwOMx2NoOuC5wNo6gmuNRlP/3ncwHE6gaelyJhP2PLYu7sKsDiN/299lf7OdEXZ2bdT9HWx6mzr7zgAcDljaendnD4eH/s+72wld4zvR9Pv76K5Ngt/3ej2cP3fJz5Rb6Pf7qDeB0RBY2zSwt7fD7scfitvfOwBX7YODPczsZPrMMIGdnQH6fSfye8/zMBrOoGk6+v0+qjV2ze6KgbG1h7GFoGd6cDiEWWHf1WB4gH5/lJBTqQL7e6PU53p4MMHSsoF+vw+zwr6vWl0DjEP0+8woa5qH0XCM/iX2OcajAfr9aeJahuni8CBd7/f3xwFXNZ+rmg7UWlGuWpaLiz5XJ5lctTEazlLl7O6MUKsxrnraLPi9yFXHmWE6cdDv9zGzHcxmViZXJ5aLra1LQTaM24T+pTHgc9UWuboafq7pbALbZnIm1gxmNZ2rtsO52g8ypRxbfmBrTQ+CbCkALPcyuDqaAMjg6szn6vkdzOwoV7fO+1y1BxiOxkFr79qGluTq9i6Gg2KuXrq4h2o9qo8HewJXd+xgM5X1NK7u7uPwgL1+b287YS95drvfP8ByTB9nU1bZ9BBydTgAepsG9vYZV/kZSft7h+Bm4OBwF7abTAmaFWB3ZxDRR64Lo8EMa+vsOVWr7PMuLeuwJvuwJuEaNxgMsbPNvs8srlarwP7eOJOr7SXGVcNk3xfbkWmAfp/bRBejkYX+Jd8ejUtwdW+Mao3ZaE1nn1fTgEbLQr/P/tvzbFiWg4sXfa5Osrk6HGRwdXuEWl3Dzs42PIRc7XSnAlenmE59rs7cXK5OJy62Ll5KZI77lxg/RqM92E74GZdWY+uq4wZc1U29gKuX0PIrkFwPOFcn0wOYQnvtSoSr7DVbl/oY5XB1KnDVdqJcveSvqzN7iMHQ8jdNiXJ1OAy5OhhMoOtIlWNZIVdrjag+cu457hjb2w7qTQ3DQw/rJ4yQq4chV/cDru4kvgPe4bHdP0joox2cGcP0sdYADg9Y1Wv/gOkxryDs7x8GCduDwz04XpKrlaqW4CrHaGBjZY1zlc+a6ZhM9zHxH4+mpXF1nCLHS6yrXBcODyZotvUIVytVDbopcFXzMBqN0b/EnuVoPES/P0vI0Q0Hhwd2BldH6VxtjwOuuj5XuQ88maTbF02bYZizrlZrGnZ3s7lq21PMAq46mM3S7YuLCWYzDxcvXEq0oXNfYDTeg+OG31835gM7vg9sjWdoNLUMrjI9O/fkJdx8y9WJv6fhyFvU1tbWArIAwPb2NlZWkhntNPCyJoDAMehtmhHjwstmeQNjQFg2Swu4xB0puJxO1x+888GHFPMGxgCwcl5Gzys/M0bTwhJ3pRrOKADRTQbcghI3u2aS5Px31Zrm74SCSN8zkGyryH5uvK0i5bkJrXCarqHpB1q8HMzksH/5AV6FclJKmxOhrAkgKNuL5eDooX7ZrXB5Pa9BH2pMF06cirZzBXJySukA04W0dkV+vhMfOua6wMv1AGKzMdklbsBvgcrZ2ILPHXE5YosnkFJKz/mO8lv7os9NbPFkcmK9z7lysrialNNe0gNnBIi31+TI8Uvvae19E8tDrcZ6w1ucqxUtGCoF0mZjUsXktkAFOldjbUWGCUADNvO4WsImiO2xvK0CiHM12n6Z9dyqBNtTj31Hm5kcym6FM02mM2lc5a0OcV3IlsN+zm7fSG+BsmfsfKpgfWgn5YTb7hNsQk5b5MSfUwAQ6JzY4sk/f1HbC5OTYxP89hrxfsQWTyAcXKbYhOk0fYg9jatiiydA2zUUENv70tcHvjUvvx+zAqwJXI3PKZg57TXsmul+An9Npcp2iwKYPRXlAKEuFNmEtPWBt9zVY76CuD4YR2ATJoJNAEKdE3VbPJ8mb1c40/SH2HPkxHUhe13NboUDslut+OGbtThXT0c7TyhzbIDfrpjTfsltnMhVXeDqUdgEvl24eD+rPSPYzp3JodsE1v6Y7svF/QSxxRPwZ2iJrXBAensfP0LAMMIxALHFk91P2JJdNJcHZLcrpuHIA5wbbrgB58+fx9bWFmzbxte+9jXcddddpPdOhIfOH/SJuLL6Bj/vECog7HlNG2KPOGdtA5qeJscfvs0ZGAPE3bPy5VSqzKHZPBUjhUHcZCDPEPukYDt5aGh3DKytmzFSsH95QFDGORMNMcAdzRgpIrMx2YY46HktcM64HHFGAUhxzjKeW17PqzjADrBdhlhgmAzYqDqXpQfs79xBZxdN1zkheM8bYk9zzvzznbjBz5SjR3efy51Zyeh5FbeY5d//yYQcLTJTlKdznhee0SLCGruRwFBP5apvE3J2hQPyd7qLclVHra5hI4WrlNmYvJPL+flOusG42lkysCbMKABRrrLttfNtQlr/sxUL3ttLBpotPeh7jsvJswnVqj/Enpr0CGekAJY9NU2WmOIwRK7m7ArHhtjTF39xUwsuJ8nV0AnMGygG4G9Tn6IHFp2rRQPS7Do5ztnUo3O1KGCr6/7cVX5Cr93JlhO1Pali2HPJSOjxIwQA5izpOnDiqnSu5u0KB+TvniU6Z5UKm5PaPFmJ8CQ+G5Nns7PkiM4Z5+pqzwh0A4jOxmQdmhyVkxO8C7rQaLLdxuJyuC5k6QHfBCOPqzVBF4wYVwM5Tn7ikN2TTrIJbf9Q442U5ArJUc/YPSuY7yD6jEVcrWf4CeIRAkxOOof4bAzFJmRxle8+BxRw1Q0D+ML1IeM74nrQaLKt70+cjiVCfZtQlOQPuZrtmwIsKG40NWycrESejXh0RdG8O5ND32jgyFvUDMPAb/7mb+KP//iP4bouXvKSl+Dqq4vLSbYdzZy1OwbuOdMOtv/j0HVgZtOy6QB76JVoyysmlofeRmggX3imHShTKEeLZReK5LgAoi+ajN0gatU0Dc9/aTv4kkQ58MSAQN4Qi84ZANz9gmZC6cUDHlmUnB7bBtF4RmVFPNTqjruacF0vQQogzKJmBh66lpmZiTtnt9xex3U31aKkSMhJFePfU3pAEDfEz7ipho2TlUAHmZwo+YD8xX946CR+H3fOTl1dQbvdRnclSj9dp2dRs7IlQBiwrfYMvOBl7UjFEOCVCJoh5kPsFcHGxp2zVptxtZvC1SkhcyYu/tVoCzbYYWR+ltbUcM+ZdrBBhyiHWmHj14xDdM4A4HkvaQdcCOVEdSFvcJnJyXfOAOA5z29GgiggtvjbHurNdK7mDbGLzhkAPOvOhp+RTeEQIUmQGbzHnLObb6/j2hszuOrk2wQgO1sbd86uvbGG3mYl0q4r2gTuO2QuljUdh/tpXI3ahJNXVdg6tJrGVXGL2ww5dR2TSbJNZRJzzlbW0rkaOGc5W+kyOeEQe1WozMSds2ZLz+QqKTAUuFqrJ+9pebUSfM57znTQ6kR1N8nVgqxwltMk2Ojn/Ww74IIoBxADglQxhYlDkat3Pq8VaSsFRK4yXajW0+8n2Okug6tmBUGnyu0/3YAT52rMJmTpQcjVnGqr/+xuuq2Ga26oRjtkxM1ucmwCkMPVmJxrb6iht2FG2nVFrmr+JfJ0YX837bmFm1oALMF2z5k2VtbiXI13/WTcj5DQE599WMljv1tezeMqzSbwne7ENUY83wlggccLz7SxFOeqocF1XJJNAKJBE8fEcrG0HG7O8sIznUQ7NXtuhCR/gc8oyv53P9uOVI6BWDcOIcmftaFBGo48wAGAO++8E3feeafUe+JlTQAJRQVou8qw64QPvS3MwPHDN0UDGXc0AZkoOS8z42GlF8rpLCWtbCKLmkMKIKtkH3XOmu0UOTyLWhAl60b2ibGW0OoAIEEaUQ7dQBY7Z9WannB8pQxxxgFRk5hzZprRrBmQJF9+RkvDTr84YNN1Dctpuh1b/LO+o2qd7RwUv28uh+uCpkVbrAI5hnzwXqmEL4o7Z0AWVzW4rivsNFVkIF10uqEc7pyJNiGbq3LOWRyicwYQuOoQFpasVjiBN2JbLEfS4KeKga5n757FD9/kyOVqQcAGMA5mcdU0Q+esWtVRjSWU4md4FHGVnxgfkRNrhTNNLdVJ53Jcl7XWxINHUU5/q9g503UtXbdj60OezvFdKUVHMuRqmABL5WqJ4F18/lwHawSuiodI5gWGTE40ocedM1FO/Pth90PLphe1ZC91Q662c7lKa8lOb1t1Y1xN4RA1oZez0x0/pJsjlauJqm6qGP+eshN6hsFaQYEMrhKTOFzOICehJ2bu05J50OAHcsjcFY5fJy0wjFdbtVyulk/oxQNDOlcLdM7yUBP8mmnA1fBBpPkJBtUmZATvwc6XAlfjfg8gBGwFNqEooSd23sQLCYCgcwW+XNGulGnIUKnFI55NzwKfjaFEyUDyYcT7ULMgkzlLk5PmnGXJAcJWuszSc9DzmtVPmS8nOMDrMrOoacY3IocYsAHZPa9iWTML0QO8vFw5rH0jnXyic5aGyGxMzvbaTE766c7xykoW4u2XshmTeCtctpyYgZSck4oHbFlIGGLJ4D0esGXKkcicMTkxrqY4Z2kIkgS2B8/N/n4Mg/Xrp/fbF3OV2n4JZHOVnxmTKyfmNGXpAZDTfhkL2Irk5J2nwORkt73wIwSyEJmNsYuds9k05FooJ+qcZSE5GyPnqNO5qpGdMyYn/X4odvtybIJ4+GYewrk8Lif9ddUMm+C54REC+XLCykpeK5yu5yf0ivyE5GxMEYcy5BRySC5JkFVZqTX0zAQdkwNfTn4SJ19OeIRAHgKd89tj81rheEIvIofoM8YdddnKO9UmUFvhimxCMYc0cisck5PkKj/fKVdOvPIlKUc8QiD/fti/RetDXkIv89rkV84Z8Wg8CwnnTNbgE50zaubMzBhiF09GL5IDhPMHuZmZlCF28WT0fDmSBjKtlG7JOWd5PcmhnOKyZroc9i/f355i8OM9rxTnjMsitcJl9LxSnDNA1LniVjggaSDjrXDZcuKzMSUNMTFgo8uJcciiGvx45Ssj8MgYYic7Z5yrs/zvB0jPoornO1HkULOolGprGiLOWc7ZJ0zOZThn8fYagk2ID7Fbvk3Ic86YLB4YFtsEIOlAT4jOmUy1lV83IofqnOncSafZhPj6IO2cXaZNoOic54UJvSydy0roTad05wwI11XZgIDsnBFb4Zic9ITeJNYKlyonkqAssAk51VZKYpfJoXE1bYhdPDOmSBY1MATS1wd+vlMe+GxM2W6ceCtcFsjV1gybIJ7vVCiHELBFq62iHLpNAIqT7zyhF5cjnu+UK0cX5HjyXM29NvmVc4a0c1YQvWYNsVOds8AQFxj8rCF2cubMV86yhlg8GT0PiT74oizqAp2zROBBMcSJUnrec0sfYqdkubksOUMcCzyIzpkhOGdFrXDsusmAjeqcOZETsbPuJ73nVco5IwRslWr6SexkQ+zrwqzAEGcNsctkzgAZrkblkDNn8eBdMovKuUq1CXyHoSKupg3GkpwzwQnM2ymSy0kbYqc4Z0yWRrYJQLrOFWW5AT+L6tuE3Fa4WrpNsIjOWdCSXbhraJYTeLTOWdYQuyXhBAIih7Jfy3ZCvTznrMgmcDmZzplM8J7TCgekt2R7nhdUVvLAn5Pj8IHvbDnVjCF2S8ImBFXdEgk9iu3hsqh+ArtuClfJgZS/DmnhPSbkZAUElhscvlksh9D1k2ETyAk93nJXYBPMigYjJaEXb4/NghHnqmTlnWwTEj5wgRyJTQaunACnZOYs66FnDbGHBl+uspL75aYMsQfbwco6Z7nOTPLLDeZIqNG4TY2S050zSoUNoFdWxJ17AHrmzIgZ4vye5OzFv+i5ATFDXKAHaXLi8xDZcsLB5TLO2cSSMPhCiTsro5XV80p2zvRQD4CiwCObq4U6J+M05diEwuzzgm2C4yC3FQ5IP4l9NmPOGdUmUKu6aSexTyyX/P24QfAun62NzynkyaJtPJJtE2iBlNAeS3LO0m1PYdJDj87GFCb04i3ZwhEC+fdDSxxmJfTCdUi2CloUEGSs35I2Ib8zorxNkA0I4rtS2jZ73zwSeokkgVVc1dVjxxXQuJrsJCBzleIn5HBVyiYUtsKx3ycSehbbDCBta3sRvOUu3G01/XWVqgYtJUlA1rlEy12Bz3gZYxoANUlwdDYhV+eeri1qbAclibJmQWUFSM+YTPxovFoUSElna9Pba6gBAS16TbZ0zcMJFIfYk3KO0BCnZEzsGXtvUbYkMRtTkDmLy+H/XSQHEHWO2PaSogskQ0xuheOBRzmDH/bb5+tCVs/rVIargsHPzTqmtFXIGHxADDzyv6N4Vlg2SRA6TQU2IfH9SBp8ok3gQ+yhHDmbQMqipgTv9ow5J0XPLZiNCZIEcjYB8AdyKYGHsD4U6UGanInlZu6ElZDj0lvhklluCSeQ0AqXl9Cr+uc75coxEONq9msvK3iX4mp5m2BI2oSswJCcoCT6CXyIPS6nKsVV2vogOuqO4x8hIKVz5RJ6k4kEV3lVN7cilZXQk7QJBf5IVkKPEhgCTBccl5jQS+Uq21ypkKvEaiuQ0/UDus7REocLtAlPx00GJhOawTfihrjAUU/rt69Wi6NxqUxTyhB7oESEzBldTnKIXdrgE6Nk8doAgvsrVlb2L22gOCmHK28R+bgsqRK34GTYtgvbphl8MTNDqqzEdGE68WiBFLEVLmuIXd7g57fCARnZzQnN4HOu2gXn7QDphng6oRt8QGI2Ju5sBlw9wuxzyhB7Wa7SspuhLkwlFxZqK5x4D0Co5zSdg5AkyH5dmhzX8Q/0k+Rqnr5lDbEzrlKzz8VJnKwh9jLOWV4rHJCV0KPJCWdjwv/OlJPBVbOS/z5AlqspSYJA52S5micnJaGXsqNVGoIWcwJX0xz1clyVD96ptofLKpvQc12+uRJB5/zZGH7eTqGcBFdlkwT5fkJWQo9cKTKiszFZrXBAdvBO5SogzMYUtCumJYuMgs2VANnuIi1Z+SKuD4akTRA7fopw5QQ4Em08bDbG/2/pLCq9LQmQqKzEhtinlqTBJ0bJQDQbGCgR1TkjRslA1IEODGShHIF8hFY4IBoQSBliXaOVuFMMsTVy6HIMBJmZPEOcNsQuY/CphhhIz5hMJ26hkx6RU9AKB2QbYpqcmCGW3NiCtwYUypGttsaG2CdUgy9ZbQWii3LIVTmbULQlLJAReBBtAqUVLs8mUHWB1l6TYhOIySKAXllJG2J3+YYt1IAtkJP/2vQsqku7H2IrHJCe0GNVappNAMrPrDCuUpxAOa6mJfR0Iz9xVkYOv7YoByBwNWYTZFulZW2CzGxMJEEZtCrKBgSEhJ4YsE1ofgIQbbWSTeilbXWcK4dgE4Dsigedq+GhmLmJwwybQEuEsn+pG1OVtglS8+E6ZjMvkiSYWiwpY1YkKzgErlJx5QQ4EgYf8B+GRouSxcCD+uXKlbiTQ+ylDX5BNM6uHc0A0Qw+onIIhtiKGGJe1iRG4zLOmXBGzZRo8AG6IU4bYh+PWYBDds6c4vaatCF2GYNv8MHlgiFSINnzKmXwI73P+a/NMvhHnyTQMY0lCSYTWrtQUucKFmUv2p8+JTuBcjYBSOFqGYM/p2ytbBJHvDYgnttA1bni4D1tV0pquxCX4xCcJna96BD7dOICHpGruuZv1JFvE7icOFen5KwwLYnD5KTPTpJa7qTsdnKIfVJSjuwQ+9RvKy5sj03IkeMq36GreCZYgqsp7Zf0dlK2hpHuJ6Wqm3YeUqasiM5lvy4toTcl+gmAZEKvrkf8kZm/mx7FZzT0cCfCvLWBy0lWPKgBAS1gA3jgkZI4JNoEQCJJMI0l9KgVtoSc7NemteJO/M4Vea5mv5byfCLXlnr1HCFj8AGWacobGAPCnlexpCWToeNyxP/OkgPEMzP0Mi0ga4jjARtFiWRIkW3wi2aX+GwMqWSf0vNKNfhAzBDnBHhpQ+zWWK6CQ82ixlu6giy3hMGnG+KkwSfPFBFa7tjnjva8skCKbvD5ZytshUsZYqe3BsRL6dmvvRyuSrW9pLR5kucMJbPpSTl+traIq/5sDMUmpA2xU2eKgDCLWnTeTtoQO7VdSJRTdAYXkOTqeGT7cuQqK3lrQ5oc6pxhRA4xYIsPscvMGQJMFwpb4VKG2KkzRbKzMfzagRzC2XJAWntN9mtTW7JLczVHTspsTFgFpekCpcU8bYhdNklAmZcLEnqXYxMI7bH8c5e2CXw2poRNmE1d0pwhkyMTsCWTBFNqx0JM54qS/PGEHnnOUDZxiKTPKMVVUpLgaVrBkTH4AHsYlCgZiGdRqZUiiYAgLWNiuXLRuISBTDpnZVoQCHIm8gafy6I8t7SeV1mDb9sAvHzysetFMyZjmRY1Yiscv14iK4wSBp9SWYllSwDi7JLOZ2NohlgcYnf8XX9kAwI6Vy/D4JO4mm6ISZWiUm0v4qJM3WxCInNWS2bOpn5LRdGcIRB3mrJflzbELs1Vh+3uRstuRvWA/V62UiSXrQ2qutJZboJzNonqAZNDCwg8D4WzS1yOOMTu2B55zjDK1WI5QNJRL+WckbiaTBIUypFor0mbjaHOGcpk09MSetQ5Qy6LYhPShtipc4aAPxvjeIWtcEB2Qk8qeKe0SsdsgpQco7xNkEuEstfYM4I/EkvoycwZir4ppRUOSFbZSrWtSiYJpLkqkdCj4ooJcADahw/PjXHJhpg/dJnB8tBpciP/nS7HN5CTyzD4XI7kELtMH6ooJy9KTut5pRp8LiuUk//auIGUMfiGIdyPZKuVJdGixoflZbKoHHIzRXJyxCF2GTnikGJh5iwWvMsNloc6J8tVKYMv2ASgXKuVXE9yMVfThtjl5//4/eQkCYzkEDtVDn8/xSYAnKtR54wyZwiw19gE5wxIcpU6WA6IszE0R138fkJn5ujmFPj1xCF26mA5lwMwXSis6saCd9m2JC6n2NmM2gTX9TCbllyHpLlK34zocuTIbEEclSOf0CNzVafJAZKOOnXOAWFMgAAAIABJREFUEGDfEWVuksmJV1bk1geZhN40pgfs91Su0m2C44Rzo2HSgxYYAkQOxSrvMlyN+sBUOex5eVJzhnGulknoySQO6Vyl4ooKcGhlMyF6JZAPCEknN1hePkqWM/gI5AD5AYGZ2vNKGyyXaYUD0jMmFDkAvYIDpBtiusHXJOREs6jjsU03+Do/1I8QsMWG2KlDpEwOH1LM354TELOBvtNEHCzncgDeOiZpiCUGy0Wdoxriacw5k6226jqRq5PQOaO3qMWytblcTQ6xl5ozLJADpGVRaS2EXBaVQ/EhduqcYVyObB88dbAcYLMxwWHGlGqrMMQeVHVlNjOgtL3E1gdZmwCE65CMHNnB8kCOpE2QGiwX5GhacSsck+M7Z1JzhlGu5ulc2kns9MHy2GwMZX2I2QRq202Eq5JyqHMkcTmyrdLUOUMAkeMKSAk9YYhdelc4F4W7wonX4xwN2lYl2zxlE3rU86ouV8506pHnDBMtajlvqcZsgtScoUQrHN+VkoorKsCRyaJOZ/LO2VgyQ8flFJEiPsQ+lewP5XKAfAKGpWd5g89nY6aEFjX22ZM9rzJZYTk5MYNPLEPqBu25MTnRIXZr5NDl6OEBqSSdE3peJxIGPxxSlDDEPCCQNPgA1+3818blSA2Wl5ITNfgyWe4poSIVH2IPBsslbQJA1bmQq1SDz2djpoQ2HiZnkVxdjByxP506WA6ErXCeS+nr94NqX6etsUMaLOdyZNpegDSu0tsVKetQwiZIZYXL2wS5OUNBToGTHh9il5ozjHOVshFEfDMDifVBxiYkE3rU9U6jy4m1ZM+Vq8IQO3XOEAgThy4xcQiEXKXOGTI5IG0SBCQdddmqLkBbh4IdcUv5jKEc6aquVPU4ahPyvtMwocfkyM0Zxnxgoi5QcGUFOBIP3SZktKqxUnrYlkQ3+DYhSo4PsUv1pvvXtglRMhDNmMgYfH5tu0RmRmawPC5Hdoid2trH5AhtLwRSuG609EyWI9leA4hZVLrBl22FE+VQD7AFQh2zS2RrpYZIBTmFPcmxIXaZIVJZropD7GUydGRdECorMgafyaJzKJlFpVWKADmuxofYqXOGCTkEZ1McYqfOGQJRrhYO/8cc9fHIkeAqP66AtvEIk1NifSjB1ellJAkoXA0SetzZlGwh5HKK7ic+xC41ZyjLVcEmBIPl81gf4i3ZxDkFgFU86FyNJgmoc4aAvE2IJPQkE5Q2OYmTdNTJc4ZiSzaZq75NkPAZI76pdEJPJvCAIKcoocdeH+/0oM2cCnIInS5ikkD2PEMuh8ml6QIFV1SAI2XwCeXGeM9rOFgu4ZzZxeQDokPsUgafk8IfIi1aXMUhdhknEPANsT+ASm21AuQGywHfEAdyiu9HHGKXMfi6KEdyiN0ay1ZwZOWEukCXw65ddPAZkJ5FpRxgK8qxibvKAGLmrIRzRtj2Oj7EXmZOgWITgGj7pUyPdcQmFLTCAdFsrYxNYLIErpJmSdj1ZQbLE3IoSQJhiF0uGSHBodgQu+ycQnmbYEvZBIDW9hIfYpcdLAfC9SFXTmyIXaadVMYmxBN6Mlw1pLmaTBzK2oSiVjgmR0eZrD2XRTmXj18zaI+VmDPk16bahPgQu1Q7qaSfwK8fyJkLV2OJQ4mKlIzOxRN61shBpaKRdDVw1Ck2ocaTBLH1QWJ3UopNCLlavnpsE/wR4Gi4Kv53nhwqrpgAR9bgA8VfLhB96NZYJlsb/kwyxCkVHBmDDxQ7geyaQpRs0aNxIKo4MkPsMoODQPQ7omyhCrB7cSQNviGhC3FDzLO1FER1juaclTX4gRxie42YMSEbfAndjg+xT4gH2PL3psnMgth+GWSfJQw++5kgR+Cq1FyeNFc1gav0Nh5ZWVVhiF2Wq+L3ItPuIDNnyORIcDW+sYVFmzME5HQuzSaUsXGUJA6AiC7MwybEE3oTy5UYLBfkyCb0Aq7K2QQ6V/3AUMYm+C3ZANH2CEPsY99PIHNVUhd4Qk+mhRAouT5YrH1sKsNVGT8h0QIlUT0uxdVQjkzAFv5MlRMmwKh6YEj4CZoW5yp9zlB+HdIjNgGQa/MEqD5wOZvAW7KZHFqSn4orJsCZB/kAoNbQMR6F5UbTpCmFGGxRDGS9ocMayxtiTTDEFINfbzCnyXE8YfvUEkQveEu9wV47HruCc0YvPXMUfUf1JrvmeORJzXcAcgSsN7gcl+0kYtGdmWgQmv/aGpczvjxDXKRzpskGY60R1zm5TGAop/gZ1BtawKGpTLuQJFfrTR3jUdiWVMrgk+6HcdXzvHAur4QhpsiZTjzYtie1CQQgpwsNztVRyNV56EK9yf5ujVypnnFAkquCTfA8TypbK+UExrhqybStCnKK7LbhJwk4V2WqujKBIXA5XJWzCY1mKGcykZgzLMNVXw/KBgSU9b7eYEPs9syT2mxClAMQHHVhHZJp9wXkHHW+flsjNxwsn4MucJswHrkCV4/eJvBriuvDPJMEnKus06OMnOLX1wXflM98Udtjw5+L5dQaUa7S5wzl/QS+rpZdH6gBGxVXUIBTYkEmPIylroHDAweu68EaOVI943JyWJQ8sVzB4JNECU5TsZxO1wA84HDfkaoUReUUR8mdLmPOwZ4jFY0zOXQCLvlyDkU5pQx+/mdrdXToOnCw77ChSBmDLxGwVSoaGk0Nh3tOQPR5VNgA9uwO9thiLNsuFPxMMJBROfRdf2QNcadrYOBzlXqALVDOJkwnbIMOa0QfLGeyfDkkrrIHfTlcpbTCRblKbyEU5QB0roo2oUy2tkjnWi0dusHkyM4ZymRRTVNDs6XjwOcqy9bOJ3hf6uqXzVXq+lBKTsTGFb++0zUwOHRZhd/P2stztVjO0rKB2cyDNfak5gxFWZQW84BD+450ixpPgFFa4ZZ8m3Cw50jtFAnI6UKaTZiHLjSbOgyTybFnnuScIV0XDFNDq6PjYD9ch+jPTc5RX+oagZzxyJaaPQ5+Jq4PAVcn87MJS10Dw0PWISO1CYSkTVhaNmDPosG77PpA8Ueuvq5KuiYAEEzMYhD/cj3Pg2VZcF038mV4cHHzs9jP7c4Mo9Eo97obpx2YNeDwYIjOqodm1yt8D8C2j+VyGg2n8D3LPQc3PwsYDIboLLu45Q5gPB4XygGAm25nA8jVavFnay2x+59Ox6i32Ge07TGcUbEiXXeTi+mMGeS4HM/zoOs66vU6NE1jBlJjhotXP0plZggl+2pNw/6eg2aHvbGUwS/QZF1n97S/W8bZlHPUl1aYnMDgl2l1oBiuZQOPPzL1s5suqnVaRC0dvC8bePKxGaYTFrx3lggPoYSc7rIB1wUGB+5lZAKLX7+0wl60v+tgPGbfD8XgM1kagOLT6wGgK8iRDTz49091ajWfq83WPLmqo1ZnXG37DtQ85Gi6hqWugX3BCZynLhzsOnBsNr9UjqsEOcsGHvvxlLULybSoSSRxAMahJx+dYTJxMZm4aLVpXJVtle4uG/Bc4PDAmWtVd2k5yiHqnKEoi/L9iFytVCQrOAFXi1/bWTKg6Yyr7Q7n0NGvD7WajnqDcZXbu3kkdy+Hq7LdON1lA3s7Dmybbc9eLkFZ/PqlZQOPPDxhSfGxg5U1mpssaxO6ywaeeGQGy++SaTTn5yd4flKceo4UUM5PAEKuUsdORFnUqi4VV06AEyO5ZVmoVCowzehHdGoeNk+EGZZGM/9ma1UPFdNBo6FD1z3oGtBsFmuf54VyKlWt8D31ugddY8FArca2KaXIAYCNE9VgW9Oi93ieB7hOkHFuNj202rSvsbdZg2Oz6lKzmXyPbduwLAuNRgOmqaHd0bG/6wTOX6lsbYEuapqGrh8QrK1LGvwSi+XFc7Nwh48SmRmqIb74pI3RUK4tSaYVDmCL8iM/Ag73XWbw59D7DIQBAc8Grq3PxzlbigQEbiG3g2uXyGgBwP6eA2tMP99JlEVr49FhVhBk6UoZfMrZL4aG9hLjKv9c89KFrh8Q9DYvJ0lA4+r5J2aXNWdIDQguPDHDcMCd2vks/t0VA44DHB64mM3kzhQL5RS/PuCq72SsrM3XJnBnRkoPWI5Aiqus4kGfM2Sy2L/U9ppKVcPBnoNWiw2WU/QnIod4iGbH52qlwrk6v/XhYNfB5KQkVyXnpFgCbIrJWHbOUHJ9WDZw7vEZhoeSM8Gy68OKAdfhlXeJ+b8ScoCwIr68UiZBWfz6eKKN+tx4S7br0qu6PCku00IIhIlDynOTwRXTohZXItd1E8ENAIiJVkrSlRPUcQDPBTTiHYsZXZIcnSmD45/BQJUDABo0shxNYzt68PuhOkxMTnCR1L+bpgnXDbds7i4bAfmoO4kAoSGmtMIBzHANDpygv5Zs8EtkTKYTDwe79MFyoEQLlJ/J6F+0y8uRyG5eujCTk1MiYAOAvR3HHyyfTza93Q5bk2R2/ZGdjalU/dakXUdqsJxd38/WEvRA0zR0l1nwLjNHAohZYdp7lgSuUucMgZCrlFY4LufwwA161OkzRYJMYiA1m3rY35EMPEpUVgB5rsq0woly5LkqJ6crZFFLzy4R5LTaYWuSzJwhEF0fimBWWGvS/q4jNWcICBwiOIFiok1msDwiR5arE7adMGV2CQh1gdIKx+UMDl2Mh7It5uHPJJ1bYa1Jezt8Eyd5m2BKBNX9i5xDJfwESkBwFDZBsuIh1couaXuaLR1mhKvzSRKISXGZc6QAsfWb/BbadY/2cuURVyJqy0gRgoDAZidWy1xX9hMEgYfHKkWygqhvMQy2xaTryQVSFDni81laMTAeeRgc0vfQB+R6nwFmIF0X2L5kyxl8yZ1/uIHcukDfTQ+Qn1nprpgROeUyQMWv561Jwf2UGlwufga1Omt3uDTngC1od9i1pQw+k5WUmYfuCnMyZAbLAbm2FwBYWjH9vn5Jg88DD6Kc7ooBa+zh8IB+Ng27vpxz1l1h7Q79LVtqzlBW57iTEep2CeeMWFkR5cxjdgkIW5NkuSobGFZrOupNkatHP88IsHWCtybJc1VS54LgnT6nAIiBFD3wONx3MBrapSpFdK6amFgeDvboM1/i9am2R+Sq3Jzhorgqp3NxOWW4SpHTXmLzupdleyhcrepotHT0t2y5mWBJf0TTtKBtfjLx5rs+lOQq1wVqYo583SO92mWA+uXKVnAAFrXzc1aKWqaiwrgcYgRvaizwcEHuExbEkCMc3WSHzDm2R34G6QLzwQ3KzqVyBp+SLQHCTMbOJVuOfBEDKSdH0+dn8BtNDZWKhp1Ll2Mgi9/DW5MCOXOYXeJYWjYu736IcrorBna3HSmDz2TJGcilZQPDges7M/M1+K7DsnTzypxxOYDP1TJySnFVZnYp/JkUEAhyygyWMznF7+GtSaFul6kUFcthrUmGNFdlZ2MApguL4uretiM1ZyjKIuvcioHR0IU1nnPw7s8Abm9NpCpSZSo4wOVwtYQcCa7KtsLx1iSuc/RWdjk59QabAZw7V/153ZCr85EDHAVX6XL2dx2p8wxFWTJcHY88jEdy7aSGZPBOxZEGOJ/4xCfwu7/7u/i93/s9/Nmf/RmGwyH5vTJEl4WobLIVj4/857/CK175Mpw5cwYvf/nL8e1vfztHjvDWI66sROUIjr2u4Zd/+Zfxve99DwDwxje+Efv7+9jf38fHPvaxqBgt+m8RuIFkO6PMZ04BCFuTZHZgEeXoxFa4SkVDs63DdYFGwyhn8CUyJrzbr9xOU3KLMiCzjbe8IV4S5cypJzkuZ56VFZ65d116z3gZOREOlclySzozTI58YEjVN96aVNYm6Dot+WP6uyaxzVfkB8sBOle7K/I6J5tFBeJcnU/ABpTlqhYsQOW4WqY6KRe8l10fZG2C48i1kxqSTmB3mb2hrE2gPrdmi80Aui5dDwD5VjjDb01y3XJzhsB81wdZmwAgYhPKzf/R5JS5n2hL9ry5KqdzIlfnNdsqgyMNcO644w68//3vx5//+Z/j5MmT+PSnP01+L1WJZGdjgFhAIFHy+O53v40vf/kL+B//8H/h/vvvx3333YdTp05lvj7ioEp8T7IVnEggFXvPJz7xCXS7XRwcHODjH/94vrwC8NYk9nMJ54yorLw1ad5ygJCA9QZ9fw3ZGRwgdDirtZIGXyJjwjFvgx/IkRxSZHLkDKSMHKB8FhWQNPiSgUdnSQ+SHTLZZ5k5BSBsTQJkn5ucHN6aJC+nPFfLzEjJyAq5qksMlpewCREOzadtFSjHVVEWWc5TwdU5yuFHCTA5JarHRDkVvzVJXg58ObTXa5oWPLt52gSgHFfLVjwASM0Zys6xAXGdk0gScDnUykoJm8Bk+XIkE21Mzvx0YVFcJV/3KC/27Gc/G4b/JG6++Wbs7OyQ3yvz5QZOfZmAQOKOL/W3sLyyinq9BgBYXV3FiRMn8P3vfx+vfe1r8YpXvAKvf/3rcfHiRQDAf/tvn8TrfvXn8R9e+wr87//HW4Jtoj/72c/ipS99Kc6cOYNf+qVfAsB2iXv729+Ol73sZfjFX3olvvHPX4Omabjvvvvw5je/GW94wxvwghe8AO95z3uCz/POd74Tr3zlK/HSl74UH/zQf0q9n+c+97nY2dnBn/zJn+DRRx/Fy1/+crz73e/GW9/6VnzhC58Pntvv/M7v4POf/3zhMxAXfyrKlBs50ctViuhyuJPRIO5wJ8qJ/5yHrhDgUFHGOStl8EtWijjkAgL2L/U76iwbAa+ldE5SF+oNLfhuyvXb058131ZbKvt8GQFBGZ2TknMZXKVmNiNySiz8gLyj3mjQP5x4bVmuGgarUFFw+Vydny7wGUBg3lzVA47Oc46NtyYBchySORuLowxXLytJUGIegqpvQDmuynZGAJDe8jp+bXqVjXNVQ8peV6mQnZcDogHBPHUhylV5XaDKiSbF57s+UDC3baL/8R//Ec9//vMz/37//ffj/vvvBwC8973vxYkT65G/X7x4MdhF7fvfHGB/1w7+Npt5YFvK6WSHk7/HrOjQwAb97rirnfuee17wInzoQ3+Jl515MV784hfhNa95De6++27ce++9+Nu//Vv0ej185jOfwfve9z785V/+JX7hF34B/+E1r8ds5uIj/+U/BcHKBz7wAdx33304efIk9vf3YZomPvGJT0DXdXz5y1/Gd771r/j133wDvviP/w8Mw8APfvADfOELX0C1WsULXvAC/PZv/zZOnz6NP/zDP8TKygocx8Ev/uIv4YEH/g13/8wd/kYKBkzTDH6+99578cADD+CLX/wiAOBrX/saPvjBD+NFL3w5hsMBvvnNb+Kv//qvEzvV1Wo19Hq94L9PnNKwdX4Xa70Oer0u6Vk/2d4BMEG9UY1cKw+nrtrHow9fwvJqC73eGuk9e9sHAMao1kyynPE1Qzzw/51Hs0V/z2wyAjCEaWpYX18vfD0A6Jjgu/88QrtTI8upmlMAhwCAjY011OrFbO+0HXz9S2fRaFXIchzHA7APAOj1VrDaqxW+Z23Ng1kZwHOBEyd75PY+0zyEPXOwstpFr9civae7PML+7gynTvdQJzqd1doYwATdZbqe9tanOPfEGJsnVrFGeAYA0GjMANjodJpkPd084eBg7xDrG8vkZ9BsXQIwRbNVJ3+vJ09puHiOc3WZ9J5znV0AlhRXT1+9j0d+dAnLq03ye/Z3DgGMUa3SeTe5doh/+/55LC3Rn4E9HQMYQteB9Q0aVw1tgu98Y4SGhE2oVWcQuUrR06WOg699cSAlx3VDrq71ltHr1Qvf4615qFSHsG0XJ0+tS3F1NnWwvLKEXi9/beToroyxtzPFyVNraLZo7gTn6lK3TdbT3sYUTz42wsbmCukZACFX2x26nm6edLG/e4D1jS75GbQ4V5t0W3/ytI4LT+5gbY3O1fOcq3W6rT999QHOPrSF5ZUW+T0Hu4cARqhWDfJ7pteO8K/fOyfFVWfGuKppwPoGbU2pGFN8++uPod2m26t6LeTq+jpNT7tLLr76jwM0mgZ5zfc8gatrND311jxUawPMpi5OnZbgamWA6cSW4ury6hi721OcPNUjHy1Sq40BONJcfeJRWa7aAAZSXKVAOsB597vfjb29vcTvf/VXfxV33303AOBTn/oUDMPAC1/4wszrnDlzBmfOnAn+u9/vR/4+mUyCapDrur7ycHj+/7NTrinQNMDzEFzHdV3Ytp37nlarhf9+3//ED/71m/jnf/k63vKWt+Btb3sbfvjDH+JXfuVXgutsbGzAtm384Ac/wHvf+6fY3zuANRnhxS9+MWzbxl133YW3vvWt+Pmf/3m88pWvhG3b+Kd/+if8xm/8BmzbxvU33IBTp07jxz9+GI7j4J577kGz2QQA3HTTTXj00UexubmJT3/60/jkJz8Jx3Fw8eJFPPzjh/Ccu2+H53lwHAe2bQc/Ow7bXpXf48/8zM/gP/7H38f2dh9f/PL/jVe96lWRv4vPXfwuKrUpAGBmD9Hvz0jP2rIs/9nMEt9rFowK+xyOa5HfMxpO/Z8c8nugh9vbUt9zeMg+m6Yn9TQLrsPOG9J1m/ye8Sjcontvb4dckWk0NZimS5YjcungcA8uaEFEp6tjPHKxvb1Nej0Du6fB8AD9Pu3g21YH2N8DDg93MBjSnoHrsu9oPB6Q9bTRYp9tNN6H16dlSmyb6dxkMiY/72rD9t9zSH4G0wnj0Gw2IcsxA66O0O/n2zYOayzPVd2U5+qQc1WT56qn0T8b56puSHDVZVyt1+k2wRpHuWoS9ZRt2erRnwEQnBtzeLgPaAPSWzpdDaOBVoqrw9Eh+n2L9I5Wx8PeDjAY7mI0luOqZQ3Jetpo+SfLWwfo92nPgHN1OqVztVZntmMyGZCfwWRqBfLIXK0yOTNHhqsTAIDr0deUgKteGa5KrCmazweN/gxErlL11HPZ1tq6Qbcj/CwtANjf38FoTLP1rbaOesOQ4io/N+bwcB+aQeWqjsGBtxCu7m4Dw+EuxtYiuLpP5urMZrpN5WreqIgI6QDn3nvvzf37l770JXzrW9/Cu971riPb6vn2O5uR/z7Yc+C6HtpLBrnUP5t58FwNVVqiFgBbVwzDwL973vPwohe/ALfeeis+9rGP4eabb8ZnP/vZxOvf/va347/854/ixhufif/x2f+Or3/96wCAP/3TP8W3v/1tfOELX8DP/dzP4fOf/3wsYBMEAqhWq8GvdF2Hbdt47LHH8JGPfASf+9znsLy8jLe97XfhuFOp9qxffM1r8T8/9xn8r//1WfzFB/4T6T3rJyq45voq1tblZ1Zk216uu6mKzVPzlVNvaLjxmTVcd1MbAI18sjuJ8M9267PqkRI0VQ57P13WzbfVpbZXjB7gRX/fjbfWI44dBew7kjvA6xk31vxtdefbvnH1dVXU6w3UG8QsCcrpwqmrKxgcOJEZjEI5vO1F4ntd32Rc7W3Ml0NLy4yrJ04T94hGuVa4Wl3HTT9Vw4lTdDmyLRX8PbfeUcdVVy8BoAWgZVrhAMZVqZ08fVmuI3dPN9xSjyRMSHJKcrXdMaTOYyvF1WdU4Tggn/YOlNOFk1dXMJ1U0F0pMbskYRN6GyauvUGWq74cifvpdA1cd3NNiqtlvp9aXcfNt9WwcXK+XNV0Dbfe0UCrU263VRlZN91Wx1KnA2AiIctfVyV04YZbahgOJLlaYij/GTfU0GzR5wyBcrpw1TOqsGcemsSDugHAKKELFBzpDM53v/td/MM//AN+//d/H7WaRCQhCy3yDwmVikYuoXP8+OzDePTRs4GcH/zgB7jpppuws7ODb37zmwCA2WyGBx54AAAwGAxw8tQmzIoT2WDhkUcewZ133ol3vOMdWF1dxblz5/Dc5z43eM0jj/wY58+fw/XXXZ/5WQ4PD9FoNLC0tIRLly7hS1/6IttdKCOIbLVaGAyiDvxrX/sr+MR//T8BALfccgvpGVQqGp59d7PUjhgyTrqua7j9ziZabfmAQMpAahqeeUcDvQ1a6VS8viz5bri1jvUT8gsLdVc4jmuur+H0NdXiF4qySswvnThdwTNulON1GTlr6yZuvo3+/YhyZIx3p2vgZ+6ht9uJ15cLqnXccVdT6j2hzpHfAvNpwVW6HAC49VkNLK/N1wkEWEBw+hpa+yCT43OVuCscx9XXVXH6WjmultGFE6cruO6m+XN1tXc5XKW/p71k4Pafbkhylf0r66g//2c3pBILsrubAYyrd9zVLLmZAfktjKs/3UC7IzFfVpKrt9zewEoprsrJuf7mGjZlAil+fU1uBvvqZ1Rxwy0dqc9WZn3YPFXB9TfLclVeF1Z6Jm65vSEpx/9XhqsdA7ff2ZRMULJ/j3qb6COdwfnoRz8K27bx7ne/GwBrr3rLW95ylCIAyO86Vhaj0RDvfve7MBgeolIx8YxnPAPve9/78IY3vAHvete7cHBwAMdx8OY3vxm33HIL3vGOd+DVr341rrrqKtx6661BgPGe97wHZ8+ehed5uOeee3DbbbfhxhtvxDvf+U687GUvg6YZ+OP3/HmwmUEabrvtNtx+++14yUtegmuuuSZoB8zC6uoq7r77brz0pS/FS17yEtx7771YX1/H9dffiFf8+39/pM8pjnntiJGUw/6VyZZclpx538+ctkpMlWVogC2XrS2DwDk74gO84liYLizoO1qYnIVxdTF6YBwzPVikrMVxdUFySlRWykD2QNGyWNg6tDCuLlgPJBOHlytrnjCOmS7M66DPI6X+X/3VXx3l5bLBKzhzXlue9aw78Mn/+ulEK9zq6io+9alPJV7/pje9CW9605sSv/+bv/mbxO/q9To+8IEPAADGQ3bCLDTgda97HV73utcFrxO3euavj+Pv//7vg5+/8Y1vBD9/8IMfjLxuPB7jsUfP4ud/4TWp1zkqLMzgl9jt5XLkzNtoLco4irKOeteSLDlzd87mVOKOIwwI5ipmYbqwaDmL4+r85Wja/PnDZLF/j4syBYODAAAgAElEQVQuLC4gWND6sGCbsCibfVzWBt6SvbDEIbzF6dzCEjlzlmPwf6/gFrVFYf5qumB5fqQ2Tzlf+cpX8PKf+1m8/vW/jqXO0hwlHUPyBZnABRniOcsB2Hck2wpXVg5wfJyzRenC8cuiHi894LIWxlXJVriycoDFJaaOiy4cN5vAvx/zmOgBk7XAxKEWndGbmxwco8ThnHRhzi7onLCgCs6iWuGSAo8eL3rRi/DV//cbGI/cuT+3hbdUHJMMHbBYQ7zI9prFZVEXo3OLy24uSs7xaq+Zt75xGYvi6mIrRcdLF56uzlkcZWdjZDGvbPpTJYfLWMx6px2rVrjFcXU+cq7YCk7qLmOLxqICqUDOvCsE/Ifs1xzFcz92ztmCZ2MWaYjnL4f9e2yyqMdtNua4OWcL0gMuaxFcNRZoE4AFBu+Lmo1Z1PzfMbEJZTa1KINF6QGXtQibYBiLbIVb4PqwqG6cI5ZzxQY4fHvkNGga/9+cA4K5Xv2pk5clx7Zt6EdQW1147/OCyLeoLOpinKbFOWeLbIWbu3O28H77Y+acLaC9RtMWVAVdYAVnUTZB00OnZl5Y+MYWcx/4XnRVd0FJnEW1ZC8oIFjI+r0gm2D4rXAyu8KVwaLWh3l141yxLWr1eh2WZWEymSSco53+DBPLQ6Umt91mrVbDZELf03xv18bhgQuzWpmr0R8cONjdcaAZJiqV+WnseOigf8nB+qaROHnb8zzouo56XW7LzzQct2z6og3xQjJahgbDnH+VdNGtcMdl8TcWFrwvel7u+FRWFjmDsxiuLrqqezzWh8Wtdwu2CccoeD92coxFtcItel7uJyTA0TQNjUb6nt2PDyz0t2a48dZm6t+z0Ov1pE6lvXR+gsd/PMHNz2zOVZEG+zOc/eEIN9zUglmZnxx76uBH/3qIq69totmcn8Y2mjoMA2hLHMZVBmZFQ62uSR36VRatjj73+wHYM5M5X6QsWm0d9mz+hrjVMdCWPMSsDNodHY3m/B20VkeHWQFqEmfNlEGzrUPXgWZrvnLqDRZQtyTOySiDxXLVWBhX5/39AIyrlTmuC4Gcji51Xkp5OQbTu0Vw1QRqjfk+u2Zbh24ArWPCVcNksuYtB1gkV5nOzV+OvpBK0eK4qvt6N99n1+oYgd4dJTTvihh2Ac6dOzd3GbIBjsLxhdIFBUDpgUIIpQsKgNIDhRBKF65MnDp1ivS6K3YGR0FBQUFBQUFBQUFBQRYqwFFQUFBQUFBQUFBQODa4YlrUFBQUFBQUFBQUFBQULhdXRAXnIx/5yELk/NZv/dZC5CzqfhYlZ5GylC4oOYuUc9z0YJGyjpuc46YLSk45LEoPgOP37I6bHGUTrmw5RbgiApznPOc5C5HTbMrtulYWi7qfRclZpCylC0rOIuUcNz1YpKzjJue46YKSUw6L0gPg+D274yZH2YQrW04RrogA56677lqInFartRA5i7qfRclZpCylC0rOIuUcNz1YpKzjJue46YKSUw6L0gPg+D274yZH2YQrW04RjD/6oz/6o6f6QywS119//VP9ERSuEChdUACUHiiEULqgACg9UAihdOHpC7XJgIKCgoKCgoKCgoLCscEV0aKmoKCgoKCgoKCgoKBwFFABjoKCgoKCgoKCgoLCsYEKcBQUFBQUFBQUFBQUjg1UgKOgoKCgoKCgoKCgcGygAhwFBQUFBQUFBQUFhWMDFeAoKCgoKCgoKCgoKBwbqABHQUFBQUFBQUFBQeHYQAU4CgoKCgoKCgoKCgrHBirAUVBQUFBQUFBQUFA4NlABjoKCgoKCgoKCgoLCsYEKcBQUFBQUFBQUFBQUjg1UgKOgoKCgoKCgoKCgcGxgPtUfgOPcuXNzl9Hr9dDv9+cuR+HKh9IFBUDpgUIIpQsKgNIDhRBKF65MnDp1ivQ6VcFRUFBQUFBQUFBQUDg2UAGOgoKCgoKCwrHCYDDAV7/6VQyHw6f6oygoKDwFUAGOgoKCgoKCwrHCd77zHXzrW9/CJz/5STz88MNP9cdRUFBYMFSAo6CgoKCgoHBs4HkeHnzwQZw4cQKdTgef+9zncOHChaf6YykoKCwQKsBRUFBQUFBQODY4d+4chsMhnv3sZ+OVr3wlAGB3d/cp/lQKCgqLxBWzi5qCgoKCgoKCwuXiwQcfhGmauO666+B5HgBgPB4/xZ9KQUFhkVABjoKCgoKCgsKxgOu6eOihh3DdddehWq3C8zzoug7Lsp7qj6agoLBAHHmA0+/38cEPfhB7e3vQNA1nzpzBq171qqMWo6CgoKCgoKAQweOPPw7LsnDzzTcDADRNQ71eVxUcBYWfMBx5gGMYBt74xjfi+uuvx3g8xjvf+U7ccccduOqqq45alIKCgoKCgoJCgEcffRSmaeLaa68Nflev11UFR0HhJwxHvsnAysoKrr/+egBAo9HA6dOnsbOzc9RiFBQUFBQUFBQi2NnZwcrKCkwzzN+qCo6Cwk8e5jqDs7W1hbNnz+LGG29M/O3+++/H/fffDwB473vfi16vN8+PAgAwTXMhchSufChdUACUHiiEULpwPHBwcICrr7468l0uLy+j3++Tvl+lBwocShee3phbgGNZFt7//vfj13/919FsNhN/P3PmDM6cORP8d7/fn9dHCdDr9RYiR+HKh9IFBUDpgUIIpQtPf9i2jb29Pdxyyy2R71LTNAwGA9L3q/RAgUPpwpWJU6dOkV43l3NwbNvG+9//frzwhS/Ec5/73HmIkIbjOKoHV0FBQUFB4Zhif38fAKvYiGg0GrAsK9gyWkFB4fjjyAMcz/Pw4Q9/GKdPn8arX/3qo758aXzzm9/Ehz70IWXgFBQUFBQUjiH4YZ4rKyuR39frdbiui+l0+lR8LAUFhacAR96i9sADD+ArX/kKrrnmGrzjHe8AAPzar/0a7rzzzqMWJYV+v4+9vT1YloVGo/GUfhYFBQUFBQWFowUPcNIqOAA77LNWqy38cykoKCweRx7g3Hrrrfi7v/u7o77sZWMwGABgJWwV4CgoKCgoKBwv7O3todVqoVqtRn5fr9cBQLWpKyj8BGEuMzhXIg4PDwEwA6igoHDlwLZtuK77VH8MBQWFpzl2d3cT7WnA8QlwVIu9ggIdPxEBjuM4GI1GAFSAo6BwpeG+++7Dxz/+cfzwhz9Ugc4xg+u6+N73vgfbtp/qj6JwzOF5XmaAI7aoPV0xGAzw4Q9/GI899thT/VEUFJ4W+IkIcIbDYfAz32XlSoLneUELnYLCTxImkwm2t7cxHo/x+c9/Hp/73OdUlvIY4YknnsCXv/xlPP7440/1R1E45rAsC5PJJDF/AxyPCs5jjz2G2Wz2/7P3XtFtXVf6+HfRO4jK3jvVLFGSLcuyZVmSI9uhi+JEaTNxslJmzZo1a17nfdaat7wlM1nx/FxS7CiKZUtWl6xeqMIiFrEIrCBY0Xv9P/B/ju4FQBAgAVKU+b0kplAu7j1nn/3t/e29MTQ0tNqXso51rAl8KwgOkafx+fynMoMzMDCAjz76iGaZ1rGObwusVisA4ODBg3j++ecxNDQEk8m0yle1jmzB6XQCmCey61hHLrFQBzUAEIvFYBhmTRGcaDTK2TdmsxkAYLFYVuuS1rGONYVvBcEh2ZGSkpKnMoMzNzeHaDRKDfQ61vFtAVnzOp0O27dvh1arxbVr1xAOh3Hr1i189NFHa1pW8m0HsbfrBGcdfr+fBhtzgYU6qAHzgz4lEsmasiXt7e346KOP6N4ZHx8HAMzMzCAUCq3mpa1jlTExMYEHDx6s9mU89fhWEZzKykr4/f6EKE5HR8eqEh9i9J9G8rWOdeQSVqsVPB4PKpUKfD4fL7/8MpxOJ/70pz/h7t27cDqdz6S86fHjxzS78SxjPYOzDoKLFy/i+PHjWf/cBw8e4Pbt2xgfH6e2JBkkEsmayuBMTEwgEAhgYGAATqcTLpcL5eXliMVimJqaWu3LW8cqoqurC9evX19X/SyCbwXBcblcEIlEKCwsBMAlEn6/H1euXEFPT89qXR6nhXWusV7EvTIIh8O4fv36ul56EVitVmg0GvB486aorKwMVVVVcLlc2LNnD0QiEY1cPisIhUI4deoUbty4sdqXknMQm5atAYtzc3MYGRnJymetY+UQjUYxPj4Om82WQDLC4TAuXLiwJPl4MBjEjRs30Nrair6+PqjVampL4rHWMjizs7MAgJ6eHipP2759O4B1mdq3HcRnXLeFqfGtIDhutxsKhQI6nQ4At5MaMXi5TJ0vhpXK4MzMzOB3v/tdzuuQvF4vPvzww29tlMnn8+H48eN48OABrl27tl40nwLJuh69/vrr+MlPfoKtW7eiuLj4mcvgzM3NIRaLYWho6JmXmmQ7g3Pp0iVcuHAhK5+1jpXD3NwcXQMzMzOcfxseHkZPTw8eP36c8edOTEwgFovhwIEDeOWVV/Dyyy8v+FqpVLpmMjiBQABOpxNyuRyTk5Po6uqCRCJBUVERtFrtOsF5StHf34+Ojo6cfw8hOMPDwzn/rrWMbwXBcblcUCqV1JF6mggOu4PaShCcaDSK6enpnH7P7OwsPB4PJicnc/o9TyPC4TCOHTuGyclJ1NfXw263Y2JiYrUv66lEOByG0+mEVqvl/F0oFNK9SurmVjMAkW2QyGw4HM44wxeLxTA3N4epqam0Wi+Pj4/TRg4rjUAgQB3KbBAct9sNi8UCr9e7noleYyAZCAAJ5w8hNktZp2azGTweDzU1NdiyZQvKy8sXfO1akqgRG/HCCy+AYRhYLBYUFxeDYRgUFhbCYrHkLHAWi8Vw9+7dFbEb3d3dOfdHVgqxWAzXr1/HjRs3ctoWn+0zjo6OrtvCFPhWEBySwREKhVAoFBwisdoEx+fzIRKJgGGYnBMc0i47199DNl+m93RwcHDNHEALYXR0FFarFQcPHsS+ffsgFAqXJX/0+/0rksHwer1obW1dUWNpt9sRi8USCA4bJSUlAPBMydRmZ2chFAohk8kwMDDA+Te/379gJPvu3bv4f//v/+HPf/4zPv/8c/zP//wPvvjiiwX3WTQaxddff407d+5k/TekA3aNUTYIzuDgIID5A34tSY2Swe12LxoACofDz0z212w2Q6VSQalUchzaSCRCo9BLabJjNpuRn58PoVC46GulUil8Pt+auKeE4JSXl1PSRmxhYWEhAoFAzgiIz+fDrVu30NXVlZPPJ/B6vbh06RLu37+f0+9ZKUxNTcHtdiMcDudUOhYIBBAOh+k6+DYGktPFmiQ4Q0NDaacBw+EwfD4flEolgPkOK8kyOG63e1UMHyED+fn5tI9/JBLBsWPHst4ud6UIDnG4MpntY7VacerUKRw/fnxNFyQPDg5CLBajuroaQqEQ9fX1GBgYWPJvam9vxxdffJHzYsK+vj7cvn2bHqwrAXJApyI4er0eEokkpwQnGo3i0aNHaG9vx4MHD3LuPM/OzkKv16O2thbDw8Oc+pQHDx7g66+/TiD6sVgMd+7cgVQqxb59+3Do0CFs3boVU1NT+Otf/5r0QCWyoNUqRCUERyqVJl3/XV1duHfvXtqfRwgOwJ1tthZx8+ZNHD9+nJ45sViME5WPxWL47LPPcPPmzZxfCzl32LDZbBgYGEBHRwcikciyPj8Wi8FsNqO4uBhGo5EjUSOF9EqlElarlXMGx2Ix9Pb2or29PennBoNBTE1Nobi4OK3rkEgkiEaja0IWOjMzA4lEArlcjk2bNoHH46GsrAwAUFRUBCB3dThk3+b6LHj8+DHNSD8LGBwcBI/Hg0gkWpLcMl0Qv6qpqQkMw6zX+abAmiQ4JpMJd+/eTeu1ZDEoFAoAiQSHOBLRaHRVHAFCBoiRdjqdmJqagtlsxq1bt7JKup5mgkMOvenpaZw4cWJNHELxCIfDMJlMqKqqAp/PBzBvhMLhcEKkPl2QtZprmRuJnq7knCir1QqGYZK2dSVgGAbFxcVZJThut5tzqA4ODuLcuXO4evUqrl+/ju7u7qx9VzxisRiH4EQiEU4gg/zOeAfe7XYjGo1i48aN2LhxI2pra7F792784Ac/gEwmw4kTJxLsF1kzq0VwiJ0xGo0JDnQ4HKbF4enIOTweDyYmJmg0ezm/yev14sSJE6s6XHliYgLBYJDeI7PZjKNHj1I7MTMzA6vVuiLO39dff41z587R/+7r68Onn36K06dPZ2VIq9Vqhd/vpwTHbrfT9fD48WMIBAJs3rwZwWCQPle3242vvvoK58+fx9WrV5N2HCSEMBOCAzypkbx9+/ayflcuMTs7C4PBAIZhUFlZiV/+8pdUtqtWqyGRSHJW48omOLkM+pK1brPZcirpWgnEYjEMDg6itLQUVVVVGBoaWnZgYCEQu6XValFUVLTeaCAF1iTBySTVHE9w1Go1J2LFjtauhkyNXB8x0g6Hg+qVs90xaKVqfZYiUZudnQWPx8PBgwcxMTGRUWT3acHY2BiCwSBqa2vp3/Lz86HT6ZbsNLMdoFyCZFNWmuCoVCoIBIKUryspKYHL5VryurVardRxcjqd+Pzzz3H06FF6qA4NDUEikeCXv/wllEplQhH0UuB2u9HR0YF79+5x7JTb7UYwGIRer0dhYSEUCgU96EOhEJXvxDvwxOmIb4Gr0Wiwb98+RKPRBIeHrJnVzOCIRCKoVKoEgjM4OEilFumQd5K92bJlC4DMMjg2m41DIgcHBzE0NITR0dG0PyOb8Hq9CVFyEo1/9OgRvUby2lwiGo1icnKSQ6Smp6fB5/Px9ttvA1j+eUFIe3FxMQwGA4B5AheLxWAymVBWVkb/TuzQ6dOnYTab8fzzzwNAUpkvqb8h3VEXAyE4fX19GB0dRX9//7J+V64QjUYxNzcHvV5P/yYWi+n/ZxgGBoMhK3YqGcja9Pv9OQsCeL1emM1maDQaxGKxNT8DcGZmBk6nEzU1NaiurkYgEMjZmc32acvLyzE7O7vmJbu5wpolOLFYLC3ZD3GyiUSNOAjk708DwWEbaUJwNBoN5HI52trasvZdxCkgOtFcgdxHj8eTdk3HzMwMdDodGhoaYDQa16SudGBgAGKxGKWlpfRvDMOgqakJU1NTS4rGrhTBIQdMOgeN3W7H3bt3l51lS9ZBLRmIJGMpEctoNIrPP/8cn3zyCe7fv4/jx4/D5/MhGAxieHgYkUgEIyMjqKiogFQqhcFgWJY0w+124+uvv8b//d//4cqVK7h58ybHgSefrdfrwTAMamtrMTIygkAgAIvFQvdLugQHAO0Oyb7uWCxGv5fIXlcaTqcTKpUKIpEIwWCQQ/S6urqgUqnA4/HSIhqDg4PQarW0DiETgnPv3j2cOnWKZuvJ9yVb6319fbhy5UpOszts28bOXAPzbV+9Xi+VuOSa4NhsNkQiEbhcLrpGHA4H1Go1ysrKwOfzl30ums1mKBQKqFQqGI1GAPO/d3x8HG63G9XV1VSmStpIWywWNDc34/nnn0dZWRl6enoSzpLx8XEYjUaIRKK0rkMqlQIArfmw2+1PpWNIngkhfclgMBgwNze3pH1tMpk4cs94sJ93JrbQZDKlHSAzmUyIxWKUwGZDDhcOhzE4OJgy8E2602Ubg4ODYBgGVVVVKCsrg0AgyJlMze12g2EYyOVyqn7Ile9qsVhw4cKFNVG3lgxrluAA6Rn/+AwO+V/yd5/PB7VaDSC7i8RiseAvf/nLop/pcrmgUCggFoshkUhgs9lgsVhQWlqK5557DmNjY1npMhKLxeD1eunvJ5v89u3bWW01SDp8CASCtGV/sVgMMzMz1KDrdLpV6/y0VCSTpxE0NDSAx+NlnMUhXagkEglmZ2dzVpvk9/vpQZ/OAdXW1oZbt27h2LFjS94zoVAINpstZf0NATHiS4kkezwehEIhCIVC3LhxA263G++++y5kMhn6+vowNjYGv9+PyspKAPPEw263L4m8DQ4O4k9/+hOGh4exY8cOHDlyBBKJhDNxmhzk5HfX1tYiGo3i8ePHHBle/L4hv50EatgQi8VQqVQcJ8Fut8Pr9dI9tRqOHHGUxWIxotEoDapYrVZMTExg06ZNKC4uXjRL7fF4YDabUVNTA4FAALFYnHEGJxqNwmQyIRKJ0PuczMY8fPgQHR0d+OSTT3I2KdxisdCBlOSZTU9PQ6/X01orm80GiUQCr9ebU+eCEKxYLMYZV6BWq8EwDFQq1bIcws7OTgwODqKyshIMw0Amk0GhUGBoaAhnz56FSqVCVVUV5HI5hEIhrFYrlcSRmpMNGzbA7XZziDDJdqYrTwOeZHBCoRDq6uoAPJ3zZNhBkIVgMBgQiUSWlPm4c+dOytoup9NJbW66WSKv14uTJ0/i73//e8I1TU5O4urVqxyCOjAwgLy8PNTU1IDP52eF4PT29uLUqVMLyplDoRCOHTuGv//971ndU6FQCH19fSgpKYFUKoVQKER5eTklcdmG2+2GTCYDj8eDXC4HsLxASCwWw9WrV5Nm0nt7e9HT05N11Y/dbl8R+e2aJDgymQxAeoe22+2GWCymXVYWIjhCoTBrUTuv14tTp05hdnZ20UYBpIU1MC+fM5lMCIVCKC4uxsaNGyEUCtHZ2bnsa/L5fIhGozQa7nA4aOes8+fPZ815DgQCCIVCKCgoAJBeHY7H44HP5+MQHPK3tYKBgYEEeRqBVCpFVVUVHj16lFHmjBiV+vp6ALk7jMmBpFQqaWezVJiamoJKpYLNZsPnn3+ecbbN6XTi6NGjiEajKdu6EgiFQsjl8iXJ54hztn//frS0tODw4cMoLi6mBf6dnZ2cAl6DwbDkwtdr165BqVTixz/+MXbt2gWj0YjNmzdjaGiI3uPZ2VmoVCoqOcnPz4dKpcLAwADtCMXj8ZJmcBQKxYJyvnjJCjmsyHpcKZlaLBZDJBJBLBajGRzyW4mN6e7uBo/HQ2NjI8rLyzE3N5eSKJNIKPktcrk8o99D1s3g4CCmpqYQDAYhEomSEhy3243S0lIUFhbi+vXrtAEEmVuUbsQ81WDTyclJGAwGFBQUYHZ2Fl6vFy6XCw0NDdDr9Xj48CGA+fq9aDSa06Yr7DXjcDjocyNBP6VSmTHB8Xq9GBsbw/Xr13H58mVUVlZiz5499N+NRiPMZjMikQhaWlogFovBMAy0Wi1sNhvGxsYgFApptqeyshISiYQjUyPZTpLRSwckMCqXy/Hqq6+Cx+M9lQRnZmYGPB4vZXabLfXLBLFYDA6HA3a7fcE16nQ6odPpoFar0yYehHyGQiFOZ8dAIIBTp06hvb2d+kJutxvj4+OoqakBj8eDVqvNirNLiHGygG0sFsPly5cxOzsLt9u9JGIYCoXw6NEj9PX1YXh4mBK227dvw+Vy0SGsAFBRUQGPx5PUxlgslmURBhIUB0AJznKargQCAbS3t1N5LBskuJ5NOWQwGMQ//vEPfP755zmflbgmCQ4xVOk4wGwCATwhR8Tx9vv9kEqlUCqVWcngRKNRnDlzBoFAIK3uT6SFNfCkPgiY1yuLxWJUVlZieHg4wemMRqMZyZbIBkhW6+Pz+bJW80LuIZHcpXNP4yNWJLqdqyyOx+PJqkQvFArh5s2bMBqNCzrsGzZsgN/vz6jjCXHM6urqwOPxciZTI/e5srKSM7skGcLhMGZnZ1FbW4vvf//7EAgEOHbsWFLjmAwejwefffYZnE4nWlpaOHK+VFCr1Us6FIhzplarUVFRgfz8fADz9zQSieD+/ft0rwFP1mCmEcVYLAaPx4PKykpO04TNmzeDz+fTTlCkwQABkamNjo5iamoKJSUlkMlkCbaNkIWFEJ95MpvNkEqlNKCxEgSH2L6PPvoIY2NjiEQiNIMDgFNYXlFRAZlMRvdLKpna4OAgNBoNtQtyuTztYJTf74ff74dIJMLo6CgGBgbAMAwaGxvhdDo5diAajcLtdlNiCjzZG6T5SW9v76LfOTExgf/93/9N6rSRWqmCggLo9Xq4XC7qmBmNRjQ0NAAACgoKqIOfy45xMzMz1EkiQa9QKEQJTqYZHIfDgQ8//BBffPEFHjx4gIaGBrzxxhscYl5UVAQej4c33niDk8HVaDSwWq0YHR1FSUkJzYQLBAI0NDTAZDLRfTE+Pk5nwqQLsVgMvV6PXbt2QSwWw2AwZIXgENKQrWj92NgYDAZDghKAjby8PAgEgowdT7/fT4lNsvXJDkzo9fq0P39kZARSqRSHDx9GMBjE3/72N0xMTODatWvweDyQSCQ0UEsyoxs2bAAwb7sWs7exWAyXLl1a0E7EYjHqa8WfsdFoFG1tbejt7aX7aylNa3p7e3Hu3DmcPXsWX331FY4dO4b+/n60t7dj48aNnLOM/P/47wkGgzh27Bg+/fRTXLx4cUl7m+0zEn92OTaC7O94fysSidDnkk2Cc/fuXbjdbohEInz11Vc5kQwSPNMEh0SS2EaQz+dDJpNxMjjZJDgPHz7E+Pg4Xn31VVRWVsJsNicYPpfLBafTSQ9UdgYHmHfwycItLy+H1+tNWGDd3d04duxY2o4Y2QB6vR5CoZASHNLKuK2tbckF5na7nRZKk/tK7nk6jgj5bcTxIzUFuUhhejwefPzxx7h69WrCv0Wj0SVttra2Nng8HuzZswcMwyR9TWlpKRQKRUYyNeLQ63Q65Ofn54zg2Gw28Pl8msVItQ7m5uYQjUZhNBqh0+nwgx/8AAUFBTh37lxaDTHMZjP8fj9aWlpQUVGR9jUuleCQ95ADgaCgoAAqlQqxWIzK0wDQmhGyJoPBYFoRdJIhJc4igUwmQ0NDA3p6enD27FnY7fYE6UltbS1isRii0SiKi4shk8kSDiwiG1oI5DPJnpmYmEBRUVFG2e7lIBaL4cqVKzST+dVXXwEAJ4ND6nDcbjeNTmu1Wsjl8gXXDilGrq2tpXsrkwwOWcubNm1CNBrFw4cPkZ+fj8LCwoTiZjJAVKFQJBBdEmlMp15odHQUsVgs6W+anZ2lMyzId+qBeJ8AACAASURBVJDMhMFgQH19PQQCAerq6uizW+y3kgGDbPtAspMEfr8fbW1tHJkQkQZXVFSAz+fD4XDQ/cImOGyneDHYbDbEYjG8+uqr+NnPfoaDBw8mOOpbtmzBBx98kBDc0Gq18Hg8cDqd1BYR1NfXIxqN0ui82WzOqP4GAHg8Hn70ox+hqakJwDzRmpqaWnZ92tTUFD7++GN88803y/6smZkZzMzMUEd8IfB4vIwICAHbhiZ7L5nLp1KpYDAY4HA4Fn320WgUIyMjKC8vh9FoxOHDh2ngq6enB9u3b8e2bdswPj6OsbExdHV1ob6+nq4xnU4Hr9ebcp27XC50dXXhxIkTScnJ3Nwc/H4/8vPzYbfb6b7u7+/Hn/70J1y/fh0VFRXYv38/FArFkgiO3W6HUCjET37yExw4cABzc3M4c+YM5HI5du/ezXmtSqWCSqVK+B4ybL24uBi9vb04e/ZsxtfB9hmJZDcde2i325MGIonPMzc3x/FVyVlPrjsbmJubQ1tbG5qamvDee+8hGo3iyy+/zFmWek0TnMUeand3NyKRCO28Q6BQKGgUPxQKZZXgPHr0CHq9Ho2NjSgpKYHf708gISdOnMA//vEPOnuHncEBwNEVkwhn/GFJigTTXXjsWiTiLI6Pj6OoqAgvvfQS+Hw+bt26lfHvJS03T58+DZ/PR++hXq+HQCBI657OzMxwHCGFQgGRSESdtXA4nPRZR6NRnDx5MqMWyu3t7QiHw0mHmLW2tuKjjz5KK0pL4PF4cP/+fVRXV6fUg/N4PNTX12NsbCzt7JHD4YBUKoVIJEJRURGmp6dz0j7barVCo9FQpzMVwSFyNCJBlEqlePvtt8Hj8dI6NMgBm6qANhnUajWtp8kEC0m7GIahOnw2wWEYhkYUY7EYjh8/jq+//nrR7yGEJJ7gAMDOnTtRWlqKiYkJMAyTIKsxGAzIy8ujEWmZTMZZ7+FwGB6PJ2UGhy1ZmZ6ehtPpRGlpadpO8nLR1taGhw8form5GUeOHKE2Ol6iRoggsXkMw6C8vBwjIyNJCSyZlVFTU0P/JpfL4fF40oqYk7Xc0NAAhUJBZZHsonYCctCTgnhSEwI8sbPj4+OLfi/ZI8nsEnv/kGc2NjYGjUYDsVgMuVyOn/3sZ9iyZUvaz85kMuHBgwc4ffo0/H4/7HY7Tp8+jcuXL9P7d/78eVy7do1DgtxuNwKBAAwGAz0TkhEcIP36VHLOVFRULLhe+Xx+0n3ClmTFkx+j0QiFQoHHjx8jFArRbOdyUFhYiEgksmznjez9rq4ufPXVV8ty1np6euhZsRiILDXVeozFYpw5bIsRHHYzk/igyUKYmZmB3++nvorBYMCRI0dQW1uL0tJS7Ny5Exs2bACfz8fXX3+NcDiMHTt20Pen8z1kHwsEApw4cQL9/f2cs4CcPS+99BKAeYI/NjaGM2fOQCAQ4NChQ3jrrbfA4/FQUlKS1j5Odg1qtRparRaNjY344Q9/iPr6enznO9/hdLkjSPY9JFDy+uuvY+fOnRgfH18wqGqz2fDxxx/j7Nmz1IckJQDsgF2ygFgyPHjwAOfOnUs438n3x89MI+uDSGmzgWvXrkEoFOLFF1+EVqvFm2++ieLi4kU7qS4VOSE47e3t+Pd//3f827/9G44fP571z+fz+RCLxSmjkpFIBJ2dnSgrK0soZFYoFHC73fT9hOD4fD6O8zk1NZXRoDWHw4GpqSlqnJJNYZ+dncXs7CycTidaW1sBPCkcJgaebbhlMhkMBgOH4Ph8vpSFsslANoBMJoNarcbU1BSsViuKi4shl8vR1NQEk8mUdqQOeCJJIRvEbDbD5XKBx+NBJpNBqVQumMGxWq148OABlTyxHV6GYaDT6ajBu3z5Mj7++OME3azdbofJZEpb9hUIBPDw4UOIRCLMzs5y7l0sFkNPTw8YhsH58+eTtiVNhtbWVkQikYQITjKQIuJ0MxHsqH15eTmi0SiuXbuW9cJF0s1MpVKBYZiUBGd6ehpSqZRjYAUCAbRabVqOgsPhgEwmS2vyOBtE9pVphi2VtGvHjh34xS9+kZAZIQRnZGQEk5OTmJiYWJRYpSI4SqUSLS0t+OCDD/Cv//qvCY4ZwzB44YUX0NzcDLFYnEBwiHOZiuAolUq6rjs6OmhmVigUQiAQcD4vEAjg/v37OHnyZEb7fSHEYjF0dHSgtLQUL774IjQaDQ4fPozdu3dTx518b3zTFwBobm4Gj8fDl19+mWDTBwcHkZeXR7O6wLwNi0ajKaWUBHa7HQzDQK1WU5JUVlZGCSXbBpC1JZfLaU0IW6LB4/Hg9/tTrvNYLEadmImJiYS9arFYqG2UyWSUCBI5Gvl9pCAfeEJwRkZGcPHixYTvu3//PmQyGfx+Py5fvowLFy5QG3rx4kXcvn2b2ki27SH6+mQEh5xJ5H/j993Y2FjS+lLyfMm1ZwK2BDG+/oR0qBoZGcHo6CiNgi8HRGWw3BljZA/t2LEDZrM5adepvr4+nDlzJuXnhMNh9PX1obq6mjZESAWDwYBgMJjSJvb19eH06dO0ros834WcVjbBSbfOh/gmbFIqFovxne98B++++y74fD6kUinq6uoQDAZRV1fHeb7pKDbImfTOO+9ALpfjzJkz+MMf/oArV64gFothbGwMarUaxcXF0Gq1GBgYwMWLF6FWq/H++++jtrYWPN68u0sCz5kqROKz6Gq1Gq+//jqVAcejpKQEgUCAc/+mpqbo3idZur6+voT3BgIBnDx5Ej6fDyaTCX/5y1/Q0dGR1H6SgM9iIPs9PovDXj9sezg9PQ2RSISamhp4PJ60g2RWqxWXL19OsOUejwejo6PYunUrtQ8lJSXYt29fSjnmcpB1ghONRvHhhx/iP//zP/Hb3/4WN27cyMkUcjILZyE8fvwYHo8nIXsDPNFwxxMcgBup6uzsxL1799LWe5O++qQYVqlUQq1Wc35/X18fjRITJ5os1oKCArzzzjucaCUwHw2zWCw0CjM0NIRYLAahUJj2JvV4PJBKpeDz+VCr1fS3E2erpqYGkUgko45qra2tGBsbw759+yAUCjE2Nga32w25XA4ejweFQpE08udwOPDFF1/g+vXrOHbsGOx2e0JEnxCcQCBAozWnT5/mENBMh1N2dXUhGAzi4MGDAMBp4zgxMQG3241XX30VZWVluHDhwqL31m63o7u7Gxs3bkw5rJKAHODpPjO2QS0pKcH27dvR1dWFO3fuwG63Y2RkhOPkTU9PJzWWbBw/fhw3btyg/x0Oh+F0OqHRaOjaSFWAOTk5ifz8/AQpntFoxPT09KLkazGp1UIg7yHP+uzZs2l1uUpFcEi3m3gYDAaEQiFcvnwZPB6PzgpJhWQHTzIsJGGsq6vDiy++CCBxzld8VH2hz9Xr9RgfH0dfXx8aGxtp8TabMI2NjeH//u//cOPGDZhMpqxE5hwOB1wuF6qrq+nvy8vLQ3NzMxiGoTKiQCCQlAhqNBp897vfhcvlwsmTJ6ksIhwOY3x8nPO57PfGH7jJWtLb7XYolUoIBAJs3boVu3btQkFBAQQCAVQqVVKCQ54hsUFEi07seiqZmsPhQCAQQGFhIfx+P+fzo9EoRkdHUVxcDIZh6DMDQGvD2BCLxZyGE319feju7uZkCCYmJjA5OYkdO3Zg+/bt6O/vx8TEBF555RUcOnQIoVAId+/epTI0tq1kS4PVajWcTiccDge9X8ATUh3vRN+6dStp8I/Y/6U4LGq1mkplk+2T6upqRCIR3L59GwzDLOhYpgu5XA6VSrXsOhxCcLZs2YIXX3wRjx8/5igEYrEYbt++jf7+/pSZsKGhIfj9fiqhWwyLERCfz4dr164BeJI5cDgckMvllODE7xnynJVKJe3uupg0emRkBPn5+YuS2q1bt0Kj0WDnzp2cvxOin8oW2e12CAQCGI1G/PjHP8a7776LmpoadHR0oL29HWazmfoylZWVmJychNPpxGuvvZYQTEsWeF4M8c030kGy75mamqLBDJVKhaKiIjx69IhzbpKMq91ux5tvvokPPvgARUVFuHv3boKNAtKT7LLraeK/z+l00mcXT3AMBkPGDS2uXr2Kzs5OHD16lGNvSJCluro6rc/JBrJOcAYHB1FQUID8/HwIBAK8+OKLuHv3bra/JiXBCQQCuHfvHi0sjodCoUAgEKDGZiGCQ4xCum2a+/v7UVhYyHGoSkpKYDabEY1GEYvF0N/fj/LycppKBZ5EyRiGSWrcy8vLEYvF6ME6ODgIpVKJysrKjAgOcQzIJmV3qikqKoJcLqe1NIshFAqhvb0d1dXV2LhxI4qKijA+Ps5p6kAyZWx4vV58+eWXCIfD2LNnD91Q8XUJOp2OdvcIh8PYuXMnZmdncf36dfoasnkWy4iQ4v729nY6abikpIRDcPr6+qj2/cCBAwASixXjcefOHfB4PE66PRU0Gg0Yhkmrg0s4HIbb7eYY1F27dqGxsRGtra345JNP8OWXX+LOnTv031tbW3HhwoUFJXA2mw2jo6O4f/8+jb6SrmmEfOXl5dH7ajabMTw8TF8TDAZhs9mSOmMGgyGtwXDLJTgOhwN+v58O60uFSCQCt9udMvORDGQtOp1O7Nq1CwzDLHrIszOkywXJUBBHNtUMHDYMBgNtiUyK5AGurezr66MDdYH0auQWAznAF5IMsTM4C2W6ioqK8Morr8BisVC7S9ZdfPAjWecgt9uNP/zhDwkBGiIrAebt7I4dO6h91Wq1CQSHnTnR6XTw+XzUfldUVECn09GmAAQ9PT20po8Q4W3btgHgZgfGxsbg8/moNBJ44qSyMzgEZNYFcV6I3WDbu/v370MqlaKpqQk7duxAUVERGhoa0NDQAK1Wi3379qGgoAAHDhyAWq1OIDgajQZCoRBqtRqhUAgWi4WzP2UyWdJZOA6HI+naYRdAZwoej4e3336bEv14FBcXQyKRYG5uLuP6m4WQn5+/bIkaITgikQhbt25FWVkZrl69Ss/m8fFx+sxSkane3l4oFIq0G6/odDowDLPg9d+4cYNKEIkPQ+wvaTMdHxx0uVyQSCQQiURgGAYbN27EwMDAgjNdAoEAJicn0+qGqdfr8dOf/jRBUUMGlybLeBLY7XaadeXz+SgtLcXBgwdRWVmJa9euIRgMcggOMF93l8wmLVQfkwput5s2TUkXCoUCGo2Gfo/P54PT6eScn42NjbDZbJxuYiMjIzCZTHjppZdQWloKiUSC7du3w+v1oqOjg342QTqSXavVSm2Y0+nk2CWn04mCggKIxWJqDwkhMhqN1EalEwyzWCwYHR1FQ0MD/H4/jh49Ste+yWSCSqVKazREtpB14ZvVauXICXQ6XVKn+cKFC7hw4QIA4L//+79T9nxPhry8vIRpv8A8KSHM8f333+ccjgKBgE4QB54ckEVFRZyIk16vh9/vpweKy+Va9Pqmp6cxNzeHN998k/PaxsZGdHd3IxgMIhwOw+Vy4eDBg9i8eTPa2towOTlJI3oLQaPR4OTJkxgdHcXmzZsxNjaGnTt3QiaTob+/H0qlMqkGlI1AIACNRgO9Xk8NaEVFBedg3bBhAx48eMD5vHA4jLt376KyspLWXQDzMsRgMIiXX34Zer0e9fX1OHfuHD3A9Xo9jEYjHj16RLMDAPD3v/8dbrcb//zP/4zy8nJs2bIFbW1teO655zgHVlVVFa5cuYK2tjYYDAa8+eabYBgGd+7coYc1cdocDgc19uzfe+/ePfT29mJsbIxmvA4ePAi9Xo8NGzbg7NmzEAgEVNvd1NREo4L5+fmwWCwLPvepqSn09/dj9+7daRl39rP0eDyLridyaJWUlHBe+/3vfx8PHjwAn89Ha2srpyvX7OwsIpEIwuEw51kRkNoivV6PixcvoqGhgZKhyspKujfu3buHsbExfPHFF/S9paWl2LVrF4D5DGWyQvkrV64gEAhwalrYILUk7ALrTCCVShEIBKjBDAQCKT+HOBjFxcULvo7YBDbUajWdMbBv3z4MDQ3ROSULIRKJQC6XJyV/mYJ8Bun6FAqFIBAIUFZWRmUWyVBRUYGOjg7U1NRwnOi8vDw4HA7o9Xo4HA4UFRVh+/btOHfuHGKx2JKeBRszMzNQKpWcRgDxEAgENBtGAjnJis8vXbpEnytxBquqqhI6zwFPCq2BJ23a/X4//RuRg27ZsiXpbywuLsbo6Ci1T6R4l9jEqqoqXLt2jQY66urq4HQ6cffuXTpaAJjPBA8NDeGFF16Aw+GASCTCjh07cOXKFc4Zde3aNYjFYmzbto2+d9u2bbDb7WhsbEwq21SpVAiFQtDpdHTdRyIR6PV6WK1WDA8PY9++ffRM+/Wvf815Bnv27KEtmo1GI+d6rFYrysrKOGeC0+lM2N8ajYaz10gtFTDvaLHlVH6/HzqdbslrarH3NTY2oq2tLakNWgoKCgpgMpmg1Wrp3kpmE1JBIBCAz+dTm3vkyBH87ne/w/nz5/GrX/0Kg4ODkEgkdG6NXq9HJBJBe3s7Nm/eTJ/79PQ0mpqakpLdhUCGYseffxaLBT09PdizZw+kUinOnTsHqVQKl8uFmpoa1NbW4vz585z9Asw74Vqtlv7tzTffhMViwaVLl1BfX5+gVCA1Xo2Njct6Hps3b8bJkycRiUSSnl1OpzPpuXHkyBH8/ve/h91ux+bNm6FUKqHT6SAWi1FVVbWgFLqmpgY9PT2QSCQpCTlZCyTIRPZLuqipqUFnZyc0Gg31J4l/BADPP/88rly5guHhYWzcuBHAfD0jj8fD3r176fVrtVpcv36dBvXIMFHgyUwkhUIBqVRKs9Zs+0red+jQIXz44YcYGhrCli1b6Pyr+vp6hEIh6utOTk4iEomguroaJSUlyMvLg9Pp5Px2q9VK66UJTp06Bblcju9973twOp34/e9/jwcPHuDtt9/G+Pg4duzYkXH97XKQdYKTjEUmO/T279+P/fv30//OVCpBokrs97ndbnz66acQiUR47733kJ+fz/l3dvEw8OSh+3w++pAmJiZQVlZGnWKGYTAyMrLo9d28eZMWCbNfS9o5fvTRR1Cr1RAIBHQK8WuvvQan05lWFqampgZdXV3o6+tDJBJBcXExPWQGBgaSGgU2HA4H8vLyMDs7Sw15/P0pKSlBa2sr7t+/Tx2k7u5uqvsuLi7G3r17odPpcPv2beTl5UGhUGB2dpaycr/fD6FQiNnZWfD5fJp5UiqVCIfDtFWjXC6n19Lc3JwggSCbk2h25+bmUF5ejjt37uDRo0eorq6mDlAoFMLo6CgnKnzx4kV0d3dDr9djx44dKCkpQX5+Pr22+vp6nD17FpcuXaL1VxUVFfR+FBUVoaOjAxaLBUKhEF1dXcjPz6eb89y5cxAKhWhqaspo7arValgslkXfQyLRyYagEQIxOjqK9vZ2TE1Nwe/303v46NGjpBrurq4u6PV6HDp0CJ999hl++9vfchzm2dlZiMVihEIhHD9+HKWlpXj++edpLdrRo0cBIKmcgBjbx48fL3gAWK1WSjSXIo1SKpX0twLzh16qzyH7m2GYBV+3UIvS5uZmGI1GOBwO5Ofno7OzE5OTkwsWQ87NzS0qs0gXpBOT2WwGwzCYnJyEUqlctN5OpVKBx+Nh06ZNnOsQCARwOp20AUFTUxNcLheEQiGmpqaWdc2xWAyPHz9GaWlpSjsmEoloRkYqlSbNYpK1MTIygoqKCoyMjNCzg32NpB5qcnKS/p204Z6bm6N/83q9tF1/st8olUoRiURgMpmg0Whgt9shk8noa4lz0d3dDYFAQMkgaVJCSAGJjn/zzTdUbmu1WlFYWAiTyYSZmRlEIhF0d3ejurqak4GRyWR46623FsxCk/tGBtIC8xmBwsJCGjg0Go1pPUOZTIaBgQHMzMzA5/PRaH78e8ViMedvMpkMMzMzSVvGjoyMcAKaDocjq0XJ8SgtLUVbW1tarYXTAZ/PRyQSwdjYGD0/Mv1s0l2L/Z7XXnsNX375Jf72t79hcHAQmzZtwtzcHJWF9vf303ESdXV1tMA7/t4vhoaGBly5coWqEwhIpL++vp7aja6uLrhcLipd5fF4GBoa4kj95ubmOLVnwLyv9te//hWffPIJ3njjDQ7JIZmdpdp0goKCAjAMg9bW1oQMHiGG1dXVSb/jrbfeohJ+kvVmBwSSobq6Gp2dnfj973+Pt956a0Gnm6wFtlogk99pNBoRCATokGkgcX9VVlbi4cOHeP7558EwDIaGhmgwio2mpiZcv34dMpksqSx/dHQUCoUCf/zjH1FWVoY33niD+lEmk4nWY1ZXV9PvC4VCdBC2SqWi65NI3cmZptVqMT4+Tq87Eongj3/8IwoKCtDS0gKGYWCxWDA4OIjdu3dTX2TLli24d+8epFIpDbxmY9+mK0/NukSNXRwOzG+YVAOrlgqpVAq/388hVG1tbQiHwzh8+HDKG0AY++zsLBiGgUQioZ1dyMIhKcOKigpMTU2lTP9NTEygra2N09qTQCaT4Qc/+AGKioowMzOD6upqSqYUCkXaD2rv3r1oaWlBeXk5ysrKUFhYmHY75Wg0Cq/XS3+3SqXCu+++y5GxAPOLRiqV0g5twHzUPy8vD7t374bVasUXX3wBk8mEiYkJbNiwgToger2eZn3YEjXgiexvZGQEoVAoocYoGWQyGS22JcV4er0ePB6PI2Eh38Xe8KFQCP39/WhsbMSPfvQjvPDCCygpKeFEc/R6PQwGA9rb23Ht2jVIpVLOAVFWVoZoNIqJiQlMT0/j0qVLuHjxIp13QjI+6RSDskGG2SWrF2AjnbqL/Px8RKNRzM7OcmSUyepFvF4vLBYLqqqqoNFo0NLSgk2bNqG2tha7d++m94YcXnl5eTh06BCKioqwdetWvPfeexCLxdBoNLQwmg2RSASNRpNS7pHOb0oFIrFhByZS3Uf2DJxMsWvXLqoVLioqQiQSSTmUjC0BXS7ii8sXm4FDoNFo8C//8i8JEhcyV8flciEUCkGr1YJhmAVr5DKBzWaD1+tdtKOVWCxGMBiEx+NZMGJKCvuJPbNarVCpVAmkUigUQigU0gy82+2mwQ52TRqxCQvVx8XP2yId9whIbUA4HKa2h2TbieyEyO7EYjH6+/sxMzNDg01FRUVwu91wuVwYGRmhwZpMQOqn2ISQ/K65uTl6z9JBXl4eIpEIXC4XXcvkWtnrK36/xM/CYTtebJkaaam+VIlaOigvL8eRI0fSlnEthmTS9ExBBseyUV5ejubmZvT39yMajWLjxo00+BkMBqkDGS87zNRWbdiwAQqFArdu3eL4KBMTE9BoNLRJEQBKiEmtU3xjGPYMHDbIWeByufDXv/6VU6Q+OzsLuVy+bGmuTCZDaWkp+vv7E3wtp9OJWCyWch+TmTrporCwEN/73vcQjUZx9OjRBSV4BA6HAzwejzNTMR1UVVXRocEkWxyvtqmoqIDP56M1UWROVjyampqo4oQNdk3i9PQ0IpEIhoaGcObMGU6bZ4PBAIZhaLbGbDZz5M9arRY+n4/6CkKhkN5zvV4Pm81Gg0vT09MIBAIYGRlBf38//H4/Lly4AKlUik2bNtFrI41zWltbIRaLl103lymyTnBIZH16ehrhcBg3b97kTHjNFqRSKWKxGD3Q/H4/urq6UFdXt2jBN1kQTqcTEomEOunl5eUYGhpCMBjE1NQU8vLyUFZWBp/Pt6BW3efz4cyZM1CpVNi7d2/S1+h0OrS0tOCHP/zhgq9ZDDweDxUVFXjzzTfxzjvv0M5AAoFgUYLj9XoRi8U4DlhpaWmC48Dj8VBbWwuTyQS73Q673Y6JiQk0NTWhubkZhw8fRiwWw8mTJ+kkcvZ7SVcbsgGJMSD3jqTq0+1+U1FRQbM9wJNuXdPT0/D7/TTrAnAP3cHBQYRCoUWLNQ8fPowjR46gpaUF7733HielS2SLo6OjtIZsenoao6Oj6O7uTqhzSBdarRbRaHTRuiGHwwGhUJiUTBAQKdPU1BQlOOXl5UkJDpHZVFVVAZjPxr388svYv38/mpub6esKCwuxefNmtLS0cMhbYWEhfvKTn+Dtt99e8HrYWu9kWA7hAEDT5A6HgwZN4uvwrFYrPv/8c7hcLnooLZd4kPWaqtvS00BwACQt7ia2ktQRkcBIshq5SCSCU6dOpd0yntSjLEZwRCIRJQOp7hM7QGa1Whd03tmdg0hARiQSZURwSE0cabUbT3DI9QBPamVEIhG1QcATB/X5558HMB9MIs4JWTdfffUV7ty5kxBESQdyuRw+n4/eE6VSSW3H3NwcPQPSAbkPdrsdU1NTtPYBAMdxSkZw2LNw2LaLTQzI88glwWEYBkajMaWkOxPkiuAAwAsvvICioiKUl5dDp9PR2UvDw8O08xhZo0u1jQKBADt27MDk5CT9TBKYI+uPBKZI3SX5DoPBgMnJSUrw2TNw4lFRUYEf/ehH0Ov1VNoGJA4uXg6IBDT+DFlsHy8VRqMRR44cgU6nw9dff43W1tYFA9kOh4NmyDMBwzB49dVXEQgEMDExkVR+SGzC6Ogo5ubmEAqFkg6wlUgkePnllxMaZ7FrEglh3bFjBx4/foyrV6/SICjZ62zfJp7gAPMKkN7eXtTV1dF9Rt5LAiMkwKPT6XD16lWcOHECDocDb7zxBmcviMVi6v+TRicriawTHD6fj5///Of4r//6L/zHf/wHdu3albVoCxvxTkBnZydCoRDHWVsIIpGIPgS2A7lhwwaEQiEMDAzQblFkQSZz3AKBAE6fPg2v14tDhw4tWgdjMBgWfU0miI94LoRULWzjsX37dvD5fFy+fJm2TSYZFK1Wi3feeQcikQi1tbUJURvynImBZGfKwuEwTCYTqqqq0l7k+/fvpwX/BKRbF3EsSF0CO4PT29tLO5SkgkgkgtFopMXDbAiFQhQVFaGvrw+PHz9Gc3Mz5HI57t69i4cPH9JWs5kixqdHCQAAIABJREFUPmpMMDExQZ11MpArWbcyNpRKJaRSKaanpzE1NQWtVovS0lI4nc6EriomkwlKpXJR/atQKMTevXuTHrQymWzRWSzs7oTxSIe0pQL7mkgr9vj2mKRI/f79+3A6nVAqlRkfSvGQSCTQ6XQLFqXGZ0iXC4lEQrtn+f1+BAKBjBslsEH2Kbl+sgaTEZybN29icHAQDx48SGs46Pj4OJRK5aLXJxaLaZvoVPeJFPa73W7Y7faUBIes8YGBAVr3EU9wGIZZMOoqEomg1+thNpsRDAYRDAYXJTjk/xNHgtih8vJy2mWNBB70ej0OHDhAJSn19fUZr0VCTi0WCwQCAUpKSjgZnHi7lQpsgkPqNthZbbK/khEc4AkJcDgc9Bxjr590Owk+TcgGwQmFQkkJDp/Px+HDh/HWW28BeNKW+ubNm3QocHyjnKXs86amJiiVSty5cwexWAxzc3MIBoOc889oNNJ6S/J8t23bBoFAgKNHj9IhmgAW3HNKpRIvvvgiDZZEIhFYrdasEZzq6mrweDzajZYgVwQHmLcjhw8fRkNDA27fvo2jR48mbQSx1OY4wLwd2Lp1K4Dk3RIVCgV0Oh1GR0cT5szFY+PGjZzAMsD1hWdmZiCXy7Fr1y5s2bIFnZ2d6OvrQygUor6sQCBAUVHRggTnxo0bkMlknEZYpaWl4PP5lCSbzWbodDocPHgQfr8fFosFBw8eTBq83rJlC2pqapYUEF4ucjJdZ9u2bbSLTK5AnCSfz0c7elVUVKS92RQKBaxWK8fZKigogEajwf379+HxeGjNBcMwmJ6eRnV1Nd1ssVgMp06dgs1mw/79+zMqDMwmyMZgg7SbbGhoAMMwGREchUKBXbt24erVqzCbzSgrK+McWAaDAR988EFSkrJhwwZIpVJ66IrFYpSXl+P+/fvwer0IhULUCVgqjEYjenp6aORYq9VCpVLRA8LpdGJ8fJzqWZcDUoslFAqxbds2yGQy2nZzqZk4knmwWq1UAnX//n1qVPbt24dbt26BYRi89tprKT+LYRjk5+djcnISfr8fZWVl1DBOTk5CKpXixIkTtPHApk2bshb5TAayB2ZmZhImkQNPOlot9RrIAUPkDLdv304gcuS/u7u7IZfLl3woxYOQXVKXF/+d8RnS5YBhGEilUni9XkpKFquxSwVyAJI6A5KZUygU8Hq9iEaj4PF4GBgYQFtbGyoqKjA8PIze3t6UdtxqtWJ0dDRlcwECsVgMm80Gv9+f8j4R+20ymRCNRlMSnKmpKczMzMBiseCFF17A9PQ0J7tA1luqgEpJSQk6Ozvp++Kdc0Js2I6JwWDAo0eP4PF4YLPZwOPxoFKpsGfPHlRVVXE+o7GxEY2NjbS+IlOQe2U2m5GXl4e8vDz09vbC6/XC4XBkJHmTy+UQCAQ0gxMvFdZqtbDb7QnXyZ6FQ2ob8vLy4Ha71zzBEYvFEIlEy87gLCTRIl2/yHeRDKVWq0VRURHNPhI1yVLWCJ/PR3NzMy5fvkzVMwB3YHh+fj76+vogEono/tfpdHj//ffx5Zdf4tKlS5DL5di/f3/KbCzpjjs+Pg61Wo1oNJo1gkP8hcHBQdoYAwBdk0sNjC0GgUCAAwcOoKSkBLdu3cLRo0exb98+WvRPmpUky6qkC+KPLLRfy8rK0NnZSX9nJkRXJBJBIBDQDA6xWS+88AIGBgbwzTffAOAGacrKynDjxg1YLBbaNY9If0OhEPbt28dZiyKRiD6b3bt3w2KxoLGxEQaDgXbkXOi3CQQCvPHGG2n/nmwiJ4M+VwJsgjM8PAy/309ZcjogRpgtw2EYBhs2bKAkhmxmnU6HqakpdHR04JNPPsEnn3yCTz/9FC6XCy0tLTTDsRrQ6XTweDycyOX169dx/vx5/O1vf8PDhw9pT/50HbDNmzfTTi/JZF5isTipLIK0WWY7O2+88QYKCwvR09MDsVi87OnTxIkm7W5VKhWn/SnpFBYf5VgKiJO+efNmSKVSbNy4ERKJhLboXgpEIhGnYLy1tRU3btxAZWUlxGIxTp48CavVitdffz0t59xoNMJqtcLr9cJoNMJoNILH42F8fBznz5+HUCjEhg0bsHHjRjz33HNLuuZ0QQzoQjK15UTBgCcEp7S0dMEp716vl3brykTalc53kyg/AZEzZBJASBek9mJ4eBgikWhZhyuxlW63m0MYFAoFrSmLRqO4dOkS8vPz6Z7t6upaULLh9Xrx1VdfQSgUUnlWKojFYupELiZRA57UCyxEcGQyGZxOJz777DOIRCLU19dDIpFw7KDL5Vr0+RcXFyMSiVANfvy11dfXo6WlJSGDA8wTeZvNRkmUXC5f8JAn7ZYzBVnnbrcbGo2GRrGHh4cRi8UyyuAwDIO8vDwMDw8jEAgkRJN37dqFw4cPJ7yP3ENiY0nL3vgarrVIcIB5ApcLiVoykH1MOpIRqTW7nflSQOZetbW1YWJiAkqlkpO5JOdmfICJDMI8cOAA/umf/glNTU0pgxUCgQCFhYWcgvNsERxgPuDgcrk4dp2st1yCYRg0NTXhpz/9KdRqNWdEBJFnLuf5CIVC7N69e0EiXFZWRu0QabiQybXLZDI4HA7YbDZqn8RiMV566SWEw2Fac8X+PmDejpD9zTAMzbQk829qamrgdrupWor4cvX19VRR8bQhJxmclQCb4MzNzVFJUbogRjh+wTU0NNABZuwZBY8ePcLo6CgqKytRU1MDn8+HysrKnDRQyATs4ZEkYkOyTy6XC9988w0EAgEqKirSdsB4PB4OHDiAjo6OJTvyBEKhEC0tLThz5gyMRuOyNZik2NdmsyEvLw98Ph95eXmwWCyIRqPo7u5GaWlpVhxbg8GAt99+m95XoVCI7373u+DxeMuSPZH5G7du3cLdu3fR0NCA/fv3IxKJ4M6dO9BoNGm3nmY7KYSQ6/V6dHR0IBaL4Z133kmaTckFJBIJtFotRkZGEuruSI1DsrlU6UIul2Pz5s1oaGig+zZeoub1eqFSqWjEMlsEhy1lEYvFcDgc+POf/4x3332XSrlyQXBmZmZQXl6+rPXGtnFsh5jYQLfbTQvEt2zZAoFAgE2bNuHcuXMYHx9PkBhHo1GcOnUKHo8Hhw8fTqvwlh0NTOUAS6VSSCQSWi+0kH0lmfVNmzZhx44dkMlklOCQLJvH41m0AJ/sbVL0HX9tfD4/Yc2yCY7Vas3pGcB+dhqNhjpZhJBlQnCAeYeWvDc+KyiRSJI2TZHJZFCr1XRMAZnPFQ6HOVJbt9sNiUSSdk3Q04KVJDgVFRXo6+tDQ0MDlTna7faE+SiZQigUYuPGjXjw4AGEQmHCuU32SzInXSqVZhQQJJmOsbEx8Pn8rK5/QpaI3QPmZaDp1u0uF0S2ypb9E2KfLTVAMpC6mIXaZC8GuVyO8fHxhLlh9fX1NOjLPkP0ej2dj8Y+I+NLAtiorKwEj8ejs/dWumHAUrC2LBELhOB4vV6YzWYUFhZm5Dwny+AA88a8oaEBbrebGmoiiyorK8OhQ4eeKgNOjIvD4UBxcTHC4TCCwSCqqqrw3HPPwePxLKk4zmAwcNp4LwcikQgtLS1Z+SzSaGB2dpb+dhJd7+npgdvtxiuvvJKV7wKQQDSWE0knICRgZmYGTU1N2LdvHyVNbN1rOiCHInsqekFBAW0HvFLkhqCmpgatra3wer0c58zj8WQ8KC0eDMNwpIEikShpBkcmk9Eiy2zMpQG4HQH1ej1mZmYQDofx6NEjet+zTXBGR0cRi8UymrOUDKSRCnugK8BtAkL0+eRwrKmpoROp4wnO+Pg4JiYm6BDJdMB2AFMRHIZhoNPpYDaboVQqF3QcGxoaUFdXx7H5ZNZIOByGQCBIWIPJIBaLOTU16TxDsVgMlUpFJXGkcUcuwL5+IlED5guSeTxexvuJvJ/Y0XTAMAwqKyvR2dmJubk5xGIxanPJGmUYZllDPlcTSqUyaWOWdJEJwamqqsKvfvUr8Pl82pHKZrPB5XItW75NZusFg8EEQkAyrdmwhyRy39fXB51Ot+waRzbYQyXLy8vpwOuVDCRrtVqYTCZqE5fb/TMdkAD92NjYknwMuVxOa4fYBIdhmKS+F5lFlkkQUCwWo6ysDMPDw9DpdFkZap1rrFmJGo/Hg0Qigc1mg9VqzZjhk4Msma7ztdde43SLqqurw+7du/Hmm28+VeQGSJzqTRw+mUxG2/xl0wA9DSDpdmL0yKF969atZcnHVgok6rpp0ya89tpry47OK5VKaLVaWjBcV1eH0tLSjMlSNkAOaXarcSA3hwTJcrBBnFqtVotf//rXWSN48R0BSXGmyWSC2+2mMoFsQSaTUXnYcgkO+9oWyuDMzMxAIBDQPSUQCLBhwwaYTKaEjn8DAwMQCoUZSXPZGZzFSAS5xlRODbu2gYAEq/x+P/x+P6LRaFrPhJwdpEYlHRgMBoyMjKSsE8oGiDYemL8fIpEIMpkMkUgEWq0244w4uadEypouKisrEY1GqdxZrVZDoVAgFApR2eZaJTgKhQJ+v58SjkxACHW6BAd40umQyMXGx8cRjUaXbRuVSiWtq0oWXd+5c+eybQkwv3aEQmFW628IyOBNIn8jTTxyLVFjQ6PR0LobYGUIDjAfVBKLxUuq5yY2lQRf2ODz+UntRHxTqHSvEcCKZdSWizXt+UqlUjoQMdPaDmKIkxEchmE4GkiJRILm5uYFp+KuJgQCAcRicVKC86yCRKGI0SOGx+fzYdOmTU89oaurq8M777yDvXv3ZqXo/6WXXsKuXbvofxcVFeHdd9/NeEZPNqDVaqHRaFaM4CSTqJG1n82WlDKZDDwej9NJCpgPLAwNDdF/zxaIXTIajVnJDJHPYzvjpJbO7XZjenqayj8JtmzZAoZh0NbWRv8WiUQwODiI6urqjII9hODw+fxFC6mJ05QpcWATHGIH07l35OzI5KA3GAw0wpvr6DJZz+yMNZC5PA14YjMzlcEUFRVBJBLRGSiE4ABPSL/b7c5qFnOlEB+8yASEFGVCcAj4fD6USiVt75wN27h7927s3bs3p2uSz+dTBzfbBId8JsmokiYr2crEpwNidwi5mp2dTTqPK9vYuHEjfv7zny9pLREbodfr0/YpKisrUVhYmJHvXFVVBaPRmPE8r9XC0+0JLgKpVIpQKASBQJAx6zUajdBoNCu6cXIF9kyIbwPBKS0thVQqpVEqlUpFI7qZDvxaDQgEApSVlWWto1ltbW1OZTKZgBQqms1mTnbF4XCkbNm7FLBbBQNAOBxGIBDIiZPF4/E4RdWkgQHDMHTYXTZB9m82Iq7k8xQKBYdcsId9srvvECgUCjQ0NKCnp4fe59HRUQQCgYzlNOR75XL5ouueOO7ZIDjp2EG2HUkX7Hu1EgRHLpdTx4eQlKVkjnQ6HXQ6Xcb2gs/nU8mQUCikmWNgXrYZDofh8/nWZAZnOa2iSfZqKU4pMP8sSQ1fNgiOUqnE5s2bc9otE3gSFMgFwTEYDLDZbAiHwxgZGeHUnq0E2J1OSYv2bEjTFwPDMEsOopPzZ7ExEGxIpVK8//77GdkRiUSCI0eOrIn6G+AZIDgAMq6/AeYXxE9/+tMVTX3mCt82gpOXl4df/vKXdGPy+XwYDAY0NTXlrJXkOtJHTU0NYrEY7ZkPzBMcpVKZ9awKm+Dkeu3HExyDwcCRN2UTRNse38p3qdi+fXvS2jSFQoGJiQnOnAQ2tm3bhnA4jM7OTgBAf38/1WJnAkJw0nGACwoK8Morr2QcJWQ3niH2MJ21IJFIks6XSAXiSMhksqzONkuGuro6TuBmORkcsViMH//4x0tyUEizBULs2RmclRjymSusNsEBkJWBxCuJxsZG7NixIyeOrl6vRywWw9TUFMxmc9aCPOlCKBRCqVTCZrPBZrPB6/U+9Q79UgjOtwFPV0FJhiCH11rRA+YKcrmcdh36NhCcZPj+97+/2pewjv8fer0earUaJpOJzhJYbovoZJDJZAgGgwiFQhAKhTlf+0qlEhaLhXaEq6yshEKhwPj4eNadE4PBgN/85jdZk0UsJEMg10++Mx5arRZVVVVoa2uDz+eDyWRCbW1txkSVOIDpOMAMwyRM604HhGgEAgEqHUr3uezbtw96vZ5q/xeDXC6HVCpdkeLn+HtRWFgIgUCw4uqDiooKTicuko1jz8NZiwSHrJHVJDhLaQS0mpBKpRxZdDZB7FB7ezsikciyOm8uFRqNhs75Ap7+jmFFRUXYunXrU6PkeFqwdnZUEpCI3TrBmc/gkJkWEokkq5HytYDltm5eR/bAMAwKCgo4rTZzQXCIY0KIzUpkcIgzF4lEoFKp6IGSTekdwUo0NCEOKY/HWzAjsGfPHpSWlqK3txehUGhJc7/YErVcIV6ixufzl+x4LgaGYfDKK69g586dOfn8VCgtLcVvfvObFY/4S6VSvPjii9i0aROA+TUjk8ngcrkwNTUFYG0SHDLDaDUJzkpKsJ52qNVqCIVCPH78GAKBYFXIhVarhc1mw8jICMRicU4biWQDQqEQe/bsyXk2ea1hTWdwiouLUVJS8kzU0SwHcrkc0WiUHuzrMq11rDY0Gg36+voQCoXo2sxFBgeYJzZqtXpFMjjRaJS2lFWpVFCpVHj33XfXrDSAOKQ6nW7BoIharcZbb72FcDgMh8OxJGmURCKBVCrN6X0SCAQQCoXw+Xzw+XyQyWQ5rUVYzULb1QrmNDc3c/5bqVRiYmIC/f39KC0tfeodwYWw1Fk4hOAstXZineAkgow8sFgsKCkpWZXOtRqNBuFwGL29vRkP3lzH04M1TXBKS0sTZjR8G8FuFe31eteUlncdzybiO9EA2T/E2QSH/b+5JDgAqByUFKWvZRtECE46xEMgECyJ3JD3/uIXv8i5oyCRSBAIBNKagbOO5UOhUGBychJyuRyvv/76mnUElUolpqenM37fcjM4KpUKBoMh4y6wzzoIwVkNeRrwpNHAWqi/WcfCWNf0PAOIJzjrB/s6VhuE4MzNzeVsjkD8DKhcyzMJGZiYmACQWdetpxXkNy1l9kKm4PF4OXeAxWIxfD7feqBnhUBmuXznO99Z0+cOyeCQ2VPpYrkEh8fj4Yc//GHWmok8KygsLASPx1s1gsPORK5EB7V15AZrOoOzjnmsE5x1PG1Qq9Xg8Xiw2Wz08M82wSFSTHYGJ5drn2RwSFvop23o71JgMBjw6quvor6+frUvJSuQSqXw+/3weDzrjskKoLm5GbW1tStCkHMJIvMOBAIZvW+5BGcdyVFfX4/S0tJVC1JIpVKIxWKEQqFvfQnEWsbaP6HXQY2A3W5HKBRaJzjrWHXw+Xzk5eXBarVCKpVCKpVm3Qng8XiQSqUrRnDEYjGEQiFCodAzkb0B5vXupGj8WYBEIoHD4YDf71+3gysAiUSyKgOFs434bHC6CAaDEAqFa1aa97SCYZhVzcAyDAODwQAej/dUDnhfR3pYJzjPAAQCAcRiMZ3+u36wr+NpgEajwdzcHJRKZc4IQfwMqFxG28jsD5vNtl4U/JRCIpHA6XQCyG3HtnU8W4jPBqeLYDC4nr15RvH6669Dq9VmnNVbx9OD9RqcZwRyuXyd4KzjqYJOp4PD4YDVas3ZQF2ZTMYhOLle+0Sm9qxkcJ41sLMJ63ZwHekivuV8ulgnOM8u5HJ5Ttr/r2PlsJ7BeUYgl8thtVoB/H/t3XlwlPUdx/H3Hkk2FznIsQm55YYcIAQSEVFCEFC0mNZaRxTPEduqU6qOHR1msBUEO7XO9HCKZbAzGg+oCMUDgXAJaBBDTVI2ciZCMiEkgSw5Nrv9g9kVPJOY7Cabz+u/hOT5/Z7Nh2f3+/yOR2/s0j9ERUV5ns3UVyMesbGxHDhwgLNnz3pleqZ7Ub4KnP7p0gJHIzjSVV/fkbGrVOBIV7hcLlpbW3E6nZrO2EUulwuj0YjFYunxa6YCx09c+mauAkf6g0t3oumrAmfcuHGUlpbyySefAH3/oVYjOP2bRnCkJ4KCgjAajSpwpE+0trYSEBDgFxvTeJPD4aC1tbXHz3bUFDU/cekHOz3oU/oD97MEoO8KgsjISJKTk6msrAT6PvsxMTGYTKYB+0BDf6cCR3rCYDAQEhKiAkf6hNPpVHHTA2azGafT2fPf78W+8Morr1BaWorZbCY+Pp7FixdrmoCXuF/nvnwOiEh3mM1mIiIiaGpq6tNF+ePHj+fkyZNA34/gZGRkcO+99xIUFNSn7UjPuAucoKAgfaCQblGBI31F09J67se8dr06gpOVlcXzzz/PqlWrSEhIYP369b15ePke7g92umsp/UlUVBRms7lPC4+MjAzPyE1f599gMKi46cfcBY6ug9Jdl25Y0lUdHR0qcET6qV4tcLKzsz2jByNHjvQsepe+5178rBEz6U+ysrLIzc3t0ztYJpOJrKwsLBaLpmcOcipwpKdCQkK4cOFCl3/e5XJpBEcGjOTkZGbNmsV1113HnXfeSVNTU4+Os2TJEg4fPvyN7xcXF/O73/2ux/0bMWJEj3/3u/TZGP7WrVvJz8//zn/fsmULW7ZsAWD58uXExMT0VVc8zGazV9rxBXdhGRUV5bfn2Jv8OQv9ibde4zlz5nDttdd2+4OtcuBf3LsURUdHd/vvqiwMbjExMVRWVmI0GruUg/b2dlwuF5GRkcqNn+qta0Jtba3Pp8xaLBa2bdsGwK9+9SvWrl3Lo48+2u3j/OlPf/rW75tMJoxG4486z2/73aCgoB7/Dbrdk2XLltHY2PiN7//85z9n8uTJAKxbtw6TycTVV1/9nccpKCigoKDA83V9fX13u9JtMTExXmnHFxwOB3Dx6e7+eo69yZ+zMJh1dw69cuB/IiMjCQsL6/bfVVkY3AwGA06nk+bmZlpbW3/w593T2RwOh3Ljp3rrmtDW1tYv1ka7PydOmDCBiooKz9d//etfeeedd2hvb+f6669nyZIl2O12HnjgAU6dOoXT6eThhx/mpptuoqioiKeeeors7GyKi4t58cUXiY+PJyMjg8DAQBwOB4888ggFBQXccMMNwMXRGZvNRktLC4sWLaKpqQmHw8Fjjz3G7Nmzv9G/S7W1tX3jb5CYmNil8+12gfPUU099779v376d0tJSnn76aS2s8iKz2cyMGTNISkrydVdERHzmF7/4BUajNgiV7nGP/ra0tHTpw2h7ezuApqhJt+zYscPzUPbeEhsby/Tp07v0s52dnezatYvbbrsNgJKSEo4ePcqmTZtwuVzcdddd7N27lzNnzmC1WnnllVcAaG5uvuw4tbW1rFq1infffZfw8HB++tOfMn78+O9tOygoiNWrVxMeHk5DQwM33ngjhYWFfVYr9Oq7wMGDB3n77bd5/PHHtRDXB7KysrR9rYgMaiaTSTfXpNvcBc65c+cAOHHixLfeUXZTgSMDSWtrK7NmzWL8+PE0NjZ6CqKSkhJKSkooLCxk9uzZfPHFFxw9epTRo0ezc+dOfv/737Nv375vPOrh008/JS8vj6FDhxIYGMj8+fN/sA8ul4vly5dTUFDArbfeyunTp3u92LtUr04KXL16NQ6Hg2XLlgEXh6Xuv//+3mxCREREpFddOoLT0dHBv//9b3Jzc5k6deplP+dyuQAVONIzXR1p6W0Wi4UPPviA5uZm7rzzTtasWcM999yDy+Xil7/8JXfcccc3fmfz5s1s3bqVZ599lmuuueYba3a+60bSpc+vcblcdHR0ABeXr5w5c4bNmzcTEBDAlClTaGtr6+UzvaQfvXmwF198sTcPJyIiItLnLh3Bca/BKSsrY9KkSZctft69ezc2m80zHUcFjgwkQ4YMYdmyZSxatIiFCxcyY8YMVq5cyYIFCwgNDeXUqVMEBATgcDiIjIzklltuITQ0lNdff/2y40yYMIGnn36ahoYGwsPD2bhxI2PHjgUgKSmJQ4cOMX/+fN577z1PgXPu3DliYmIICAhg9+7dVFdX9+m56kloIiIiMqgFBgZiMploaWmhtrYWk8lEa2srFRUVZGZmAhcXPJeVleFwOPjoo488vycykIwfP56xY8fy9ttvU1RUhM1m80wxCwkJ4cUXX+TYsWM888wzGAwGAgICePbZZy87Rnx8PL/5zW+YP38+8fHxZGZm0tnZCcDtt9/OokWLmDdvHtOmTfPcPFiwYAF33nknc+bMYdy4cQwfPrxPz9Pgco+3+tiXX37Z521olxxxUxYElAP5irIga9asIT09HZvNRnJyMmfPnqW9vZ077rgDg8HAp59+ys6dO7n++uvZtWsX58+f57777tPzt/xUb10T7Ha7ns3VQ9/22vXZLmoiIiIi/iY4OJjjx49jt9tJTEwkPT2dd999F5vNxogRIzh06BBWq5WRI0eSkJBAdXW1ihuRfkoFjoiIiAx6oaGh1NbWAhfvEkdFRTF06FDef/99jh8/TmNjI4WFhQCEh4czZswYX3ZXRL6HHhYgIiIig557KozFYiE6Ohqj0UhRURFpaWlUVFQQHBzc5+sGxP/0k5UgA9KPee00giMiIiKDnrvASUxM9GyBGxQUxLx58/jvf/9LWFjYZTuqiXSF0WjE4XAoO93kcDh+1EOb9WqLiIjIoHdpgXMpg8Hg2UlNpLssFgutra20tbXpIcRd5HK5MBqNWCyWHh9DBY6IiIgMehEREcDF53iI9BaDwaDNKHxABY6IiIgMeikpKfz617/2dTdEpBdokwEREREZ9AwGAzExMb7uhoj0AhU4IiIiIiLiNwwu7V8nIiIiIiJ+ol+M4Pz973/3Sjv33HOPV9rx1vl4qx1vtqUsqB1vtuNvOfBmW/7Wjr9lQe30jLdyAP732vlbO7om9O92fki/KHCuvPJKr7Tj3gKyr3nrfLzVjjfbUhbUjjfb8bcceLMtf2vH37KgdnrGWzkA/3vt/K0dXRP6dzs/pF8UOJMmTfJKO6GhoV5px1vn4612vNmWsqB2vNlzNE0aAAAQBklEQVSOv+XAm235Wzv+lgW10zPeygH432vnb+3omtC/2/khpqVLly71dSe8KSMjw9ddkH5CWRBQDuQryoKAciBfURYGLm0yICIiIiIifqNfTFETERERERHpDSpwRERERETEb6jAERERERERv6ECR/ya0+n0dRekH9BSQwFoa2sDlAe5SDkQu90O6LOCP/KbAufUqVNUV1f7uhvSD5w4cYJ33nkHAKPRbyIu3VRdXU15eTkABoPBx70RX3E6nZw/f55nnnmGDRs2AMrDYHX48GFefvlltm/fDigHg5XT6cRut7N8+XJefvllQJ8V/JHZ1x34sTo6Oli9ejVVVVXExcUxceJEcnJyiImJweVy6QI2CL366qt89tlnZGRkMG7cOJxOpy5eg4jD4eDll1/GZrORkJBAVVUV48ePJyMjQ1kYhIxGI0ajEbvdTm1tLWVlZWRlZen9YZDZu3cv69evZ968eRw8eJDTp0+Tn59PSkqKr7smXmY0GgkODqazs5OzZ8+yZ88e8vPz9f7gZwb8X7KiooILFy6watUqFi5cSG1tLVu2bKGjo0NvXoOMe4h5zJgxzJ07l9deew24eDHT8PPgUV1djd1uZ+XKldx3332YTCY2btxIW1ub3rwGqerqaiIjIxkzZgylpaW0t7fr/WGQOXnyJFOmTGH69OksXLgQm83G3r17aWlp8XXXxAdqamoIDw9n7ty57Ny5kwsXLmA0GjVt0Y8MyHf7I0eO8OWXXwIX79Y2NzfjcrmwWq0YDAbKy8v55JNPfNxL8Ya6ujo6OjqAi9MNXC4Xn332GTNnziQiIoIPP/wQQBcuP1dXV0d7ezsAra2tHDt2DKfTSXh4OAEBAdTU1LB161ZA8+793Z49e9i4cSOHDx/2fC82NpakpCQSEhIwGAwcPHiQxsZGH/ZS+trXcxAWFkZHRwd2u53IyEgiIiKor6/HZrP5uKfS1w4fPuz5zOi+/lutVsxmM3FxccTFxVFSUkJ9fb1ufPgR09KlS5f6uhNdVVdXx5///Gf27dvH/v37sVqtxMXFUV1dzZEjRxg2bBj79u0jKSmJ8+fPM3z4cMzmAT8LT75FXV0dL7zwAvv37+fAgQOkpaURHh6OwWDg+PHj5ObmMmzYMNauXUtFRQUjR44kJCTE192WXvb1HKSmppKYmEh1dTUHDhwgOTmZnTt3MmrUKGpqahg1ahQWi8XX3ZY+4HQ6eeutt9i6dSupqam8+eabREZGkpSURGVlJTU1NRQWFmKz2Vi3bh319fVMmDABg8GgDzV+5NtyEB8fj9VqpbKykj179vDRRx8BEBoaSnBwMGlpaZqy6IdaWlp4/vnnWbduHaGhoWRkZBAQEABAVVUVp06d4pprruHMmTMUFxdz7Ngx8vLyAK3P8gf9vsC59KLz6quvEhcXx8MPP0xTUxOHDh1i5syZREdH89lnn1FSUsKECRNIS0ujvLycq666yse9l950aRZee+01EhISWLx4Mc3NzWzbto20tDQsFgu7d+8mJSWFkpISKisrsVgszJ07F6fTqYuWH/i+HOzYsYP09HRycnKw2Wzs3r2b0aNHk52dzf/+9z+uuuoqZcBPGQwGtmzZwk9+8hOmTZtGZGQkmzdvZuTIkQQGBnLq1Cl27tzJxx9/jNVqZezYsYwaNUp58DNfz0FERATvvvsukydPZvLkyQQEBBATE8Ntt93GuXPnOHDgAHl5ecqBHzp//jwOh4Pc3FzPiG1CQgKAZyR3165d7N27l+TkZBITE5k4caKy4Cf6/RQ19/Qjl8uFxWLBZDIBcOHCBaxWKzU1NWRkZLB48WKeeOIJZs2aRXp6Ou3t7Z7fFf/g/nt2dnYCkJycDMD111/PF198wfbt22lqasJkMvHkk0/S2trK008/TX19PcePH9f6Cz/xfTmw2Wxs374di8XC3XffzZIlS5g7dy4JCQmcO3fOM41N/ENJSQnl5eWedRQRERG0tLTQ2dnJlClTSEpK4pNPPqG5uZmysjIsFgsrV65k/vz5HDt2jLq6Oh+fgfSG78vB1KlTsVqt7Nmzh7CwMPLz87nuuusA+PLLL5k8ebIvuy69zJ0Fu91OdHQ0BQUF5OXlERAQgM1mo6GhAbhY/DQ3NxMZGclzzz3Hfffdp914/Uy/HcEpKyvjpZde4ujRo7S2tpKSkkJ7ezsVFRW89dZbnD59msTERDZs2EBsbCzx8fGYzWb279/PP/7xD3Jychg7dqyvT0N6wdezkJqa6rlQhYeH09jYyIkTJ3A6nWRkZBAdHc3NN9/MjBkziIqKIjw8nGHDhmmK2gDXlRycPHkSh8NBeno6Q4YMAaC0tJS//OUvjBs3jszMTN2dG+BcLheNjY0899xzHD9+nDNnzvDxxx+TnZ3NiRMnaGxsJD09ncDAQOLi4njjjTeYP38+1157Lbm5uQQEBGCxWMjJySE6OtrXpyM91J0cWK1W3nrrLSZPnkxwcDCHDh1ixYoVdHR0UFhYqPeGAe67sjBmzBhCQkIwm82YTCaOHDmCw+EgNTWViIgIsrKymDp1KgEBAZhMJiZPnkxMTIyvT0d6Sb8scE6fPs3q1au58cYbGTduHNu2baOuro5rr72W5ORkjhw5wtKlSxk3bpznw+2ECRM4duwYr776KjfffLPnDo0MbF/PwtatW2lqaqKwsJAjR46wY8cO9u3bx+23305lZSUGg4Fp06YRHh6O0+nE5XKRlpamN7ABrjs5OHz4MJ2dnQwfPpxTp07xzjvvMHv2bGbPnq3iZoBzb+N69uxZjh49ymOPPcaECRP4/PPPKS0t5ZZbbmHTpk0kJCQwZMgQoqOjOXToEHa7nbFjx3quCSEhIQQFBfn6dKSHupuDqKgoPv/8cy5cuMCIESNwuVwkJydz66236r1hgPuuLFRUVLBr1y7y8/MBiImJoaamhjNnzpCRkUFnZyehoaGea0JAQACBgYE+PhvpTf1mBb57G1+j0YjNZiMjI8MzdJyZmcnatWuZPn06YWFhDB06lOrqapKSkhg/fjybNm3C6XSSlpbGM88848vTkF7wfVnIyspi7dq15OXlUVRURG1tLfHx8QCMHj3aM4XR5XJpStoA19McjBo1yrOQNDExkSVLlvjmBKTXdHZ2UlxcjNPpZOLEidjtds//b5PJxN13383999/PDTfcwFVXXcWePXtobGwkPz8fs9nMiBEjAD3Mb6D7MTkwmUyeHFitVqxWqy9PRX6kH8rCokWLeOCBBygvL/fM5ikoKOC1115j2bJl1NfXs2LFCo3i+rF+cbXftm0bDz74IMXFxQCkpKSwe/duz/zozs5O4uPjKS4uxmKxcP78eTZv3sx//vMfXnrpJc+0E23/OvB1NQtr1qwBIC4uDoAtW7awbds20tPTAe2AMtD1Vg5k4CsvL+eJJ56gpaUFq9VKcXExZrOZzz//nKqqKuBi4VJUVMS//vUvZsyYQVZWFiUlJTz22GN0dnbqYY5+QDkQt65kwWAwUFRUxBtvvOH5vQMHDvDee++RmprKqlWrVNz4OZ9PUWttbWX9+vVMnz6dffv2MXbsWJKTk2lsbOTjjz9m06ZN2O12Fi5cyL59+5g6dSqpqam0trZy5MgRbr31VnJzc7XVpx/oThZKS0vJzMwkODiYTZs2UVJSwr333ssVV1zh69OQH0k5kEvV19eTlJTEggULyMjI4IsvvsBsNpOdnU1xcTGzZs3C6XQSGxtLWVkZI0eOZMSIEWRmZpKbm0tBQYEeF+AHlANx62oWYmJiKC8v54orriA0NJTTp09TUFDAnDlz9LiAQcDnBY7ZbGbUqFFkZ2dTV1fH/v37ycvLIysri8zMTNLS0pg3bx4dHR3YbDZyc3OJjIxkxIgR5ObmMnToUF92X3pRd7JQVVVFXl4eJpOJ1NRUZs+erbsxfkI5kEsNGTKElJQUz02slpYWTp8+zY033sj7779PZ2cnI0eOpKamBpvN5ll/abFYCAsL83HvpbcoB+LW3SzMnDkTgGHDhhEbG+vj3ou39Ispau5dK+bNm0ddXR0HDx7EaDQSEhLC6NGjAfjggw+wWCyaQ+3nupqFoKAgz3obLRb2P8qBuAUFBREQEOC59peVlXl2yFu8eDE1NTUsX76cF154gYyMDF92VfqQciBuPcmCljAMPv1qvDYyMpLrrruO9evXk5OTg9FopKqqinXr1tHZ2cmDDz6oAmeQUBYElAP5invTiaamJiZNmgRAcHAwt912GydPniQuLk6jd4OAciBu3cmCljAMPgZXPypr3dv9Pf/880RFRWE2m8nKytKOJ4OQsiCgHMhXXC4XDoeDv/3tb+Tm5rJt2zbCwsK4++67tdXvIKIciJuyIN+nX43gGI1G2traaG5upry8nFtuuYWcnBxfd0t8QFkQUA7kKwaDgaNHj7Jr1y7Pc9H0vLPBRzkQN2VBvk+/GsEB2LBhAw0NDdx+++2eZ1nI4KQsCCgH8pUzZ86wY8cObrjhBmVhEFMOxE1ZkO/S7woc95QUEWVBQDkQERGR7ul3BY6IiIiIiEhP6baoiIiIiIj4DRU4IiIiIiLiN1TgiIiIiIiI31CBIyIiIiIifkMFjoiIiIiI+I1+9aBPERHxLw899BCNjY2YTCaMRiNJSUlMnz6dgoKCy7b/fv3113nzzTf5wx/+wPDhwwFYt24d69evBy5uF+5wOAgMDAQgNjaWP/7xj/zsZz8jKCjosjaLioq46aabvHSGIiLS36jAERGRPvX444+TlZWF3W6nvLycf/7zn1RVVbF48WIAXC4XO3fuJCwsjO3bt3sKnAULFrBgwQIAtm/fzocffsiyZcu+cfyVK1ditVq9d0IiItKvaYqaiIh4RUhICJMmTeLRRx+lpKSEEydOAFBRUUFDQwN33XUXe/bsweFw+LinIiIykKnAERERrxo+fDjR0dFUVlYCUFJSwpVXXkl+fj4ApaWlvuyeiIgMcJqiJiIiXhcdHc358+dpa2tj7969PPTQQ5jNZqZOnUpJSQlTpkzp8rEef/xxDAaD5+tHHnmEnJycvui2iIgMACpwRETE6xoaGggLC2P//v0YjUYmTpwIwLRp01i2bBnNzc0MGTKkS8dasWKF1uCIiIiHChwREfGqqqoqGhoaGD16NGvXrqW1tZUHH3zQ8++dnZ3s2rWLuXPn+rCXIiIyUKnAERERr7Db7VRUVLBmzRquvvpqwsLCOHToEE8++SSpqamen9u0aRMlJSUqcEREpEdU4IiISJ9asWIFJpMJg8FAUlIS8+bNo7CwkA0bNpCWlkZ2dvZlPz9nzhw2btzIiRMnSElJ+cHj//a3v73s65kzZ3LXXXf15imIiMgAYnC5XC5fd0JERERERKQ3aJtoERERERHxGypwRERERETEb6jAERERERERv6ECR0RERERE/IYKHBERERER8RsqcERERERExG+owBEREREREb+hAkdERERERPzG/wGBuWHEM9diFgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -172,6 +186,29 @@ "## Time Series Stationarity" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The statistical properties, such as the mean, variance, or autocorrelation, of a stationary time series are independent of the period, that is, they don't change over time. Hence, stationarity implies that a time series does not have a trend or seasonal effects and that descriptive statistics, such as the mean or the standard deviation, when computed for different rolling windows, are constant or do not change much over time. It reverts to its mean, and the deviations have constant amplitude, while short-term movements always look the same in the statistical sense.\n", + "\n", + "More formally, strict stationarity requires the joint distribution of any subset of time series observations to be independent of time with respect to all moments. So, in addition to the mean and variance, higher moments such as skew and kurtosis, also need to be constant, irrespective of the lag between different observations. In most applications, we limit stationarity to first and second moments so that the time series is covariance stationary with constant mean, variance, and autocorrelation. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that we specifically allow for dependence between observations at different lags, just like we want the input data for linear regression to be correlated with the outcome. Stationarity implies that these relationships are stable, which facilitates prediction as the model can focus on learning systematic patterns that take place within stable statistical properties. It is important because classical statistical models assume that the time series input data is stationary. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To satisfy the stationarity assumption of linear time series models, we need to transform the original time series, often in several steps. Common transformations include the application of the (natural) logarithm to convert an exponential growth pattern into a linear trend and stabilize the variance. Deflation implies dividing a time series by another series that causes trending behavior, for example dividing a nominal series by a price index to convert it into a real measure." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -213,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:44:32.155440Z", @@ -233,6 +270,20 @@ "### Differencing" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In many cases, de-trending is not sufficient to make the series stationary. Instead, we need to transform the original data into a series of period-to-period and/or season-to-season differences. In other words, we use the result of subtracting neighboring data points or values at seasonal lags from each other. Note that when such differencing is applied to a log-transformed series, the results represent instantaneous growth rates or returns in a financial context. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If a univariate series becomes stationary after differencing d times, it is said to be integrated of the order of d, or simply integrated if d=1. This behavior is due to so-called unit roots." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -242,7 +293,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:44:39.414868Z", @@ -264,9 +315,16 @@ "### Plot Series" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following chart shows time series for the NASDAQ stock index and industrial production for the 30 years through 2017 in original form, as well as the transformed versions after applying the logarithm and subsequently applying first and seasonal differences (at lag 12), respectively. The charts also display the ADF p-value, which allows us to reject the hypothesis of unit-root non-stationarity after all transformations in both cases:" + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:44:41.761423Z", @@ -276,7 +334,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+gAAAGoCAYAAADVZM+hAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAAIABJREFUeJzs3Xd8T9f/wPHX+XwySSKRSRAjBLFXrdqjWrXqW6NW6aJDt6ItqlqjLVVaRVuq7c+s0dpq772CiFkjCDESI5Lc9++PKx/5ZBCkEnKej4eH3HPvPffcm08+9557znkfJSKCpmmapmmapmmapmlZypLVBdA0TdM0TdM0TdM0TVfQNU3TNE3TNE3TNC1b0BV0TdM0TdM0TdM0TcsGdAVd0zRN0zRN0zRN07IBXUHXNE3TNE3TNE3TtGxAV9A1TdM0TdM0TdM0LRvQFXRN0x4bkyZNwsHBIauLcVf16tXjpZdeyupiaJqmZZqVK1eilOLkyZNZVgalFL/99luGtz927BhKKdauXfsflure3et53K9H5Z6ZVfr164e/vz9KKSZNmpTVxUlTdvi70zKfrqBrj41u3bqhlOKdd95JtS69m93MmTOxWq20adMmzTz37NlDmzZtyJcvHy4uLgQGBtK8eXN27Nhh26Zw4cIopVBK4ezsTL58+WjSpAkTJ04kISEhzXy3bduG1WqlUqVK6Z7Pjh07aNu2Lb6+vjg5OVG4cGHefPNNzp49e7dLkaaEhAS+++47qlWrhru7O3ny5KFixYoMGTKEixcv3lee2U27du04deqUbfm3335DKZUpeWfXBzlN07QH0a1bNxo1apTVxUjTSy+9RL169TK8fWRkJG3bts3UMkyaNMl2j1dK4e/vT/PmzdmzZ0+mHue/dPLkSZRSrFy50i495T3zYUu6pn/99Veqda1atUIplWUvszdt2sSXX37J+PHjiYyMpF27dpmSr4ODQ6ZW9mvWrElkZCT58+fPtDy1rKcr6NpjxdXVlbFjx3Lw4MEMbT9+/Hj69OnDwoULOXPmjN26qKgoGjRogIODA/PmzSM8PJzp06dTuXJloqOj7bbt06cPkZGRHD58mL/++osGDRrw/vvvU79+fa5du5bquD/++CM9e/bk2LFjbN26NdX6RYsWUaNGDRwcHPj77785dOgQ48aNY/369VSpUoUTJ07cw1WB+Ph4nnnmGfr378/zzz/P8uXL2bVrF0OGDGHjxo1Mnjz5nvLLrlxdXfH398/qYmiapmkP0c2bNwEICAjAxcUl0/O3Wq1ERkYSGRnJnDlzOHfuHE2bNuXy5ct3LE92lx3umYUKFWLChAl2aZGRkSxYsICCBQtmUakgIiICi8VCy5YtCQgIwNXVNcvKkp6bN2/i5OREQEAAFouu0j1WRNMeE127dpWGDRtK9erVpUWLFnbrAJkyZYpd2uHDh8XZ2VmioqKkWbNmMmTIELv1s2fPFkBiYmLueNygoCAZPHhwqvQdO3aIg4ODDBo0yC79ypUr4ubmJrt27ZKePXvKyy+/bLf+2rVr4u/vL82aNUuV5+XLl8XPz0+effbZO5Yppa+++kqUUrJ+/fo010dHR9t+njRpkpQqVUqcnJwkMDBQ+vfvL/Hx8bb1devWle7du0v//v3F19dX8uTJI/369ZPExEQZNGiQ+Pn5iY+Pj/Tr18/uGEFBQdKvXz/p0aOHuLu7i7e3t3z44YeSmJhod21eeeUV8fHxEWdnZ6lcubIsXrzYLp8hQ4ZIkSJFxMnJSXx8fKRJkyZy7do1ERH55ZdfxGq1iojIihUrBLD717VrV1s+o0ePlpCQEHF2dpbg4GD5/PPP7c4zpaNHjwoga9assVueNm2aNG/eXFxdXaVIkSLy66+/2u137Ngxadq0qbi4uEjBggVl9OjRUrduXenRo4dtm/j4eBkwYIAULlxYnJ2dpXTp0jJu3Djb+nXr1omDg4P8+eeftrTly5eL1WqV+fPnp1tmTdO0u0m6d6Zc/vHHH6VQoULi7u4uLVq0kHPnztntN3r0aAkMDBRXV1dp0qSJTJ48WQA5ceKEiNh/Hyc5ceKEALJixQoREbl586a88847EhgYKE5OThIQECDt2rUTEZEBAwak+g7/5ZdfRMS8p3/77bfSoUMH8fDwkLZt29rSk9/rR40aJeXLl5fcuXOLv7+/tGvXTk6fPm1bn/J7PS1pncfatWsFkEWLFomIeX/r37+/9OzZU/LmzStVqlQREZHTp09Lu3btJE+ePOLi4iJ169aVLVu22OW1fPlyKVu2rDg7O0vZsmVl+fLldueRXhmLFSsmAwYMsC3HxMRI7969pUCBAuLk5CRBQUG255qU1zEoKCjdc5s/f75UqlRJnJycxNfXV3r27CmxsbG29Rn9fGQEIAMHDhQHBwc5efKkLX3w4MHSoEGDVPfKJUuWSN26dcXLy0s8PDykTp06smnTplR5jh07Vjp16iRubm5SoEABGTZsmN02aT239ejRQ+rWrWs7x5TXTERk27Zt8tRTT4mvr6/kzp1bqlSpIgsXLrTLJz4+XgYNGiRFixYVJycnyZ8/v7zxxhu246aVb0b+VpKeaf7++2+pVauWODs7y3fffWdLT/q7S1pesmSJPPnkk+Lq6iqlSpWyfVaTbN++XZ544glxdnaW4sWLy4wZM9J9ntUePl1B1x4bSTeNDRs2iFJKli9fbluXVgW9T58+0rp1axERmTZtmhQpUkQMw7Ct37hxowAyYcIEu0pkSnf6QnvmmWckNDTULu2HH36QihUriojIpk2bxM3Nze4lwJw5c+74wPDZZ5+JxWKxq1TfTfny5e0ewNLz999/i8VikS+++ELCw8Nl6tSp4unpKR9//LFtm7p164qHh4d8+OGHEh4eLj/99JMA0qxZM/nggw8kPDxcJk2aJIAsWLDAtl9QUJC4u7vLJ598IgcOHJBff/1VcuXKJV9//bVtm7Zt20pQUJAsWrRI9u3bJ2+99ZY4OjrK/v37RURk1qxZ4u7uLvPmzZPjx4/Ljh07ZOTIkWlW0OPi4mTMmDECSGRkpERGRsqlS5dExHzwK1SokPz5559y5MgRmT9/vhQsWNDuPFNKr4JepEgRmTZtmkREREifPn3EarXKwYMHRUTEMAypWLGiVKlSRTZu3Cg7duyQRo0aibu7u91DR9euXaVs2bKyePFiOXLkiEydOlXy5MkjEydOtG3z+eefi5eXlxw/flyioqIkf/788u677971d6ppmnYnaVXQPTw8pH379rJnzx5Zt26dFCpUSLp06WLbZs6cOWK1WuXrr7+W8PBwmThxovj5+d1zBf3rr7+WwMBAWbFihRw/flw2b94sI0eOFBGzwtmxY0epUaOG7Ts86bsekLx588ro0aPl0KFDEh4ebktPWUFfunSpHDlyRNavXy81atSQOnXq2NbfbwV927ZtAshff/0lIrfvbwMGDJDw8HAJCwsTwzCkWrVqUr58eVmzZo3s3r1bnn/+efH09JSoqCgRETl16pTkypVLunXrJmFhYbJkyRIpW7bsPVfQDcOQunXrSpEiRWT27Nly+PBhWbVqlYwfP15EzMoYILNmzZLIyEhbZTrlue3atUusVqu8/fbbsm/fPlmwYIEULFhQOnXqdE+fj6QyJ71QSU/SeTZs2ND2HJWYmCiFCxeW//u//0tVQf/zzz9l+vTpEh4eLnv37pUePXqIl5eXnD9/3i5PPz8/GT9+vBw6dEi+/fZbAeyeCe9WQb906ZKMGjVKrFar7bMnYlZ+J02aJGFhYRIeHi79+/cXR0dH2+dPRKRLly7i6+srv/76qxw6dEg2bNgg33zzjYiInDt3TqxWq4waNcou33upoIeEhMjcuXPlyJEjcuLEiXQr6OXKlZOFCxfKwYMHpXPnzpInTx65ePGiiIhcvXpVAgICpHnz5rJr1y7ZsGGD1KhRQ1xdXXUFPZvQFXTtsZH8IaN9+/ZSoUIFW8U65U375s2b4ufnJ3PmzBERkRs3boiXl1eq1tpPPvlEHB0dxd3dXerVqycDBgywVRaT3KmC3qdPH3F1dbVLq1ixoowaNcq2XLp0afnxxx9ty8OGDRMg3Qr4rFmzBJDNmzff8Xok5+rqKm+++eZdt6tdu7b873//s0sbNWqUuLi4SFxcnIiYFfTy5cvbbVO6dGkpU6aMXVq5cuXkvffesy0HBQVJ7dq17bbp27evBAYGiohIRESEAKlahCtWrCgvvviiiIh88803Urx4cbl582aa5U95k5syZYrtDXWSq1eviqura6q33pMnT5Y8efKkma9I+hX05C8Y4uPjJXfu3LbW76VLlwpgd/M+d+6cuLi42B46jhw5IkqpVJ+rQYMG2V3nxMREadiwodSuXVuaNWsmVapUSfc6aJqmZVRaFXQfHx+5ceOGLe3LL7+UgIAA23KtWrWkY8eOdvm8995791xBf+utt6R+/fp2L8eTS15pSg6Q7t27p5me8mV8ckkV1aTW2vupoJ87d06aN28uHh4ecvbsWREx728NGjSw22/ZsmUCSFhYmC3txo0bEhAQYOtZ179/fylUqJBd762//vrrnivoScdK2TqfJOV1T+/cOnXqJFWrVrXbZs6cOaKUkmPHjolIxj4fJ0+elJCQELteX2lJOs9p06ZJ4cKFJTExURYuXCje3t4SFxeXqoKeUmJionh6espvv/1ml2fK552QkBD56KOPbMt3q6CLpP35TUu5cuXk888/F5HbzzEzZsxId3ur1ZrqxcW9VNBT9tJLr4I+a9Ys2zaRkZF2PT7Gjx8vuXPntjVaiIjs379fAF1Bzyb0gAXtsTR06FAOHDiQbiCO2bNnYxgGTz/9NADOzs60b9+e8ePH22332WefcfbsWSZNmkT16tWZNWsW5cqV448//shQOUTELkjZ5s2b2bNnDx07drSlde3a1e64IpKhvB0dHTO0XVrlSE9YWBh16tSxS6tbty43btzg8OHDtrTy5cvbbRMQEEC5cuVSpZ07d84urUaNGnbLtWrV4tSpU1y5coV9+/YBpDp+nTp1CAsLA+D5558nPj6eoKAgunXrxpQpU4iJibnreaU8x+vXr/Pcc8/h5uZm+/fqq69y+fJloqKi7im/ChUq2H52cHDA39/fFshv3759+Pj4UKJECds2vr6+hISE2Ja3bt2KiFClShW78nzxxRdERETYtrNYLEyZMoU9e/awevVqpk6dek+fAU3TtIwqVaoUzs7OtuXAwEC7AKX79u2jZs2advvUrl37no/z4osvsmfPHoKDg3nttdeYNWtWhsdvV6tW7a7brFy5kqZNm1KwYEHc3d1tZTx+/Pg9lTMxMdH23ezn58ehQ4eYOXMmfn5+6ZYnLCwMb29vSpcubUtzdnbmiSeesN3T9u3bR7Vq1ewiqd/Pddy2bRteXl5UqVLlnvdNWea0ngFExHaPhrt/PgIDAzlw4ACtW7fO0HFbt27NtWvXWLZsGePHj6dr1644OTml2u7o0aN07tyZ4OBgPDw88PDw4PLly6l+n8nvy2mV735FRUXRq1cvSpYsiaenJ25uboSFhdmOv337dgCaNGnywMdKT0Y+92B/DQICArBarXbPJqVKlSJPnjy2bZLOScse9NwK2mMpKCiId955h48//pjnn38+1frx48dz/vx5u6AfImL7AkseNMXLy4s2bdrQpk0bvvjiC5o2bUr//v3tKtnp2bt3L8WKFbM7bkJCAvny5bM7rmEYbN++nUqVKlGyZEnbvk8++WSqPMPCwnBwcKBIkSIZuxhASEiI7YHgblJW5JNeGCRPT1kxVEqlmWYYxh2PlZGXEclfLiTd9FesWMHy5csZPHgwffr0YdOmTRkOJpNUphkzZthVnJPkzZs3Q/kkSfkQkfy8M/JiJGnb9evXkytXrlR5Jbdz505iY2NRSnHixAm7z5amaVpmSet7LeX39d2+29IKWhUfH2+3XKFCBY4ePcrSpUtZsWIFvXv35pNPPmHjxo14eHjcMf/cuXPfcf2///7L008/TefOnfn000/x8fHh5MmTNGrU6J6DuFmtVnbu3IlSCj8/P9zd3TNUnrSuUfL7Qlr3iJTLSdcx5fVPeS0za8aS9PJJnp6Rz8e9cHR0pGvXrgwZMoQNGzawe/fuNLdr3rw5Pj4+jB07loIFC+Lk5ETt2rVT/T7vdF8G85re7XqmpVu3bvz7778MHz6cIkWK4OrqSvv27R84KGBG/laS3O1znyStFxzJr0FmfV60/4ZuQdceW3379sUwDIYNG2aXfujQIZYvX87s2bPZuXOn7d+uXbsoWrQov/zyS7p5KqUICQlJ1TKclp07d7J48WLb1BxXrlxh6tSpjB07NtVx69evb2tFb9KkCX5+fnz55Zep8rxy5QpjxoyhdevWdm8+76ZTp04sX76cDRs2pLk+aZq10NBQVq1aZbdu9erVuLq6UrRo0QwfLz0bN260W96wYQP58+fHw8OD0NBQ2/GSW7NmjW0dmC0QTz31FMOHD2fPnj1cu3aNOXPmpHm8pBtUYmKiLS00NBQXFxeOHDlCcHBwqn9Wq/WBzzP5saKiouxaws+fP283y0DlypUB82EyZVmSV8DPnDlD165d6du3L2+99RadOnXiwoULmVZWTdO0jCpdujTr1q2zS0u57OfnR2Jiol3LZVILY3Jubm60bt2a0aNHs3XrVvbv32+7Dzk5Odl9f9+LLVu2cP36dUaNGkWtWrUICQl5oFbUpO/ktCrnaQkNDeX8+fN2Lc9xcXFs3rzZdk8LDQ1l06ZNdueYcipPX19fAE6fPm1LO3funN30aEmzy6Q1KwykfS9Mr8wpnwFWrVqFUsquJ8B/4ZVXXmHNmjVUr17d1lCR3IULF9i3bx8fffQRTZs2pXTp0ri4uGToeSwlPz8/u+sJ2E2fm57Vq1fTq1cvWrRoQdmyZcmXLx9HjhyxrU+aOnfJkiXp5pHWZzqjfyuZpXTp0uzfv99uFoLw8HAuXbr0nx1Tuze6gq49ttzd3Rk8eDBff/21Xfr48eMpWrQorVq1okyZMnb/nn/+eSZOnIiI8Ndff9GxY0fbFGsRERFMmDCBn3/+OVW3rdjYWM6cOcPJkyfZunUrQ4cOpX79+tSuXZt3330XuD0n94svvpjquJ06deKPP/7g6tWruLq6MmnSJJYvX06HDh3YvHkzJ06cYPHixTRo0IBcuXIxevToe7oWvXv3pmHDhjRt2pSvvvqKrVu3cvz4cRYtWkSrVq349ddfAfOlxqxZsxg6dCgHDx5k+vTpDBw4kPfeey/Nt7H3aufOnQwcOJCDBw/yxx9/8O2339rmrS9WrBj/+9//6NWrF4sXL+bAgQP07t2bvXv38sEHHwDw008/MWHCBHbt2sXx48f5/fffiYmJSffBIamXwbx584iKiiI2NhY3Nzf69etHv379GDNmDOHh4YSFhTF16lT69OnzwOeYXMOGDSlfvjydOnVi8+bN7Ny5kxdeeMGuO2NwcDDdu3fn5ZdfZsqUKRw6dIhdu3bx888/214uiQhdunShRIkSDBw4kC+//JKAgABefPHFTC2vpmlaRrz33ntMmzaNb7/9loiICH755RemTJlit021atVwd3fno48+IiIigkWLFvHZZ5/ZbTNixAh+//13wsLCOHr0KD///DNWq9XWu6lIkSIcOHCAsLAwzp8/T1xcXIbLWLx4cZRSfP311xw9epQ5c+akOv5/qUGDBlSrVo2OHTuybt069u7dS5cuXbhx4wY9e/YEoGfPnkRFRfHKK6+wf/9+/vnnH/r372+Xj6urK7Vq1WL48OHs2rWLbdu20aVLF7su5g0aNODJJ5+kXbt2zJ07l6NHj7Ju3TomTpwIgI+PD25ubixZsoQzZ87YXsqn9MEHH7B9+3beffddDhw4wKJFi3jzzTd54YUXKFSoUIbP/dSpU5QsWZLZs2dneJ/g4GDOnz/PokWL0lzv5eWFr68vEyZM4ODBg2zYsIEOHTrc1/RnjRo1Ytq0aSxZsoTw8HDeeeedDA17CAkJ4ffff2fPnj3s3LmTDh062FW2g4ODeeGFF+jVqxe//fYbhw8fZsuWLXz77be2bYoUKcKKFSs4ffo058+fBzL2t5KZXnjhBdzc3OjSpQu7d+9m06ZN9OjRA1dXV92ynl085DHvmvafSRnoRsQMIFKuXDlbIJK4uDjx9fW1CxaS3N69ewWQpUuXyuHDh+W1116TUqVKSe7cucXNzU1CQ0Pl888/t0WSFbGfNsPR0VH8/f2lcePGMmHCBElISLBtV758eWnfvn2ax42OjhZHR0eZMGGCLW379u3Spk0b8fb2FqWUANKoUSO7oB73Ij4+XkaNGiWVK1eWXLlyibu7u1SoUEGGDBlii+wpYk6zVrJkSXF0dJT8+fNLv379Uk2zljJoS8OGDe2mMBMRadq0qbzwwgt216lfv37SrVs3cXd3Fy8vL3n//fftrtHly5dt06w5OTmlmmZt1qxZUqNGDfH09BRXV1cJDQ21i3SeVqCV3r17i5+fnyil7Mo4ceJEKV++vDg7O4unp6dUq1ZNvv/++3SvX3pB4u429c3Ro0elcePG4uzsLIGBgTJq1KhU1zAhIUGGDRsmISEh4ujoKN7e3lKnTh2ZPn26iIgMHTrUFsE9ycGDB8XNzU2+/fbbdMusaZp2N+lNs5ZcWgE3R40aJfnz5xcXFxdp2LChbfaOpGBVIubMICVLlhQXFxepWbOmLFq0yC7w1bhx46RSpUri7u5um7YqKXiriMiFCxekWbNm4uHhkWqatbSCwaVMHzNmjBQoUEBcXFykVq1asnDhQrvj328U95TSCxabcpq1OnXqpArktmzZMilTpow4OTlJaGio/PPPP6nOIzw8XOrUqSO5cuWS4OBgmTVrVqp7zZUrV+SNN96QgIAAcXR0lMKFC8uXX35pWz958mQpXLiwODg4ZHiaNR8fH3nttdfSnGYtuZSfj3uN4p6elPfKlStXSrly5cTZ2VlKlCghM2fOTHUd0soz5TPKlStXpFOnTuLp6Sm+vr4yYMCADAWJ2717t9SoUUNcXFwkKChIxo4dmyrvmzdvyscffyxBQUHi6OgogYGB0rt3b9v6hQsXSsmSJcXJycnumt3tbyVlMLgk6QWJS7ldyuB0SdOsOTk5SXBwsMyYMUN8fX3lq6++Sv2L0B46JfIAg0Y0TXtoPvnkE0aMGMGff/5pC273KClcuDAvvfQSH3/8cVYXRdM0TdM0Tbvl+PHjFC5cmHnz5vHss89mdXFyPB0kTtMeEYMHD6ZEiRLs3r2bBg0a4OLiktVF0jRN0zRN0x4xv/32G4GBgRQpUoTjx4/z4YcfEhQU9J9GoNcyTlfQNe0R0rlz56wugqZpmqZpmvYIu3DhAgMGDODUqVPkzZuXWrVqMWPGDLvYBlrW0V3cNU3TNE3TNE3TNC0b0FHcNU3TNE3TNE3TNC0b0BV0TdM0TdM0TdM0TcsGcsQY9NOnT2d1EbKEj4+PbY7FnESfd86SU88bcu6559Tzzp8/f1YXIcvc7308p35W7oW+Rnenr9Gd6etzd/oa3V1OuEYZvY/rFnRN0zRN0zRN0zRNywZ0BV3TNE3TNE3TNE3TsgFdQdc0TdO0bEyio0h8uUVWF0PTNO2xJTs3Yvw86vbynq3ImZNZWCItJ9MVdE3TNE3LpiT+JkafHlldDE3TtMeasXIhsmE5cuMaciwC47vBGKMGIjeuZXXRtBxIV9A1TdM0LZuSOb9ldRE0TdMea5IQDxH7zIVzZzCmfA+53CA6Cpn+c9YWTsuRdAVd0zRN07IhibmCLJmT1cXQNE17vB2NgJtxAMiuzfDvYVSbzqimbZA1SzDWL8/iAmo5ja6g38HChQsJDAzk0KFDtrQTJ05QrFgxmjRpQt26dXnmmWeYPn26bf20adMoW7YsjRs3pnHjxrz11lt3Pc53331HrVq1ePLJJ1m5cmWa26xdu5amTZvSoEEDevfuTUJCAgCXLl2iR48eNGrUiGeeeYYDBw4AcOrUKVsZ69evz8SJE2157d27l+bNm9O4cWOaNWvGjh077ufyaJqmaf8hWb/M9rN68e0sLMmjLTvdy99++22qV69uy3fv3r0AiAiffPIJtWrVolGjRuzZs8duv5iYGCpXrkz//v1taTdv3uTDDz+kdu3a1KlTh/nz59/LZdE07RY5sPv2zzs2AKCCS6NadYKQssjv3yNXLmVV8bQcKEfMg36/5syZQ7Vq1Zg7dy7vvfeeLT0oKIglS5YAcPz4cV566SVEhHbt2gHQokULhgwZkqFjHDx4kLlz57J8+XLOnj1L+/btWbNmDVar1baNYRi8/fbbTJs2jWLFijFixAhmzJhBhw4d+O677wgNDeWnn37i0KFD9OvXj+nTp+Pg4MCwYcMoWLAgsbGxPPXUU9SpU4cSJUowZMgQ3n33XRo0aMA///zDkCFDmDlzZiZeOU3TNO1ByPVryMxJAFh6D0SVqZS1BXqEZZd7eZKPP/6Y5s2b26UtX76co0ePsnbtWrZv307fvn35+++/betHjBhB9erV7fYZPXo03t7erF27FsMwuHRJVyA0LaPk+jXk9x9QNRsgm1ZBUDBEnYETR8HBAfwDUVYrlhd6YnzaC1m5ENWig7nvuUiIjkKVLGcuh+2AwCCUZ96sPCXtMaJb0NNx9epVtm7dyldffcXcuXPT3S4oKIgBAwbw008/3ddxFi9eTMuWLXF2dqZQoUIULlw4VYv2xYsXcXZ2plixYgDUqVOHBQsWAOZDQe3atQEIDg7m5MmTREVF4e/vT8WKFQFwc3OjePHinDlzBgClFDExMYD5Vt7f3/++yq5pmqb9N2T1YtvPunJ+/2JjY7PNvfxu+7dt2xalFJUrV+by5cucPXsWgN27dxMVFUWdOnXs9pk6dSpvvvkmABaLhbx5deVAy9lEBGPTKuRarLkcHYWxYQUiknrjfTuQTaswRg6Ac5FY2nQG3wBzXf5CqFsv11S+AlC2CrJyARJ/EzESMcZ8jjFqABJ5AjkXifHtQGRp+t8vmnavdAU9HYsWLaJevXoUK1YMT0/PVN3NkitbtiyHDx+2Lc+bN884VmxuAAAgAElEQVTWfW3atGkA/Prrr/z666+p9j1z5gz58+e3LefLl89WkU6SN29e4uPj2bVrFwDz58/n9OnTAJQuXdpWWd+xYwcnT54kMjLSbv8TJ06wd+9eW4V90KBBfP7551SpUoXBgwfTt2/fDF8XTdM07b8hIsjNOOTgXmTmLwCoHu9kcakebfPmzcs29/Ikw4YNo1GjRgwYMIC4uLg77m8YBp999hkff/yxXR6XL18GYPjw4TRt2pRXXnmFqKiou10OTXu8nTyGTPwa2bACuRqD8c2nyM8jkVWLUm0qEfvAyQlCyqI6vIwqXRHlYzZYqcDCdttamrSCmMvI2qXIxpUQeQIA4//GIysXgAhyPu2/d027H7qCno45c+bQsmVLAFq2bMmcOekH6kn5Zq5FixYsXbqUpUuX2rrKdenShS5dutx1XzBbuFMuf//99wwcOJBnnnmG3Llz27rNvfHGG1y+fJnGjRvz888/U6ZMGbsudVevXuXll19m0KBBuLu7A+YDxsCBA9m6dSsDBgyw6/KnaZqmZQ35cTjG6//DGNHPlmapXj8LS/TomzZtWra5lwP07duX1atXM3/+fC5dusT3339/x/0nT55MgwYNCAwMtFuXmJhIZGQkVatWZfHixVSuXJnPPvss3XPTtJxAwm+9gDt/Fpk1GS6chaBgZPpPyLnT9tse2g9FQrC+PwRL/WfMRL9bLegFCttnHFIWSoQif01FZvwMQcGo9i/D/l23W87Pn/vvTkx7ZEjEPuTihdvLhoGxZDZy4d4+H3oMehqio6NZv3494eHhKKVITExEKZXqDXaSvXv3EhwcfF/Hypcvn601HCAyMjLNLudVqlRh9uzZAKxatYojR44A4O7uzsiRIwHzBl+9enUKFSoEQHx8PC+//DKtW7fm6aeftuU1Y8YM24382Wef5YMPPrivsmuapmkPzpg/Hdm6Dk4etUtXVZ/MohI9HqKjo1m5ciV79uzJNvfypDRnZ2fatWvHuHHj7rj/tm3b2LRpE5MnT+bq1avEx8eTO3du+vbti6urK82aNQOgefPmTJ069b7KrmmPCwm/FXTx/DmIPgcly2Hp+hZGv1eQRX+iurxhrr9xHU4cQTVra5+Bj1lBVykq6EopLC1fMF+eevtheeV9lF9+DEcnZN7/gYenOX5dy3Ry8QJcuYQKKpbVRbkrib2C8c3HqBoNbJ81wvcgM35BwnZgeXtQhvPSLehpmD9/Ps899xybN29m06ZNbN26lUKFCrF58+ZU2544cYLBgwfTvXv3+zpWkyZNmDt3LnFxcfz7778cPXrU1hU9ufPnzwMQFxfH2LFj6dy5M2B2c7t58yYAf/zxB0888QTu7u6ICK+++irBwcG8+uqrdnn5+/uzYYMZpXLt2rUUKVLkvsquaZqmPTiZ81uqyjkVqqNe0r2bHsT8+fN54YUXstW9PGlcuYiwaNEiSpYsadt/5syZiAjbtm3Dw8MDf39/xowZw5YtW9i0aROffPIJbdu2pV+/fiilaNy4MevXrwfMe3nx4sXvq+ya9iiTyJPmWHDDgIgwM/H8WTgbifIPRHnmNQPBbViOHItAEhLg6EEwDFRwabu8VIVqqAbNoXjpVMdRJcpgeWsAlr4jUH7mcBRLrUZYh/2EqlILrsYg16/95+eb0xi//2CO8U8rjkA2I5tXQ0ICcuIoYhhI3A1kjRmIlH07YVfqe096HloL+tWrVxk3bhwnTpxAKUXPnj3Jnz8/I0eOJCoqCl9fX9555x3c3NwQEX755Rd27NiBs7MzvXr1omjRogCsXLmSP//8E4A2bdpQr169TC/r3Llzef311+3Snn76aWbPns3rr7/O8ePHadKkCXFxcbi5udG9e3db97f0JI1ZS9k1LiQkhGeffZb69etjtVoZMmSIrYt6586dGTFiBAEBAfzwww8sW7YMwzDo0qWLLTBcREQEvXv3xmq1UqJECb766isAtmzZwu+//06pUqVo3LgxAB999BENGzZkxIgRfPrppyQkJODi4sLw4cMf/KJpmqZp90z2bksz3dK2G8qi36E/iLlz56aKsZLV9/I33niD6OhoRITQ0FCGDh0KQMOGDVm+fDm1atXC1dWVb7755q7n179/f9566y0GDhxI3rx5bb3pNO1RZ/zzN5w/i6VdjztuJyIYY4dAQjyWXn3hagy4uUPkv5CYCH75AFBNWiFrl2IMeQ9VuRZ4eZuR2ouVtMtPeXihOryS7vFU2cppp3v7IQBnTyF5fVAeXvd0vlra5MZ1CNsBCfFw6hiJPw6HyxehSAksz7RDlQhNf9/EROTPyaiaDVGBQQ+nvOuXmz+c/hdZOgeZ/RsgqHrNkAN7MGZPgadbZygvJQ/plcSYMWMoVaoUDRs2JCEhgbi4OGbPno2bmxutWrVizpw5xMbG0qlTJ7Zv386iRYvo27cvERERTJo0iS+++ILY2Fg++ugj2w0t6Wc3N7c7Hjt5t7GcxMfHx9bynpPo885Zcup5Q84998flvCUhAaNnG7s01bozquqTqKRowskkDyKW09zvffxx+az8l/Q1ujt9je4ss69PYr9X4Po1rCN/A8zKljF2CCq3G+rFt20vLyViH8bwj8ydAoPg7ClU/Wds48Itbw9ChZo9WSTyBLJgBrJpNeTODcGhWF/vl/rg90GORmB88R74B8K1WCwjJtmiwCfJyZ8huXAO48sPsbzeH1Uk/Z4+Pj4+ZrDL44fMae+2r8cYNwwAVasRsm4Z6om65lCGKxdRXd7EUqvh7eMcPwzXYlGlymOsWYL8OgbVuKX5ezm4F9XjXTOvu7z8lsREiLmcato8EUkVW0QSEyHuBhzejzH6MyhYxJyqzzMvxMWB1Yrlw6HIv4eRiV9TcP7WDF2zh/J6/tq1a+zfv58GDRoA4ODgQO7cudmyZQt169YFoG7dumzZsgWArVu3UqdOHZRSlChRgqtXr3Lx4kV27txJuXLlcHNzw83NjXLlyrFz586HcQqapmmalrmORdh+VP8zu1arJ5umWTnXNE3LCSTqjDmeO/YKEnMFY+oEZPJo2LMV2bgS+ev/bm+7bhk4u5qt5qeOo+o9jUreKn6rBR1A5SuIatEREIiNwfKE/bSFD8THz/z/7CmIuQwnjmRe3tmIXIhCzp+99/02r4bL0UjEXuT4IYx5f2DMnISxcaU5NCG5sO0YQ95D/p6GsXEVuLiaeWxZA07OqBffxjJ4LISURaaMQaLNlx4igjHhK3P6u23rkb/MmBxyLAJZswTZvBrjh6EYvTsgB3bfubzzp2N80hOJN4cQS9wNEkd/hvHlB4iRaL/tlDEY73bG+HEEFCiMpf3L5opL0aj6T2Md+RsqXwFU1drmi4IMeihd3M+dO4eHhwfff/89x48fp2jRonTr1o3Lly/j5WV2A/Hy8uLKlSuAGdjFx8fHtr+3tzfR0dFER0fj7e1tS8+bNy/R0dGpjrds2TKWLVsGwNChQ+3yykkcHBxy5Lnr885Zcup5Q84990f9vMUwkOtXubpvO0kjFn3bdkZ1fClLy6VpmpbVZP+u2z+v/wf55y8AVJXa4OhotoLXagS5ciNb15njvz08kdWLUU8/b0ZuB7MLu7evXd7KNwBCK8Kh/VCuauYV2s0DnJzhpjltohzciyr8+MWEMH74EhwcsH50b0NjZZsZK4MzpzA2r4F/D4PVCgkJoBTqibq3t91ttjDLvD8AUE3bIBuWw5VLUKKM2TPBmgtLlzcw+r2KrJiPeq6r+cL77ClwcMQYNxQsFihc3GyNj08wPw87N5rnsXAW1pLl0i6rCLJpJdy4DqdPYESeQBbOhNP/muu3rkNVM1/uyOEDyLp/oEgJuBmH5bWPwNMblAIRVKnytnyVxYqlbbcMX7OHUkFPTEzk6NGjdO/eneLFi/PLL7/c01QnkPZ0JemlN2rUiEaNGtmWc2qXkpzanUafd86SU88bcu65P8rnLSIYr7S0S7P8OJsLV2KAmDvum127uH///fds376dPHny8PXXXwMQGxt7zzFmNE3L2UQECdt+e3m/2UvW8v4QKBoCMVeQzWuQJbPByxfirptB3QKDUE89h8qVG0mqFvjmQ1msqY5h6dbbjAru5Jxp5VZKgbefOT46txtyMAyaZGys8aNCos+blV0nZ7PV+8I5ZO92VOUaaY65N5bONa9HULC5HyCn/4VTx1BNWqHadMX4rDfy91Skam3b70r27TTnpvfxh+KhZoC/fw+bv7NiIbb8lY8/VKyOrF6EPPM/ZMMKcHDE0mcosn83qlINswL9yyhz+27vQGICXIhC5v2BnP4Xlb/Q7fO7dhUO7wfDgHORZtqODcj86ZCvIJaefTHm/Ib8PQ2pUguUBWPGz+CZF8u7g1G3WvoB8M0Hl85DsVJ210RVeCLD1/uhVNC9vb3x9va2RRitXr06c+bMIU+ePFy8eBEvLy8uXryIh4eHbfvkD18XLlzAy8uLvHnzsm/fPlt6dHQ0pUunjrSoaZqmadnSqWOpktJ6iHyU1KtXj6eeeoqxY8fa0ubMmUPZsmVtMWbmzJlDp06d2LFjB2fOnGH06NFEREQwceJEvvjiiywsvaZpWU1OHsWY/jNEnzdbQUMrmsHBIvaBmwcqpKy5YV4fVI36ZmRsR2coVR5V6NYLvly5zf9zu5vd3v3TfqGp8nhBnswP4qYatzRbTo+Em12sDeOxCPQpCQkoBwdktzkMmZtxyObVZsXXMJCVC7B88AXKzeP2PscPm/PFJzW4Wq1QPBTC94IYULAoymLB0rwdxo/DkS1rUU/UJfFcpBlHoF4zLI1a2PJT+Qsh+3ehioYkLxqWp9pgbF+P/D4O2bUZVeEJVOHi2HovGIlm8D5lQZWvinLJhcRcMXthrFyA6viaWd59OzDGfmHrAYGygNWKrF5sHqfnR6h8BbGIgTFuGPLP3+ZY+sMHUB1fta+cA6p6PXMsvKPjfV/3h/LJ8fT0xNvb2xbkZc+ePRQoUIAqVaqwatUqwJzbu2pVs7tJlSpVWL16NSLCwYMHyZUrF15eXlSoUIFdu3YRGxtLbGwsu3btokKFCg/jFDRN0zTtgcnBsNsLXj5Yeg/MsrJkltKlS6cK1nqvMWY0TXv8ScxljLVL7cbxysULGN8OgpPHwD8/qlMvLK/2MSu7N+NSVbRV685md3dnFyzN26c6hlIK1aIDlnpP/8dnY8/yZBMstRtDiTJwLRYO7Lr7TtmcsWkVxlvtMdYvR7avB6vZrivzp5mV3pfeg3ORGN8OQm6YA7ZEBGP6T5DbHcvgH7B88CWWL8ajSlc0K+eAKnhreudKNSF/IWT+dMRIJG7HJnN9qP0UlapEqPnSJWWLdJESqFoNkY0rzfK0sZ9dA//85n6FiqJccpn7uHugKtVENq1CbsYhR8IxxgwBv3xY3hoA5auhnmxsBnuLuQzueSCgwO3ylquKzJmC8fuPkNsdVbMhKVmebY+l3YMNWXto06x1796d0aNHk5CQgJ+fH7169UJEGDlyJMuXL8fHx4d33zWj61WsWJHt27fz1ltv4eTkRK9evQBwc3Pjueees02b0rZt27tGcNc0TdO07EBuxiH/Nx4Ay/i56Q7dehzca4yZpG01TXs8iWFgTPgK9u9CueaCyrXM9IUz4Gosln4jUAWK3N7BwwsuR6NSBNZSHp62aNzpsTRplenlzyhVuSYy+1eM2b9hKVUh23/PS2KirWeXKlTsdrqRaI4DT4i/3U28UQtk2Tw4cwqKl8byRF3E2QXjhy8xRvTD8lw3sxJ/cC+qwyuogEAIuPX7Cwg0W7MdnWzB0pTFgmreHhk/HNm2nrjt682hAkkV4iQVa2AZWQXl6JSq/KpNV+RiNJamrVIFWFUWK6pVR5RXilgEtRshm1eZ3eP/+Rs8PM1u6u55sN6aSs/4dQxy9CCqRBnb71AphaVTL4zxw83W8xYdUM4u93HV7+6hVdALFy5smx4tuU8//TRVmlKKl15K+81DgwYNbNHgNU3TNO1RIb+Ps/2c3R/a/isZjTGTWcFeH/WAgg+DvkZ3p6/RnaV3feTGdZSLKyLC1ak/cXX/LnBywrpyIXmbmrE4zu/fhbVcFbwq2Adti/bPR/zlaHIXLU7uR+zaX3/hVa58NwSPfyNwrlwTyD6fIREh8dRxHAoUxoi5wsXB75IQsQ8sFrxH/4FDoDku+8baZVw+F4nH2wOQG9ex+gXgVK4q53dtxog6Q+6K1XHz8YFGz3DDzY2Yn0ZhjPwUa0AgysMT35YdUM63x/knlCzDBcChcDDe/v63y9O0BRcWTIeFM7l59jSujVvg4eubstjp8/GBIWPTX9++R+prUKs+F37PT+K0n8BixWvI9zgVKWa3zbWSZYhZswS3StXJlfz35uMDI37CuH4N5ezynw1jeGgVdE3TNE3LqYwta5D1/wBgGfhdFpfmv3evMWZSyqxgr49yQMGHRV+ju9PX6M7Suj5yaB/GV/2x9BmObF+PLJqFql4fgooRP20iUZvWgrsHxplTGPWeSbW/4e4JwDU3T64/YtdeSlUCqwOXt27AElQCyD6fIdm+HuOHoVg+/gZjxi9w9CCqXQ9k5mSiZ/+Opf3LZjf1aT9DQAFiS1W8XQm9eBEjoABEneF6waLcSDqf4FD4bCyM/JTEiH2olh25EBMDMbcDn4qDM1itJOYrmPp33aglMulbAOJCyj2U6ySvf4w6Go7KV5ArPvkg5ee3UHHIV5CrxUpzLb3yXL2WdvodZDTY66MfvUDTNE3TsjE5tA8ZP8JcqPAEKjAoawv0ENxrjBlNyynkYBjGhK9Sz//8mDEWzITEROT4IWTzKihbBdX9bVTtRuDhifF/45E9ZsR2VaZS6gzy3mq19M+Xel02pxwdIbAQcit6eVaT0/8i12LNnzevMf/fucnsit6sLZZGLVFVayPrliGXLsCerXDyGKpZ21QtxKpICXDNDcnnmweUoxOW1/uj2nZDJQvwdnu9o7n+6edTr3uiDnh6o3K5mcHkHgKVrwCWmg3N80lrfUAg1s/GorzvoTU/E+kWdE3TNE3LZHIhClkwA/VUG4xhH9nSLdXrZV2h/iOjRo1i3759xMTE8Nprr/H888/TqlWre4oxo2k5haxaiGxejfrfi+DpjTH3DzgXiarTFBVSJquL90CMTavMCo2rm1nJA3P+6OjzqNpNzOEsLrlQz/dAJn6NnDoGPv7gl7oSroqGIJ55wS97Ti95NyooGNm+ARHJ0iFNEh+P8eUHEFoRS/d3kL3bzPSVC825ukuYnznVuCWyZS1G31fMAH3efrb5vpNTT7VB1W6c9njw3O6opm3SLYsqWyXtdAdHLC+9h7uDItZBV01BV9A1TdM0LdOICDL5O2SdOX5aVi+yrVPtXzGjwD5m3n777TTT7zXGjKY9rpIqaWIY5jzPABcvIAkJZkRsixXZuQHLsJ/tpqvKjuTUcfANSDWPuFyIQn4ZhXj7m/NVOzlDbvfb55usEq6q1YFTx+H6VVSVJ9OswKoqtbFWqf2fnst/qlBRWLMEoqPMwGeZLHHcUDOKecMWsHcr8u8RyOWGqtkQlTTlHMCRA3DjOmzfiAT9DXE3wMsHLp4HiwVutSCrQsWwDBqDrJhvRkSv2QCVRmVZOTqBl3emn48KKYOLjw+x2WAYQHagK+iapmmahhllWH4ZZUanrfPUfeVhvNIy3XWqfrMcGxxO03IqibmCMeB11P+6o/IXglhzRgOizyPbNwAKy+v9MUYPQtYsRTV7LvPLYBgQeeK+htfIyaPg4IgKKIAci8AY8h6450G1egH1ZFPbd5osmwuJiXDuNHLuNKr+M8iFc3Br/myVrCVcKZV6SqzHjAoKNqOWHz+c6RV0OXkUtq1HLkSBgyMydcLtlUcPol5+//a2+3aZFXGlkD8nmy9X6j6FzJxkzkeeLAq58s+Pav9yppZVuz96DLqmaZqWY0liIhJ3A2P1IoxXWyEbVyJTvreNHZQTR0l8uYX5b/hHyNXY+zqOZdjPKIs1M4uuadojQMK2Q8xlZNpEZO3S2+kXzprLFaqhylaGkLLIyvnmtFeZXYYtazAGvolEnTGXI08gh/anva1hIBcvmD+LYHz/Jcat6SFlzRKzZTxfQfN7cuYvZvqN68iaJaiqT5qts8qCatzSftqrNLqxP9YCg8BiQY4fzvSsZZ0ZcJRTx5HwPZDXF8v3M1FNWiFb1tp+zwCyfycUKYFq+hxUroml7whUcGkAVHCptLLXsgFdQde0/4BsX4+c/jeri6Fp2h3I2dPIzyMx3ngemfK93Trjc3PMtPFZ79uJEfswhn9EeoxbUdq51S1QdX3Ttk7lzfrpdTRNywJh28E1F9y4hqxcACXKgKMTcmAPxF5BVagOgKVBc4g+D3u323aV/bsw/pz84GWICDP/P3/WfCE5cgDGsD4Yv/+QaupDWf4XRr+XkUvRcPY0RJ2BC1FI3A1z7HzlWlje+xxVrQ6yYgFy4zrxh/ZD3A1U9XpYOvU058D2DbhdKXdzR+V2e/DzeIQoJ2fwD0ROH8/UfCUhHtm40vxMxd+EPVtRRUNQjk6oRi3NlwJzfjeHW125CMcOoUpVwNK6E9bXPkK554GgYqgn6qJqNszUsmmZR3dx17T/gPHDUAAsP/yZ5hgeTdOyjojcsSv6HSV78SaJicjWtagKT5hBeE6ZD2KWj4ajgoIBMA7tQ2Jj0sxK07THh1y6gDFuGJbm7W1RycUwkLAdqLJVUbUaws04KFXefPEXvhsAVeBWt/NyVcE9D8a6pVjLVzW/p/5vPESeQBq1RHl4Iru3gF9+VEDgvZXtSPitMkbDwpnm+OOK1ZGVC80XBKEVzfUiyJqlkJBgBhOLu2FmcOkC7N0GN66jajcyI3vXeQrZvBrZs43467e+44qGoNw8SBrIo3zzmd28H9FAbw8sf0E4cSxTs5Rt680XO//rjsz4GRISbo8j9/JGNWuL/D0VFEjMZbBaUdWetMtDOTiiXnovU8ulZS7dgq5pmUyuXb39c1KLmqZp2cfhA3de72kGwDE2r069LlkAJ+O11sjErzHeeN5WOQdslXMAS7feWN/4+MHKq2latidrl8HhAxjjhyORJ83EE0ch5jKUqYQqXQFV4QlzzK+XD9y8CcoC+QoCoBwcUDXqw+4tyJVLELYDIk+Y+Rw5gFw4hzF2CLJw5r2VK+4GnLz1/XTpArJiAVSqieXlD8wo8gum3974xBHbS0jZs80W8Zu4G8iRg+bPhYub/xcvBR6esG0d8QfDwC9f6gB3t7q4qxxaQVf5CkLUGST+ZqbkJ4mJZi8Mv3yoBs3hViR1VfT2VGGqRQdU83bI1rWwbyeqXQ+zHNojRVfQNS2zJX/4v3Ip68qhaZqNGIlIzGXk5DHzwSU5F1csn4/D8um3UL4aqqLZ5VQmfGXbRLV8wfzhVnRcuapbxTVNM4lhmC/kCxUFB0eMiV+ZXZE3rzJbMFPM8628bs/xnXy6KlWzkTl3+MaVGEvnQh4vsDogh8ORxbPBMJCL9xjl+tghkFtzrp86DtdiUcGlUI6OqKat4WAYcizCPI8NK80hOpVqmi3mB3aDZ15zXUQY5Mlri96uLFZUpRrIni3cDNuJKhqS+tg+fuZ3ZlDReyvz4yJfQfPanz39wFkZKxdi9GwDh/aj6jYze2cWKAxWKxQqZttOKYWl5QtYhv2MpfdAVN1mD3xs7eHTfW81LbNZkr330hGbNS1bMF5tnToxIBBLt96oYiVtSdY3Pibxi/fttysagqV5O4zLF5FbrerG2y+kfSAHx8wqsqZp2ZTEx2N8PwRL45ao0hXNMcFRZ1Dd30G5umKM/QKZOcn8vihfzRz3m1xSTIr89lHVVWAhKFICWTIHLkejWnVCdm1Gdm2GC2fNjW5V0OVqLLJ5Fapa3VTju0UE+XUMBAXDuVuVQw9PJGKfeRxff/P/GvWRGT8jOzZBwaLmC4WyVbBUr4exfT0UKGx+940bBv8etnWltpW3aRszsGbsFVSKdXBrfushP4Jr7lTrcgKVvyCCGZSPCmnPAZ5RsnsLeHihKtVA1Wli5l+9HhQskmrKOwCVx8t8waM9knQFXdMyW3xcVpdA07RkbN00U7AO/iHtHRztK9mW94eYPyQmwLVYuwi5KammabwI0DTtsSJbVsPe7UhAQeRcJPL7OChUDFWpJsrZGVWvGfLPXwBYajdJncGteaTTmvZM1W5kBq10ckLVfQpiryDL5pkt0aGVYN9Os7v7N5+aU5ot+hPL24NQ+QrczuTYITNCfFLU+Eo14fpV2L/LXPa51fU8tzsUD0V2bTIjel+5hKV6fShfFfXi26jy1eDarZkrEhNRPsmisgPKxx/V4VVk8mhUSLk0r1V2n9f9P+UfaA5jOH3igbIRI9FsOa9aG0vHV23plgbNH7SEWjalu7hrWiaTsB23F3QLuqZlCTlpTo8mkScwvh2UeoNS5dPf2Wr/7jqpC2pSTAmj3yu2dZaRv0Hx0mZLBui/eU17TMnOjRgr5put00vnmWkXziK7t4J/IJa+w1HOt7p/d3gV9fT/oHQFCK2QKi/l5Wv+n1YFvcqT4JoLVauxGXCtVHlQFizd3zGnx4q7gSyYARfOoTq/bkaHn/u7fVm3rQOrA+qZ51HPdcXy6gdmi2qSZNOfqXJV4dRxjL/+D3K7Q9kqKIsVS80GZsv8rS7u5n7+qcprqdkA3ymLzdZ/zY5ydDKvWeSDVdA5/a/5guXW9Gja4y/DFfTVq1MHyxERZs+enakF0rRHnaxcmNVF0LQcTUQwBpnToxmfvp7mNpZe/dLPIJ3umKpbb7tly1ufotw8sH441AzYA6iyD9aN8b+m7+Wadu8kIQHj93HI/00wW8ZPHjXHal84Z05DFlgIlWx4i7JYsLTujPWdz1AWa+oMS5VDPdseylROtUrlyo3ls+9Rz3c3E8pWwUxdajUAACAASURBVDJyitmafWvsuuzdBvkKYKnTFFW7CbJjg93c5bJ9PZQqj6VVJyxPPWeWIc+tiraHpxmoLul4FaqZPxw9iGrUApWiB5FydAI3d3MhRQt6EkuunNmFPUPyF0JOZWyqNYk+j7F4Nsa8P5DLF2+nR5hz1qviuoKeU2S4i/vMmTPZtm0bL7/8Mm5ubpw9e5YxY8aglKJ1a92lT9MAM/Jq8uV/D2dRSTQt55HYKxjvdEpznXrlQzhx2GyByl8I5eKabj6qRBnzARegROjt9Lw+2M0YHHo78JMqUgLrhHkPUvyHQt/LNe3OzJlYBJXr9rjuuM2r4VK0uX7aRMhXEBVcCtm6DuJvospXvadjKCdnVIuO6a9P1mqtlDJbtjGn0RKA6POoYPO7SdVrhiydg6xaiGrVyQwKF3UG1aytfaZJefqm6Kbulx/L+1+Alzcqad7ylDy9ITbGnNtcuyeqQBFk1xYzmv4dyPFDGCMHwNUYUApZOhfLp9+ifAPMFzKe3uDt95BKrWW1DFfQhw8fzqRJk3j//fepV68eS5cupXnz5rRseZ9zyWra4+jQPvvlbeuzphyalgNI1Bm7B0ZZNMt+Ay8fW0AlFVgIVbV2hvJVDZ5Bla1sRiAmWZf1oiXtt7M8eqPE9L1c09InIhhffwxXY7AMHI1yyQXA9UWzwdsPVbYysnIhlk49kaMHzW7HAOlVbDNbUvR3gFtdypVvAJSvhqxYgDzVBlm3FBydUJVr2e2qPPMiSdunoELK3Pm4nt5w8liaXdy1O1MFiyBikHD8CORNu4ItiYnmUCwXVywffgmAMfgdZMEMpHRF2L0F1bKj+bJGyxEy/HTh4uJCx44dcXNzY/bs2VT+f/buOzyK4n/g+Hv2kkBCgDR6DU0UQzEgCCIIARVEEFAQC1hQQEGKKKgoyldEEUFQQJCiPwtYEBDBgjQVkd6k9xYISSgJCSm38/tjwyXHJSSQcimf1/P4eDs7uzs7CdmbnZnPhIbSpUsXjAL4BUWIXJPyMM+ITk7Ko4IIUbiZy77HfPVZa5651lZE41+dh2kb/0sTBO46vkArpVBlK1jLCKV5xikPD6snHqDB7dkqv7vIs1yIa9i5yYpWHhWB/uFzAHTMRRJ3bkbd0QbV4xmMNyej6tyKStObqcrkUQO9tL8VdAzn+etGh4etAJbLfkCvX4MKbY66eth5Bj3oWaECgsDLC0pJVPDrViUYgKQj+zLOc/oExFxAdXkUVbGq9V/L9ui1f6BnfwjBdVD3ds/4eFHoZPmJvHnzZoYPH069evUYP3484eHhvPHGG0RERORm+YQoUMyUBoIxeorrvp+/xezfDX36BOafv+V10YQoFLTdTvTIfugFX6Sm/fwt5pjB1oanF+qRZ1F9BjktPaNyaPkzVc76Iu7y5beAkGe5EOnTSYmYP82DgDKoNvejVy1Db/rbGl6sNapBE5SHJ6pydeuAwDS9yXnUg648PKC0n7WRpoGugmvDraFW8Lj4ONSd7VwPLlsBPDxQVa9/TXJ1bzeMfiML5KghtwsqB94+JP23FXPRV5hfTUOnrIuuTRN9Lgp99AAAqlotx2Hq3m5QpgKqeVuMF16zfvaiyMjyT3vmzJk8//zz1K9vLaPw1ltvsWDBAkaMGMHs2bOzdA7TNBkxYgQBAQGMGDGCiIgIJk2aRGxsLMHBwQwcOBAPDw+SkpL4+OOPOXToECVLlmTw4MGULWu9qfzxxx9ZsWIFhmHw5JNP0rCha3RMIdxBX4qFXSkR3NN5y6yXfQ9gDWOKPIOu1wgVUCYviyhEgaYvx2EO7Il5dXqaCMbGxK8ckZQBa93eK8NQc4CqWhP17MuoWwrmsycnnuVCFDY6ORlz0mgrUNrTQ1Chd6KP7Mec8xFUqILhHwhVazofFJTSg27zcCyblif8gyA+Hq76/mA8Nxy9eR0kXIY6rkPWVSl/jPfnpgZ8uw6qTPkb6nkXKTEEqgRzec1v1iofSkHCZdRTQ9C//ID+6RsrWGCx4lCuYupxAUHY/pfBUqCi0Mvyq7Dx48c7HugAhmHQvXt3Xn/99SxfbOnSpVSqVMmx/eWXX9KxY0cmT55MiRIlWLFiBQArVqygRIkSTJkyhY4dO/LVV9aXrxMnTrB27Vo+/PBDXnvtNWbNmoVpXv1VTQj3MAenCfiStoEA6MQE66EJEHnG+n9KwBkhROa01pifvu+Uph560iWfuurfnjF4NMaI913yZYfR5E5r+aECKCee5UIUZPpimujY56KsCNvHDsK+ndYQ9mZ3ozw9MfqPgJKl4ch+vG67w7X32LeUNey7TLn0I7XnElWzLtRr6FIeVdwHo3kbjLs7ZDhXWZUsJfOY3UBVsUYtqG59UHe2Q29ai46ORP+6AJKTYeu/UCU4T3+PRP6W5Qa6r68vMTExrFmzhkWLFgEQHR1N6dKls3R8VFQUmzdvpm3btoD1Zeu///6jWbNmALRu3ZoNGzYAsHHjRlq3bg1As2bN2LlzJ1prNmzYQPPmzfH09KRs2bKUL1+eAwcOZPlmhcgznl6osM7WG1HA/Ph/rnnicq5XT4jCTi/9DnZudkpTje5w3r63m8txyscXVeL6e4wKq+w+y4UoyPTmfzCH9Ubv3ITeth7zzecxP3gNnfLiXN3cwJFX+QVivPQOhDTG5750/rYoBeUqQfkqeVZ+AKPHM9j6j8zTa4rsUa3vw7f3C6h2nVF3tIHEBMwPR1nfA1NGJqirR2iIIi3LQ9x37drFhAkTqFGjBnv37qVz586cPn2axYsXM2LEiEyPnzt3Lo899hjx8fEAxMTE4OPjg81mvS0KCAggOtrqUYyOjiYw0BouZLPZ8PHxISYmhujoaGrXru04Z9pj0lq+fDnLly8HYNy4cQQFBbnkKQo8PDyK5L27476Tw08QlWa7TJkyxPj6EpdwmeK/L+TS7m0ux/jaE/HOwXLKz7voKSr3HtG7g9MSht4t2xH/5+8E1bqJC83bkLB2BX5vTqRYw6ZuLGXBkN1nuRAFlY67hPn1pwCYS7+D44fBbof4ODicEsDrqmWsVGBZbIPewDMoCCIjXc5p9B8JnjkT30IUXqp8ZUrc2pD4yEh0zbpQORiiI1Cde4F/EHruZNcpFKJIy3IDfe7cuQwePJiQkBCefNIaVlirVi0OHsx8nedNmzZRunRpatSowX///Zdpfq21S5pSKt309ISFhREWFubYjkznj2pREBQUVCTv3R33rfc6L68WGRmJmTKk/dK36c/rvPjxWC41aJZjZZCfd9FTFO5dR0c6Nc6NGYsoGRhIQo9nibpwAd3nRYwnBhJjsxFTyOuiYsWKmWfKRHae5UIUFDopEb3pbzgXZUVf9wtAr/wZLkRbKzBsWw9Kobr3QX83B/3fFihZGlXc+7quI+uCi+ullMJ49QNQVvBSnZQIF86hQu/I/GBRZGS5gX727FlCQkKcD/bwwG63Z3rs3r172bhxI1u2bCExMZH4+Hjmzp1LXFwcdrsdm81GdHQ0AQHWEhCBgYFERUURGBiI3W4nLi4OX19fR/oVaY8Rwq0S4h0fVa9+1ge7xEcQIjv0pRjMV55ybBujJlpLoBmGY665UgpsMm8vq7LzLBeiINDno61pZSmRsfXubRhD3kavXwO1bsHo2Rdz+0ZU01aohs3Q382B8ONWQEkh8oBKM+pCeXqhOjzkxtKI/CjLc9ArV67M1q1bndJ27NhB1apVMz22V69eTJ8+nU8++YTBgwdz6623MmjQIOrVq8e6desAWLVqFY0bNwYgNDSUVatWAbBu3Trq1auHUorGjRuzdu1akpKSiIiIIDw8nFq1amV0WSHyjI5KXaLIuLuDlbZqaebHbVufa2USoqDSWqOPHcIc/KgjzfjfdJmjlwOy8ywXoiDQP82DU8cw+o1A9ewLu7ehv5kBp46hbm+JCiqHMXI86tHnrCHtKS/41FXD24UQwl2y3IP++OOP895779GoUSMSExOZMWMGmzZtYvjw4Td88UcffZRJkyYxb948goODadOmDQBt2rTh448/ZuDAgfj6+jJ4sLW+bZUqVbjjjjsYOnQohmHw9NNPY8iajCIf0L9bwZZUl8dSE03nHinjhVGYH49xPu74IVSD23O9fEIUJHrBF+hffnBOzKN1hgu73HiWC5FfaNNEb18P9RujQpuDaaL/22INb1eGlUbKuuFXlCkPp09a61ULIUQ+kOUGep06dRg/fjx//vknxYsXJygoiLFjxzqCuWVVvXr1qFevHgDlypXj3Xffdcnj5eXF0KFD0z2+a9eudO3a9bquKUSuS1kyzej4cGqaV3FIjk3dLu0HdeujqtVEBd+EOX0cqmK1PC6oEPmbPrDbuXFe2h/jmWGyNFAOyalnuRD50rGDcD4a1cAKGKkMA+P519BL5oM2UaX8XY8pV0ka6EKIfCXLDXSwoqZ37tw5t8oiRIGkExLS3+FTAuLSNNC9S2AbZi23piPCATDXr8Zo1EwaH6LI0xv/stY5L+scCM149QNUQBk3lapwkme5KKz0tvVWT3lIqCNN2WxWtOwMqLIV0MgQdyFE/nHNBvqUKVOy1HB44YUXcqxAQhQ0euNfAKhuvZ13pKyB7uBTIvWzb8q6zJvWYj7bGdvMxblYQiHyN6211TgHiDgFgPHpjyhDgr/lBHmWi8JMn4/GfH8ExjPD0Pt2QvVaKN9SWT9BxZT4C+Wyv0qCEELkhGs20MuXT10+IiYmhtWrVxMaGupY2mfTpk20atUq1wspRH6m535kfTh13HmHeVUUd2+fNJ9LIIRIsW+n87ZvSWmc5yB3PsuXLFnCihUrUEpRpUoVBgwYwPnz55k0aRKxsbEEBwczcOBAPDyua0CfEA56/Wo4e9pqnEecRt3c4LqOV81ao8pWlCXThBD5xjWfiA89lBr2/5133mHEiBHcfPPNjrQ9e/bwww8/pHeoEEWOuuNu5+1bGqLDUxvtyiPNshoypF0I9PkozOFPOrbVM8PQn01ANW3tvkIVQu56lkdHR7Ns2TImTpyIl5cXH374IWvXrmXz5s107NiRFi1aMGPGDFasWEH79u1z/Pqi8NJaO56jev2fVuLJY3A+ygr6dh2UhyfUqZfTRRRCiBuW5RDo+/bto3bt2k5ptWrVYt++fTleKCEKCq219aFRM5e39qr7kxjvznRDqYTIP/SBXej4OJd087s5To1zAHX7XRjvTEc99JRLfpEz8vpZbpomiYmJ2O12EhMT8fPz47///qNZs2YAtG7dmg0bNuTKtUXhZU59F/sHr6G3rnNa7xyAMhLsTQhRsGV5TFlwcDDffPMNPXr0wMvLi8TERL799luqV6+ei8UTIp+LOQ+AKlnaZZfy8MhyVFi9fxeq9i05WjQh8oKOPov5yTsYw95B+ThP3dBb/8X85B0AjFcnoIJroy/FYg5OP2CTUsolSJzIWXn5LA8ICKBTp070798fLy8vGjRoQI0aNfDx8cGWsvZ0QEAA0dHRLscuX76c5cuXAzBu3DiCgoJuqAweHh43fGxRUdDqKOnoQaK3rgPA3LsD5VsSzxo3kbh9IwB+terilcP3U9DqKK9J/WRO6ihzUkepstxAHzBgAJMnT6Z37974+voSGxtLzZo1GTRoUG6WT4j87YwVjV01bJZhFmPsjExPo3dvlQa6KJDMV562/v/iI6iez2K0vR8AHXnG0TgHMMcOw5j+o0vjXD073Fpu0C+d5Y9EjsvLZ3lsbCwbNmzgk08+wcfHhw8//JCtW7dm6diwsDDCwsIc25GRkTdUhivz7EXG8msd6YvnwLeUSzwKc+HX4OGJMeRtdFQEqn4TklYugZQG+gWv4qgcvp/8Wkf5hdRP5qSOMlcU6qhixax1QmS5gV62bFn+97//ERkZyblz5/D395e3HKLI0wd2Wx/KVsgwT0aBZ4zh72KOH2md56d5mOUrY9x+V46XUYjcYn/jeadtPW8G+s526G8/Q6/51SW/2e9Bx2eJ0u4eefks37FjB2XLlqVUKSuidtOmTdm7dy9xcXHY7XZsNhvR0dEEBATkyvVFwaXPRWG+9hwE18Z47mXH+uU6KQn9zypUkztRdeqhsOaO6zIpz+BixaGkn7uKLYQQOSLLc9Cv8PT0pFSpUtjtds6cOcOZM2dyo1xC5EtX5pzr6LOYP3yOXvC5teMG1mlWdeqhejydeu71a3KkjELcCJ2chI4+a31OSkJfjr9mfnP6exB+3DX9hYecGue2mYsxXhrrkk8a5+6VF8/yoKAg9u/fT0JCAlprduzYQeXKlalXrx7r1llDlFetWkXjxo1z/NqiYNMb/4KkRDi0D/O9Eego628TB3dDQjwqtIVTfnVlakxQOQnCKoQo8LLcg75161amTZvG+fPnXfbNnz8/RwslRH6kExMwn38I9dCT6O/mOO1Tnp4ZHHVtqnlb9PxZ1sa29dj7PoDR7xWXLx8if9C7tmJOfAPq1MM2/F13FyfbzMVfo08dw3hqCOb7Ix3BlggsC1ERqEeexWhzf7rH6k1/Oz4bk+ehl8xD/7bQKY9qb/WYq5tuTc37v+k39EJL5Iy8fJbXrl2bZs2a8corr2Cz2ahevTphYWHcdtttTJo0iXnz5hEcHEybNm1y9LqiYNIRpyApGVWpKnrDn1C1Jkav5zA/egvzw1EYb0yyAsEZBtS51fngK6PYZKk0IUQhkOUG+qxZs+jWrRutW7fGy8srN8skRL50pfFxdeM8W4p7uySZ09/DNnNxzl1DZItOSkR5eqEvx1mNc4B9/6X0MGtUcZ9rHp8fadPEHP8qHNgFgLlprXOGqAgr3zczIKWBrk8cAdOOqlozNVpy5WBsb35k7a9ex+kUKuwBVLcnHNvGS2PR/6yAshWkh8uN8vpZ/vDDD/Pwww87pZUrV4533y34L7hEzjJnT4KEBIwBI+HwPlS33qiadTGefxXzg9fQP3yOPrIfguugvJ3/7qoSvlCuEqp67fRPLoQQBUiWG+ixsbG0a9dOvliJIkXb7RB/CeVbCn04g2WISt/4/Ml0h/n6S2yH/ML+bGfQGuO92ZifT3HaZw7sAVAgX6aYU8c6GudZoS/FYr5lBRFTPZ5BL/4aAOPZlxx5VKNmaJ8SkHAZY+oPKMN5BpW66VannnThHvIsF/mRvhwHh/eBYaD37QRA1W9i/f+mEFTbTug/frK27++Z7jmM0ZNBps4IIQqBLM9Bb9OmDStXrszNsgiRr2itMfs9iDnkMcz1a2C781q9xpuT4dbbMPoOy9kLnyvcESzzO52cjPnnb9j7PgApMQfMV56CXVvSz58yb7sg0GdPY58+Dratd9lnDB2DMWORc6KXF+bP3zpFXtfzP4OUdc1VhSqOdOXhge2jbzCmLXBpnIv8Q57lIl/avxtME5KT0dvWg4cnlKvk2K26P4nq+gQElkWFNk/3FMrDU/72CCEKhSz3oO/fv5+lS5eyaNEi/PycI2S+9dZbOV4wIdxFnzoGZSuiF3+VmjbzA5d8qnJ1bC+Ozv4FK1WDk0edyxAf5zKET+Q8bZoQexHOR0NcLFSpkeEa3QAoBd4+EHcpNS0i3GlOtT68H3PsMFTrDhiP9svF0jvTh/dhfj8XY+gYlM21F0nHXMR89VnHtvH2VFSFyuiDe6yh53Xro5RC9XwW/d1sVIfu6J/moRd+me71jBdGpZsuPbP5mzzLRX6k92xP3dixCSpUdvo7pjw8UPd1h/u6u6F0QgiRt7LcQG/Tpo0EchGFnj5+GPPtF1Hd+6CX/eCyX93TFf3rAqhWK8euaRs9xeqtTWv3Nrjtjhy7hnCmd2zEnPx2pvlUh4fQS79zbBvvz4aSfpgvPATVa8OB3ZgTXncMc9cxFzDHWiMq9Kql6A4PWcM1DQOjScvcuRlS5pSPtYabm/0eTHfYvTn0MadtVaGy9f+adVE16zrSjbb3Q9v7Mb+efs1rqgZNslts4QbyLBd5SZ8+AWdOQf0mGb6806aJ3rUVKleHE0cgOQlVqXpeFlMIIfKVTBvoO3dac4FkzXNRFJhvvwiA/n5uuvtVizBU7XpQrUbuFiSdHlCROW3a0Zv+QdWogwos67pfa/T8zxxzGTOStoGrG9yO+e5wK7q+X6C1f9oCdEKC1VAH7J+8g/HMMMyhjzudx3y1LyQnW5/tdoxmrbNze+nSWmM+1+WaeeyvPO20bXz0TeYnTkx0TatZF47sxzb9x+sposgH5Fku3MH8fAoc2A0hjTEGjER5pK54ondtwZz3GZSvBCcOox4fgF70NVw8D5WrubHUQgjhXpk20KdNm3bN/UopPv744xwrkBDuomMvXjuDVzErAnVKz2OuluX4YVSD29GJCeil36E6PITyKpbr1y1ItNaQlEj0yH7Yjx10GnauAfXUEIw77nY+5utP0auWOqWpe7qCt49jKLcx0XlIt6pxU7o90qpYmp/H1n8xX0iNVG289A7mB685GueQ8tInhxroV14OnAGM51522W+f+CbGw09jTn4L1a03pMyTNwaOcgReylRwHfh7uVOS8dJY0GZ2iy/cQJ7lIi/o+Dj0bwtRHbpDdKTVOK9TD3ZsRP/xk/X3lpTRRrMmwuU4CD+OurMdquU96H/XwMXzqErSQBdCFF2ZNtA/+eSTvCiHEO4X7RqcTfXsi6p3G6p8pXQOyDlXhlKrxwagv5yKXvQV3N8Dc9q7sHMz+udvC2S08JyiTx2DUn4o31LW9qUYzMGPApBRc1HPnogOCU09ZvPa1Ma5zYYx9XtHFH2dnGx9KWzX2ZE/K9Qdd6P/uSrgVtkKqJtCXDNfiEZvWpthgKOs0vFxmJPedGybn74PgDFtAWZ/68svu7Zgjn7Byn8lfkKV4Kw3zgF11z2gsIaanouEilVRHlmeFSXyGXmWi7yg1/6BXjIPFVwbfXAvKAPjmZcwv5yK/mk+umkrlF8geun3cCkW47UJ1rrmFSpbMTAqVLamBckQdyFEEZYn37YiIyP55JNPOH/+PEopwsLC6NChA7GxsUycOJGzZ89SpkwZhgwZgq+vL1pr5syZw5YtWyhWrBgDBgygRg1rSPGqVatYsGABAF27dqV169Z5cQuiCDDfewWwosXqn+dbQ5pvaZQn1zYefBx9bzcoVhz95VSrPN/MgJ2bU8u35leMu+7Jk/JcL719AzryDEbKmtlZOkZrzAmvw94dGK+MQ9W6Jd185lfT0KuWpSbcdoc1Rz8d6va7MPq+5JjTbw55DGrdgtGuM+a0cSmZlMsQbeXhgXrk2atPlyn15GBUWGfMMYMdacYr1nVU517WcM209zJ93A29aNGXYqyGeAb3jWFY99CsNXrdqvSzvP7hdV1TKYW6697rLKkQoqjRRw+CXwCqtD9681or7cwp9Oa/4eb6KP9AjB7PYL75PPqHz1FPD0Xv3GTtqxLsdC7VtLX1we/Gly8VQoiCLk8a6Dabjccff5waNWoQHx/PiBEjqF+/PqtWrSIkJIQuXbqwcOFCFi5cyGOPPcaWLVs4ffo0kydPZv/+/Xz22WeMHTuW2NhYvv/+e8aNs74AjxgxgsaNG+Pr65sXtyEKu8QEAFS7zhj3PJjnl786artescR5+/8+wdy1FdVnIKp4al5tt4M9GXtEOBie5DUdexFzyhgAzMP7UQ88gt7yDyqsc4ZL3mjTdJo3bb43wvpQ3Bvj/Tkobx/MJfOtkQRX2/yP46Px4Zf4YedCSX+nLGnXzOXALswra377lsQ2MZ1z3iClFFStgfHaBMx3hmGMmYoqZZXFuL8n+s72ULI0+vMpVqT0G3RltIDTtXs9h/76U+taH1kvAtRTQ9D7d0FUhGt+WR9YCJHDdPRZzHEvw80NMPoMhP0pf2uPHYQzp1C3twJAla2Aat8VvfRbzFtD4fQJVMv2LudTtW9B1U7/Za0QQhQVebJgpL+/v6MH3Nvbm0qVKhEdHc2GDRto1cr6492qVSs2bLDWmd64cSN33XUXSinq1KnDpUuXOHfuHFu3bqV+/fr4+vri6+tL/fr12bp1a17cgigkdFQE5vJF1vzlNOwv9AC4ZqMyr6hWGfda6k1/o79wHqpq9nsQ8/mHiHyuG/rEkVwuXZqymHb0uSj0r6m90XrdSsxXn0V/NwfzuS7YxwzB3vcBzJSGpCPf1cPCr7gcjzmoJ+aSeU6Nc9XlMdTjz6PSzOE2BryKKlkKz+DaLqcxevZ17f0tWyFHG+dpqeq1sc1cjCrvHJ9A+QWgbDbUQ0/d0Hn1vv9cI/xjvZgw7u6I3xsfonqnvrBRSmEb9xnG8HchuA7G+LnQqBnGsP/d0PWFEAJAH9iNfWRfzO/nOD0/9aKvITkJdm6yPmttvZTcvgG0RlWu7sirOnSHgDLoOR9Z27c0zOvbEEKIAiHPJxRGRERw+PBhatWqxYULF/D3t3qb/P39uXjRCtIVHR3tFGk2MDCQ6OhooqOjCQwMdKQHBAQQHR3tco3ly5ezfLkV3GjcuHFFNmqth4dHkbz3q+87+dghbFWCUUpxJqWx439bMzzr1ANAJyUSkRAPgHdJX0q6uc7OXYgmbfzsoE9/IPK5bo5tveFPAkeOQylF8vHDRKXJa741CP+3p6B8S+IZXCdXymdevED0q89hnjyWeeZjB60yr/yZwOdeQifEc7Z3B8fuMnOWoIp7E/FIW6fDrgwNNwLLUKxZa0o+3s/x4uTSj1+iExPxbWcNp8/o91y/+Dq630uc7RWG8i1J0KT/w3DX2vJBQZxxfMza75cZH8fZ8SMd28XDOlEstDm2suXxDLZeeHqUL0+xRs3SuV4raG69/OSN6xvaXhAU1b9tQriDPnEYc8Jr4OFpvZD1LoHq+DD6xBH0PytQTVuhN/6FXvMrNLgd5VMi9SVs2gZ6seIYjw3AnPwWlPYHCQQnhBDpytMG+uXLl5kwYQJ9+vTBxyfjL8pX924CGa6fmV56WFgYYWFhju3I15XelQAAIABJREFUSNfgX0VBUFBQkbz3tPdtzp7kGFqs0syPjn6lL8a0BSgPD8zfFjrSL7d5gAQ315l5UwhsXe/YPmd4Yrz1MeZ3c2DnJgDOfv8Fxt0dsQ9yHfp87o2BABivTUBVd+1dzlbZZn6AXr/GJV2Fdcbo8XTGw9KBiJ7OEdXxCyA62YTYS6nriMfFYr7YKzXP2JkkGgZRaV/EtbR6xi+n/Jwy+z2/cu7oS3FwKS7Te8wtqmkr9L+rORsRcc1RGlprK7BbmuWIKFuRxIeeJunKcVm898KqqN53xYoV3V0EUUToxAQwbNYzcuFX4FkM43/T0N/PQS/8EtPTC71nOxT3QfXsC76l0OHHMfq+hF6eEmejuDdctdylCglFdXgIfEtl+L1OCCGKujwby5ucnMyECRNo2bIlTZs2BaB06dKcO3cOgHPnzlGqlBU9OTAw0OnLV1RUFP7+/gQEBBAVldpfGB0d7eiBFyItffEc9jGDneb9Xj2n2/zsA3RCAvq72QAYk75GFffO03KmR7VNHdKs7mxn/b9iVWwvvom6rzuA9SUpItyRzxg6Bo8azj3m5jvD0Ck92NmlTTvaNF0b56HNUc8Mw+hhrbNt3N8D4/nXrHW2y1dCdeqJMWW+6wmr1sR4e6pLsvLxxZj0FarHM9bPw83TDXJUypdRc2RftGlPN4u229G/LURv+NPxu2tM+BzbO9MLV10IIfItrTXmuy+jv56OPnoAtq1Hte+MKuWHemIgNLjdem7u2Ii6rxvKtxRGz77YhryNKlY8dapPpWrp/t0yHnwco13nPL4rIYQoOPLkG5/WmunTp1OpUiXuvz+1F7Nx48asXr0agNWrV9OkSRNH+po1a9Bas2/fPnx8fPD396dhw4Zs27aN2NhYYmNj2bZtGw0byhymokprjbngc+x9H0CfPJqanpCAOaw3HDtkJZTyS/8Em9ZivvAQAKr9g6gS+SPYYNpehavnaqv7rbnyJCZivvacldarH+rmBvi99oHLucwxQzB/mpet8uhLMZjPPegU1A2snmlbvxEYTVs5l7FhU5RPCWxjpmE80AtV3NvqYUlhzFiEbdREl6B4juNLlMQIeyDf/Dxyir54wfoQfRa9cmm6ecwJr6G/n+Oc6Fs6l0smhBBp7NkOJw6j9+9Cb1sPSqHadAKsFS+MASOtGCD3dUO17eR6fDlrpMfVEdqFEEJkTZ4Mcd+7dy9r1qyhatWqDB8+HIBHHnmELl26MHHiRFasWEFQUBBDhw4FoFGjRmzevJlBgwbh5eXFgAEDAPD19aVbt26MHGnNy+zevbtEcC+CtGlHr/kV/dV0R5o5eiD4lMAY8jYX//zVka76voRx+13oiHDM155DPf48xl33YO/fFZKTU/M1d54D7XYNm8HWdS4B45RXMQiuA4f3paZVteYj2wKCUL36ob+ejvHcy471sfXir9EdH76hHli9exvmh6Oc0oypP6A8ry9avNG2E2ZxH1T9JkV3WKN3mtEZZ09jrlsFRw9g9HgGAHPx16kRkAH1yLOoClWk51wIkafM1SnLWp45hT64B8pVQvmUcOxXhg0aNUOlF/8CoFwlqBKMCmmcB6UVQojCR+n0JnwXMqdOnXJ3EdyiMM7T1ElJmAO6ZZ4RMD5dmGHj5urI2DeyNnVu0of2Yr47HGPsDFSZ8k77zOWL0fM/c2wbMxahlHL5eae9R9WyPcYTL1xfGS7HYQ7smZoQEIS6ow1Gl8eu825yV0H5PdcH91jLEaXDGPSmFTjpyvaoSY4XL9dSUO49pxXV+y7Kc9Bv9DleVH9XrkdQUBBnw8Mh/Lj18nDG+xBUHiJOgTJQTVpi9B3m7mK6lfweXZvUT+akjjJXFOooq89x6ZoRBUtKkLQrjEnpByRTre8r0D2PqsZN1rJdVzXOAVRK9HnAWjM8gx5p49UJjs/6z9/SDb6oN/2N+cXH1vzyNCMKtNZOjXNjwKvY3pud7xrnBYmqWTfDfU6N80++y1LjXAghcor+6RvMMYMxp4+DarUwnklpkGsT5O+REELkqTxfZk2IzGi7HezJ1nDuK2nJSZijBkCktVhV2p5l453pcPok+uRR9IIv8Aq9g+Re/a55DdXjGfSurbBjY+7dSG5JM6de+QdmmE0FW2tzX+lJN5/tjNF/pLU2bWhz9OmTmNPfA6wGPFgjCfSWdZhTxzrOY7z6ASqXlmwraowXR2N+NDrD/apXP6ffeyGEyEl6+wb0kf2oTo84Xu7qpETrGVDrFlToHajmYVC8OHh5QWKivDAUQog8Jg10kW9orSExAfOFhx1pxuC34Ob6mP1Th7WrDg859SyrshWhbEVU/SZwX3f8szBExgh7AH13R8wRT6O69cnxe8lVJf3A2wd1f8/M82JFeL8yj9yc9q6VNm0B5qj+LnmvHvpvTPoKVaJkNgssrlC33pa6UedWVL1G6B//z5Fk3N0hnaOEEOLG6ITLqGLFATDX/IL+chpoDX4BqLtSlqxcuxJiL2J06oG6pVHqwRWqwtED0oMuhBB5TBroIs/oE0cAUJWrO6Wbf/8BF8+jF3zucow56U2odbNj23hzssvxN0rZbNjGz82Rc+UlZbNhm5z1yOzq5gYuaWb/rpkf1+s5aZznhmq1rOBwQ8egbDZ0+UqY08a5u1RCiELGXLUU/d1sjHc/g8tx6G9mQr1GkJSE/m4Oul4oBAQR99N8KFsB6jo/K1TteujkJHkOCCFEHpMGush12jStJcFShqdTpry1BrahMF/qAzEXXI4xpszHnDHeGoJ+YLeVNvFLlG+pPCx54WG8Nxvzladc0q8Ej9PJyeivpqH/+t3Kn4MvQoQzY+gYOB+FstmshEZ3WIGYuvd2b8GEEAWGjrkAvqUyjEGi42LRC7+CxEQ4vN+KzO7hgdF7ECQlYr41CPP/PsZodR/JB/eg+gxyiduiuvVG2SXuiBBC5DVpoItcobVGb/wLjuxH/7bQeefZ0+n24Ko+g1BNW6M8rF9L26A3sI8aAKdPWPulcX7DVEAQqmV79LkoOLQH4i4BOCK7Kw8PVO+B0HugO4tZJCifEpB2ySKlsM1YeI0jhBBFmdbaqSFurlqG/no66r7uqAcfT813eB/mzA9QNW9GXzwPcbGgFHr7Btix0Zp37hcAWI1v/fWnmLu2YqtQBd3sbpfrKg8P8JCviUIIkdfkL6+4IVprOHYIc9aH1tIsxYpDwuVrHmNMngcHdjtFrAZrPrTK4EuAbczUHCtzUZd2mTX7s52hQVM3lkYIIURmdGIC5uiBqFb3odp3Qf/0DfqneVCyNHrZ9+h6jVB1bkWfPIr5wavg7Yve8Cd4eKAeeRa9cil67R8AqAa3O86rWt0HNg84fYJSbTty8cqIHiGEEG4nDXRx3czffkR/N8c58RqNc9W2kxXYzdsHQkKhQhUIP44x4v1rLj0lco8x/UfAddk1IYQQ6dOmif59EarJnaiAMujzUejtG1DNwzJ8yZzta/79B5w9bfWCe3mhf5qHatEW9fDTmGOGYM7/DOP1iegl88GwYYyaCAqweaBKlMQ8tA8dfhxKlIQqwY7zKsNA3XUPAF5BQVDI1x4WQoiCRBroIst07EX0qqXoRV870lTrDmAY6PVrMAa/hY44hZ49CZKTMD79EWW4vpW3vf1JXhZbpKMgrxEvhCg4Ll26xPTp0zl+/DhKKfr370/FihWZOHEiZ8+epUyZMgwZMgRfX193FzVz2zegv58D8Zeg0yPWMpUH96D/XY0xcBSquE+WT6XDT8DFc1CtZobH6eRk9G8/WhtH9qGTEqFKMKr3IJRSqPt7oud+hP55PnrT36h7u6JK+zufpFpNWLcSVbe+/N0XQogCQhrohZTWGntEONqu4cI5KOV33esra63hbDh6y7/Wl4SL5x37VN+XUE1aps6Le+RZK71aTWjSMsfuQwghRME1Z84cGjZsyLBhw0hOTiYhIYEff/yRkJAQunTpwsKFC1m4cCGPPZb9YGQ6Pg6OHYI69TIMngZgrl0BEacwumTtmlfmgJspjWV9ZD/8sRgO7kHd2Q791+/ov1eg2t6ftfPFxWKOG27FAqlYFePNj5xeZuuNf6G3bwRDQeQZVLO70etWwuF9qI4PO+5NNW2FXjLPemleoiQqrLPLtVT12tZYqVsaZqlsQggh3E8a6AWcPnYIc8Hn1hDzlGjnFCsOhkFkfJxTXtX1CWuYW1ys9SA/cwq9cok1hC45CSpVg5NHoWFTME3YvsH5YspANW2Feqy/Y11VIYQQIj1xcXHs3r2b559/HgAPDw88PDzYsGEDo0ePBqBVq1aMHj36uhvoOjoSc84kjMcHoMpWRO/YiDlrIlyKQT09BHVV0DN98RzmZx9ajdpvZ0FyEvqBRyA2BvPT9+DiBVTr+zDadko9xm63eskTL2O06wz7d4F3CThyAB11FurcitF7IPbD+9Ab1sA1GujmX7+jVy3DePUD9PKfIO4Sqv2D1svvLf9CaHPrmvFxmF9Ng9gYAFT7Lqi2D1gNdEDdepvjnMrDA6PfK+jjh1ENmqJKphNItWZdjP4joX7j66pfIYQQ7iMN9FymtQa7/brmp+mDe9Crl6GPHLACsAFUqIKqG2KlHd4Hxb3hcnz6J0i4DFVrUKxqDRL+2wrnrLllesEXqdf4wXXNcU4etf6/9V/r/wFBqPpNUE1bQ/VaKA/PLN+DEEKIoi0iIoJSpUoxdepUjh49So0aNejTpw8XLlzA398aiu3v78/Fixev+9x6yTzYsx299V9o3QHz/6ZCKT8IKoeePwtdLxRVshT2iHDMNcvR/66CA7vRu7elniT8JObcj+DUUahYDf3tLHTd+qhK1axrfD8Xtq4DwNyzHcpXQt11r9XAvxSDan0fkNKTveAL9NnTqDLlXcuqtbWaSfhxOHoAvXwxNGqG6vYEess/mL8uwLjtDpRS1r7YGIznXkbHx1nzzQ0bBARZz/zgm5zOrarVQlWrlWE9KaXgtjuuu36FEEK4jzTQc4lOSsIc3AsSE6wETy9ISrTe7Pv4WoHSihWDuDjw9EKvXw2lA9B//w77/nM9YfhxK9DLFWUrgmmi7miNqlYbgmujvIqhEy6DVzGUUvgFBREZGWl9OVi/BrZvhKrBcPQgOuYC6tZQVKOmVu+DaUcZNvTJo3A+Gm5peM0hgkIIIcS12O12Dh8+zFNPPUXt2rWZM2cOCxdmbUnB5cuXs3z5cgDGjRtHUFCQNXXr2CESd28nJiUyudfJo3j+u4rYc5H4j/kYVbI00cP64PXT13jWvZWoWR+hExPAMPB9chBxS+ajivtgP34YrzVLuXxkP6WGjqZYg6ZEPv8wHgs+x2/0R5hRZ4lc8RPe7TuD1lz+czkBI8ahk5OJ/nYWAIGt78EWFIT9ns5ELvgC750b8H3oSZd7Sdq/i+iU57fnH4tJiL+E3wM9KVa2HHEPPkrMjAmUPnsKz5o3cXbFTxS7vSV+93ZxOkfcg4+hk5MpUa7cDf88MuLh4UFQUFCOn7cwkTq6NqmfzEkdZU7qKJU00K+DvhwPUWehXAWIPGM1kiNPo//8HX02HFXcB/3fFjgf5XpwUqJ1jlkTrx07u7Q/qvOjqFo3w00hVmM5+qwV6CXqLPiWRJUomeHh6Q09V0qhmraCpq0yPi5l/puqVM0a6i6EEEJkQ2BgIIGBgdSuXRuAZs2asXDhQkqXLs25c+fw9/fn3LlzlCrlOjQ7LCyMsLAwx/bZI4cwPxkLB3ZZCX6BULYCCbu3k7BrK9zcgIvlqwKg7unK5aXfcXnlUrwaNSX5wSfAtxTxJUtDk7vQSUkwuBeX1/wOXl7E1grhUmISPNCLxK8/JfL3n6wgbqZJQqsOUKY8qlMvznv7oJOTwcMTylbgnM3Lin5ueMLNDbi07Efi7+qASrNkmb54HvPLT62X9B6eJPy7BryKcbFcZVRkJLp+M/Atybnv5qJCGqNjY0hq1YHIq6OqN2sDQHwuRFsPSnmZLzImdXRtUj+ZkzrKXFGoo4oVK2YpX5FooOs928EvAM6Eg5cXJCagN/0Ndrs1/PzOdk7zupyO1Rq94U/0zA8yv85V26pzL4z7e6ae5/u54FsKAoKsdUwTLqNatrN62RMSwJ6M6tnXOZibf6D1H0C5rP1QhRBCCHfz8/MjMDCQU6dOUbFiRXbs2EHlypWpXLkyq1evpkuXLqxevZomTZpkei7zg9fgzClUj6dRDZpCQBn0Hz+hv5sNgNGzryOv6vgwes92VKVq+L34OlHn0gQ49fSyGstB5eDsabi5AcrTmr6l7roXvfoXzHmfWZlvCkGVrWB99rYirSsPD9T9PawX9GkYbTpaLxC2/YuuURe9cxPKuwTmFx9DfByqU0/04X2wY6N1Xk8v63zFiqFad0D//C364B6oHAy1b7mxChdCCFEoFIkGujnh9fR3lA6AC9FWY10pa+mSxi0g7hJ67w6Iv4T+dzUc3GPl9/SCarWsOWZlyqNPHEaVrwJ+/qgqNaBiFSuADLgMD1dKodIOfbtGb7YQQghRGDz11FNMnjyZ5ORkypYty4ABA9BaM3HiRFasWEFQUBBDhw7N/EQnj2IMehMVEpqaVqOO9WLcpwTUT23kK69i2EaOtz7bMviaU6kanD2Nqls/9TibDePx5zE/fR/ORWL0eDrdQ42OD7sm1m8CgWUx504GmwfEXrTKVr4Sxoj3UBWqYC6Zj96xEVWvkdOhKuwBiAhHnzyK0bmXTC8TQogirkg00FXnXuBbGhVUDmw2a2mTW29DFStuRXYd1hu0ttYTnfuR6/FhnVFdn3C8ZRdCCCFE5qpXr864ceNc0t94443rOo9q2sq5cQ5QtSZ4eaFub+Xokc7y+SpWQ2/9F3VTiHN6zboY782Cy/Eo76yva64MG8aLozEXfgkXoq0gbxfOoW69zTEtTTW8Hf33clTDZs7HliiJ6vvSdZVfCCFE4VUkGuhXhpmnR5Xyx5j6A5yPsiKnH9oLJf0w2t5vRYS9FIuqWTcPSyuEEEKItFR31+BryqsYxmsfQkCZ6z9fs9aQeBmq13bdp5RjSPt1nbNCZWz9R6RuX72/cjC2d2de93mFEEIULQWygb5161bmzJmDaZq0bduWLl26ZH7QNShPTysITDpfAIQQQgjhXsovIP30ilVv7HwVKqN6PJOdIgkhhBC5wnB3Aa6XaZrMmjWLV199lYkTJ/L3339z4sQJdxdLCCGEEEIIIYTIlgLXQD9w4ADly5enXLlyeHh40Lx5czZs2ODuYgkhhBBCCCGEENmitNbXXJY7v1m3bh1bt26lX79+AKxZs4b9+/fz9NOp0VaXL1/O8uXLAdINTiOEEEIIIYQQQuQ3Ba4HPb33CVcvSRIWFsa4ceOKfON8xIjUYDWffvqpG0uSt9Led27Kb3WaV/edm26kTgvDfd+orNx7fvs9zQnu/pkXxjrNz7JT32lf3ufVdbNTXndc80bryB33mZ1ji0odueOa7vh3lp1ji0odFbR/o0WpjjJT4BrogYGBREVFObajoqLw9/d3Y4kKhtDQ0MwziesidZrzpE5zntRpzpM6zVvZqW8fn+uPxp7d62anvO645o3WkTvuMzvHFpU6csc13fHvLDvHFpU6Kmj/RotSHWWmwDXQa9asSXh4OBERESQnJ7N27VoaN27s7mLle1JHOU/qNOdJneY8qdOcJ3Wat7JT3yVKlMjz62anvO645o3WkTvuMzvHFpU6csc13fHvLDvHFpU6Kmj/RotSHWXGNnr06NG5dvZcYBgG5cuXZ8qUKfzyyy+0bNmSZs2aubtY+VaNGjXcXQS3kPsuWorqfUPRvfeiet/i+snvSuakjjIndXRtUj+ZkzrKnNSRpcAFiRNCCCGEEEIIIQqjAjfEXQghhBBCCCGEKIykgS6EEEIIIYQQQuQD0kAXQgghhBBCCCHyAWmgCyGEEEIIIYQQ+YA00IUQQgghhBBCiHxAGuhCCCGEEEIIIUQ+IA10IYQQQgghhBAiH5AGuhBCCCGEEEIIkQ9IA10IIYQQQgghhMgHpIEuhBBCCCGEEELkA9JAF0IIIYQQQggh8gFpoAshhBBCCCGEEPmANNCFEEIIIYQQQoh8QBroQgghhBBCCCFEPiANdCGEEEIIIYQQIh+QBroQQgghhBBCCJEPSANdCCGEEEIIIYTIBzzcXYAbsXTpUv744w+01rRt25aOHTu6u0hCCCGEEEIIIUS2FLge9GPHjvHHH38wduxYxo8fz+bNmwkPD3d3sYQQQgghhBBCiGwpcA30kydPUrt2bYoVK4bNZuPmm29m/fr17i6WEEIIIYQQQgiRLQWugV6lShV2795NTEwMCQkJbNmyhaioKKc8y5cvZ8SIEYwYMcJNpRRCCCGEEEIIIa6P0lprdxfieq1YsYJff/2V4sWLU6lSJby8vOjTp0+G+U+dOpV3hctHgoKCiIyMdHcx8pzcd9FSVO8biu69F9X7rlixoruL4DY3+hwvqr8r10PqKHNSR9cm9ZM5qaPMFYU6yupzvEAGiWvTpg1t2rQB4OuvvyYwMNDNJRJCCCGEEEIIIbKnwA1xB7hw4QIAkZGRrF+/nhYtWri5REIIIUTu0KaJ3rzW3cUQQohCS1+KRR87mLqdlEQBHGQsCokC2YM+YcIEYmJi8PDw4Omnn8bX19fdRRJCCCFylDZNzKljYVtKINT7u7u3QEIIUUjp72ahN/yF8dE3cPEc5rhXoHJ1jAEjUR6e7i6eKGIKZAP97bffdncRhBBCiFyjI89gjuzr7mIIIUShp5MS0Zv/gcQEOHUMc+5HcOki7NiInj0JnhqC8iiQTSZRQMlvmxBCCOFG+uQxiI5AnzmJnj/LZb8xahJUrp73BRNCiKJgx0aIjwNA//kbHD+MemoIXDyP/n4O2p6M8dwrKKNAzgwWBZA00IUQQgg3MRd/g/7pm3T3qYeeRLXrglIqj0slhBCFm05KQv+6ANXwdswVP0PJ0hB3Cf3PSgBUSCjKtxQmWI30dStRzdtax56PhovnUFVrWttH9kOZCqgSMuVW5Ax5FXQNy5Yto1KlShw4cMCRdvz4cWrWrEn79u1p1aoVHTt25Ntvv3Xsnz9/PiEhIbRr14527doxaNAgAAYPHsySJUuueT2tNaNGjaJFixaEhYWxY8eOdPMlJiby8ssvc+edd3LXXXfx888/A3Dy5Em6d+9O+/btCQsLY9myZQBs2bLFUZ606QcOHHCkt2vXjptuuomZM2feeIUJIYTIlN6zHfP/pmLOGO/aOK9TDwDj428x2j8ojfMckJPP8muZMmUKLVq0oGXLlqxateqaeV9//XVq167tkr5kyRIqVarEtm3bHGm7du2iU6dO3H333bRt25bLly8DsH37dtq2bUuLFi0YNWqUBLQSRZ622zEXf42OPmttH9iNueALdFKia+bt69GLvsJ860XYuwPV5VGoUBkS4qFiVZRvKQBUu85Q4yb0D5+j42LRCQmYE17DHDscfWgvOvw45rvD0b/8kJe3Kgo56UG/hoULF3L77bezaNEihg0b5kivVq0av/32GwBHjx7lmWeeQWtNjx49AHjggQd45513rvt6K1as4PDhw/z1119s3ryZkSNHptuonzx5MoGBgfz111+Ypsn58+cB+Oijj+jUqRO9e/dm37599OnTh7Vr11K3bl2WLVuGh4cHZ86ccXzhqFWrFr///jsAdrud0NBQ7rvvvusutxBCiKzRu7ZgTnzTKU11fQJ1bzeIikAFlXNTyQqvvHiW79u3j0WLFrFixQrOnDlDz549+fPPP7HZbC55t23b5liNJq3Y2Fhmz55No0aNHGnJyckMGjSIjz76iHr16hEdHY2npxWwauTIkbz33nuEhoby+OOPs3LlSscStEIUSXt3oH+aBx6eULUm5ifvQHIS+uRRjP4jneaR663roURJVL1GUK8RRvO2mPt3oU8cQdW+xZFPGQZGr+cw33kJPW8mKANOn4RSfphT34XAMmCa6BNH3HDDIr/RpukyFULHXUL5lLiu80gPegYuXbrExo0b+eCDD1i0aFGG+apVq8abb77JrFmu8wav16+//kr37t1RShEaGsqFCxc4c+aMS7558+YxcOBAAAzDICAgwLEvNjYWgIsXL1KhQgUAvL298Uj5o5SQkJBuj8xff/1FtWrVqFy5crbvQwghhDMdcxH71LHOjfObG2C8PA7jPuvvvjTOc15sbGyePMt//fVXOnfuTLFixahatSrVq1dny5YtLvnsdjtjxozh9ddfd9n3/vvv079/f4oXL+5IW716NTfffDP16lkjKwICArDZbJw5c4aYmBgaN26MUoru3bvzyy+/3FDZhSgsHMtRhp/A/OUH8A9Ede0N2zeg/1icms9uR+/YiKrfGKPvSxgpQ9cdsT5q13M6r6pWC3VvV/Q/K9Fr/0B1fBhjyNtQrDgc2gueXhB+PA/usOjRcZfQUWfdXYws0UmJmKP6Y/6cOhpLnz6JObw35rfX92yRBnoGfvnlF1q3bk3NmjXx8/PLcLg5QEhICAcPpq6duHjxYkcv9fz5813yjx8/3vHWPq3Tp09TsWJFx3aFChU4ffq0U54rb93ff/997rnnHp599lnOnrV+cYcNG8aCBQsIDQ3liSeeYOLEiY7jNm/e7BgeN27cOEeD/YpFixbRpUuXa1WJEEKILNJREdhHPIO54S/sQx7FHPoYbFkHgPHCKGwzF2MbOsapp0bkvMWLF+fos/yLL77giy++cDk2K89vgDlz5tC+fXvKlXN+GbNz507Cw8Np166dU/qhQ4cA6NWrF/fccw9Tp051XO/KS/hrXU+IgkibdrRpZi3vgV3ofTutY1L+xurw43D8EOqWhhj3dYMGt6N/moe54S903CU4sAsuxaAaNHU6l7q1MVSvjbqloct1VKdHUHd3wOg3AqPLY6jK1THemoLx4mhu4/9NAAAgAElEQVTUvV0hKgKdcDn7Ny+cmJ9PxnzvFbTW6JiL6NMn0p+ykA/ov5dDRDh6x0Z0wmX0kf3WiI7ERPTvixy/n1khQ9wzsHDhQvr2tZa46dy5MwsXLiQkJCTdvFfP+8psWNzw4cOzdB7ApbfbbrcTHh5OkyZNGD16NJ9++ilvv/02U6ZMYeHChTz00EP069ePjRs38uSTT/L7779jGAa33XYbK1euZP/+/QwePJi7777b8ZY+MTGR3377jZEjR2ZcIUIIUUhprSE5Cfb9h16/Bp0Qj/HsyyjDQNvtcGC31WvSrTf4lrpmJF9z9iT0PytSzz3jfaf9xoQvUKX8cu1ehLP58+fTu3dvIGee5U888USWjgXX5/fp06dZsmQJ33//vVO6aZqMHj3a6aX6FXa7nQ0bNrB06VK8vb15+OGHCQkJoWTJkpleT4iCSn85DX3mFLbhY1PTjh4Er2KoCqkjPXXCZWuYud2O8fgAuHge/IPg2CHQJlSpAYDR4xnMMUPQM95HB9exRisV94Z6jZyuqypVxfbahHTLpDw9Ub36Oad5eMKtt0HCZTSgN/6FNk2Mlu1zqCYKB601bPkHQpqgPLO+pryOjoSt/4Jpws5NmFP+Z/1ci3ujWoShHnwcVSx1xNGVv8NKKfTFc5gfvoHR5VGoEwJxsbk6Sk0nJaJ/WWBtHD2A/n4uetVSqzxhD6D3/Yf5f59Ax65ZOp800NMRHR3N2rVr2bt3L0op7HY7Sql0h6SB9ea7Vq1a2b5uhQoVOHXqlGM7PDzc5S27v78/3t7ejrni999/P/PmzQOsoe9ffvklAI0bN+by5ctER0cTFBTkOL527dp4e3uzd+9eGjRoAMDKlSsJCQmhTJky2b4HYTF/+Bw8vVD395BlOYTIh+zTxsGJIxBxKt395nNdsM1cjNnvQUeaXvsH6s52qN7WFCNt2uHwfgiuDXt3ov/b4tQ4T0s92g+jdYecvg1xDdHR0axatYodO3bk+rM8K8/vnTt3cuTIEVq0aAFAfHw8LVq0YNmyZezZs4fu3bsDcPbsWZ588knmzJlDhQoVaNasmWMqW5s2bdi5cyddu3YlPDz8mtcToiDSCZfR/64Gra1e9P+2QFIi5swPwOaBMXAU6qZbrbx//gox1shSc+YHUKY8qnUH9HezAVApQ9ZVmfIY785E/70c/d1s9OF9qHadUcW9c6bQFatY5fm/qWDa0fWboEr758y58xGdnASo618Tfss6zGnjUE8OhoZN4fhhsCdZke/LlHe+RuQZzLmTMbo8it611WqcA+aP/wfaRD0+wHppvmIJes92/p+9O4+zsfoDOP45zx0zDGYYgzF2smRpbKFIiyEpFEUJ/VooSyiFFEmRslRKiRaKSos9IlS2JGNXdtkZxm72eb6/P87MvXPNHWaY1Zz369Vr7rPe8zymuff7nHO+X+vV8c6gX6ZNQA4fwOo7FPvrj+HIAWTdSlj7B7L1b1S352H3dtT9nVBFi6V+nf9sQv5cjnrqBR3siyBrlkPkRawW7dz3DVuNhK1BLpyD0yf179/vC/XvZrnKqLIVdCwQcRJ75ItpvmUmQPfg559/pkOHDrz7rqvno0OHDqxbt85tCBvoTLBvvvkmTz311HW/b8uWLZk6dSrt2rVjw4YN+Pn5pfjAVUrRokUL1qxZQ9OmTVm1apUzE2zp0qVZtWoVnTp1Yvfu3cTExFCsWDEOHjxIcHAwXl5eHD58mH379lG2bFnnOefMmWOGt2cgOX3Klc2zZDCq0Z3Z2yDDMHRZnLMR4OWFHNwPSXMVryChe9uU51n1KzzxPBIVid33UY/HWe98oTMBlwhG1q+CmCisZq2u+xqM9Pn55595/PHHGTFihHNdZn2Wt2zZkt69e9OjRw9OnDjB/v373ZK9AYSGhrJp0ybncpUqVVi9ejWgg/ckDz/8MEOHDiUkJITy5cvz8ccfExUVRb58+Vi7di3du3enZMmSFCpUiLCwMOrVq8ePP/7Ik08+eU1tN4ycRLash9gY/Xrt78iX7+sNJYLB4cCeOBLrrY/BpwDyy2yoVhsK+MLmdVhP9YeEBARAKdecctAl0Jq3QVYshpPHUM1T/n2/ZsVLgcMBCfG63ZvXoZrdm3HnzyHsj98GpXA8PzR9xyX2JHNwL/ba3+DfxCoVysLq/zqqhutvpaz4BXZuxR4/TI9sq1kX9vyrg/rS5fVnabNWSJ3G2J+8jSxfgLr3IT30fc1yEMF++Ukd2BcqjPy7GeJi9TDzzxJHR0RForq/lHp7Z30FB/ag7u+IHD+M/dsi+EfnFJHS5Z1TIOTIAewv3oP4eLBtVNfeqDoNdc95QgKqVXusW+/QJy1YWFcESCMToHswd+5cevfu7baudevWzJ49m969e3PgwAFatmxJTEwMhQoV4qmnnnJmfU2LMWPGEBISQsuW7kNgmjdvzvLly2nSpAkFChRg/Pjxzm0tWrRwZlx/9dVX6du3L8OHDycgIMA5LG7YsGG8/PLLTJkyBaWU8+e6deuYOHEiXl5eWJbFqFGjnE/jo6KiWLFiBe+888413SvDg4OuOYycNHMCDSO7iAhKKewVv+iejVSoBk310MWoi8j61foDfccW1w4+BbB6vIT94Zv6vCePYw/p4flkBXxRAa5RS3nxAZ1t2wwePJiAgAAGDx6cYvuaNWv44YcfUEpRvnx5+vXrlyntmDt3boqpW9f7WZ40//zyoe7VqlVzlkJzOByMHDnSmcG9a9eujBkzhqCgoBTnu5oiRYrQo0cPWrdujVKKe+65h9DQUADefvttXnjhBaKjo7n77rtNBncjV5PIS3DxPPLHIte6v1cCoDo9jap3O8TGYA/vi/zwJQSUgHOnsZ4bCKUrwIkjqApVkPNn9MElg92GPwMohwOr+0tI+DFUsYwbNaq8vPQDhHOnIb8vsukvuMECdDl5HLauB28fnWQvbDXs34VqfBeqvPvIIxFBvp2MnIlAlS7nDMhl3044tB/V6E5Us1bYX32EPf0TrOEforx9ENvWoycqVwef/KhylVGtOmB/8rYuhVeznvM9VL3boFZ95OfvkUZ3Ikvm6BEWzwxAdmyGqrUgOgr56iO9/yNPwfkzEBOje7hD26IqVnW2lx1bkD3/grc3HNAlOWX1Mt3hViQA9VBXZPUy7OkfYw17H7x9sD8fr78fvPW+7t0PSPydKh4E586gbrnV7b6oB7um+X4ryQOFM5MPO8tLAgMDOXXqVHY3I8tl93Un73VTD3XFav1Ilrxvdl93dsmr1w1599qvdN1y5CDERmNPGg2nr3BvfAvi+OBbj5sSPhgO2zY4l63Jc/UQ6XGvuQfu6KHrMmOSzuIbF4vq/BzW3ZkzlP3yXt+casGCBezdu5eoqKgUAfqxY8d47733GDZsGIUKFeLcuXP4+/tf9ZzX+jmeV/8fSQ9zj67O3KMrS8/9kYQEVLLygyKCLPwBmTsDkuYQ39kK+eMXcHhBYX8cY7507m/P+gpZpPM4qFvvwOrhntdJRLAHdEPdHIJ1hV7SjCYb14IC2bkN+X2RzjeSrLRWbvwdkvNnkb/+QN3RAlk8B1mgp9SqVh104KoU5MuH9fQAHTAnslcu0YFxwcJw6QL4B+igO3HkmtXzFVS925AdW7DHvYZq3RHroS74HT/ImaF9UM8MwEr2cNueNQ1Z9BPWCyPcEvjJ8cPYb/aHIoEQfhR19/1YnZ91bY8Ixx78DHj7YL0/A5XPG4mOxH6lB1SogqPf60h8HDJjkh4dl8SnADgsiIuDuFis0Z+jihVHdm7DHvcahDREVb8F+W4yqsfLrl7ypPauWAzRUVgtU45OTuvnuOlBN4wMJP/tdl+e/TVkUYBuGHmJJCQgc2egbr0DVbYiAAkTR8Emz1lSVbvHdXbV3dv13MO770/13NY9D2Bv26Cfmje4w5l8y3q0O/bw5137ffS97qG5q7XOIPzXClSjZhl4lblPREQEGzZsoH379ixYsCDF9mXLlnHvvfdSqFAhgDQF54Zh3BjsxbOQhT9gDXoHFVwO0PPIZc50qH87qkYdVNVaenrQmuV6aHLi3/ck6sHH9br/9qA8BEBKKax+r0PhrE3Gqeo21i+KFkeWzUdmf416/LkrH5RDSEICJMSjvH1c60Swv/oINq9Dls6DyItQsjScOIIsmw9FimG9Ohb747exJ41G3fcIqvkDeorBzM90GdH+wyHBRuXLp0eyJU0tS6xeoqrfgmp8N7J4FtL4TqJWLAafAqg6jd3ap25vDpcuQtXLyt8FlUF17olM/QBq1EE94j7NRxUrAaXKokqXR+Xz1uvy++qkbXOmIwf2IEvmIOtWoFo/grq3PbJxLcq3IPbKJXrEQLlKztEWqlotVMcnkZmfI5vWQuXqqAZNU9xPKwNGT5gA3TAykP3Dl6luk81/Y//yI1a355Etf6NaPmiy7hpGOsneHZzoPtC1vOhHVLc++oM/Wa83gDVyEvar+guSatUhzYltVO0GOKbMS7m+dHk9123xbD1EL9nwSWU5ULfdfS2XdEOZOnUqXbp0ISoqyuP2pJ7woUOHYts2jzzyCHXqpCxpZBhG7ifRkaj8vrqX/I9fkB+nAroX3NFHJ2uUFUug/E3OyhlOJUrBkQPORG9JlOVA3XoHXNZr6bZP+etP3HytVPnKqOZtkKXzkMZ3oSpXz7a2eCIieg5+iWBdY/zrifrz0yc/1hsTXcnTNv0Fm9ehmoQiJ46gKlZFteuM/c5gXaKuTiNUkWJYA0YiX32ILPxeB+7lKkJCPFbX3ijLAZYeLaHKVta5AYJKowq7Hsyqjk8hW9djT/+YmMP/oerdhvLxcWuzCiqD6uo+9TiJ1aQ5ElwOyriCcLftA98GL/fM8eru+5HFs7DfflnPFW/fDes+naRTNWmufx47hGxdn7IUX/O2+lr27UDVuz3TvsebAN0wMkjCB2/ALp3ox3r/G+z+nZ3b5MJ57I/0/FV7WC8AVK16ULp81jfUMHIhiY/HHvikM2Ov27bEOWYA1qjJ4FdE9wb4FkLddg/ExqQ/62wq1EPddIWG25tnyPluJGFhYfj7+1OpUiW2b9/ucR/btjl27Bivv/46p0+fZtiwYYwbN46CBQu67bd06VKWLl0KwOjRo92qkaSHl5fXNR+bV5h7dHUZfY+S8mPcKDzdn5gt6zn7xgsEvD2J6JW/Ernge7zrNCRflZpc+uFLCh/9D0fxICIO7KHQ/56nYIkSbsefLVOBmCMH8KtxC/lz2e+n/VRfTv6+kPw7t1C4ke5hzSn/n0WvXsa5sUMJePczLnz5IXE7t1Hg3oeI+nUuPsvn4ffsy0hcHBE/TcWrXCUC+g9z+/w8U7UmsRvX4n9nS3ySrueV0cQf2s+58a8Tv/sffB/qQuGba7m9rxQuTLjDQf5a9fBPfh8CA4ns3J0LU8YjQJF727nOm1ZX2t/jtkBiBowgdst6HGUqUCC0TYr/H+OateDs8gUUvbctXpefo/hd0OSu9LUxnUyAbhgZQC5dgG1hrhW+BaFiVdi/Cwlbjf3dlJTH7N6OMgG6YVyVPeMT5PdFKdZboya7JWtTnZ5OUbLFeqp/hrZFORx6uLyRws6dO1m/fj0bN24kNjaWqKgoJkyYQN++fZ37BAQEULVqVby8vChRogTBwcEcO3YsRXmz0NBQZzI04JrnbubGeZ9Zzdyjq8vIe2SvXorMmY719hSUVz7k4nmwE1B+ubcsV9L9SXrwIHYC9pT3wE7gzIa/kD8WQ53GxPccTHxcHKxYwtnxw3VHBRB5cx2iLru/dhHdk3vBP5CLufH3s1xlIresJyax7dn5/5m9eDaqUjVUlRokzP8egDPzv0f+3Yx6qCuxrR9BRUUS9es8oosUh1MnkBNHsfoNJ+LsWfdzVasNB/ZyPqgsKvn1FCiM9B+BWvs70U1DndednPX8MGKDy6W4D1KvKZT6ASs2mvOlyrmfN7OUr6r/AyIjIlJuL1QENXYaZwEysD1mDrphZKV9u9wWlVKoarWR/buwJ3nOkC8zJoGpi2wYqZL4OOyeHdzWWb2GUKRSFc78vUrXtn1lDJyJgJtvQfkWyqaWGgCdO3emc2c9cmj79u3Mnz/fLTgHaNiwIatWreKuu+7i/Pnzpn63kefIyiVw9jREnESKFcce9ZKu+BLSEKv3q7m2Z10SErDHvIKqWA3KVoDD+/X6XdvgwjlU1Zp6CLuPD9azA7FHvYSsXgo3h7iyXyejGt4B0ZFQslQWX0nGUFVqIEvnI7ExbnO7M4psC4MixVBlKug55BHhuopIYfe8HnL6FPLjl0jxIKznh8LOrXr9aj1CKSnTuGrzKHJgL/LdZH1gSEPnA5TkrOZtkLvvd5+OkEgVLKTnoadC1azreb2XF1b/4RQt6MtZy+Fxn7zGBOiGkQFkt6uGrTVcD7dNKg9yxeP+3Yy6OSTT2mUYuZFEXsTu19l9ZcnSWEPfQ/nkJ19gIJa/7l1RlaplQwuN9Jg5cyaVK1emQYMGhISEsHnzZl544QUsy6JLly4ULlw4u5toGJlG4uKQrz9CNW8DfkVh7w694eRxHbyePA51GusElxv/hHq3Z1I7Yj3O0b3qcZcugLJQvgWRMxE663aZCqhW7VEVqrj2W7kE9u5A9u2CQoX1KEKHw5kbJCkpHIAqWxFr5CSd+CuojMf3VeUqo7r0Snd7cwpVpSayeDb8t1uX/MpAcu4M9sRRUK0WVmhb7E9GO2vHq4efxLr3Ide+SYlTTx7HHjMEHHoOv6z9HYoEOKdaKr+iOIaMRY4e1NnZS6be0+spOL9eKqC4HkqeG0dLZIKMv8OGkQfJop8AUD1e1jUfAS6ed9vHevFN14JPAX1c+LEsaZ9h5HQiomugHjuUMjgHrDc/TlHT1si5atas6Syx1qlTJxo0aADo0UVPPPEE7733HuPGjaNJkybZ2UzDyHzbw5A/f8P+ZDSy3FXZQE4eR37+HipWxXpuEASVwZ77DWLbGd4E2RaG3fcx5KweyisnjiL7d3ne17aRZCUq7fdex542QW9bOg9OHkN2bsEe9TL24ll6fVwsMu8bqFAFfHzgwjmsh5/UQXlcrD5R6XJu76MCiqPKVkTlc0/gdcO46WYAZPc/GX5qWTYP4uNg3y7krxXglQ/VrQ/UqIPM+wY5e9q178a1+iFIjbpgOXSJs8Y6oamqWTfFiA0VXA5VqqxO8GZkG9ODbhjXSY4edL52q4XoV0Q/GU9SqgzWhO/AsuDiBezBTyPTP8YWG8sMdTfyOHvMK+Dhi4w17ANnGTXDMIycTOLjUJdljJb1q/VD+TOndO3oilXh0D5k+waICEe1eVTntmjzKDJlLGz5G+rozNGycS2ydT1Wtz7X166Nf+mA7thhJJ839tghcPa0LlP5zItuwZj8OkfPkR85GWKi4cAeiInSGb9X/IKq3wTVpRf2Z+N0MHjHvcQdP6iD8m59kLg4OHEEVbUmcnCvPqlvQV0LOw9RBQtDUJlUH4RcK4m8pHOy+BaCyIvIhtVQqwHWHS2RarWxh/XGnv4x1rMD9VSKXdt0FZM2j4FSKIcDiY2BGnVRTVtmaNuMjGMCdMO4Tvbr+oNT3XHZH7rLh5IV8nN+cEuyJ8ZmLrqRl+nyO4vcg3OlcEyem32NMgzDSCc5vB979CDUfQ9j3d9Rr4uLQzavQzVoosswRkdDtVrYb70I2xOHflfQiapU/SbIT9Owf52Lo04jJDYG+5tJcPY00voRKFYC+WmansudOG84zW1Lmnd8+iSsWabnhDe7F1mxGGrWRTXRCRklIUH38sfH68AvOrFc4umTyKa/IDoK1aIdyrcgVptHsbeuR/5eSWxsNCgLqtbC8nVVZFClyurSWsHlc+3c+uuhyldGdm67+o7pIH8sgqhIVI+ByOR3ITYWVb22fr8SpVAP/w+Z+Zn+HYuPg/wFUE1buGViV94+OF54I0PbZWSsXBmgL1iwgOXLl6OUomzZsvTq1Qtv7/TPqzGMjKRaPOi+3KoD8sV7ruVkT9XN0CEjr5DwYxAQmLJXaeNa7BmT4JxrKJ56ZgDy2TisXkOyupmGYRjXRZbMgZhoZM507IKFsO5qDVv/1kFt/SaoarVdOweWgBNHwNsHSpUGEitENH8A+eFLnaxr9zbdAwrIji0o/wBk8Sw4dSJdAbqcjdDvBXAqHFm/CnXHvajOzyKH/0NmT0caNNVTiDavg9OnwNtHD52OidbHxcbC7u16Tnm5ynpdhSpQujyycgmxvgWhXCWUr3u5REqV1dd22fD2PKP8TfDXH8j5M1cuBZYGEhGOrFuppxnUrItq0AT5xg8unkdVdf1uWaFtkWIlsBd8B6eOY/UdnqK6iZHz5bo56KdPn2bRokWMHj2acePGYds2a9asye5mGXmUXNDzzFXDO1Gl3BOdWLfdjWPKvLSdJ4OHQBlGVpEdW0jo3hbZ8y8i4rbNnvYh9qvPYvfsgL32N73/yeMkdG+L/fEot+AcwGp0J44p81CJwzsNwzByKglb7ZzrK2cikHUrUXe2gtoNkO+mILu2Yy+bD8VKQI06bseqwMTKBeUquT2wV01bgk8B7J9nIgt/hJtD9HS57Ruxf5qq3+v0SVcbzruXwHJr385tOqjbsTXx5ArZvR3i46F8ZZRSWO2fgHOn9TB8wP7tZwgojrqvg05uduwQqr7OEyH/bITiQSiHI/F0CnXP/XBgD3H/bnb24ropWgx1132oxnel+b7eSFTSw4wD+677XLLwB2TWNDh/Fqv1I3pEwk01wL8oBJd1f9+6jXEMfR/rg+9Q1TI2QZ2RNXJlD7pt28TGxuJwOIiNjaVo0dxbO9LI5fbpbKyq2b2p7mK98dFVT2OPeglr/HRUYb8Ma5phZDbZvxt73GsA2O8MgptqYA18G/7bjWwNQ1b96tr38/dI+O4zuHTB7RzWy2/rXplAU2rLMIzcQXb/gz3pHdT9HaFGXexJo0GBavkgqpAf9siXsD94XQ8/7vi0M6h1SuzRVOVvclutfAui7mihe0kBq93jyPIFyLoVeofAkrpGdUw0MuMT5M/f9DzyLj3dykzK6ZPY416F/AUApbN1+wfA3n/1+wTpXnuq1oTAksi6FUilqrBjC6p9N1Sju5At61HN2+hh6mGrdc96SEP39t5xL/LPJghb4z5CIGm7UqjHe17rbc79ylUCQA7sAVL/npgW8u9mqN0Aq1tvVGKNeOuxHhB5MdXpA8mHtRu5S677lwsICKBNmzb07NkTb29vQkJCCAlxL1O1dOlSli7V9f1Gjx5N4HUOK8mtvLy88uS1Z+Z125GXUAV8sU8eJ3LJXCJ/+gqAYnXqYxVMpVRQKm2xv/qFs+8OIS6xBIn3nK/w6//6Nc/TMv/eWUNEcsxcuoy8domJJv7APryq3IxERyLR0TiKFkt1/0s/TuPijE/dV+75B/u59mAnOFcV7j6AyPnfkXD8iFtwXnL2tY98yqu/64ZhZB/Z/Q9cOIuqdzv2/G/1yvBj2McOA2C9MgZVQpemsl4eiT3pHQg/hmraIsW5VGBJPTc7qYc1+bZ7HkCWLYBa9VCVqyPHD8O6FfphQD5vZM50ZNGPyJ+/Qf3bkQ1roEBBVFdXSTL58zcQgeBy4O2D1aUX9k/TdMI3gJKJw+qVQjVshvzyE/asr3Q28KYtUIX9cQwZq88VedHVtqTAPmlZKawn+1OoaXMu1vBc4zovUwV8oWRpV7K8ayQnj8PJ46jQts7gHEAFBEKA+Sy8EeW6AP3ixYv8/fffTJw4EV9fX8aPH8+KFSto1qyZc5/Q0FBCQ0Ody6fyaE29wMDAPHntmXXdcvE89gtdUHe3Rn5b6LbtdFQMRMWk/5zPvAT9dUmp6BVLiF6xJEUNy7Qy/96ZL+GdQbBH90CkdfpCZrqeaxc7Abt3R4iPw+ozFPujN1Pso+7roIdAXn5sQgJ2suDcGjsN++uJev5isuBchbYjsuGdyK3NoEc7va51R1TDZtf1b5ZXf9eDg1OvS2sYRuaR+Hjsz8bBuTOoR7vDv5vBsnSOjfg4qFTNNZwZUEWKYQ3UtalV/gIpT1ittp4aV7tBik2qeBDWgDchcdqcanQXKqA4VL8F+esP3Z71qyGoDI7nBmN/PRFZsxRp8yiqSIBOvPnnb1C1Jo6X33adN6C4fijgWwgKuUbrqYbNkIU/wKa/UPc8gCrs794e30JQwBeiIp2Bvdt2n/wUuOs+LuXBv8lpocpVQvbuSNO+En5Mj1aIiUbd0RJVrIRe/+8mfa6b61zpcOMGkuvmoG/dupUSJUrg5+eHl5cXjRo1YtcuM3/XyHwyY5L+eVlwfl0uT6gCyI9fZtz5jesiW9eT8M4g/YXn4F5ncA6Q8OpzzhqwuY0cO4z97EP6iyV4DM4BZNFPztcJ3dvquebxccgsPXKE2g30nHH/olj3d3I7Vj3WA9XxKf1aKaw3PtIPnx7qkncTBhmGkeNJ+FEksVc8SfSqpXD6JNgJyIxPoFRZXUs6/BicOIryFLhalufgHFCF/LC6D0h1WpuqVhvlp6dvKi8v1M0hurc7UAdsnDiCShw+re5tDwk28uscvW3Pv3r7bfe4n7RYYk9rUGm3UWCqdHmsPq9hDRmL6vSM55sSUFzv6+E6jasofxOcPol9hXwBoL9v2CP6I7O+Qhb+iD20F3LkgK5Lv24lFA2EIHP/84pc14MeGBjI7t27iYmJwdvbm61bt1K5csohQoaREex53yB//ob10khk/SqP+6Qor5YOOWWotOFOwo9hT/sQdunyKPL5eGfPhVP4UeTHqUizVnoYWy4g8XHI2t+RaR963K4e7ILMme5a4VMAObAX+93BzlV2zw7O11avV1zHVqyC9dwgJC4Oy0NCIBVcDhVsAnPDMHIuiYvVeTWiorCGve9M5hY571sILoeqdzuyeBbWMy8iO7bokmWQdYFTsWS5OpIC9GOpD+EAACAASURBVBKlUI3uRH5biDRvq8uk+RZE3XqH26GqqO5B9/gw4bK55SnftwQcOWACxGugylVCgLh9O6GM53hFYmP0lIiSwc4qJvaI/tg/TtUjM3ZuRXV+znxnzENyXYBepUoVGjduzKBBg3A4HFSoUMFtOLthXC85ehBKBCMrfkHmfweAPTjlU2XHlHk6g2qyxCwZ1oa4OFS+fFff0bguYttw8Zyu9Rp5CUqVw+7zSMr9Lg/Okzu0XyfaSdr38H7s8cNQ99yP9cCjmdFsj+TgPuz532L1HOyxjJ9EXsLu95hzWbV8ENW0JbJvBzL9E6wJ36Hy5SMhbDUc2o+6sxXyxy/Yb73g8f1Uu84pSqep+k0wXx8Mw8it5I9fdDK0fN7YU8ZivTQSIsJJ2L8b9Wh3PQS8RVs97Pv0SZLqVqigMlc8b4bxLwoOL0iIR5Wt5Fyt2nVG1q/EnvqBDuZC2+myackl9oJfS5CtSpdDDu6Dy4a/G2lQXgfl8Xt1gO4xj83BfRAbg9XmMedDIXXfw8isaci2MFTju1B33ZfVLTeyUa4L0AE6duxIx44ds7sZxg1I9u7AHj0Q1b6baxhvMuqOlsjKJVC5ul72K3Ld72lN/AG792VB4db1UO+26z634Zm9bgUyZezVd6xRB/7Z5Fy0hoyDoNLYfV2Btz3mFazJc1FKIRHh2G/0A0DmfoM0vlsH9175rimvQFpJbAz2m/11e559yOP8+OTBOV5eWI8kDj8vVQaauB5yOoZ9oIf0f/Pp5adwoy4b0m4YhpGbyY4tyPxvoVptrLvvx540Gpk6QSdaA1Td23RglfRQvngp18FZ1LOsLEsnBTt53NmDDjrpnGrzGDJnBjgcnoO54HI68dzVess9ve8Dj+oEZaYHN92UbyEoHkTUb4tImPutzrr+ZH+sRnfq6RRrlkOBxOmOFau6jmv+gK5xftPNENLQ3Ps8JlcG6IaRGUQEe/RA/dpDcA56rpeqdzuUrZhh76u8fVKuNKUx0kxiY5xPpOX0KezPxqKq34J6oFOKnmSJj9eBauyVE/pZn87RX4RI7BF/ox9Wv+GoilWAxNETcbHYvR4GwO7RDmvQO7rUWDL2K91dryMvYT3U5bqv93ISE+Ox1z+5hO5tXQve3lhjPf9+J1FKIR7ukWrQFDlyQM8nN18WDMO4QcjZCOz3h0OJUlhPPI8qHuR6UO/wIl/VmtiXZ8sO1KXSLk+6lukCS+oe9Mve02r9CBLaFqKjPHYeKB8fHP2GX9NbKm8f8PRdxUgTVa6yHp0WVBryF0AWz0IaNsOe/olOOFgkAAICUUUCXMd4+6AeeTIbW21kJxMFGEaSc6evuFk1uhNKlEKVzMRMyn5F4PxZXdv0llt1j+yYIVg9X0GVN7kWkpN9O5FTJwj30BMuu//R2XMfdv9ws1/t4R6c16yL1eYxOH8W++NRgB7RkBScA6gyFT32SKt83u7nThacW6MmYw/p4d6mhd8j7R7zOPw8veTIQezhfTgBOqPwZRK6t0U9/hwyY5L+vU1q1+sTUGUqpOk9VMNmSNL8SoBSZbGeHXidLTcMw8g+cvoUMncG6qEuumTZd58hsdFYd7SEhHisrr1RSTXKW3WAhARk7gx8moYSddm5lI+PDqyKlcjSB5ZWu8f1tCwPTCCdQ9Wog9q9HdVnKPLvZl3DfvZXOjgHOHsa6t2evW00chQToBtGklMnUqyyhn0AxYNSzcSaUawBb2GPew2r1xDs0QOR9auQp15wzn2333rBOYz6RiPx8agrjBiQ+DjskQOwOj8HpcujfAsiW/7G/tBz5nHncYtnI1VrQdlKqKLFSBjWW88tBNTTL6ZIZGYNGQtlK6aYV30lVq8hzsA+ibqjpfMLXoo2/fTVdT0Rl4QE/bvx2TjXuu+m6LZMnoudWMoMklUdSJw/r7r1SXNwDqBq1sUaOw2UgksXwc/MPTQMI/cSEexpE/S0pQK+yK5tOocIIJX0tDWS/e1WSqEe6ITUvx3fmiFEnU75EF/d+xAUvv6pbumhEqfYGbmH1exeirV7lIgzZ8C/iE4wu+gnXQ2gVj3k17moSlWvfiIjzzABumEkst/Rmaqtoe8hO7ehGt2ZIXPM00JVvyVFL63dq4P78rjXsAa8lSOD9IRXn4NLF3C8PyPNx8ili9iJNeDVI09itfQ8Rzspa3jyTOIplCoLfkWw2jyKqlbbOaQ7KYhXrTrAsUP6dbvOnrOMV0z/h6Oq2xjHlHkkPPsg2Db4F0V16QXohzv2iH6odo8jc/V9kSWz4RoCdNm1DXvMkNTbcesdupSZhwcGSaxrqDag/HWZH7Lo/wPDMIyMIhHhcPG8fkhrWfph5T+boEgxZNl8vVP92yFsDbJ9A3h76yRsl1GlyrqNqkrOCm3ncb1hXE459Og5ld8Xq8+r+sF3rXpw8QKycyvqlvTnBjBuXLmuDrphZAaJj3e+VuUqY7Vol2XBeZrt3Irdox1y/Ijbajl2GNkaxoWvJiIiqRyceeTIQQg/CpcukNC9Lfavc3W97PBjentEOBJ50f2Y6ChncA4gP3zpqrN9cB/gqrudKp8COKbMo+TsNThGTMTx0khUtdoAWIPfdX+/X3Q9b/V4z0zJrG6Nn4667W6skZOdX+RUWT003nqgE+rh/13zuUXEY3BujZrsfK26v6R/1m2MNfQ9107lb7rm9zUMw8iNJDYG++uJ2IOfwX7rReQ7/bdSVv0KJYJdU3UqV8dqnZhweNd2CAzKkQ/AjRuPqn4Lqv7tKJ/8qGLFcQx9XydsNYxEpgfdyFNk7w5k2XzU0y86n2YC2D3bA6Duap1dTXNKUYv6Mvb7r+MY/ZlreZjusY0ErODyUKdxZjcRADmwByLCsRf95L7++891u1591rUyqAyONz/W2+NikSVzXNtuDnHNwwKdjfyyjLhW39ehcjU4Fe7MVm69mnoWdlW5OlbfYdgTRrjW3fcwViaVKVEFC6Ge8lyODECFtkN+nJru89pfvIf8+Zv7Sv8AHGP1uUr8uJJTx4+7falU5Spjjf4cWb0U1ao9HDsMxUtiGIaRF8jP3yMrFqNatIPIi8hvC7FLV4Bd21BtHoPK1VGP9UDVqAtFA/U0noR4t+HthmEY2ckE6MYNTURg1zaoUhOUcmZpV7fdDbUb6H1iol0HJNUJzUayLcxt2Xr/G7feZiLCETsBZTmQ7Rvd9rUnjkL1GIgq7IeqfkvmtO/EUezXnku5oWZduKw9TscPI5cuwsXzbsdan84G9L+LqnAT8tvCxP31KAFryDgoUMBVY7ZcIazXPwC/olcd4aBqN8AxZR721xNRDZqibg5J55VmnOQPg9JKLl1wC86tnoPhphpuCYCUw6ETFV3+fsWKo9omllUzyQUNw8gjRARZvwpq1MHq+LSu8vHfHmS6fkCsGt2p55bf84DroIDiEBHurD9tGIaR3cwQd+OGJl99hD32VexnH0S++si53p4wArET9D6rfnWuVy0fzPI2Xk7d3tx9uWAhrE9nozo84Vwnib3W9vuvpzheJr+LPe41JDH5TUayJ4/xGJyrbn1w9H8D1bV36sf27+x+bIlSKMuBsiwcQ8ZidX4Oa/JcV41ZQFWs4grOk9aVqZiu6QdW197ZGpwnUS30XEWx7avua8/7Fpn7jevYu1uj6t2O8iuS6QkLDeN62bbNwIEDGT16dKr7rF27lo4dO7J3794sbJlxwzt6EMKPoerqkWTK2wdr4GhU47tQje9GlSiV8pikEVvFPWwzDMPIBmnuQV++fLnH9fny5aNYsWJUqVKFfPnSnv3YMDKT2Day8Ae34Dv5awCZ8Smqay9XFuz3v7mmns6Mppq2cD5MUKF6DrayHKhWHUhY/jOcOYUsX4AkS05jjfgYxzefELdjq3OdPaIf1rtfoooWy7C2yd8r3dt62z2oO1s5s8paze5FSgZDpWrYE0boeVah7VLU6Va33oF6sn+K8yulsN75HLZvgFr1M6zdOcIlPQ9fZk1LUf4tOXvdCmT+t85la+w0V7I2w7hOWfFZvnDhQkqXLk1UlOdSUFFRUSxatIgqVapc1/sYxuVk41oAVJ1GznXKtyDq6RdTPUYFlUG2b0SZqUCGYeQQaQ7QV6xYwa5du/D396dYsWJERERw7tw5KleuTHh4OAADBw6kcmUznNLIOnJgL7JkNuqZAW7zcO3eD0OyxG8ej13xC3ZiLVF1ZytUwUJX3D+rJL8O2bwOOj3jXLaGf4jdL7Fu9+u6t1o92AVVqgx+vQYT0fdxt3PZg57CeuMjVKmy19wesW3sZ1OOLPBUGxxwJmpzDHjLte62e5A/dWBgTZp9xQchKn8BqN/kmtubU8kZXeJNFs9Gbqrh9gUyif3XH24l1AAo7JcVzTPyiMz+LI+IiGDDhg20b9+eBQsWeNxn5syZtG3blvnz51/zdRhGEjl/FvuD4Vjdnkd2bIHyN6GKpOPBdHDi52PJ0lfezzAMI4ukOUAvU6YMDRs2pHVrVxKtX375hSNHjjBixAhmzZrFF198wciRIzOloYZxOTl3BvstV2KupEzWUSuXuILzgOI43vkce+EPyOyvoWRprEHvYL/YRZ9jXWKN6AZNs7bxVxNUBo4fBuU+C0X5FoTgcnoYX4T+Mq0qVQPAq2zFlOcRwR7WO9VgOi1k0Y9uy9awDzyWorkS1bUXsuFPrL5Dc8QohWyRrEyP7N+dIkAXEffg3NsHddd9KCuP3i8jU2T2Z/nUqVPp0qVLqr3n+/fv59SpU9SvX98E6EaGkL9XwsF9Ojg/eRxVtWa6jleN70YVKYYqGZxJLTQMw0ifNAfoq1ev5vPPP3db17JlS55++mmefvpp2rZty7x51x4EGEZaSXQk9uSxsHW9a926FSSsW4F6/DmidyRmBK9+C9YLbwBgtX4EubkOBASiPPVIXkMN7MykqtZEjh/2PCfeJ7/7crLMs9b46Tp4v+lm7OdcdcUlNgblnTKZ2NXY0z9G/vjFvW2eHgRchcrnjeOjmek+7kaiigSQVARPThwm4cM3Ycvfzocn9vOd3PZ3TPwhi1to5AWZ+VkeFhaGv78/lSpVYvv27Sm227bNtGnT6NWr11XPtXTpUpYuXQrA6NGjCQwMvKY2eXl5XfOxeUVuv0enN6whDvA5c5LoM6fwLVeJQum9nuAr957n9nuU2cz9uTpzj67O3COXNAfo/v7+hIWFceuttzrXbdiwAT8/HezExcXh5WWSwhuZS+LjsZ9PvY61zJhEbOLr5EOsQSccS426POjNZurBrhAfj2p8d8ptLR5EJifW+a53u1vmWVXYD6rVSnGMzPs23bW4RcQtOFf/64sq5J+ucxguql0XZPUyvRC2xrk+oU8nnaE9qZpAcDms1ydkQwuNvCAzP8t37tzJ+vXr2bhxI7GxsURFRTFhwgT69u0LQHR0NIcOHeKNN/SD07Nnz/Luu+96HFIfGhpKaGioc/nUqVPX1KbAwMBrPjavyI33yP5sHBJ5CatFO+xd+mFQ9KZ1IEJkwcJEZ/D15MZ7lJXM/bk6c4+uLi/co+DgtI3USfOn8JNPPsn48eMpV66cc97awYMHefFFnXhj9+7dtGrV6tpaaxhptW+H22KKEmRJEpOW5VaqsB/qyX6etwWWcPbEWg91SfUc1ksjsce+CoAsngXpDNDtHsmS0A3/CFW6XLqON9ylmqwvJsotG7817AOUZQpsGJkjMz/LO3fuTOfO+u/x9u3bmT9/vjM4B/D19XXrvR8+fDhdu3Y1uWuMdJFjh5G/9PQ0e+t6yF8AylSEPf8AmHJphmHkemkO0ENCQvjwww/ZtGkTp0+fpm7dutSrV4/ChQs7t4eEZH8pI+PGJhv+BEB1egZ19/0ohwPruUHYa3+HTX8597P6v3HlEzkckJCQiS3NRMlKjF1egiw5Va02jinzSOiuM8FLVCSqgK/bPgkDusH5s1ijP4OL51Hlb9L7Rl50nadVBxOcZ5SqNWFXyqG/yeXZOfpGlsiOz/KZM2dSuXJlGjRokKHnNW5sEheLyuedcv2KxeBwYPV+FTkVjqrbGPljEZIYoBMYlOIYwzCM3CRd49j8/PyoUaMGp0+fJiAgwPmBbhiZTUSw33oRDuqauap5G2e2c1W/CY76TXR96a1hBITU4wxXDnKsd76Ak8ew3xkMuW1qxjWWQLL7Por1/FDI5426OQQ5eRzOn9XbButM8Y4p85BtYdgfuB5wqAc6eTyfkX5W/zewez2c+vZ3Pk91m2FklKz4LK9ZsyY1a+pkXZ06ef4bMnz48Ax/X+PGIBfOYb/2HNwcgvVkf+c0NElIQNYsQ9VpjKrdgKSaJ5KUi8XLC4oEZE+jDcMwMkiaI5MzZ87w/vvvs3v3bgoVKsSFCxeoWrUq/fr1IyDA/DE0Mo69dC4y83NUm8ew2j4GgPyxyBWcd+3lVoosibIsCLkVR2AgXGUOi/IvihTy05myH+uR8ReRmQr6QbnKzntzNdaQsdijdIZ7+8M3AR2I20NSXrfs3OYWnFsf/YDySX9yOcMzt96gUmWxOjyB/VGycnQBxbOhVUZeYj7LjdxANv4JkZcgbA32mQisfsN1FZMDeyDyIqqBeylOVaKUnvoVWNJMETIMI9dL81+xKVOmUL58eb744gsmT57Ml19+SYUKFZgyZUpmts/IQyQ6CvlvNzJT9yLK/G9JGDkAOX8GmTEJ0EPbrWYZk+tAORw4Jv6A1bRFhpwvqyiHA8fQ91AhDdO2v4cM9XLhvMd97bFD3I81wXmmsYaMRYU0RLXumN1NMfIQ81lu5FQSHYVEXtKvw9ZAiVJYPV+BA3uwJ45EbBvZuVXvXK22+8ElSumfZni7YRg3gDQH6Dt37qRbt27kz6+HGeXPn58uXbqwa9euTGuckXdI5CXs5zthjxzgvuG/3ci6lc5FK7RtFrfsxqA6POG2nFQHHkD9rx+UKpviGOv9GZnerjyp3u0AqPwF9M96jbOzNUYeYz7LjZzK/vw97I9HIRfPw44tqPq3o+rdhuraG3Zt0/PMd2yF0uVRhS+rKFK4CBQqjCqVel4WwzCM3CLNAXrBggU5fPiw27qjR4/i6+ubyhGG4SIXzpHQvS0J3dsiSeWkADlygITubbH7uQ/XtibNRt3eXO8z8zO97p0vsq7BNxhVp5Hn9Q92wWrSHMeIiah7HnCut/oMRRU0OSYyg9X9JawJ37lWlEvMYH3TzdnTICNPMZ/lRk4kCQnw72Y9lW3XNrBtVIj+3FK3N4eadZEfp8KubajLe88BpRTWoHdNzhTDMG4IaZ6D3rZtW958803uueceihcvzsmTJ/n9999TTf5iGMnZb73gej3wSaz3ZoBS2MOfd9tPdX9JPzF3OKDT08iaZa6N/kWzqrk3Hj/P9061fsT52nqsBzzWAzl7GmWS7GQa5eXllphQKYU15ktdKsgwMpn5LDdypEP7ICYKAEmqdFGmApD4N/J//bCnjNUBes26Hk+hgkpnRUsNwzAyXZoD9NDQUIKCgli1ahUHDx6kaNGi9OnThx07dlz94Ax09OhR3nvvPedyeHg4HTt25P7778/SdhhpJwf2wulkSdsiL8Gmv5C9/7rtZ706DlWhinNZ+RZCte+GzPpKL5vyU9dM+RbE6vc68s8m5Ne5rvWeku2Z4DzLqSKp1Eg3jAyWUz7LDSM52f2P6/WmvyCguDNzO+jPJWvAW3D0AJSukA0tNAzDyDrpqi9Vq1YtatWq5VyOi4tj1KhRWfrkPTg4mDFjxgBg2zbPPvssDRumLVmWkbVkaxgSEY58p5MPWS++iT1+KAD2J28797PenoIKLOnxHNZ9D8N9qZelMtJO1aqPqlUfaf8Eds/22d0cwzCySU74LDeM5GT3dvD2gdgYiAgHD73kyrKgTMVsaJ1hGEbWytW1KLZu3UpQUBDFi5vSRNlFoqOQqEjETkBionVtbUA2r8Oe8AYy4xNIiAdA3RyCY8o89xOUqZBqcG5kDuXlBaXLQx2TnMwwDMPIPPaSOSSMfRU5djjFNklIQPb8i0SE66RwdRtD4kg5VapcVjfVMAwjx0hXD3pOs3r1apo0aZJi/dKlS1m6dCkAo0ePJjAwMKubliN4eXll6rXbUZc42T1tWdWLjpqEd2JbTiSuy39XK/z7DcvwdmX2dedU6blu+WA6WJbHIe65TV7994a8e+159boNIzcR20aWzIFzp7FHDsAa8REqwNWhIrO/RhbPAm9vsByoBx5F9u+G8KNgsrEbhpGHXTVA37ZtW6rb4uPjM7Qx6REfH09YWBidO3dOsS00NJTQ0FDn8qlTp1LskxcEBgZmyrVLfBwy/WNk9bIr7xjSEOu2e6BuI85bDkhsi7r1DuTvlcTe3ylT2pdZ153TmevOe/LqtefV6w4ODr7mY3PqZ7lxY5GTx7E/H6/rl584AudOo9o9jvw8E1kwE9Wtj97v8H7k1zlQtSZcOI/VvptO8lYyGMKPojyU/jQMw8grrhqgf/LJJ1fcnl29GBs3bqRixYoUKVIkW94/L7M/fRc2/ZVivWp8N7L2N+ey1ekZVPGgFPtZPV6GHi9nahsNwzAMl5z6WW7cWGTdCti7A/buQHZsBm9vVGhbuHge+e1npOWDqKAyyK/zwKcAVq8hbiU9VclgZCumB90wjDztqgH6xIkTs6Id6Zba8HYjc0l8vFtwbk34Dtm4Fs5GYLV+BOnaC/nzN9jzr8fg3DAMw8h6OfWz3Mj95OBeKBKA8iuKbF2v1506jmzbADXqofIXgNaPIKt+RebMQD03SCeFq1bbLTgHUHfeB8WDUIX8suNSDMMwcoRcmSQuJiaGLVu20KhRo+xuSp4jyxc4X1vjpqEK+GLdfg9WYj1t5e2DdWcrrKdfSO0UhmEYhmHcAOTsaezRg7Cnf4JcPA/7dukNRw/BqROocpUAUH5FUC3aIWGrkc1/w8njqCo1UpxPBZXGuueBrLwEwzCMHCdXBug+Pj588cUX+Pr6ZndT8hTZuwP54QsArNfGo/yKZnOLDMMwDMPIbHLhHAmTRmOvW+G+fvEsiIuFLev16DmxwdsH2b4RRCDINVRdtXgQChXG/mK8Xq5SM0uvwTAMI7fIlQG6kfXkwF7s0QP1QrESqPI3ZW+DDMMwDMPIdBJ5EfvdwRC2BvnyfWTfTr3+/Bnkj1/gppshIV4/wC9VFmrUhbMRAKhSpZ3nUb4FUW0eg8hL4JMfEnvXDcMwDHcmQDeuSESwv/oI+y3XkHVr+IRsbJFhGIZhGFlF/lgMx49gPTcIihTD/uRt5NwZ5LdFEBeL9URfKFcZvH2wnhuEKlFKH6gUlHCvPKCatdJBfLXaqMSa54ZhGIa7XF0H3XCRuFg4fQoCAlH5vJHD/3Gie1vw9oHYGKyer6Dq3Zauc9qrfkWmfeha4V8Ux9hpGdxywzAMwzByEvl3MxQsDMHldO6Z6reg6jfBKhGMPfpl7Alv6O8ct9yq5433GgKx0ahSZZHAkvokxUqgvH3czqu8vLBeGaODd8MwDMMjE6DfAEQE+5UecO60XlGuMhzcq1/HxgBgf/oOjk/npDjWnvYhsupX57IKbYvV6RnsqR+41Tm3XnwTqtXOvIswDMMwDCPbSVwc9idvQ+XqWHe01FVauvYCQJWtiNX9JeyvJsLF81gt2un1xYo7j1fFSyKge8o9UAVM/iDDMIwrMQF6Lieb12F/9Jb7yqTgPDnbJmHMK7qEyeH9qAe7wn+73YJzAFk6j4Sl81wrKlbFGjga5WV+VQzDMAzjhrc9DKIi4cRR5L/d4PDS88oTqTqNsW6uC8cPec5Hk9iDroJKp9xmGIZhXJWJunIwsW2IjkL5FnRfLwJxsciGP5HPxzvXW8M+wB7RDwDVrQ8lHurMqVOnsGdNQxb9BLu2I7u263Ms+sl1wsRh8JSpCIf3O1er+k1QPV5GWSZVgWEYhpE2tm0zePBgAgICGDx4sNu2BQsWsGzZMhwOB35+fvTs2ZPixYunciYjO8i6lfrFqXDk0H9QolSKh/TKxwdSSxYbGAQ16qBCGmZuQw3DMG5QJkDPoSQuDrtXB71QpzGqsB/q4f9hfzkBNq1Nsb/13CA99OzD78DL2+3DVN3/qHtAnoxq1xnrgUf1e4ogX09EVi7BGj8dVdgv4y/MMAzDuKEtXLiQ0qVLExUVlWJbhQoVGD16ND4+PixZsoTp06fzwgsveDiLkR0k/BiyeR0U9ocL52DnVqhdP13nUF5eOF4YkUktNAzDuPGZAD0HkmOHsYf1cq3YtBYBZOWSFPuqJs2x/tfPtZw/5dwu5eODNWoyHD8CJYOxv/8cNq/D6v8GqmayYWtKobr1gW59MvR6DMMwjLwhIiKCDRs20L59exYsWJBie61atZyvq1SpwsqVK7OyeUYqZMvf2HNnwKWLkM8b9VgPZPIYiItFBXmeS24YhmFkDhOgZzK5cB7ORaDKVEzb/mcj3INzD1T3l1C+hVC16qW5Hap4EBQPAsDR57U0H2cYhmEYaTV16lS6dOnisff8csuXL6dOnToety1dupSlS5cCMHr0aAIDA6+pPV5eXtd8bF7h5eWF14pfiAs/hipQEP9Bo/CqWIWTk8cAULhKdQrk8Xtofo+uzNyfqzP36OrMPXIxAXomsufOQBbMdC5bY75EFSl25WNeftK1/4czYec2ZPNfqIe6Yb/YBeo2xmrYLNPabBiGYRjXIiwsDH9/fypVqsT27duvuO+KFSvYt28fw4cP97g9NDSU0NBQ5/KpU6euqU2BgYHXfOyNRkSQuTOQnVuxXhjhLIEW4O1F7NYw1L0Podo/wXmA6FjnMPeLhYtwKY/fQ/N7dGXm/lyduUdXlxfuUXBwcJr2MwF6JpGYGLfgHHTwbX04E5W/gOdj9vzjfO2YkphJPeRWVMitAFifzjG1Qw3DMIwcaefOnaxfv56NGzcSGxtLVFQUEyZMoG/fsJzSEAAAIABJREFUvm77bdmyhdmzZzN8+HDy5cuXTa3NG0QElfi9QZbMQX7+Xr9eNh9138MARP+1AmwbVb+p+8Elg/U89JImG7thGEZWMgF6Ztm1zflSPTMA+WwcAPbznfS6//VFNboL9vyDRIQjUyc497eGf+jxlCabumEYhpFTde7cmc6dOwOwfft25s+fnyI4379/P1OmTGHIkCH4+/tnRzPzDAlbgz3jE6y3PoGEBGTeNxDSEESQhT8gTVugCvsTvWKJngJXrpLb8ar8TUjkpVQ7FQzDMIzMYQL0TCKH/wPAevdLVNFi2CeOIvO/dW2fOsEtKE+iGt+FKl0+q5ppGIZhGJlq5syZVK5cmQYNGjB9+nSio6MZP16XCA0MDGTQoEHZ3MIbj4hgL5ipe8AP/4ds3whxsVgdngDAfr0PsngWNGlB3LYNqIe6Onvak6gO/0PFxWZH8w3DMPI0E6BnIImJQb6dhGz4EwoUhPwFUEX1nHP1QEe3AD01qtMzmd1MwzAMw8hUNWvWpGbNmgB06tTJuX7o0KHZ1aQbhsTFIUvnohrdhQpwT6gk+3froemH9sHh/Xrd0YPI7wuh7m2oUjoju7q1GfLbQuTkcfDyQjUNTfE+Kl8+MFMQDMMwspwJ0DOAhB9Flv+MLJvvWhkV6baPshxYk+dC+DHwL4L9vK49bn3wLfLrXNR9HZwJWwzDMAzDMAAkKhK8fVAOh0709tWHyNrfkT3/4nje9cDDXvUrMu1DCCwJsTE6yVt0FLLxL4i8hKrTyLmvatNJ1zvf8Cf5m7Ukzq9odlyaYRiG4YEJ0NNBLpxHwlajmjSHQ/tRlaoh61dhf/qux/2tnoPdlpVS+sk2yZLAAapd58xrtGEYhmEYuZLExWIP7Ym68z5Um0eR+d8ha3+H8jfBlr+RHVtQ1W9BDu1HvpoIVWrAqXAoWBirx8vYn78H/24GQFW4yXleFVQGa/QUOHWCwjVDOH0p0nMDDMMwjCxnAvR0sF/sAoDM+ESv8A+Ac6fd9lH/64cqVBgqVUMVNglwDMMwDONGIeHHIKA4yssLEYGoSJRvwcx7wy1/w7kzyL4dyKa/kPnfom67B9WlJ/arz2Ev+glH9VuQlUvA4cDq/Rr4+IBloSwHqlQZ5PB+yF8gRTZ2VcgPCvlhFfAFE6AbhmHkGCYteBqICHZiaRI3yYJza+QkHFPmYTVpjgppaIJzwzAMw7iByMnj2MN6IauX6uVfZmG/2BXZ/Hemvaf952/6xZGDyLoVUCQA1a03yttHzxv/dxNy8jjy9wpU3caogoVQXvlQlkMfF5QYlJe/yVSCMQzDyCXyxF9riY9zX05IIKF7W+d/sm3DlU9w+D9kznT9ut5t+mdAcf2zbEWsyXNRJdJWeN4wDMMwjNxH1q+ChAQ4tE9PeVv4Pdg29qTRyLHD6TqXvXoZ9twZzoovHt/v3BnYFgYFfOHMKWTHFqhcHeWlE7ep2+4BET3N7uIFvXy5oDJ63/I3pdxmGIZh5Eh5Yoi7/LYQQtvC7u1QqTrylXudcfv7z3HUquf5WBHsEf2cy9azg1CWhdgJcPQgBJdPUZrEMAzDMIysJXGxcPQQqnzlK+5nL50LRw9hdeuTvvOvW6l/Hj8Cv86BmBis/q9jv/c6smktqtTDaTvPhXPI1x/p2uR//II1ZirK4XC1b+USZONasCxQCtX2MWTm53DhHKpiNed+qkQpqFYbdm6FWvWhRp0U76XKVUaUQlWtla5rNQzDMLJPrgzQL126xKRJkzh06BBKKXr27EnVqlVT3V++/xz5/vMU662h72O/2R+OHUr9zf7b49p/8lxnMK4sB5SpeO0XYRiGYRjGNZGYaGT+d7oCSsHCyLHD2J+8DccOYb0wAnVZsCrx8Xr+doOmyMIfITYG6dobbBv55lOIiUI1uzdFIGvP+1Zvu725Llvm7Q3HDyORF6F6bVSNulC6PPLvZrgv9QBdtm1A/voD9VR/5K8/ICEB1bYzMu8b2LUNbg7R+9kJyLxv4WwEAKrNo6i6t+kAHVAV3b/rWN1f0oF7mQoe31cFlcZ6e4pr1J9hGIaR4+XKAP3LL7+kTp06DBgwgPj4eGJiYtJ9DtXxaVS5Sqj7OiCLfkLOn0F5KDMih/YBYI2a/H/27js8iuIN4Ph3NoHQW0LvHaX3LgEBBRREQbAjiiKK9aciYBfFLthRRFFEQBQQBKSK9I70Lr0ltISStu/vjwkhIRfSLo28n+fh4W5vdnZ2c7ncuzPzjvaUK6WUUpmALF+IzP4NSpbFtLwRd+JoOHMK8hfEnTUZnysD9AUzkD8nIQtnwvlQuzE0BFkyB1k0C3LnQbb9izP825gh5LJzC/LHePt4y3rwy41pcxPy1xQ4ewbTpSeAzaK+aDYSEY7JkdNje90FM+DfVZiefZCl8+yc8Ju6I7N/Q1YvxkQH6GxeB6eDMV3vhqhITKce4JsD/HJDRBhcMTrAFCwMBa++RJrxL5asa6uUUipjZbk56OfPn2fr1q20a2fnWvn6+pI3b9IyqDpvfYUJ7AwBxTFtu9iN0UG5+9wDnnc6+J/9w6h/4JRSSqlM4VKiNo4eRIKPw+a1mHZdMDd1h60bkP92AnBx2UKiRr6BTP3Z9iJfCs4Bdm+x2+s1w+n3vM2WvmZpzMvuL6OgSIANgA/+h+ncA1P1+ugGuJhKNQBscB0RDru3eW5rZIQdhg7IxrV2mdZmbWyitzqNkbXLkKgoe8zFcyB/QUynO3BuuxeTI6ftHChbEcpUxPjl8uZlVEoplQlluR7048ePU6BAAb744gv27dtHpUqV6NOnD7lyXf6jNXfuXObOtX+8hw8fTqHXRpCzdkObwbRmnTj1RTRpyckJ3wIQEBAQ73jB+3ZhKlahSLGsF6D7+vp6PKdrnZ539pJdzxuy77ln1/NW2ORs65fD3h32+dFDsHgOAKZVB8iTD5kxCXfWZEy1WpwZP8reYC9eEueRF5AZE8A4yNJ5uMsWQmQEzi29bABcrBQyfzo0bYMcPwz792B698MUDsBdOg/ToRsEH7/cmErR88Gr1QLHQbasw9SoQzy7t0HYRdveZfNtW6vYQN80aoWs+ge2b0QqVYd/V2Pa3BzTi3+J0+dJENeLV1IppVRmleUC9KioKPbu3Uvfvn2pWrUqY8aMYcqUKfTu3TumTPv27Wnfvn3M85DSFeHkSU/VQQF/yFcAQs9yrHsLfL6ZBoAc2Ius+BvZsx3TsTtBQUFpel5pISAgIEu2O7X0vLOX7HrekH3PPbued6lS2Xe1EBFBpoxD5kyxvdUFi0CxErYH/cgBqFEnZii3CeyEzJqMrF2OX5PWRPR5Kmbouen7DHL+nB1mvnkt+PhAqXIYx8G0uwX5ZRSydyfyn70BYGo3xBQrhU/0Ci4SUMLuU7QkJm8+WyZ3Hqha0y63dnv80Xiyaa1N+Oabw8439/GF0hXsi7UagF9uO8z9wnmIjMDUbxavDlM8+/7slVIqu8lyQ9z9/f3x9/enatWqADRr1oy9e/emrtLQszEP5XQwEh6G+8ZTdn4bXB7SppRSSql0J//MRv6ciKnXFOel93HeGYWpWhOOHYJjhzC1G8WUNe1vtcFwidIUePrVePPCTZ68kCef7dUuUQaTI3rZshbtIFduZP50ZPM6KFoi3hKqxtcXKl+Hqds47vZ6TeHwfuT4kcttFsGdPgGZ/TvUqAuly4MIlC5/+Zg5/TB1GyPrliFrlkC+/FBFv3MopVR2luV60AsVKoS/vz+HDx+mVKlSbNy4kTJlyqSqTtO0jc2qCrhD+kP4FUnn8hVIVf1KKaWUSjkZ/w1cXx/z8LN2FRVASpSxAS9cTrIGmAKFcQa/DwWL4OTOA+fOx68woDjsD8WUrXR5v9x5MC1uRP6eZZc3a9XBY1t8nn8biT5uzL51myATvkU2rITr6iDzZ0C+/MjMyZgmN2Duecy+vndHvGXgTOPWyMpFyKp/MC1ujLPkmlJKqewnywXoAH379mXkyJFERkZSrFgxBgwYkKr6TJ8nMR272yXXYgXnznNv4c6cDBUTXsJNKaWUUmksKhLnnkdjgnMAU6IMApC/oO2djsUktgxqQDHYvxvKVoi7X5c7bXb33VsxTdskuPuVq7qYoiWgXCXkj/HInxMhNMS+UKcx5qFnMY6DlIzuTKhQJW5ldZvg9B9kg/dW7VFKKZW9ZckAvUKFCgwfPtxr9RnfHEjZuH/MzW33YmrUwcdTwhellFJKpZ9aDeMNN6dEaQDMdfWSvQyqCSiOED+QNwUKYfo9l6ImOo+9hDvmEwg6hvPym8jRg5g6jW2CWsBUqoE4jh2aH/uYxkDDFpiGLVJ0XKWUUteWLBmgpwVjjE0QM386AE6XOzO4RUoppZQCcC4tjRqLyZ3HZlmvXjv5FZapCDn9oFylxMsmkQkojs/z7yBRURgfH8wVdZtqNXE+/gmTJ5/XjqmUUuraowF6LKbXw5hWHTBlExkap5RSSqn0U7O+x83OjbemqDrTtA2mVkNMGuSYudoccg3OlVJKJUYD9FiM49i1UJVSSimVaVwaJu7V+vJrAlillFKZT5ZbZk0ppZRSSimllLoWaYCulFJKKaWUUkplAkauXMxTKaWUUkoppZRS6U570K9hgwYNinn89ddfZ2BL0lfs805Lme2aptd5p6WUXNNr4bxTKinnntnep96Q0T/za/GaZmapud4PPfRQuh83Ne3NiGOm9BplxHmmZt/sco0y4pgZ8XuWmn2zyzXKar+j2ekaJUYD9GyiYcOGGd2Ea45eU+/Ta+p9ek29T69p+krN9c6TJ0+6Hzc17c2IY6b0GmXEeaZm3+xyjTLimBnxe5aafbPLNcpqv6PZ6RolRgP0bKJRo0YZ3YRrjl5T79Nr6n16Tb1Pr2n6Ss31zps3b7ofNzXtzYhjpvQaZcR5pmbf7HKNMuKYGfF7lpp9s8s1ymq/o9npGiXG57XXXnstzWpXGa5SpUoZ3YQMoeedvWTX84bse+7Z9bxV8ul7JXF6jRKn1+jq9PokTq9R4vQaWZokTimllFJKKaWUygR0iLtSSimllFJKKZUJaICulFJKKaWUUkplAhqgK6WUUkoppZRSmYAG6EoppZRSSimlVCagAbpSSimllFJKKZUJaICulFJKKaWUUkplAhqgK6WUUkoppZRSmYAG6EoppZRSSimlVCagAbpSSimllFJKKZUJaICulFJKKaWUUkplAhqgK6WUUkoppZRSmYAG6EoppZRSSimlVCagAbpSSimllFJKKZUJaICulFJKKaWUUkplAhqgK6WUUkoppZRSmYAG6EoppZRSSimlVCagAbpSSil1jRoyZEjM40mTJmVgS5RSSimVFBqgK6WUUteow4cPEx4eDsD06dMzuDVKKaWUSowREcnoRiillFLK+7744gs2btxIsWLF2LFjB9WqVfNY7vXXX0/nlimllFLKE9+MboBSSiml0saAAQPYtm0bx48fZ9euXbRt2zajm6SUUkqpq8gWAfrhw4czugkZIiAggKCgoIxuRrrT885esut5Q/Y99+x63qVKlUr2Pj/++CP33XcfNWrUIDw8nMDAQO83LB1k17/jKZFdfz9SQq9V0um1Sh69XkmXna5VUv+O6xx0pZRS6ho1d+7cmMc//vhjmh9v/fr1PPXUUwwcOJApU6bEe33Lli28+OKL9O7dm+XLl6d5e5RSSqmsJlv0oCullFLZUYUKFfjwww8pU6YMERERTJgwwWO5Xr16pfpYrusyevRohg4dir+/Py+99BKNGjWiTJkyMWUCAgIYMGAAf/zxR6qPp5RSSl2LNEBXKhOQkDO47zyPM/AVTMkyie+glFJJ8OyzzzJ37lxOnDiBiBAcHJxmx9q1axclSpSgePHiALRo0YJVq1bFCdCLFSsGgDEmzdqhrm0SHob8NhbZvgly5ca07ojTol1GN0sppbxGA3SlMgFZtxxOHEXmTMHc/0RGN0cpdY0oWLAgd9xxB2B7uAcMGJBmxzp58iT+/v4xz/39/dm5c2eK6po7d27M8Pzhw4cTEBDglTZmB76+vtf09To/czIh8/4gZ93GRAUdI+qnLygSeBNOgYLJrutav1bepNcqebx9vcLWr0QunCdX80Cv1ZlZ6HsrPg3QlVJKqWuUiMT0Vvfv3x/XdT2Wc5zUp6TxtGprSnvK27dvT/v27WOeZ5cEQt5wLSdcEtfFnTYBKlQl8vGhcGgfvP4kQX9MxLmpe7Lru5avlbfptUoeb14vd9ZkZPIP4JeLkIo1ML7XVviWnd5bSU0Sd239hJVSSikVo0+fPvzwww8A3HXXXQmWS2huenL4+/vHGUIfHBxM4cKFU12vUjG2bYCjBzF9n7E3f8pUgCrXIX/PRDp0w3jhRpNSmYmEXUSmjoMiReHkCdi/GypVz+hmqTSmn2RXMXPmTEqXLs2uXbtith04cIDKlSvTsWNH2rRpQ5cuXZg4cWLM6xMmTKB27dp06NCBDh068OSTTyZ6nE8//ZSWLVvSunVrFi5c6LHM/v37ueWWW2jZsiX9+/cnPDwcgLCwMPr370/Lli255ZZbOHDgQMw+7733nsd6FyxYQOvWrWnZsiWfffZZMq+KUkqprOLDDz+MefzZZ58l+M8bKleuzJEjRzh+/DiRkZEsXbqURo0aeaVulXZEBNmxGQm7mLHtOLSPqKGP4U76Djkf6rnMykWQOy+mUauYbaZtFzhxFNbpqgDqGrRjM0RGYrrfC4Ds2JTBDbq6lMROY8eOTdfY6euvvyYwMJD27dtz5513cvDgQQA2bdrErbfeStu2bWnfvj1Tp06NqeuJJ56gdevWtGvXjmeffZaIiIiUXJ4k0wD9KqZMmUKTJk3i/IAAypcvz19//cXff//NF198wTfffBOn96Fr167MmTOHOXPmMHLkyKseY8eOHUydOpX58+czbtw4Bg8eTFRUVLxyw4YNo1+/fixZsoSCBQsyfvx4AMaPH0/BggVZsmQJ/fr1Y9iwYTH1Tpw4MV69UVFRDBkyhJ9++okFCxYwZcoUduzYkdpLpZRSKhOKPa+vaNGiCf7zBh8fH/r27cuwYcN45plnaN68OWXLlmXChAmsXr0asInk+vfvz/Llyxk1ahTPPvusV46tUmHdMtz3X8J953nk4H/pfng5cwoJPo476Ts4dQKZOw358Yv45VwX+Xc1plYDTI4cMdtNo5ZQrBTujAkep1kolZXJ5rWQIyemQQsoUQbZsTmjm3RVWSF2qlWrFjNnzmTu3Ll06dKFt956C4DcuXMzYsQIFixYwE8//cRrr73GmTNnAOjevTuLFi1i3rx5XLx4kZ9//jlV1ykxGqAn4Ny5c6xevZoPPvgg3psstvLly/Pqq68yevToFB1n9uzZdOvWDT8/P8qVK0eFChVYt25dnDIiwpIlS+jSpQsAPXv2ZPbs2QD89ddf9OzZE4AuXbqwePFiRITZs2dz5513xqt33bp1VKhQgfLly5MzZ066desWU5fKBPTLhVIqDRw8eJCPPvqIRx55hLvvvptHHnmEjz76KKbnwFsaNGjAiBEj+PTTT7n99tsBu4TbpZ70KlWq8NVXX/Hjjz/y3Xff8dFHH3n1+Cp5JCwMd+J3ULQEnArGff1J3G8/TLdAV0RwP34F96VHYPM6TLd7MJ17IqsXI/t2xS28dweEnIE6jeNsNo4PpnNPOLAXtqzHXToPd/ov6dJ+pdKabFkPVWticvphqtWCXVsQN34wmhlkldipZcuW5M6dG4CGDRty5MgRwI4Cq1SpEgAlSpSIM23rxhtvxBiDMYZ69erF7JNWNEBPwKxZswgMDKRy5coUKlSIjRs3Jli2du3a7N69O+b5tGnTYoZpXLo7NHbsWMaOHRtv36NHj8ZJGFCyZEmOHj0ap8ypU6coWLAgvtFJIWKXib2/r68vBQoU4NSpUxw9ejTO0jaX9knK8VQG0CWHlFJp5MiRIwwZMoTw8HDuuusuXnjhBXr37k14eDhDhgzh8OHDGd1ElY4kMhLZsBLZvhH3u48h+DjOAwNx3voSE9gZWfE37EynXrpt/9pEb9VrQa2GmLZdMB1ug3z5cade7qGS4BPI/OngOJjaDeNVY5rcALly28B+6jhk5mTEQ4+aUlmJnAqGIwcwNesBYGo3gAvn7e9CJpRVYqfYxo8fT9u2beNtX7duHREREVSoUCHO9oiICCZPnuxxH2/SJHEJmDJlCv369QOgW7duTJkyhdq1a3sse+Wd5q5du8YMNb/k/vvvT9K+ED/r7dXKJHSXO6F9PGXw1fVoMwHtOb/mycXzuJ+/jXPf45hiJTO6OSob+f3332ndujUPP/xwnO3t2rXju+++Y8qUKWm6/JrKPCT0LO7b/7NztqOZXg9hqkd/v+nxILJmCe7MX/GpVitt2yKCO+8PyFcA58lXMDly2hdy5MTc0AmZ+Sty+iTkzoP71tMQGoJpFojJmz9eXSZHDkztRsiyBRAVaTce2gflKqXpOSiVpvZuB8BUud4+r9sU6jZBJo9Frq+PKVUuAxsXX1aJnS6ZPHkyGzZsYPLkyXG2Hzt2jCeffJJPPvkk3gongwcPpmnTpjRt2tRj27xFA3QPTp48ydKlS9m+fTvGGKKiojDGMHToUI/lN23aRJUqVVJ0rJIlS8bpvThy5AjFixePU6ZIkSKcOXOGyMhIfH1945S5tH+pUqWIjIzk7NmzFC5cmJIlS8YZuhh7n8SOpzKQ3iy5ZsmGVbDtX2TKT5hHns/o5qhsZOvWrbz88sseX7vlllt4/fXX07lFKqPImqVw4ijmoWfBxxeTwxdTr1nM68bPD3PjrciUn5CgY5iAtPl+IKFncb8cDjs2YW7pfTk4v9SO5oHInxNtUrjC/hAagvP4EKjbJOFK6zeHVf+AcUBcZO8OjAboKguT/3aBjw+UrQjYANO5/3HcVwfifvcJzqD3Ms2Sa1kpdgJYtGgRI0eOZPLkyfj5+cVsDwkJ4f777+eFF16gYcO4o3U++ugjgoOD+fbbb1PU7uTIVEPc169fz1NPPcXAgQOZMmVKvNe3bNnCiy++SO/evVm+PO2ydc6YMYM77riDlStXsmLFClavXk25cuVYuXJlvLIHDhzgzTffpG/fvik6VseOHZk6dSphYWHs37+fvXv3Ur9+/ThljDG0aNGCGTNmADBp0iQ6duwYs/+kSZNi2t2yZUuMMXTs2JGJEyfGq7devXrs3buX/fv3Ex4eztSpU2PqUkopde05e/ZsgongAgICCAkJSecWqYwia5ZAsVKYpm1wGreKE5xfYmpFfyn9b2fatWPmZNi5BXNPf8wtveK3oUQZqFAVWTrP9ooXKgJ1Gl11xJ+p3QB8c0CdRpC/ILJmCVFvPo076n3kePLmi8rFC8k+J6W8TfbtgtLl49zAMgUK49w3APbtQsZ9iaRxNvGkykqx06ZNmxg0aBBjxoyJk0g1PDychx56iB49enDrrbfGqe/nn39m4cKFfP755/F61dNCpgnQXddl9OjRDB48mI8//pglS5bES14TEBDAgAEDaNWqVQK1eMfUqVPp1KlTnG2dO3fm999/B2Dfvn0xSwX079+fvn370qtX/D8wsSU0j6J69eoxKf3vuecehg0bho+PDwD33XdfzHyJIUOGMGrUKFq2bMmpU6di1rPt3bs3p06domXLlowaNYrBgwfH1NujR4949fr6+vLWW29x9913ExgYyK233kr16rqeolJp7tJwKx0loTJAQoGN4zg6zekaJyK4Yz8j6q1nYftGTMMWV/+ZlyoHPr7Ivt0Jl0nO8c+H4v7xC7J5nZ37vnYZsvBPTJPWOIGdMdHfea5k2na2w9Q3rsY0ao1xPJeLKZ8rD87Tr+Pc9QhUrAZbN8DRQ8iGlbi//ZD09q5bjvv0PcjOLck5TaW8SkTgv12Y8vF7mU2DFphOPZDFc3A/fSMDWhdfVoqd3nzzTc6dO8ejjz5Khw4d6NOnDwB//PEHK1asYOLEiTHz4TdtssvaDRo0iKCgILp27UqHDh34+OOPU36xksBIJlmTYseOHUyaNIkhQ4YAxPxAu3fvHq/s559/TsOGDWnWLP6dX0+yawKcgIAAgoKCMroZ6S6rnbe4UTahzZSfMK064DwwMEX1ZLXz9pasct7u8oXI6I8wTdrg9HvOK3VmlXP3tux63rGT4iRH7969E7wRKyLs3LkzZvmZzCqr/h2Xo4fg8D67RFJSyosg/8zGVK2JKVk2Rce88vfDXfgnMu4r27scGYEz9COPX/pji3rzachXAJ9nUv/l3/1+BLJkXtyNxuC8/lmi5+iuWozM+hXn4eeSdT3cGRPt39R7+sP2TcjeHfgMjz8s1dNnSdTIN2DjaihWCufVEZicfvH2u5Ic2At+fphipRCRa/KmV3b93E2p1F4vOX4Ed8ijmPsex7nhJo9l3D8nIb//iPO/t3HHfYlz+30eR8VkdtnpvZXUv+OZY+ICdu6Cv79/zHN/f3927kzZ8Kq5c+cyd+5cAIYPHx5n+EJ24uvrmy3PPaudd8h3Izj/h81Y6ZcrFwVT2Pasdt7eklXO+0L+/JwF/HL5pfhnfKWscu7ell3PO6X69+9/1dfbtWuXTi3JfmTWZGTZfJyRv2D8ciVe/u+ZyLivkHwFcF54J8VBekx9a5chv3wDtRri3P8E7NuZaHAOYMpXsfuKwP7dyPEjOI1b2zrPngLfnJg8eRM//vaNyJJ5mA7dMNfVhdx5bRI3kSSdm9O4FTRO/qhJc8NNUKAQpmV7O1x99WLkdDAcO3w5IV7sdoogC/+08303r4XqtWH7RmT275hbe3ssjwjGcWwP/ZfDoVhJnAcG4n45HOeuRzANk3ZT5lonEeHIwpmYG27C+OWyGfm3rMO06nBN3sjwlkvLDJoKCf++mpbtkSnjcL9+F0LO4I77Gue6ekn6rFGZW6YJ0JOSbS+97CBRAAAgAElEQVSp2rdvT/v27WOeZ5e7MlfKTnekYstq5x21dEHM47CLF1Pc9qx23t6SVc7bDTkLQNjFMK+1N6ucu7dl1/NOaQ96YGCgdxuikkyOHgTXtWt416iTcDnXRZbNRyaMhmo14egh3O9H4vPS+yk/9vrluKPeg/JVcB55HpM7j024lhTlKsE/f8Hmdbij3oeL55GSZaBgEdzXnoSq1+Pz2EtXP35EOO6PX0DREpjb7k1ST7S3mPwFMa2j8+uUr4IA7tfvw64tOC9/Ei95nEz7GZk+Iea5c9ejuFN/QuZMQdp1weTNb6/npDGQKw+EnrWjAJ4YivvVcMiVG44csMvWnTmJO+o9nKdfhzIV4OB/9uZENiUrFyETR0N4GKbLnfaazvsDU6kG7polmOq1MdXTdsWALOnYIfv/VW5kmYKFoUZtO50j+r3mfvYWTsfbMLUbpU87VZrINHPQYy8GDxAcHEzhwoUzsEVKKZUGtMNAqWxBROCIzaUju7ba4dpnT3suO/NX5PuRUL4yzqMvYtp3hT3bkeATKTv27m24X70H5SrjPPWaDc6TwZSrDIA74jXw9bVLnf3yLe6YERByBjatRSLCPR9bBHfaz7ifvgnHDuHc+1i6BufxlLfnwi47p1zWLo3zsrvqH2T6BEzL9pjOd2Jad8SULofT7R64eAF3zAjc70fgfv425MgJufNAyTIQfBz3gyFgHJxB74Jfbjh+BNOhG+QviLtwJjL5B9xPXr3mk87JxtXIxtWeX1u92P4/7w8kPAzZbtfGdn/7AfljPO63HyIXz6dbW7OMoGNQsEi8FQ6uZFq0A8fB6fMk5o4H4MhB3E/fRP5dlU4NVWkh0wTolStX5siRIxw/fpzIyEiWLl1Ko0Z690dlMzrc69oVPUhIVvydse1QSqWP0LNwPhSIHro+6j3ccV/Z4dRRUTHFxI1C/p4F19XFefFdTIFCMXPWZd1Sj1UnRpYvAN8cOE+/lqSh6PGUr4JpdwumUw871L5zT9i+0c7NrtMYwsNg+ybP+x47hPzxi01wddPtmOvrey6XTkyefFCspH2SO68duh90DDkVTMTeHciPX0Cl6ph7B+B0v9dOBQBM6fKYbvfA5nXI0gX2Wgz9CJ//DcPn6dcxjVvDuRB7nUqUwTQPhJx+mJvvwNRtCpvXIuuW2xEUh/Zl3AVIB+74UbhfvYsEH4+zXULP2t7dqtdDyBnkr98vX4t/V9kbHmdOIpN/8DiSNjuToOMQUCzRcqZpIM6732HKV8G5+Q6cYV9D2Yr2xkcCNwSvelzXTUlzlZdlmiHuPj4+9O3bl2HDhuG6Lm3btqVs2bJMmDCBypUr06hRI3bt2sUHH3zAuXPnWLNmDRMnTuSjjz7K6KYrpZRSKg1JZATGN0dGNyN5jkYPUfUvBpcCl7VLcd99EY4cwPR4EKd1R9j6L5wKwvTsGzO1zxQvBaXLI4v+wg0NsYFuMnrBZfsmqHq9DU5TwPj4YO565PKGYiUxla+DwgGQv4DNcr5pDaZWg/jH3rUVAOel91I9h95bTJXr7XuoQzdkwmjcwY8CcNIYyJvPJqHzsJ600+VO5Iab7PBs/7jBkunZFwr7Yzr3sM979MV07I4pUAjqNUUWzYopKwf2YCrXSMMzzBhyLtTmFDhhs2a7P3+N88RQ5NcxmAYtkEP7ICoKp1c/3F9GIdN+sXP3G7VCVi/GtGoPPjmQuVMhKgruexxjjK03IgxTKGlTMiTsIjL2c8wtvTAly3guczIImTXZlilQCDlxFE4cyfAbSAkKOoapcl2ixYwxdhnCS8/9/HDufwL3rWeRTWttD3sSub+OQVYvwXnrq0yzvnp2lamufoMGDWjQIO6HfewU/FWqVOGrr75K72YplX6i7yBL6Flk/DeY+x7D5Ere0ESVSWnvgFIpt/VfqN0wo1uRLHLUDm83Ldsj037G3PkQMvNX2LcbylRAxn6GBBRHlsyFvPkx9ZrG2d80b4v8+j0y4wBERmB6PJjwsU4ctVmcb70L1/d6ewOgufeS/xnHB2IHCzXqIOuWId3vx/hdMXx99zbImx+Kl/ba8VPL3NUPEx4OIsjsKZjaDaFgYXLn8OVim86YvPkT3jd/Qc/bC/vbIP3Scz8/KFrCPqlRxw55dxw7Mu7AXq+eT2YgG9fgfvompuNtdkPtRrZXfMMK5K8pdpm+qCgoURrKVcK5/QHc9wZBjpyYXg8hrou56XYoUhR8HJuQr0FzpGYDO7XiwF5Mjz52hEIiowtlxd/Iyr/tjaRud3suM/s3ZMEMZPdWnH7/w/3kNTgVhDN8NCY6N4M7YyKyfgXOS+9j0mGt64RIZCScDIKA4imroGwlyF8QtqyDJAbosnE1MtuuoMWWdURNG2/zA3S9C6IiU3yzT6VMpgrQlVKWzJho/9hUqGLnsymlVApMmDAh8UKQ6Hq0GU3WLLZBVVZy9JANRm7qDiVK2/XHazcCx0Ahf9xn78P9eyZsWGXnPeeIO0LAdOyOadUBmTAamTcdadslTi+uRETY4dOA++2HsGc77r5dnL/lTrt/Gibectp3xf34FWTCN5joIeESGQFhF5Hd2+yQ8QwMcK5kcuWxyd0An/fHxGzPHxBAWBoknDQ5cmC69LTryW9cjezf4/VjJIWctsPHua4OTosbvVq3++dEEBf5awr4+OL0fBB342rc8aNsgei55ub2B2yAXfV6TLO2gGAK+ePz2KDLld12L7JqMe4fv+CEhdmkiqXK2RUIDuyBex8HBKLc+DeEAFk02/6/Z7vHtkpEOLJ8IZSpCIf24748wGbsj17WkObt7NSMaT/b36kDey/nLsgIp4JA3BQH6MZxMDXrI5vX2RshifwuytYNNoliqXIQfbOPk0HIvl12WkKevDhvfmlHh6h0oQG6UkqlC+1BV+kvdvLVrEzWrUDujfTqsEs5uBdCzqZZhm05ehCKl8Lk9LPzlcH2JkYzdRojq/6xj1u2j7e/Mcb2RN92D7J6Me7X7+E8+wYmVx7kfCjuK0/AmZOXy99+PzJnKud+GW17b8ulXYBhrq+H6dQDmfkrbvXaOE3b2Ezoc6bZ3v6mbdLs2FmF08kOfXdPByMLZyJRURgfn3Q5thzaZwPl/3ZC2EXYuBqpXgdZ+CeydwemTSe7hF1K69+9DXZthYJF7HuwfFU7naFMRTi4F4qVihn2bpoHxuznPPSMx/qMbw77fhr3pV15oGRZnFdGINN/sdn1K1SDnZuRY4fxGXp5aqs7fpRN+nf6JOTJC//tsHOo3SjYtRUTvXKCrF0G50Nx+r8IhQPsknrlKiOrFyOzfrM5EwAKFIKzp5GNqzEZGaAHHQPApLQHHeD6+rB8IRz8z67KcAU5F2KPE3TM3uArVgrn6ddxf/rCjoQoXR7T5U7Yvwf563fkz0mY3v1S3h6VLBqgK5XGJCIczp7B+BdNxk7RQ90njgbtQVdKpdCAAQMyugnecT4Utv0LHuY8p5Q79nM49B/OO99gCqTBqjGH9mEqVU/wZdOwpQ3Qy1T0+AU6plyRojgPP4f79bt2je0nX0VmTISzpzC39LK99KXLY+o2QVreSK5Fs7iQI1eazyE13e5BdmxCfvwCqVgN2bgGIiPsa9V02awYZStBRDgc2W9/1mlMIiNtwHU6GNMsECpWR74fgfv6kxB+EQoWtgkLwy/ieLgxFK8+17XzzGNxZ/8GefLhPDYId/gLmEp2fr2p3ww5uNfOez5xBFxJ8jxy06qDff8EHcM0DbQ3M7rejWxYaXtxg47bHvuzpzEFCuGuXITMnw4Vq0GxUpj6Te0yhccOI1vXI+NH4Qz5EFOhKrJ4ju2Nrl7b9i5HB5pSJAB352ZMu9uhZFlMhSq4349EVv1D1J7tODffniHvZYkO0PFPPElcQsz19RBA/l0Vs6yghJ6FvPmRKeOQOVPs+xKgYjWcp17F5M1vP0f+XYUJ7IzTuDU0bo0betYmumwWiKlQNXUnd42Si+dh20ao08hOCYr92t6duFN+wpStCE8OTlJ9CX56z5o1i5tvvhmAo0ePUqJEiVQ0W6nsy/3mA1i3HOfr3+P80kb9r4+981wkGYF7MkjIGTvvsdfDWS+5klIqzVy4cIGQkJA4WZOLF09FT016yJUbWbMEOXMKmTcNZ8hHqeqNlODjdhgt4I76AI4fwekz0GsJo+T0SZsY7sZbEy5Uq6ENLDp0S3SOrWnQHHPf48gPn+J+/IrtHWzZ3i4FFrtcgcLk7zMwTYZtx2uTjw9Ov+dxX3kMmfKTvSHR+U7bu171+jQ/flZhatRBfH2RBX9i7ns8zY8nc6fCwf9wHh+MqdcMgKilc2H3NpwBg+G6erhv/w/55y9IJECX3dtwf/wcLpxHvphA1Mg3MGUrwfoVmE49MJVrYB55AVPV5icwzdva5IFN2yS799f4+trlBWNvMwZzw83IuC8vt2nDSty/Z8G+XTawfGE4xtcXObzfBqR7tyMb7BJjsnGNHYWy7V9Mt3viDfU2NergjPwlzu+fqd3Q9qgf3o/r64tPOgfoIgLHj9j8Ban4fmgKFoYq1yFrlsAtvXDn/WGnDFxXF7ZusKN66jWF0LOYFjdicuW2+zULhKioOKN6TNe7kS3rcN97CeeR/8W8rzKDpAzhT5d2/PmrzTFSvgqmYlVM7UZ2lNTh/bjvvgA5cyFb1qU+QB8/fnxMgP7iiy/yww8/eOcMlMpuNqy0/185wvnS0MSTsda59eIyazJpDLJsPlSuET3vS2UoHeGuMtjBgwcZOXIk+/bFX/IpqXPVM4qp08QuWbVrKxw9CPt3256zFJK1y+yD6rXtXFljcCeNwXm5rne+7EUH/1ftQffzw2dY0hPfOq064B7ajyyYDrUbY25/INXNTC3jXxRTrxmycpF9XrM+plrNDG5V5mIK+2Nad0QWzUZuvgNTNO06vEQEWTgTrqsbJ4hy+g+CMycx0T345ro6dth9ZMLTRiQyAvfzYRAeDmEXCJ04xg6V37gafH0x7W6xdccaKm+KlsBn8AdePSfTtA3y6/dQrSZs+9c+Ph9qE8i16ni5/SXK2GX01iyFHXb+u2xaA5GRYBxMAnPwr7w5ZlrciPy3yw6T37wWCQvzOO89rbjvDbKfc0VLpHpKhGnUCvnlG9yl85BJY2yP/NYNULcJ5uHnPH7WmZx+mLad424r7I8z5CPcz96yU22efBUqVEV++wHOn8e065LkVQpEBEJDMPkLJK3shhVQvU6cVSxk327InQf3l29sor9XRiR6kzOtyfoVdjnHC+dt0sKFM22izjx5wRict76AnVuTXF+CAXqJEiUYO3YsZcqUITIykvnz53ss166d97KEKnUtkfAwZN4fMUl8SMpnhzczfUv0cTUwzCQS/kFIRDg4Puk2P1FlT99++y01a9bk1Vdf5YknnuDzzz/n559/plq1lAe66cU0amkTZ54LAUC2bcQkI0CX4BN22aYSZWxP25K5UKYizmMvIRtWAoKMGYGsWXJ5vngqyJ7t4ON71aHrKWHu7Iu57d50DRgSY5q1tQG6bw6oqMNfPTGdeiL/zEFmTMD0ecrr9UtkBPL7j1C6AgQfx3SNm8nc5C9os3pfUrEazJkKh/clmKtA1i6DkDM4/V/E/fZDzk/9GfxyY5q1gYDitoc2HZjceXBeeh8KFsL9cjjs2ATVa+PcdHvcco6DCbwZmTnZbqhWy85bP7wfajfEFAlI2vECiuPz5CvIlvW4m9fB1nWQTj3G4rr25l6tBvFGx6SEadACmfAtMmYE+BfDGfoRnA6G4mWSfSPSFCiE89SruO8Owh0zAtPmZnszKKcfcvwwzuAPkhQky7TxyMxfcV58F5PI54X88xfy4+dQrynOgMF2Cb5dW3DfHRS34IG9Xv+sTQq5eB539Cd2ab8jBzC9HsZp3xWJjESm/ITM/g18fDANWthpVA1bJLnuBH86Tz31FOfPn2fJkiVERUXxzz//ePynlPJMZkxCfhsba0N6N0Aj80zlKj8Pd0AP3HeeT8fGqOxo37593HPPPeTNmxcRIU+ePNx7772ZvvccgJr1beKznDkhoDgS3UOWVO6YT3C/fg8JPoH75jNw7BDmpu6YvPlwWrSzo4yKlYrJBp1asmc7lKuEyZHTK/VdYozJVME5ANfXs8m1Ktfw+vleK0xhf0xgJ2TZAuTYYe8fYOcWu7TZmE9sToL6Vw8oL80jlr07Pb4uYWF2fnfRElC/OVSrbYc912mEc+8AnJvv8PYZXJUpXQ6Tr0DM1Akngakj5ta7oGRZm3W8+732727+gjj3PJb8g1arBXnyIutWpKbpyXM+1F7nmvXxxlxvU9gf07I9pnFrOx8/XwFMmYrxVoxIcn158+P07AungmzG++q1MT0ftMkId2yOKSfbNyG7tsaZRuUumoX71xRk1q8QFYk79lO7nNylfc6eJurlAciGVcjZU7j//IX8OsbeWFq/AveLd3BnTcb99XsoWATT40HMIy/YfTeuTtkFSgWJjMT98l1Yv9wObQdM3Sb2f19fzO33QeUa9ufZqkOy60+wBz08PJz+/fsD8MYbb/DKK6+kpP1KZV/nQzK6BSqT8jhnat8u5OghTInMs3awurbkyJGDqKgofH19yZ8/P0FBQeTNm5fQ0NCMblqiTE4/TPTyYQSfQJbNt1nYi5eBE0eQdcsxnXt67MGRi+dh1xZwfOzQ+MgIO2811jxp4ziYhi3sWsmhZzH5Eh9+mRC5cB7+24lp3THFdWQlxscH5+nXIbPdOMhkzM13IItmITMmYvo+7dW6ZfdWO0UuRw5MvWZxhgN7FFAc8uWHPduRek3j9IbLri24I9+EC+cwdz9qfzfqNLbzZ+s392q7k8u06QR+uaBuY8+v58hp34shp6FcZUy//2Gq1cIUKpL8Y/n6Yq6vj2xZj4ikzxDqs6ft//m9t5yZ88BAr9UF2ESd0dn6nRtvhZr1kak/4375jr0p6V/MJuUDm42/2z1QojTy4xd2W67cmF79kHFfIssXxASvsnYpHD2I+/0IOxrndDAULIzz/Dv2c3nzOmT9cgDMfQNwbrDTsKNm/2YD9C53evc8EyBnTkHYBWTxXNiyDtO7n83n4OMbZ/qKcXxw+v0PWb0EolcTSI4EA/RXX301Zt55UDokG1HqmhMVFff5+dC4Q8zSWgbPx1EJcx+9DZ9vpsXbLru3aoCu0kyNGjVYtmwZgYGBNGvWjLfffpscOXJQs6b35gyvX7+eMWPG4LouN954I7fddluc1yMiIvjss8/Ys2cP+fPn5+mnn6ZYsaRlKr7UaydrliAL/8R9/SlMpx5w9hSyZJ7NVFy7Ufwdt2+yn8dRUciuLXZbyTLxipkGzZGZv9oMxilcM1ounsf99A2IisQ0bJmiOrIiUzbts5NndaZgYTsdYMXfyH0DvDraQHZvg1LlcJ58BfLkS7wtxkCFasjSeciyBTiD3sVUqo6EheF+9wnkzYfz+GDbiwyYljeSN3cuztdv6rU2p4Qp7G9/569WpkgARA9nN01uSN0Br6sDqxfDsUN2jntaiw7QM/N648YYnF4PIUvnQd3GNhB95Hn7XtqzA9m6wQbdVa5H/vod96vhdlRDzpw4j71kbz6Uq4TMm2anGsUE6MugUBEIDYHcBmfQe1CxKsbxwdz/hC2zfw+yczOm5eUeaVO7ETJjInL6ZIpuxCSHREXhfjgUjhywx27dEefGW5GW7eN/5weMfzHMTd1TdKwEA/Q8efKwZs0aypQpw+nTpzl+/HicoQqXZPrMr0p5IFFRsHNzzBqZ6eK/nZ6/PKYVHeKeuVzx85D9e2KWPrlMb6qotPPss8/GPL7rrrsoW7YsFy9e5IYbUvklNprruowePZqhQ4fi7+/PSy+9RKNGjShT5vIX2/nz55M3b14+/fRTlixZwrhx43jmGc9rIyeoblPMXY8gS+cjqxdDeJg9/oyJOLUaxuvpks3rLj/est4m7cmbP3695atAkQD7RTEFAboc2Gt7kYKOY/o9p5nMVTymQQs7jWLLeogeDpsacjLI5mXYvR3TuDUmGVm/nQ5dkYKFkX9X4U7+AVPYH9m8FkJDcJ57C1O99uV258pN3q69uZDNOuxMjTo2M/y2fzHpEKBLyBn7IC2WffQiU6NOnO/P5rq6mOvqXs5AX6yknS/etA3uJ6/C9o2Ytp0xtRpe3qdFe+S3H5Cjh3Bz5rBlbr7D3tjMXxBTOP7yfKZcpXjfm0yzQGTWZNxfRuHTf1C8fbxJFs+xc82btwXXxfSyy/VdyoDvTQkG6A8++CDff/89QUFBuK7LwIGeh0hkiblrSl1Bpo1H/pyI8+JwTJXM9yVKgk9c9XV33FfIwj899sLGE/1dVbasgzz50DUsMwk3/t1Wjc9VenEcx2uB+SW7du2iRIkSMTfuW7RowapVq+IE6KtXr6Znz54ANGvWjO+++y7Zw0dNdAZp19f38rDJyjVg9zbYuh6uWCpNtqyH4qVtL9jB/+wyOB6OZ4zBNG6NzJmKHD+MKVYqyW2SyAjcUe9DRDjO829rcK48qx49r3nN0pj5qqnhTvgW1i23SWGTmEX7EnN9fcz19XHnTEUmjkaMY5fYqt0ofTsvMrOiJe1Nu23/QmDnxMun1qUh7pm4B/1qjDFQ/PLnpvH1xen/IjJrMqZD3NFUpnlbZMqPyKJZXKxQ2Qa8DZp76LhI5JjFS2G63oX8NpaowY9gKlbHdOmJKVXOK+ckYWGweQ2yezvy9yyocj3mwafTfMpDggF6kyZNaNLEfnjcf//9jB07NqGiSmU5cni/fXDpwzBdJOOX+VIG9oReXvhnMuqy/7kfvwqQtKBepT0d4aDSWWhoKNOmTWPfvn1cvHgxzmuvv/56qus/efIk/v6Xez38/f3ZuXNngmV8fHzIkycPISEhFCgQd8733LlzmTt3LgDDhw8nICB+Buaodp0J+ulLECHgxbc59fITmMk/UKRlW4yP/XrjngvlxLFD5O39EOcmfAci+JUpTyEP9QFE9epL0IIZ5Jw3jYIDhyb53M/99iOhRw9SaOgH+CUjU29a8PX19Xi9VHwZca3ONGlN2IpFFDj8HznrpG5UXdCxg0RFf18o0rgFvik4F7n9Xs6ePE6u5m3xa5Bwcrns+r46U68JYcsXURgXn4CkTceBlF2v0Igwzjk+BJSvkCnW9vaKgADo7yEJbkAAZ27oyMWFMzmXNx85atShcIOmKQp85e6HOZfDl8iD+whfswzZtAb/r38lYttGfMtVwqdYyRQ3P/Snrzg3eSw4Dn5N25C/zxP4FE35+vRJlWCAHtt3332X1u1QKp3Z4EiCjkNEePpknk3OZ46J+8EsIsicqZhmbexSDSrrOX8uzlP37f/hfPoLJlfsZD6ZpwtdzoUik0Zjej+SJsO3VPobMWIEkZGRNG/enJw5vf+Z52kaXLzh5kkoA9C+fXvat28f8zzBXDjVakFkBKeML3L7A0R9+Q7HX3sGp3VHqNcU9mwD4EJAKSgcACdPEF6g8FVz65gbOnFx3h+ElauK0zLxoe5y9jTuxO+hbhNCylcjJIOHAQcEBGjuoCTKiGslN3ZFtm7k1KtP4vzvbUz1WimrJzIS9+ghO3S4eTtO58gFKT2XXv2IgKu+d7Pr+0pu6IQsXUDQ60/jDHoP45crSful5Hq5x45A/oIEnzyZkqZmOdLpTlg6H/f0SXj0BYKDg1NeWXvbQ29u7Ir7xlOcePM5m1nexxfTux9OYCfk4oV432ckKirBJW5FBHfxPKhWC2fgUCJz5eEUpPz3DChVKmkjsxIM0L/++mseffRRAL766qsEK3jiiSeS2TSlMoH1dtkMmfQdsnMLPo8PzuAGXSHW91WJjITD+21bN63B59k3k12X7NsV89RdOg9EkKk/47w7On0ykypku4dloc6fg9gBeib6WcisyciSeVCiDCadl9RRaWPHjh18++235EjhEjuJ8ff3j/MFKzg4mMKFC3ss4+/vT1RUFOfPnydfvsSTWiXEGfDS5dEo9ZthutyJLJ5j54JXroFpHD2Mv0x5u2TUyRP2/6swXe9CDv2HfD8CKVQEU7P+VcvLn5MgPAznjj4pPg+VfZgSZXBe/hj3pX64s3/DJ4UBOkHHbGKq8lUwFat5t5EqhildHuehZ3E/H4asW2aXZEwjcvY0FEjHZMIZzBQJwNz3BHlCT3PRS9NNTdmKUKcx/LsKKlQF3xzI1J+QgoVxv34X58X3MBWrIpvW4v7wKYScxhn8oV26U8BUq2XL9e5nVzs4dghz461XdKakvQTHT8TOqlq8ePEE/ymV5f27Mn2Ok5QhzWEXkfOhdk5ZNPex25EDe+2TK3phPfVGeeK+dTk5lKxchHw/Ek7FvwMoZ08T1a8rsnVDkupVSSNnToGndTrDLsZZBzS1HejuqPeJet9LN5t8o4O46ARcKusrV65c6nooElG5cmWOHDnC8ePHiYyMZOnSpTRqFHcIb8OGDVm4cCEAy5cvp2bNmqm6SWjy5MNEJ3wzxuDcdi/Oe99hbn8Adm9D/p4JufNAkaIxS+CYRIY7mtx5cAa+DD6+yPZ/r1pWjh1GFs7EtGqP8ZAZXilPjF8uTGBn2LgaOXIwZZUcO2TrSo/s4tldncZQsAiyPo3XRD97OsvOP08pp1kg+Xo/7N06b7vX9no//BxO554QGoI75hO7ksc8O83T/WM8OA4Yg8z/A/n9J+TXMbjfj4QTR3G/fs+uuQ6Yeum/ekGCPejdu19OC38poYtSmZHs3ALGYKpcl7IK3KvP905yO0RAXIzjeahMUgJ0WfWP596d/bs9l1++0GaTTI6rtWPPdgDcudPwua5u8upVCYpZE/QK7iuPxyxj45XjrPrHa3XhG/3nITLCe3WqDFWrVi3efvttAgMDKVQo7pfAdu3apbp+Hx8f+vbty7Bhw3Bdl7Zt21K2bFkmTJhA5Zmg4KIAACAASURBVMqVadSoEe3ateOzzz5j4MCB5MuXj6ef9u560GDXn6VtZ2Taz3Y5nMo1bEbhS5+tRROfj2hy5ISSZS/fHPVARHDHfQk5c2K63eOt5qtswgR2Qv6chCybZ28oJZMctQE6ujRnmjOOg6nbxC6Rl5bTIs+e1hsuXmDKVsTn+bcBkKLF7fJtp09CkaJ2mc7AzrBnO6ZHH2T3NjtaEGzHxMG9mJtut4mVN66Gqtd7zCif1pI0B33t2rVs27aN0NBQ8uXLx3XXXUf9+lcf8qVUenHfs8sqeCv5mezdARfOYWJlApaNa3BHvo7z4dgE16eU8aOQBTNwRk21XwbXLL2iQCoalVAP04E9RM3+zQ7BfOwFe5Ng89p4WYzjCIuVHErEc92ZaKh1ViAiyJRxthfN0w2Wq90U2bEp1pNMdN2j3wMyczJEf3mU4BPIxtU4gZ0ysGFpT44dtr/vLw6/pnI+bNu2DX9/fzZujD/dwhsBOkCDBg1o0KBBnG29evWKeZwzZ844y72lFZMrN9SoDZvWYkpXsNta3wT+xew6yUmpo2wFZEvCo4lkzlTYugFz1yOYgtfO+0SlD1OgEJQuh+zzfAM+UccOQb4CMSNIVNoy9Zoii2bBtn/TZMlcEcmWPehpzTg+mHa3IP/8hdN/EO6bT+N++obt2Gt8AyagOO665VCyLKZzT2TJXEzXu3B69EFOn4RcScs54G1XDdAjIyN555132LFjB5UqVaJw4cIcOnSImTNnUrVqVQYPHoyvb5Ji/ExNRODMSUyh9L9DojIf9+3/AXEDfndu9OP9e6BWA6KGPobp1CNOAiFZMMM+OHMSOXcOzofGrTiRzOyXXSVg3reLqH5d4752aB9yaB889gKsW4775TuYng8i0YG4/DXlihO8WjuiA8mTV1/mTcUlf89C/pyIrFiIz/BvPZVIWj1rl0KzQK+2zZvcj16G44eRxq0xeVM+bzizkzlT4PgRZM0yTNt0WFonnbz66qsZ3YR0Zeo0QTattfPPAZO/AKZpm6RXULYSLFuAnD0FIWdxJ/+A8/CzkCOn7fmcPgEaNMdc4zesVNox5Soj61cke6lBADl6UHvP01ONOpAnH+7iOfikQYDOhfN2xJoG6F7ndOqB3HyHXUrzoWeR8aOgVkNMkQAkX367bnuHbjjNAuN8BzOFimRYm68aXU+fPp2QkBA+/vjjOEsFBAUF8f777zN9+nRuu+22q9SQNcis35DffsAZ9lWy1j1V2ZOIwLFDyPcjiPr9R8ytvXHa3BzzuvviQx6DYNm3G3x8MLUbEfXZWwkfwMPfaNm5JWltCz1jHxzeH5MIjyuHaB7ad7mt7w3C6fMk7jcf4Nw/8HIceWBvir4wZFcy7Wf7IPi45+uW1NETsXIPiOtCeFiKMqi7c6fitO+W7P0SIq4LCJw9dWmD1+rOlGJ+ftfeUnihoaGsWbOGkydPUqRIERo2bJiqJG2ZmWnYAlm7FFOrYcr2L1vRvgMO/Ifs323nCy+caeeh7t2BadYW88ATCU9rUiox5SrB4jlwKgjJkzfJiagk5Cwc/A/TqFUaN1BdYnLksNMSZv6KHDuMKe7leCGLr4Ge2V36XuY0C0TqN4/5rm1y+uEz7OsMbJlnV11kb8WKFfTp0yfeOn4BAQE88MADLFu2LE0bl15kU3TyplNplzwno0mYJnpKCQk6hpw4Gmeb+/yDl5+cOYn89AVyLlZveQI91DL9F9yRb9gnG5KZmC5WFvY4da69/DsYdeww5PCz2y/Np/EkdtKv3dtwXx4A+/fg/jombrnouuVUMFEDeyEH/0tem69R7j9/2UR6EeGXN8YOyGNvvyTsYvxtCdU/bTxRQx9DfvsBd2Av5OKFZLdRJoxO9j7xxDon98OhuI92h0ttufbi1itEn/s1tlb9jh07GDhwIHPmzGHfvn3MnTuXgQMHsmPHjoxuWpowBQrh89xbnqedJEXZigDIwb0QPd9Xpo6zwXnfZ3AeegbjmzYZ8VX2YMpWAsD95gPcFx5CQs8maT/5ZRSEh2PadUnL5qkrmHa32OSRMyZ6v/KTx+0xiqT9GtvZnfHzw+T0y+hmXNVVA/QjR45QpUoVj69VqVKFo0ePenwty7kUUJmrXg6PJCKCqBcfQv5d5eVGeY9s34T7RE9ky/qMbgpge/fc33/K6GbEI5GRRD19OdGPHDlol0EZ/AhsWXe54Jn461PKuC+TfpzTidwISk6vdfDxmIdB/XtgUrO2sTFxAhIJPYu7fCEyazJcvGCzISeBHNibaW4IiRsV3fvrxTqje8vdL4df3hj7ZxY7sP1zErJ3B7JyUdLr/2O8HaGxbIHdkIIAHewXPjkXikSEx80Un2SxzinOPHlwX+yb4F4SGYkcP5zw62dO4a74OwXtSUfXaAf6999/z8MPP8xbb73F008/zZtvvkm/fv0YM2ZM4jtnQyZvfihSFPbttsOJ/XLb7wv1muIkNzmnUp6UqWD/ZuzaChfOIYl8Norr4k7+AVm5CNO5J6ZMxfRppwLAFCyMad8VWTYfd+l8r9YtJ47ZB0V1hSyVSIAuIuRM4At/QtuzpOigxH3/Jdyv3kU2rkYunkeOHCTqiV5IrCAonpMn4OQJ3Ame5p1mDrJzs/1/+6ZESqYPmTAa+TPpdx8lMhI5vD8NWwRyaD8y8Vs4FxKzzX1lQNL3T0b2bPeLd65e15VzxpPDJ3VDLa+80SSjP0LmT49+FvfGgURG4s6ZisTK8i0Xz+O+8RTutx+kqh3eIOdCcR/tHpNTINX1XbwQt9c8zrJpl6+NjBmBRI9SkN9/tMc/l7RekTguDXdLIVm5CJn9G+6AHrjDvJyUy9MogUvHnfAN7pD+dj1XD9xPXkO+/TDuqJNMJ/rnmUBvlgQdI+q1gQmeY2Z15MgRmjdvHmdbs2bNrp2b7WnAVKyG7NkORw9hmrTG3PMYzn2PZ3Sz1DXC5MoNxUvbDqKiJZB//rrq8qmybD4yazLmhpsxXe5Mx5aqS8xt90L12sjPX8X8rfeKE0ft6ikZOO9ZZR6JJolbsGBBgh8WUVFRadKodBerh03WLEHWLLGJX4oUg7ALyOK5SMhpTM+HMH4JDIm44hpJ2EWbOGr3NnweG5SWrU/cpR69LDpvVOZMQX4bizP0Y0z5ynaN7uq1Ep33J5ERSR5+6L72RNLacuJIkspd1d5EhpOm4gNfdm9P8b5s3ZCkDkMJOob8M+fyTZaoSMzNd9jHl9q+e1uKmyFhF5Gl8zGBnVI1B979+l37IIHpAclqU/Bx3EEPg38xzwVitVNW/WMzRd8Ra9mc8IQD2sQPHmtUQ/TjpF4XmfmrfZBO0xMk+DiyOXq0yblQz3PpTl664ZmJu6cvZbCf/gt0uzvOS1H9u0P03z5Z+TfGi3P901qJEiVYunQprVpdnre6bNkyihfXHpsEVa4Ba5bYx6XKcq2vYKDSn+nQDS6cg9x5kB+/sKOn8uSF3Hkw1WvHLbxlAxQsgrn3Mc0Rk0GMjw9Oh9twP3sT9u6E6l5aKjXoGBQppjktFJBIgF61alUWLUp4aGbVqlW93qAM4WkI7LHDdmgb0V9yoyKhaEnMTd3jl/VU5ZfvwObLw6LFdZH50zGtb0o4yE8rTvRAiXSYT+n+9AUSfAKfpxLPFuyu+BsnVkZduXDe3hzZsh7z8HOYS+2OTnImR//P3p2HRVmuDxz/Pu+AIqtsivuOiguo5L5LHnPL1FO2mVbHTC3TcyqzMk9mP61cSs3MSrNOZYuapz03zMzc6phL7uWWAiIIIirM+/vjhYGBGZhhG2Duz3V5ybzbPM/LMDP3s9zPGUhJwvzqv1HD70PdMiLfNfXLSVw7+Tt6+jXM8581lklqGmHsS08z1jjctzvfeY7SPyh/iSRy07/5rOQulpRnKP+N6+hx5zA/Pd56e9Zwdj3+vHF/s8ui63Djer55PpmT70T1HYxmZ91g/eN30Ld+gwoOhbY3Fb38F3KGWetxf0FVryIvhWSe9qDxw8W4fK3b+onDkHfawtUrJdayrn+5GnWPMZrDPO8ZOPxbkZYUzPzHULQlnxQ670rXdbh0Ef0Px+cl65mZ6P9Ziv7Ddznbfv0ZataCjAxUlarGdf867fSUIv1yEvx5DFXErLnmzV+hf/AG2tLP4I+jULMuys+/4JNyT1P4+lNURDtUgybGBicbps3frkHf/SOmp+c5W3TjNZR8qehzqPMYM2YMc+bM4euvvyYkJIT4+Hj++usvpk1zcSNyOaYaN7c0Jamasj6xKHlaz78BRq4g/act6CsWGq85Xz+0l1dadTToxw9B0xYSnLta05agFPrR/agSCtD1hAsyvF1YFBigz5w5s4yK4WLmQr5wZRrzN/VPV2C+chlt+H35j8n7Zplr7VTdbIZffkJf/RYkXECN+gf6H0chMxPVpAV6ZiZcuVyK6+2WbA+6bjaD2Yzy8DDmG/95DNWpt7EsUew3AGS+MQfT+IK/9OmrFqFXD4bwViiljCWc/jhq7KzfGD0gCNW5d87wcaXQsxL56Xu3Y066CLmWetLTr2Je8BxJZ3KyluuH91sCdPMjo0qk/u5C/+Ij68c/bkD/cUP+43b/gDnzhrFedraUZPTP/4P+5ceoHv3RRk/CvGOz8QU37Qr6F6vJPHUCrfdAVBvrDMt69nDwIga4evx5q9cFgPnph4wfIqKgmrfN16aecAESE1DhrazP3fa99YG5Gi70K6mY/+/x/Nc68wf6xL8Xqfz5rvXbHuP/9KtwOP/61U756wzm2K9RvQagGjRFN2eiNBO6rmN+8V9oA4ajx51HX/Ouc2X8OdYqOAfQ17xruY72xlr0DZ+jf7oy5wAHv2CaF8yAM3+gLf2sSAm59I+zph9dv4Z57jSo0wDTzEUFn5R7RMSaVehrVkH7Lmh9B9t+jlMn0P86jf7WPLTp81CNchqvrersJPObL8P/dqItW5fTYFkMzZs3Z9GiRezdu5dLly7RoUMH2rdvX2mzuJeI+k2MYacZGbKklShVqmpVtKmz0L9cDVfTjOllv+2Bdp0BI2ErF+NQMUNcXFKhfHyhTkP0IwdK7qIJF6w+O4R7q/iLmJcEWz3LZ/+0mT1Z//ozsBWg5zswJxg2PzQMdctIY/NPm2DUPzDP/idgrLWtf/Qm+pav0Ratzrekkn79GlxOQoXUNJKLxV9ANYvI81RmMGfa//KqZQ3X/HYtjBxr+xgnmJ9+yHgjGfc4+psvG9d+N88X3j3byXxuEqpzb7SsugPW0yWuX8f8ynTUvRNQPQfkBOeA/pnxxV7/Ptd87Pjz4Bdg/PzHUaORI3e5Hrkjf2ErWRbmcun8WevgPEt2llP9h+8wZ2QYc+dyH7BvF+Z9u9CemGP9ms51kK7r6GtXoTp0t/Rg6hfjISUJ1bAZeloqad9vh3ZdLeeYp48zernzjgAAsJMoUT/7J+aZjwBY9U5nPjfJWLLODvNjd9neUYwh/vmkpZL55ANWa9Pr6Vdh/x7M3fs6dSl99zZjjuMP31n9/WYzL38F8g6ptHetG9dBaZgfHl74wWYz+rE89yTrb1M/fxbzK0+jPT0PFRhsvEdkZKA8s97PsrJnW46/cYPUD5ZjvhgPNWqj6tQHXUc/ehA1+A6rQFY3ZxqBFcCNrFwJZ/8k85WnMf1rtv3y2mo82PsT5r3WK5foq99G7z0I86zHcrZt+QrVaLLRUFTc5XKyR/tkZuaMhComX19fevbsCcCFCxe4evWqBOgFUJ6eRpB+6gQES3ZlUbqUpydq2D3GqKQ9P2LevglTVoDOCeM9VDVp6cISimwqvBX6tu/RMzJQHsULp/S0VCMHUoj0oAuDBOhgBH62FJQczobMl6dDehqmZxfm22eZC5p2BX3/Hut9u7Pmt12+ZGQ/rtfYMnzJ/MZc+G032pufY54xCa5eQXv1Q5S3T875b81D3/VDAcNec/UG/boDFdXZyLJt0pzukdIT4415MpDvy30+504ZvU9NWqKfOYn+2UpU1375j/vrjP1r5FrDW1/3PupexxO3GSfpmNe+71RSOlHy9J8KyHaaetmYfnDlClxKgL3bjXP27zVeq19/hv7NWkxvGo015mkPGOdVqQrXr5ECaM8sMObwZTfI2ArOczEvewkV3Q1atYeE8+i/77N9YCknJ3RI+tV8mdz1la+h7/mRi2vexWzWjfeqWvUKvVTuKRD6h2/aOEA3sgk7wDxhZOEHZUtPgyO2e//1TV8YyxV+tw51xwPGF55Vi9FefNNqaLd5wki0Z+ajb/ueK1tyVhTI3eijwlthTkxA//pTTLNeh8xcDaXv51pp4fBv6GazJZg3hpZuRLXugL7+Q6dWUsjbQKFv3whjJxsNRb5+Dl9H/30f+Pqj6jbM2agpyAQyb4Bn8ZfzWrhwIbfccgvNmzdn8+bNvPXWW2iaxtixY+nb17nGHneieg2AUydkbqgoM8pkQnXqhb5hvWU6oH7gF6hSBbKWZhOupcJbGZ9fp09CcXu+s75Xq5CSmc4kKj63CNDNa99HDRyJquoFZM1prOaD8vREP3XcqTWKc9OP7DeWXQGI+8v4B2TOKDjDq558KadsG7+ArCzY+eb2+lfPyeR8/boRgADmyXcaAUn9xkam5lwZxM2x38ClBLRh9xjPdeOG1RB+85IXUf2GoG/8LwDaxKcxv7cE7d4J0DAcVT3IaEBoEQnocHg/tIy0fJE1T3/IiTuU9ZwvP5VT9y35l+rSf/iOzA2OzanV33vdqefWv1tb5GWqRNnJnn6g+ufkeNB/3ICK7Jj1wIyekmy9BE3uIfApyZhfnenw8+m7t6Hv3mb0SubJQaGnp0FaWoFLibmanpW0ypy9LAsY87udkZKcf5vZXKwkhfaYp96bf9vkO60e6xs+J3PD5zn7p49D3T3e8v4IYH7137bLnX2Ng79YRnPkS2766w7rY1e+it6iLRw5YJm6UeLjbVJzVoXQ486hatQGIPOFqXA1De2fs9B/jkX1GWjkFwAjOVTaFdQ//mWZ725+/f+M9/TatYtVnP379zNpkpEQ84svvuDZZ5/Fx8eHl19+WQL0Amhd+4GtxmUhSpEaeDv6H0fR35pH5n8/ggtnUV36FLu3VpSQmsaUFz3hfPGHpifIEmvCmtILWs+hkjg9KNoY8pqagmrfxbImsWn5evRfdmB+/UWnr6n+Phb9k6KtHatGjUP/yEbvlbOiOsGvP1seags/sAy5NS1fT0hICBeGd3NqmLf2yLOYF82yClxU5z6ovoMxL3/Z/mgDh58gf0AkhBClolY95xsuSpEacR8kJqBv/tLYYPIwVkH4+/3on7xT6Pn1vix6gkswksStXLmSxMREnnrqKZYtM5Je3nfffbz7rnN5B8rauXPnCj9IABASEkJCQoKri1EhlPd7pWfcQN/8Ffren1DhrVFD70QVcznVoirv96qs6VdSMT92F+rv96P1H5ZvvzP3y/ztWvRPV6C9+gHK2/2mHLnTa6u2gw3tRW6GS0hIICgoCK2E5sWVuqwhr9nBORhZjYuqqME5UDLBOVgF52A9H9a88lX0R552eg62edGsrB9yLT23YzP6js1FL6fVE0hwLoQoI+UoOIec3BoW2QlIHQjOS0LDhg1Zu3Yt8fHxtG/fHoDExESqVatWyJlCCFdQHp7GMmw3V5zlHN2Gt48x5SDvKi5FkXAevH3dMjgXthU5QJ84cSKhoaEMGzaMmJiYEinMr7/+yooVKzCbzfTr149hw6xbpG7cuMHixYs5ceIEfn5+PPbYY9SoYWddYjen/7iRuB83uroYQgghyonx48ezevVqTCYT995rTDs4cuSI1broQgghCqeUguohcKn4AbqxxJrMPxc5ihygL168mISEBA4dciyhUGHMZjNvv/02zzzzDMHBwTz11FNER0dTt27OuqObNm3Cx8eHRYsW8eOPP/Kf//yHKVOmlMjzCyGEEJVZWFgYkydPttrWuXNnOnfu7KISCSFEBRYYbKywVFzxF6Bug+JfR1QaRQ7QQ0NDCQ0NpWXLklnu4dixY4SFhVGzppEgoWvXruzatcsqQN+9ezd//7uxtnDnzp1555130HXdkvFcCCGEEPYlJSVx7NgxUlJSrBLpSZI4IYRwjgoMRj96sFjX0M1muHgBFdWphEolKgOHAvRNm2wvkeTp6UlwcDDNmjXDs5hLwCQmJhIcHGx5HBwczNGjR+0eYzKZ8Pb2JiUlBX9/f6vjNmzYwIYNRlbeOXPmFKtcQgghRGWwc+dOFi1aRK1atTh9+jT16tXj9OnTtGjRQgJ0IYRwVvVgSEq0WrbTaUmJkJEha6ALKw4F6Fu3buXIkSMEBAQQHBzMxYsXSU5OpkmTJsTFGWuFP/HEEzRp0qTIBbGVTD5vz7gjxwDExMSU2Lx4IYQQojJYvXo1EyZMoEuXLowdO5aXXnqJzZs3c/p0+UqmJ4QQFUL1YCPZZ+plY2nkokgwVkdSMgdd5OJQgF63bl06duzIwIEDLdu++eYbzp49y/PPP8+aNWt45513mD17dpELkh34Z7t48SKBgYE2jwkODiYzM5O0tDR8fSXjoRBCCFGYhIQEunTpYrWtV69ejBs3jtGjR7uoVEIIUTGpwGB0MBLFFTFA12UNdGGDQ+MxfvzxRwYMGGC1rX///mzbtg2lFEOHDuXMmTPFKkiTJk3466+/iIuLIyMjg+3btxMdHW11TIcOHdiyZQsAO3bsoFWrVpV2/rkaPcmx424ZUfQn8fYp+rlCCLem+g1xdRHyUQNvd3URCtekBWrsYzmPA4LsHqp6D0Sb8WqJPbW/vz9JSUmAkUfmyJEjXLhwAbMsfymEEM4LzJqaW5xEcfEXQCkICi2ZMolKwaEAPSAggD179lht27t3r2Xu940bN/DwKHK+OcCYU37//fcze/ZspkyZQpcuXahXrx6rV69m9+7dgJHEJjU1lUceeYQvvviCu+++27knqVWvSGVTg+9w/iTPKkV7ruH3oYbcidajv/1j/jYcgrOWl/Pxs3mM9kThc++1Bf9Be+GNnA01auX83DISbcH7mJavR1v8Sc7zlSLVsZfxQ1CI4ydFdrS93S+g+AUS5YI2+TnbO2rUzrdJ3fcI6t6JDl9b9b+tqMUqX5x8v1ExNtbUbd7GuecMDIaogrN/q5Fj8m3TZi1Fm7m44PM6dHOuLNnXvu2eIp1XktQDU9CeXWhzn2n5ekzTXkLrmmu+t502Zm3xJ2h3j8/53Vb1KnbZ+vXrx++//w7AoEGD+Pe//83jjz9O//72P2+EEELYkRWg65cSin6N+L8gMBjlUbxcXqJycSiqHjt2LPPnz6d+/fqWYeanTp1i6tSpABw9ejRfD3tRtG/fnvbt21ttu+OOnOC4SpUqlud0luo9EO3u8Zi3fAU6oJvRP3zT7vHajFcxP28sR6Nad0D/YrXt6455FH3la8Y5iz7C/MgoY0eDpnCs4MyOavAdYDKhf/6BsaFuQ7RcPeLa5JmYX52Zv2wjx6D/bTgcPwgNmqGvWQV5ekBUswjbz9l/GPp364yfNQ1q5gpycr05mKbOyjmnalVMc97C/MEb6Ju/snktm1q3h/177e/Prs/jL6IfOwTXrxnXbR2NvvUb2+UffIfV70I1bo7+v535DzSZCn1eUQ7VaQBn/zR+bhmJNmAEKiIK7V8vYn5lOuqWkehffwqA6jsIUlPQv/gIAG3RapRXNQAy31ti9ynU3Q+j/2ep8SCsTunVpQxp/16Mefo4h49XHbqib/jc+hpTZ2F+aJjj1+jeH9W6A+Yj+yEtNf8BNWobDSAXzqH/8F3OeWF10FMu5xzXoCn8ecz4uVE4nDwCdRvCnh8dLouraZOfw/zqv3Ntsc6XosY8ir7rB6euqapWNf4Pq4N6YCqqTXQhZxRu2LCc32+vXr1o1aoV6enpVqulFFVqaioLFiwgPj6e0NBQpkyZYnMK2uzZszl69CgtWrRg2rRpxX5eIYRwGf/q4O2D/v169Ih2qNwdXQ7Sj/8O9Yuew0tUTg71oEdGRrJo0SJuvvlmGjZsSExMDIsXLyYyMtKyP3v5s3KrSXMAtN4D0foMRPUZhDb/PZuHqvseQdVrlLMhK3GDumVk/t50ZdxC1bk3yss71/ZcP8YMtT5l6F3GD7qOGng72nOvoj27EO3xF62Pa23dWGG1z88fFdUZFRiMadk6yB2QV61m+6SIdmh/v9/4OXfPV3ZPZCHTBdTfH0CbMB01cqxlmzbnbfvHZ9+3O7MChypVrff/41+oW+9ChbdGG/j3nJ6iG9fyX6xWPaM3/9a70ZZ8AlW90P75guX+59OkRYF1EWXEmQBYKau/Ae2xmaiIKGNX89aYlq+3ClJUzTpot96V89jLzus+t1r10HrfArXrG+c0bo72onVDnbp/iuNldqW2N1l+VKFhRqBrR973LdXUxvKYzkwXquqF8vFF1WmA6dUPbB5imv0GSik0G9N1lJ8/2sNPoYaMQss13Fu1jCrwadVd49GWfmZ5rM1blbOvY0/jeZevt31u9ntftjyjDrSZi+w/732P5N82YATa/PfRXnkX1bpDzgigPLTH/w+tWwymx/5tc7/VNXv+zfY1OvdG+ZRMvpWMjAwOHTrE9u3bCQkJISQkhPT09GJfd926dbRp04bXXnuNNm3asG6d7cbboUOHMmmSY1O4hBCiPFOaCe2RZyH1Mub3X3f6fD3uL0i4YPmuI0Q2h9cE8Pf3JyIigoiICFq1aoWfn+2h1eWV6tTb+rFSKDvDoC3DK9t1hobNUP7VjeBw+Oj8X2Kzl1XIO4cv13HaHQ+iOuV8eVNto7P+vwmlaai6jVD1G6O8C/8Cpvrb7uHSxj2e8/NztucsqnbGGoum5esxTZyec/zjs9EengamggdUKE9PVLtcgb2uo4Jz5sxos9+wcVbWvsf+jfa8da+mCm+NNnhUzuOef4NmEajbVxnNHgAAIABJREFURhs9abmPzfXFVVWpimnxx6gWbVEt29oua1YjheqSM5RUPTAVbd67BdTQCbmCIwFqyCib202zllofN+oflsYh1aM/2sL/5Bz75ucoHz9LUK+0/KMgVLMItIX/QZu5uMAGrHxq10eb9y7a0/OyLpT192k2G8Ftrte+1qUP2pufo8Y9bj0FpBzRXl6BypNDoqAMsNqtdxsNgU/MsRuIKqVQdz/s0POrHtaBpDPTCizntO+CNvSunPfQvLIaUazOad3eehhgrvdwNTp/EJ27IVLFDDXuwXNZI55yvR+Zlq9H1Wlgt6xa95vzbwwKMRpKAwLz7FA5Hej1GqHCW9m8pho9Ce1fOQ1SasidaEW4j844deoUkydPZtmyZSxdavxtHjx40PJzcezatYtevYzPuV69erFr1y6bx7Vp04Zq1RxoTBNCiApANY1Ate+SM/rPCfqh/xnXaBlZ0sUSFZxDQ9wvXbrEwoULOXr0KL6+vqSkpBAeHs7kyZMJCrKf4Ka80B5+yrlkclmHmiZMz7+rZRT6fz8yhmCe+SN/gB5WF86fQet/G+YjB3JODMyZV60aNLXby1MYLW8vUPY1qwcbgXlmZv4v6p5V4MZ1uy10qnowtO+KSrmM/v7rhfcgZt/KPKveKRtzgrOPU63aGeV/7N+YFz6XsyP3+X4BmLLmzmvTXkJf975lOLO9L/GqYbOCy5i9rmRgCFrn3raPLQKtz0DM+2x/Aa0sVLd+6D9uNOb525pGAGhPzkE/eyp/wsHmbSAz07hOzwE5Uxb8AzFNnI5+6SL4BaA8PNAeesJqPrk2fR5cvWK/XD5+dnMvWI4ZPQl9lTHPWXvxTfDztxrhoqK7oZ/9M1/WVdVnkPG/UqibehT4HHb5V4fLSTmPGzaDP44W7Vp2qOrB6Hka1NQDU9F3b7N/Tt1Gdvdpc9+xPrZHf6th6fmuNeI+6/N7/q3AaQU0bQnHDtl58qy/7dAwCMj6ffgHoI24D/OiWWj/XgzmTJvlz/2+nj0kPLt8qnkbaNAE80NGngGlaZB1jSK9/3p4GGvVWh4XNF9Qzy6g3SPy5hlRWY9Vp17O5eFwwvLly7njjjvo2bMnY8caI6EiIiJYtmxZsa+dnJxsWXklMDCQy5cvF3JGwTZs2MCGDRsAmDNnDiEhpXNPKiMPDw+5Xw6Se+U4uVf2XWnUlNRt3xPkXQ0t6/uQI/cr6fghbgTXIKRVZKVNeu0IeW3l51CAvnz5cho0aMBTTz2Fl5cX6enpfPjhhyxfvpwnn3yytMtYbKp9F/s7NS1/73eeodhW12oWgfbGWlTWHGd9z49ZU9qzrlEtKwjw9TeCzKMHLOfp33xm44pO6NC1wN32voBrC/8DaalGIF4ArdcA6OVILoGiv4lkB+qFHqdpqOGj0XsNQP/8A8uXV6dpWWXV9YKPc6RMnXqh/xxb7OtUGFk92KpttM15/trij1FVvVBNI9AP/4YOqO43o1q1Q0V3zznu3gmYg0LQ172Pyh5aHpjzWsx9LICq5p3zd+SAgKfmcvnkceuy9eiP3jISvKqhfP3znaMG3o7qMzjfsGH197H5jrXsG34f+hoHRmDkaUxS7Tqjl3CADuTPO+Fsos6oTvDrz8bPWX8fqlsMxJ9HDbmj4ADdxnNpc97CPO1B40GehJzaE3Mwj7vVdvLG4FBo0BRtxH3QvDX4+KFu6oHStKI3ZA7IyeWh7noIew15asAIqJVr/nX7rihPT5t/59rCDzBPypUlPm/SNj3r96EUVMna50hyTW9fSEq0BPPag/8s/JwiOnPmDD16WDc8eXl5cf36dYfOnzVrliULfG6jRtkeQVMcMTExxMTEWB4nJBQjCZObCQkJkfvlILlXjpN7ZZ/uazQuXzz0Gyprupkj9ytz/15U6w5Wy0y7I3d6bdWubaczMw+HvtEdPnyYqVOnWjK1e3l5cc899zB+/Piil7CcUD36o8daJySzNbTWan/uBGTZc6DNmXkOUqjGzVFZc6FV25uMXipvxwOP3LRla+3Pt7aj+vSXuHw9A1WlaoGNDkWXFfSGhkFqVm9JNW+4mgaAatcFffNXdod45u2Bt0UF10Dd/1jhB4IR0K/JmpPaMgp+3Ihq3QHSrhiBhz1BoZAYX/gTNG8Dtr64P/5/4OOLeaaNIbYVWXZrbq7fkzZxOuYlxrBclStAUc3boE2eCS0jrf8+ss8bdDt6v8HWeRpKiFfHHqQ2zj+nWoXYX1NUaRrYnNObv/FJm/0GmDxRwaGYff0sPfNWrzdA3dQDPfUy2ogxmF/IGYWi+g1BX2s730VhVJe+6D9tAl8/SE0xtmVNc1E9+hv7ikgb9zjmpXPgt92QNX9feXoW2EgBoD06w3ZZcwWjprzTWZRCm/8+eOb/yFEenpiemZ/zuJPtudy5Bb74BknbtxR6HICWNSrC5r48IwFMDxtJyzJ3/ZC/ASRPQK7yNMTo2Z8BmglVqy7a+CeN96HCyjf5OfRfdqCql/5otNDQUE6cOEGTJjkJiY4dO0ZYmP3pEbk9++yzdvcFBARw6dIlAgMDuXTpkmWVFyGEqPSyEi7rF85ZAvTC6OlXISXZupFYiCwOBeg+Pj6cOXOGhg0bWradO3cO7yIGm+VKrqBXGz8NIp2cW9y8DQSFomUnYdLtD21UxRi2WFijgS1Vb+qOKo0WKWXdK517nq42/z3MDxu9V6plZME9YCWwbJBVsQaMsARMWqde6K07GIms7A2Dt3Csd13Va5T/yFbt7DdAVEAqunvOMOnw1rD1W2Nu7n2PgGcVVAHLahU2J7w0gvMSZ2NwSO6pG1qP/uhd+xmrQGz60uq43HkgLFNgyB/YOVWcwXcYAfmVFMyvPI3q0M0yzcXeSg0OX9uzCtqE6ZCcWGIJyLTp89ATztt+Pr+SC9iqtGyLFupYK3SRePtYGkTsyjvtJtMI6LMbqBxdKk4FhZbZmvJ33HEHc+bM4eabbyYjI4O1a9fy/fff89BDDxX72tHR0cTGxjJs2DBiY2O56SbJ0yGEcBPZU0vjzjl+TvbSbLL+ubDBoQB96NChzJo1i759+xIaGkp8fDxbtmyxWgKtwsr1JUsVMoTcFuXji2lurkzmlqHUlXguSZ6q5e5JcmYdx7xJroor7/wdh4OO3D3Eiz+2DGPVJj6Necls4+dXPyzZ8obUhIQLJXc9IOCfz5M8z+jdVANGGMnWzvyZbzmt3NSg29G//DhnQ67h4FqnXugt26L8A62yfmuPvwg+lbR3zJFRHSYTYELP/lsProH2kPVUH+3ZBZa5z07z8DTWVo03Al1VtyG6rqPunZhvOkDou19z8VKi/bLeOQ4V1cn+fg8Px4ZhO0g1aoZqVFiDWMnSxj+JfuNGyV7Uw8jwru6fYp3xvnkbOPyb8XPeERqZWfPTy/ESjx06dOCpp55i06ZNREREEB8fz7/+9S8aN25c7GsPGzaMBQsWsGnTJkJCQixLoh4/fpzvv//eMuJuxowZnD17lvT0dMaPH8/48eOJipIMxkKIiktVqWrkDrnwl+MnJRoBugqUudciP4cC9JiYGMLCwti2bRunTp0iMDCQyZMn07p169IuX+mzl0G4uCpxfG4ZdWAnoYX28opCM8KXFm3i03inpXDVmZN0HW3K88bSUbmHbecKbKyC85aRjna6W5dtwfuYp9wDgOn/lpP5j6GFnJGfGjMZfaV1ln7t5RVwMR6vTt1JqeaHfuJ3y7BeXdehXkP0FbYz+5M9rLZGLbiahho5Bn1LrrXu/fNmqAYVXgn+7vMqyt9r1pxj1aFbvqBUaSa0Sc8Y84ud1bg52uhJxhzw7KUKlbK5BJfmH4C6bj841foOdv75bVB3PYS++Sv46zTl7c1NdehW8iXK7gVv0sIq6aZ2272Y5zyB9s8XUHnXrc0e4l6OA3SAxo0bl0hAnpefnx8zZuSf/tCkSROrIfXPP/98iT+3EEK4XI3a6BfOOny4nj21Mlh60EV+DkdRrVu3tgrIzWYzq1evrvi96CUdoBcwxL0oVLd+NpcbciXVvT+cO4UabDsxUGHJ6EqTiuqET0gIVwsY2q89uwDzrNyZ6nWH16DUFn9iZHPOSvpV0NJW+cqWJ1mZGjvZfuBs7xrtOqHvbg/79+ZsNHnk5Dpo0ATVIOfLsFIKbuph/3myG1tq1cM06RljU++Bxtqc7sQy1cXxlhcVGmYcbWetdxXZMedBkxZw/HfHLqybUTVro0aOcbgslufsMwh985eFH+gkrc8gMvftygrQ3UBYHbgYB9et1wdXTVrYn7aTmTMHvbz59ddfqVatGs2bNwfg/PnzLFmyhFOnThEeHs6ECRMsGdiFEEI4T9Wojb7nR8dPSIw3vnsElP/VsETZK3J0mpmZyZo1a0qyLK7hZOK1QmVn8i2hPh1tzGS0/kUcKltKVNWqaPdOLPq81SYtjDXmXSRfz1feDO+RHVEdbSeqUlWrokwmVJMWaBOmo25/IN8xpbV2tmn5epS3Lyooz5DkQjOe53otelWDFm1RYydDzTrGkOkGTdFuu9dyiHb3eExT/l1yBa8AtGkvoW4ZWcjSWXm074r2xByUrTWy8/Krnn9bVqOKlciOaHdPcLwMeWX3/HbsiRo1rujXsUG7/QFo0dbITVDJaf/4F2rUP6BOQ8dPsvSgu2b0UEFWr15tNQVo6dKleHt7M3nyZKpWrcp77xUtiaEQQogsNWvBlRT0K6mOHZ+YAAGBzq/AItyC278qVMee6N+uQXu+gDV8nble87bop09CCSZEqmxM015ydRGs5QnQs3uSC6PsNDKomrWt5q+XBKskUlqeufaFBJXK09OyLrgaNQ6tWz9jR1fj/9wZtN2Vqt8YVd+5Yb9KKXAwUZuqHlho37y29DOncjjYfJ4ho+D6ddQdDxhz4kqQqlUP0z9fKNFrllfKx8/pxG3amMnoX39qrPlezpw/f94yzDw5OZnDhw/z+uuvExQURNOmTXn88ccLuYIQQoiCqNBaxud8/F/gU3guFj0xXoa3C7skQK/fuMhr7dq83sgxqN63oCQrY8VRAmuk51VQYi5n5Xt95hr1ocY86tA1tB79oahryYviy0o6Zk9JvQcpb1/UvcXogRdFpkLDUKMnuboYhTpy5Ag1atQgKMgYVunn50d6enohZwkhhChQ1pRHPf48ha8eBCTGO7wkm3A/BQbo+/fvt7svIyOjxAtTGSiTybIeoqggSni5twJ5+6AG3Z71oIjTILLyJqg7HkQraH13Ub6VQsOQELY0bdqUr7/+mr59+7Jx40arrOkXLlzAz8/PhaUTQohKwLLUWuE5fHRdN4a4F7B0rXBvBQboS5cuLfDkkBBZGkBUcEpDmz6vzJ7O9OqHTh2veg6wsdF6HXpR/qmoTvmXu5Pfnygj9913H3PnzuW9994jLCyMceNy8hNs3bqVli3L37B8IYSoSFRVL/CvblkitUApyZBxQ9ZAF3YVGKAvWVIy87KFKK9Mb65zdRHyCwiE5EsAqJu659+fHaCbzfn3iXJJNa+AidXqNoQzf7i6FKIE1K1bl0WLFpGSkpKvt3zQoEF4SJIiIYQovtAwdEcC9KxjlMxBF3aU0iLgQojCqCp25iXXy5WszFYva/YcdF0C9AqtvPeg1zCm6qgHphRyoKgobA1l9/HxoWrVkk0oKIQQ7kiF1nKoB10/fcL4oV6jUi6RqKik2VyIAqhxj6P8HVsfWPvXi85NK2/fBTV8NKrPQMyP5FpT3rOQTN4yxL1yqVrN1SWwSSllZKQ1FS+zvBBCCOEWQsPg5y3oN64XfNypE+DjJ0PchV0SoAtRAO2mHg4fW+Aw5uAa+TYpzWSsvZ13u2eVnCW5bPWSazLEvVLQdbRHZ0Dt+q4uiW2WdbOlIUgIIYQoVI0wo/Mk4QLUsp8wWv/zONRvbCzXKoQNEqALUcq0ee+Cr79jB1epAj6+OY9r2QjeLEPcJXCq6FSbaFcXoXDyOhNCCCEKZVkLPc7+MHc94wac+xPVb2iZlUtUPBKgC1HalAmlmRw7dMBI1M1DwccPNXiUsWxfXpoE6JVCef/9yVQKt5CQkEBQUBCaJilphBCiWCxroRew1Nq505CRAQ2alFGhREUkAboQpc2ZEUy6GeXljbr17gKupyzHClFqJEB3CxMnTiQ0NJRhw4YRExPj6uIIIUTF5Rdg5JUpIFGcfuo4AKq+BOjCPgnQhShPHJhXrvoMQj96ENV7YBkUSJSe8h34qpu6o+/cimrYzNVFEaVo8eLFJCQkcOjQIVcXRQghKjSlVOFLrV04ByYPCK1ZdgUTFY4E6KLC06Y8D1W9XF0M+5xJAuJfvfDL+QVg+ucLxSiQKBfKec+0iuqMafl6VxdDlLLQ0FBCQ0Np2bKlq4sihBAVX40wYxi7PQkXIDjU4amPwj1JgC4qPBUR5eoiFJu2bB36nu2oDl1dXRRRVsp3fC4qoU2bNtnc7unpSXBwMM2aNcOzsGUehRBC2KVCwtD37Ua3MyJST7gAIdJ7LgomAboQpa7wHnSlaaibupdBWUT5IRG6KFtbt27lyJEjBAQEEBwczMWLF0lOTqZJkybExcUB8MQTT9CkicyNFEKIIgkNg4wbmBPjARu95AkXUO2lM0YUTAJ0IUqLhydk3HB1KYQQAoC6devSsWNHBg7MyV/xzTffcPbsWZ5//nnWrFnDO++8w+zZs11YSiGEqLhUjTB0IO2rT9FrN0RFdbLs09PTIPWy9KCLQsm6KkKUFs8qri6BKM/K+Rx0Ufn8+OOPDBgwwGpb//792bZtG0ophg4dypkzZ1xUOiGEqARCawGQtvY/mFe8aqx7ni3hgvG/BOiiEBKgC1FaLCPbJRATuVSt5uoSCDcVEBDAnj17rLbt3bsXf39/AG7cuIGHhwysE0KIIgsKhSpV0aoHQVoqHPpfzr6sAF1JgC4KIZ/Ewj1FdoSzf5buc6is9i/pKRW5aA9Pw7zwOYeW1BOiJI0dO5b58+dTv359yxz0U6dOMXXqVACOHj2ar4fdUampqSxYsID4+HhCQ0OZMmUKvr6+Vsf88ccfLF++nKtXr6JpGsOHD6drV5mLKYSoPJTJhPbUSwQ3bkb8w39H3/UDqk00kJUgDqQHXRSqXATojnywA8yePZujR4/SokULpk2b5oKSisrCNOmZ0n+S7B50CdBFbkEhxv8yBUKUscjISBYtWsSvv/5KYmIi7dq1o3379vj5+Vn2R0ZGFuna69ato02bNgwbNox169axbt067rnnHqtjqlSpwqRJk6hVqxaJiYlMmzaNyMhIfHx8il03IYQoL1TdRmj+1VHtOqPv/Qn9+jW4mgZ/HjdG0fn6ubqIopwrF0Pcsz/YX3vtNdq0acO6detsHjd06FAmTZpUxqUTooikB13YElYXNWQU2oSnXF0S4Yb8/f2JiIggIiKCVq1aWYLz4tq1axe9evUCoFevXuzatSvfMbVr16ZWLWN+ZlBQEAEBAVy+fLlEnl8IIcob1aUvXE1Dj/0G84wJ6Du2QFgdlCp8dR/h3spFD/quXbuYOXMmYHywz5w5M1/LO0CbNm04cOBAGZdOiGKSAF0A2oxXQdNQSqGG3uXq4gg3dOnSJRYuXMjRo0fx9fUlJSWF8PBwJk+eTFBQULGunZycTGBgIACBgYGFBt7Hjh0jIyODmjVtD/XcsGEDGzZsAGDOnDmEhIQUq3zuxMPDQ+6Xg+ReOU7ulXM8PDwI6dqbi7Xrk/npCgD8J03HMyIKD7mPVuS1lV+5CNCd/WAvjHywG9z1BV9e6h3v5YU5JZmgwEBMQaVfnvJS77JWYepdCmWsMHUvYe5a7+Javnw5DRo04KmnnsLLy4v09HQ+/PBDli9fzpNPPlno+bNmzSIpKSnf9lGjRjlVjkuXLrFo0SImTpyIptkeyBcTE0NMTIzlcUJCglPP4c5CQkLkfjlI7pXj5F45JyQkhIsXL2Lu1g8+WYHq0pcrkZ2NnXIfrbjTa6t27doOHVdmAXpJfbA7Qj7YDe70gs+t3NT70Zmon7eQmKmjyqA85abeZcxd6w3uW3d3rbejH+z2HD58mKlTp1oytXt5eXHPPfcwfvx4h85/9tln7e4LCAjg0qVLBAYGcunSJUtm+LzS0tKYM2cOo0aNIjw83PlKCCFEBaK63wwXzqEGl3y8IyqvMgvQS+KDXYiKRIXVQd16t6uLIYQQAPj4+HDmzBkaNmxo2Xbu3Dm8vb2Lfe3o6GhiY2MZNmwYsbGx3HTTTfmOycjI4JVXXqFnz5506dKl2M8phBDlnfL2Rd070dXFEBVMuRji7sgHuxBCCCGKbujQocyaNYu+ffsSGhpKfHw8W7Zs4Y477ij2tYcNG8aCBQvYtGkTISEhlqXbjh8/zvfff8/48ePZvn07hw4dIiUlhS1btgAwceJEqwYDIYQQwt0pXXd9BquUlBQWLFhAQkKC5YPd19fX6oMdYMaMGZw9e5b09HT8/PwYP348UVFRhV7/3LlzpV2Fcsldh4FKvd2Lu9Yb3Lfu7lrv4g5xB9i/fz/btm2zjFrr3r07rVu3LoHSlS53/RwvCnf9+ygKuVeOk3vlHLlfjnOne+Xo53i5CNCFEEIIUfbMZjOffPJJifSiCyGEEKL4ysU66KJ0TJs2zdVFcAmpt3tx13qD+9bdXetdGjIzM1mzZo2ri1GgBx54oFjnL1u2zK3OLc79qoj1lXtVNufK36Fz5LXlOHe7V46QAF0IIYQQ5VZxk9h16NDBrc4tzv2qiPWVe1U258rfoXPkteU4d7tXjpAAXQghhBDllo+PT7HOj46Odqtzi3O/KmJ95V6Vzbnyd+gceW05zt3ulSPKRRZ3UTpyrwXvTqTe7sVd6w3uW3d3rXdR7d+/3+6+jIyMMixJ0cjv2zlyvxwn98pxcq+cI/fLcXKv8pMkcUIIIUQlNnFi4WvwLlmypAxKIoQQQojCSIAuhBBCCCGEEEKUAzIHXQghhBBCCCGEKAdkDroQQgghytTrr7/O3r17CQgIYN68eQD88ccfLF++nPT0dEJDQ3n00Ufx9vYmIyODN954g5MnT2I2m+nZsye33XYbAF999RUbN25E13X69evHoEGDXFmtUuHsvXrzzTc5fvw4mqYxZswYWrVqZXW9uXPnEhcXZ7lWZVNS92v79u2sWbMGs9lM+/btueeee1xZrVKRkJDAkiVLSEpKQilFTEwMAwcOJDU1lQULFhAfH09oaChTpkzB19cXXddZsWIFv/zyC1WrVmXChAk0btzYcr20tDSmTJlCx44di70sW3lTkvfq/fff55dffgFgxIgRdO3a1ZVVK3HO3quzZ8/y+uuvc/LkSUaNGsXQoUOtrmc2m5k2bRpBQUFus8yq9KBXAmaz2dVFEGXM3WamnD9/3tVFcInsv213+32D8UUP5P2tsurduzfTp0+32rZs2TLuvvtu5s2bR8eOHVm/fj0AO3bsICMjg3nz5jFnzhw2bNhAXFwcp06dYuPGjbz44ou8/PLL7N27l7/++ssV1SlVztyrDRs2ADBv3jyeeeYZVq1aZfU39PPPP+Pl5VV2hXeBkrhfKSkpvPfee8yYMYP58+eTlJTEb7/9VuZ1KW0mk4l7772XBQsWMHv2bL799lvOnDnDunXraNOmDa+99hpt2rRh3bp1APzyyy+cP3+e1157jXHjxvHWW29ZXW/16tVERES4oiqlrqTu1d69ezl58iQvvfQSs2fPZv369ZbPu8rC2Xvl6+vL2LFjGTJkiM3rffXVV9SpU6csq+ByEqBXUKdOneK///0vAJrmPr/GP/74gw0bNpCUlOTqopSpY8eOsXLlSjZu3IjZbEYp5eoilYkTJ07w3HPP8cEHH1S6D7CC/P777yxevJjPPvuM1NRUt/l9m81m0tLSmDNnDu+88w7gXu9v7iQiIgJfX1+rbefOnaNly5YAtG3blp9//tmyLz09nczMTK5fv46Hhwfe3t6cPXuWZs2aUbVqVUwmEy1btmTnzp1lWo+y4My9OnPmDK1btwYgICAAHx8fTpw4ARj38IsvvmDEiBFlWPqyVxL368KFC9SuXRt/f/9851QmgYGBll7datWqUadOHRITE9m1axe9evUCoFevXuzatQuA3bt307NnT5RShIeHc+XKFS5dugQYn9fJyclERka6pjKlrKTu1ZkzZ4iIiMBkMuHl5UWDBg349ddfXVav0uDsvQoICKBp06aYTKZ817p48SJ79+6lX79+ZVeBckC++VRQH374IR9++CEHDhwAKn8vU/YwtKVLl3Lw4EE+/PBDjh496upilbqMjAzeffdd3nzzTWrXrs0PP/zAqlWrgMrfq5qRkcHq1avp0qULU6dOxdvbG6j89b5w4QJvv/02rVu3Jj4+no8++oi9e/e6ulhlQtM0qlWrRmZmJpcuXWL79u1A5X9/E4Z69eqxe/duwOg1v3jxIgCdO3fGy8uLcePGMWHCBIYMGYKvry/16tXj0KFDpKSkcO3aNX755RfLOZWdvXvVsGFDdu/eTWZmJnFxcZw4cYKEhAQAPvroI4YMGUKVKlVcVm5XcfZ+hYWFcfbsWeLi4sjMzGTnzp2W+1hZxcXFcfLkSZo2bUpycjKBgYGAEWxdvnwZgMTEREJCQiznBAcHk5iYiNlsZtWqVZVyGoAtxblX2QH5tWvXuHz5MgcOHKjU71uO3KuCrFy5knvuucdtOiqyyRz0CsZsNqNpGi1btqROnTp89NFHzJo1C03TLPsqo9OnT5OWlsbcuXMBY46Zn5+fi0tV+tLT0wkMDLTMvYmKiuKFF15g5MiR+XoIKpsTJ07g6+vLgAEDADhy5AiNGjXC09PTxSUrXSdOnKBOnTr07t2b6OhoduzYwZ49e6hfv77Vh31ldfbsWfz8/OjWrRsbNmygXbt2VKtWDV3X3e4D2t08/PDDrFixgk8//ZTo6Gg8PIyvKMdy9qsPAAATE0lEQVSOHUPTNJYtW8aVK1eYMWMGbdq0oW7dutx666288MILlp6oyvoZmJe9e9WnTx/OnDnDtGnTCA0NpXnz5phMJv744w/Onz/PmDFjiIuLc3Hpy56z98vX15cHH3yQhQsXopSiefPmXLhwwcW1KD3p6enMmzePMWPGWBrDbbHVQK6U4rvvvqNdu3Zu8RlV3HsVGRnJ8ePHeeaZZ/D39yc8PNxmz3Fl4Oi9smfPnj0EBATQuHFjS4eku5AAvQKIi4sjMDAQT09PlFLous7//vc/HnzwQc6fP8/GjRvp168fmqZVqi+xcXFxVK9enSpVqqDrOj/99BPjxo3jt99+4+jRo+zfv5+rV6/SqFGjSlXv7du3c/HiRVq2bEnTpk3p0aMHgYGB3Lhxgxo1alC3bl3S09Px8fGpNHUGo96JiYmEh4cTHh5OaGgo586dY/fu3Xz99ddomkZAQABRUVF0797d1cUtMUeOHMHX15fatWsD0KRJE7766isSEhIICQmhRYsWxMXFsXPnTgYOHOji0pas3HXP/hsOCwvDw8ODGjVqUKNGDWJjY4mOjnaLL37urk6dOjzzzDOAMSQ5e+TItm3biIqKwsPDg4CAAJo3b87x48epWbMmffv2pW/fvgB88MEHBAcHu6z8ZcnevTKZTIwZM8Zy3DPPPEOtWrU4ePAgJ0+eZOLEiWRmZpKcnMzMmTOZOXOmC0pf9py9XwDR0dFER0cDxlz1ytr4k53foUePHnTq1AkwhhxfunSJwMBALl26ZBnqHxwcbDWS4OLFiwQGBnLkyBEOHTrEd999R3p6OhkZGXh5eXH33Xe7pE6lpSTuFcDw4cMZPnw4AK+++iphYWFlXJPS58y9sufw4cPs3r2bX375hevXr3P16lVee+01Hn300bKogktVznebSiIuLo4XX3yRN954g1dffZVz584BRgtcgwYNCA4OZvjw4axfv5758+dz8eLFShGw5a73a6+9xpkzZ2jcuDG33XYbb775JsuXL+e2224jISGB1atXc+7cuUpRb7PZzKeffsrnn3+OUoqlS5eyc+dOyxu6p6cniYmJXLhwgWrVqlWKOoN1vcFI5rNjxw78/f3p0KEDX375JcOGDePpp5+mVatW7N+/n7Nnz7q41MV35coV/u///o8XXniBn376ifT0dACqVKlCixYt+OmnnwCoXbs2devWJTU1levXr7uyyCXGVt2zX88nTpygWrVq1KtXj3r16vHJJ5+wfPlyMjIyZKh7JZecnAwY7wlr1qzh5ptvBiAkJIT9+/ej6zrp6ekcPXrUkjAo+5yEhAR27txJt27dXFP4MmbvXl27ds3yXrJv3z5MJhN169alf//+LFu2jCVLlvD8889Tu3ZttwnOwfn7lfuc1NRUvv32W0tDUGWi6zpvvPEGderUYfDgwZbt0dHRxMbGAhAbG8tNN91k2b5161Z0XefIkSN4e3sTGBjIo48+ytKlS1myZAn33nsvPXv2rHTBeUndq+wkhAB//vknp06dqnTz9p29V/bcddddvPHGGyxZsoTHHnuM1q1bu0VwDtKDXu7k7gn+73//S9OmTbn99tv55ptv+Oijjxg1ahShoaEkJycTFxfHtm3bSE5OJjk5meDg4Ao7zL2wet91112MGjWKzz77jP79+xMREUFKSgqffPIJhw8ftvQ+VmSapnHu3DlGjx5Nq1atCA0N5euvv7YEaAAHDhygWbNm+Pj4kJ6ezvXr1wttgSzv8tY7JCSE77//ntq1a9OwYUO++eYbbty4AUDr1q353//+R9WqVV1c6uK7du0akZGRdOnShXPnznHw4EHat2+Pv78/zZo1Y9euXRw7doymTZsSFBREbGxspZk7mrfuhw4dol27doARjF29epUFCxZw4sQJGjduTK1atSxDUkXlsHDhQg4ePEhKSgrjx4/n9ttvJz09nW+//RaAjh070qdPHwAGDBjA66+/zj//+U90XadPnz40aNAAMLJvp6Sk4OHhwQMPPFApp/44c6+Sk5OZPXs2mqYRFBTEpEmTXFl0lyip+7VixQr+/PNPAEaOHFkpvmfkdfjwYbZu3Ur9+vV5/PHHAbjzzjsZNmwYCxYsYNOmTYSEhDB16lQA2rVrx969e3n00UepUqUKEyZMcGXxy1RJ3auMjAxmzJgBgLe3N4888kilG+Lu7L1KSkpi2rRpXL16FaUUX331FfPnzy/SsPjKQumVPeNSBXP9+nWqVKlCZmYmK1euJCIigi5dugAwceJEunXrRv/+/fn444/ZsWMH3bt3JyYmhnnz5vHEE09YvrRUNIXVu2vXrtx555188cUXxMfHW9bXfOWVV7j11ltp1qyZK4tfZLGxsYSGhtKgQQN8fHx49913admyJR06dMBkMvH222/j7+/PbbfdhoeHB9999x26ruPp6cnnn3/O2LFjiYqKcnU1nFZYvd966y2Cg4O5+eab2bRpE/v27WP69Ols3ryZn376iUcffbRCNkxk17thw4Z4e3tz/fp1dF1n/fr16LpOTEwMQUFBJCUlsX37dn766SeefvppNm/ezMmTJ3nggQcqbOOEo3U/deoUH3zwATVr1mTUqFGkpKTw9ttvc++991oaqoQQQgghKivTTHca41SO7du3jzfffJOTJ0+Snp5OgwYNOHr0KImJifj5+ZGUlMSpU6cwm800btyYoKAghg0bRu/evQkMDMTPz486depUuNYmR+p9+vRpMjIyqFevHrVq1eLTTz/l4sWLfPbZZ/j4+NCjR48KFbTouk5SUhIvvfQSf/75JxcvXmTXrl1ERkZy6tQpkpKSaNSoEVWqVCEsLIzPPvuMTp06Ua1aNd5//302btyIl5cXY8aMoUWLFq6ujsOcqXfNmjX55JNP6NatG1FRUZw+fZoffviBw4cPc//99xMaGurq6jjMXr1btmyJt7c3Hh4emEwmTpw4QUZGBg0aNMDLy4tmzZpx+vRptm7dyu+//87o0aMt0x0qiqLUPSAggLZt29K5c2c8PT0xmUzcdNNNMgddCCGEEG5BAvRy4Pz587z99tsMGTKEVq1asWnTJpKTk+nfvz8nTpxg69at/Pzzz9x99938/vvvKKXo3r07fn5+mM1mdF239EpVJM7U+/Dhw5jNZtq3b09ERATXr1+nbdu2jBgxokIF59lTEC5dusTJkyd54oknaNeuHQcOHGDPnj2MGDGCL7/8klq1auHv709gYCAHDhwgLS2N8PBwUlNT6devH7fddhvVq1d3dXUcVtR6X7lyhfDwcNq0aUNkZCQxMTEVqufcXr0PHTrEtm3b6Nq1K2AM6z579iwXL16kcePGZGRk4OnpSdu2bWnXrh0DBgyocKsWFLXumZmZ+Pj4WN7bPD09K83QfiGEEEKIwsikPhfJTnakaRpHjx6lcePGlmQJbdu2ZdWqVXTp0oWRI0dy4cIFatasCUCLFi0sc1V0Xa9w882LU+/s5bUaNmxIw4YNXVL+osrMzGT16tWWRoa0tDTL785kMnH//fczbtw4Bg8eTLdu3di+fTtJSUl07doVk8lEeHg4gFWyjYqguPVu3rw5YCRG9PLycmVVnFJYvceOHctDDz3EwYMHiYiIACAmJsaybGJCQgJz584lKCiIatWqubIqTivJugshhBBCuJuKFd1VEps3b+bhhx9m9erVANSvX58ff/zRsjZpZmYmNWvWZOXKlQDUqFEDMJb52Lx5M40aNQKocFm8S6reFc3BgweZNm0aV65cISwsjNWrV+Ph4cGBAwc4duwYYDRYjBw5kvfff5/evXvTtm1bYmNjeeKJJ8jMzKR+/fouroXzpN72662UYuTIkXzyySeW8/bu3cu3335LgwYNeOWVVypkgOrOdRdCCCGEKAkyxL2Mpaens3btWnr27MnPP/9MREQE9erVIykpiV27dvHll1+SlpbG6NGj2bNnD23atKFatWp8+eWXxMbG8uCDD9KkSRNXV8Np7lpvMJb/qVu3LsOHD6dx48YcP34cDw8PIiMjWb16NTfffDNms5nQ0FD27dtHeHg4zZo1o02bNnTs2JGYmJgKmcFa6l1wvUNCQjh48CBNmjTBx8eH8+fPExMTwy233FKhRgvk5s51F0IIIYQoCRKglzEPDw+aN29OZGQkcXFx7Ny5ky5dutC2bVvatGlDw4YNGTRoEDdu3ODYsWN06dIFk8lEgwYN+Nvf/lZhe5bctd4A/v7+1K9fH6UUSimuXLnC+fPnGTJkCN999x2ZmZmEh4dz9uxZjh49allr1cvLq0IvGST1dqze/fr1A6BOnToVKvmdLe5cdyGEEEKIklDxuqcqgexsxIMGDWLu3Ln8+uuvREVF4e3tbcnK/f3331O1alXLfPOKlAjNHnetd9467Nu3z7Ic3oQJE9i4cSNz5szh3LlzxMTEuKKIpULqbXCk3rquV7gpK7a4c92FEMLVJk6cSFJSEiaTCU3TqFu3Lj179iQmJsYqZ9HHH3/Mp59+yosvvkjTpk0BWLNmDWvXrgWMfEEZGRmWBJ2hoaHMnz+f22+/Pd/7/MiRI7n11lvLqIZCuAcJ0F2oevXq9O3bl7Vr1xIVFYWmaRw7dow1a9aQmZnJww8/XOGSwDnCXeudnSAvOTmZ6OhoAKpVq8add97J6dOnqVGjRoUeKWCP1Lvwele2ANWd6y6EEK705JNP0rZtW9LS0jh48CArVqzg2LFjTJgwATAaRX/44Qd8fX3ZsmWLJUAfPnw4w4cPB2DLli1s3LiRWbNm5bv+yy+/TFhYWNlVSAg3JAG6C5nNZm6++Wb27dvHO++8g4eHB23btmX06NGV+s3PXeutlCIjIwM/Pz/+/PNPVq5cia+vL/fff3+FWs/cWVJv96o3uHfdhRCiPPD29iY6Oprq1avz9NNPM3jwYOrXr8+hQ4dITEzkoYceYuXKlYwZM6ZC5nsRojKTv0gX0jSNa9eucfnyZQ4ePMiIESOIiopydbFKnbvWWynFyZMn2bZtG3FxcfTp08cy77oyk3q7V73BvesuhBDlSdOmTQkKCuL333+nfv36xMbG0qFDB7p27crKlSvZs2cPnTp1cnUxhRC5SIDuYt9++y2NGjXimWeesazz7Q7ctd7BwcGMGjWKwYMHS73dgLvWG9y77kIIUZ4EBQWRmprKtWvX2LFjBxMnTsTDw4POnTsTGxvrVID+5JNPWk1Neuyxx9yik0WIsiQBuosNHjy4Us63Loy71js4OJjbbrvN1cUoc1Jv9+POdRdCiPIkMTERX19fdu7ciaZptG/fHoDu3bsza9YsLl++jL+/v0PXmjt3bqWejihEeSABuou5Y5AK7ltvIYQQQoiycuzYMRITE2nRogWrVq0iPT2dhx9+2LI/MzOTbdu2MXDgQBeWUgiRmwToQgghhBBCVCJpaWkcOnSIlStX0qNHD3x9ffntt9+YPn26ZflLgC+//JLY2FgJ0IUoRyRAF0IIIYQQohKYO3cuJpMJpRR169Zl0KBB9O/fn/Xr19OwYUMiIyOtjr/lllv44osvOHXqFPXr1y/0+o8//rjV4379+jFmzJiSrIIQbk/puq67uhBCCCGEEEIIIYS7k4nAQgghhBBCCCFEOSABuhBCCCGEEEIIUQ7IHHQhBAATJ04kKSkJk8mEpmnUrVuXnj17EhMTY5V1/+OPP+bTTz/lxRdfpGnTpgCsWbOGtWvXAmA2m8nIyKBKlSoAhIaGMn/+fG6//XaqVq1q9ZwjR47k1ltvLaMaCiGEEEIIUb5JgC6EsHjyySdp27YtaWlpHDx4kBUrVnDs2DEmTJgAgK7r/PDDD/j6+rJlyxZLgD58+HCGDx8OwJYtW9i4cSOzZs3Kd/2XX35Z1k8VQgghhBDCDhniLoTIx9vbm+joaKZMmUJsbCynTp0C4NChQyQmJjJmzBi2b99ORkaGi0sqhBBCCCFE5SEBuhDCrqZNmxIUFMTvv/8OQGxsLB06dKBr164A7Nmzx5XFE0IIIYQQolKRIe5CiAIFBQWRmprKtWvX2LFjBxMnTsTDw4POnTsTGxtLp06dHL7Wk08+iVLK8vixxx4jKiqqNIothBBCCCFEhSMBuhCiQImJifj6+rJz5040TaN9+/YAdO/enVmzZnH58mX8/f0dutbcuXNlDroQQgghhBB2SIAuhLDr2LFjJCYm0qJFC1atWkV6ejoPP/ywZX9mZibbtm1j4MCBLiyl+P/27tjGQSAIoOggUkqwjDugAiIkSxZN0AQJHdAFNVimAGpw4JwiSLnMkuXgEku3d/dettJotBv+aAEA+BsEOvBm27Z4PB4xTVPUdR1FUcT9fo9hGKIsy+fcPM+xLItABwCADxDowNM4jpHneWRZFofDIdq2jfP5HNfrNU6nU1RV9TJ/uVzidrvFuq5xPB6/3d/3/cu5aZrouu6TTwAAgF8r2/d9/+lLAAAAwH/nmzUAAABIgEAHAACABAh0AAAASIBABwAAgAQIdAAAAEiAQAcAAIAECHQAAABIgEAHAACABHwBmr+g5pxvuvMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -322,6 +380,35 @@ "## Correlogram" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Autocorrelation (also called serial correlation) adapts the concept of correlation to the time series context: just as the correlation coefficient measures the strength of a linear relationship between two variables, the autocorrelation coefficient, $\\rho_k$, measures the extent of a linear relationship between time series values separated by a given lag, $k$." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hence, we can calculate one autocorrelation coefficient for each of the T-1 lags in a time series; T is the length of the series. The autocorrelation function (ACF) computes the correlation coefficients as a function of the lag.\n", + "The autocorrelation for a lag larger than 1 (that is, between observations more than one time step apart) reflects both the direct correlation between these observations and the indirect influence of the intervening data points. The partial autocorrelation removes this influence and only measures the linear dependence between data points at the given lag distance. The partial autocorrelation function (PACF) provides all the correlations that result once the effects of a correlation at shorter lags have been removed." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are algorithms that estimate the partial autocorrelation from the sample autocorrelation based on the exact theoretical relationship between the PACF and the ACF." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A correlogram is simply a plot of the ACF or PACF for sequential lags, k=0,1,...,n. It allows us to inspect the correlation structure across lags at one glance. The main usage of correlograms is to detect any autocorrelation after the removal of the effects of deterministic trend or seasonality. Both the ACF and the PACF are key diagnostic tools for the design of linear time series models and we will review examples of ACF and PACF plots in the following section on time series transformations." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -329,9 +416,18 @@ "### NASDAQ (log, diff)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can further analyze the relevant time series characteristics for the transformed series using a Q-Q plot that compares the quantiles of the distribution of the time series observation to the quantiles of the normal distribution and the correlograms based on the ACF and PACF.\n", + "\n", + "For the NASDAQ plot, we notice that while there is no trend, the variance is not constant but rather shows clustered spikes around periods of market turmoil in the late 1980s, 2001, and 2008. The Q-Q plot highlights the fat tails of the distribution with extreme values more frequent than the normal distribution would suggest. The ACF and the PACF show similar patterns with autocorrelation at several lags appearing significant:" + ] + }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:48:09.965479Z", @@ -341,7 +437,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -361,9 +457,16 @@ "### Industrial Production (log, seasonl diff)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the monthly time series on industrial manufacturing production, we notice a large negative outlier following the 2008 crisis as well as the corresponding skew in the Q-Q plot. The autocorrelation is much higher than for the NASDAQ returns and declines smoothly. The PACF shows distinct positive autocorrelation patterns at lag 1 and 13, and significant negative coefficients at lags 3 and 4:" + ] + }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:48:15.648818Z", @@ -373,7 +476,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -390,14 +493,33 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Autoregressive (AR) Model" + "## Univariate Time Series Models" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Fit the unconditional maximum likelihood of an AR(p) process." + "### Autoregressive (AR) Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Multiple linear-regression models expressed the variable of interest as a linear combination of predictors or input variables. Univariate time series models relate the value of the time series at the point in time of interest to a linear combination of lagged values of the series and possibly past disturbance terms.\n", + "While exponential smoothing models are based on a description of the trend and seasonality in the data, ARIMA models aim to describe the autocorrelations in the data. ARIMA(p, d, q) models require stationarity and leverage two building blocks:\n", + "- Autoregressive (AR) terms consisting of p-lagged values of the time series\n", + "- Moving average (MA) terms that contain q-lagged disturbances\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Chapter 7 introduces the ARIMA building blocks, simple autoregressive (AR) and moving average (MA) models, and explains how to combine them in autoregressive moving-average (ARMA) models that may account for series integration as ARIMA models or include exogenous variables as AR(I)MAX models. \n", + "\n", + "Furthermore, we will illustrate how to include seasonal AR and MA terms to extend the toolbox to also include SARMAX models." ] }, { @@ -416,7 +538,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:56:11.129684Z", @@ -432,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:56:11.135988Z", @@ -451,7 +573,7 @@ "dtype: bool" ] }, - "execution_count": 28, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -476,7 +598,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:56:11.543994Z", @@ -491,7 +613,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T19:56:11.553486Z", @@ -527,23 +649,23 @@ " \n", " \n", " ar.L1\n", - " 1.770083\n", - " 1.801082\n", + " 1.761975\n", + " 1.765978\n", " \n", " \n", " ar.L2\n", - " -0.792145\n", - " -0.823738\n", + " -0.784200\n", + " -0.788255\n", " \n", " \n", " ma.L1\n", - " -0.863548\n", - " -0.893217\n", + " -0.841204\n", + " -0.859608\n", " \n", " \n", " ma.L2\n", - " 0.349370\n", - " 0.341511\n", + " 0.313330\n", + " 0.353158\n", " \n", " \n", " sigma2\n", @@ -556,14 +678,14 @@ ], "text/plain": [ " SARIMAX diff\n", - "ar.L1 1.770083 1.801082\n", - "ar.L2 -0.792145 -0.823738\n", - "ma.L1 -0.863548 -0.893217\n", - "ma.L2 0.349370 0.341511\n", + "ar.L1 1.761975 1.765978\n", + "ar.L2 -0.784200 -0.788255\n", + "ma.L1 -0.841204 -0.859608\n", + "ma.L2 0.313330 0.353158\n", "sigma2 0.000101 0.000101" ] }, - "execution_count": 30, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -579,9 +701,23 @@ "## Finding the optimal ARMA lags" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Run candidate models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We iterate over various (p, q) lag combinations and collect diagnostic statistics to compare the result." + ] + }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:34.946378Z", @@ -662,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:34.959249Z", @@ -678,8 +814,8 @@ "MultiIndex: 24 entries, (0, 1) to (4, 4)\n", "Data columns (total 5 columns):\n", "RMSE 24 non-null float64\n", - "AIC 18 non-null float64\n", - "BIC 18 non-null float64\n", + "AIC 19 non-null float64\n", + "BIC 19 non-null float64\n", "convergence 24 non-null float64\n", "stationarity 24 non-null float64\n", "dtypes: float64(5)\n", @@ -688,41 +824,15 @@ } ], "source": [ - "eval = pd.DataFrame(test_results).T\n", - "eval.columns = ['RMSE', 'AIC', 'BIC', 'convergence', 'stationarity']\n", - "eval.index.names = ['p', 'q']\n", - "eval.info()" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "ExecuteTime": { - "end_time": "2018-10-31T20:11:35.068104Z", - "start_time": "2018-10-31T20:11:34.962731Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "File path: arima.h5\n", - "Empty\n" - ] - } - ], - "source": [ - "with pd.HDFStore('arima.h5') as store:\n", - " print(store.info())\n", - "# store.put('arima_results/2', eval)" + "test_results = pd.DataFrame(test_results).T\n", + "test_results.columns = ['RMSE', 'AIC', 'BIC', 'convergence', 'stationarity']\n", + "test_results.index.names = ['p', 'q']\n", + "test_results.info()" ] }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:35.080258Z", @@ -772,150 +882,158 @@ " \n", " 0\n", " 1\n", - " 0.030045\n", - " -531.210372\n", - " -522.847897\n", + " 0.030183\n", + " -530.769444\n", + " -522.406969\n", " 0.0\n", " 0.0\n", " \n", " \n", " 2\n", - " 0.105762\n", - " -599.045002\n", - " -587.895035\n", + " 0.105961\n", + " -598.705151\n", + " -587.555184\n", " 0.0\n", " 107.0\n", " \n", " \n", " 3\n", - " 0.031671\n", - " -650.211841\n", - " -636.274382\n", + " 0.031667\n", + " -649.864725\n", + " -635.927266\n", " 0.0\n", - " 94.0\n", + " 93.0\n", " \n", " \n", " 4\n", - " 0.018367\n", - " -681.768983\n", - " -665.044033\n", + " 0.018419\n", + " -682.530641\n", + " -665.805690\n", " 0.0\n", - " 94.0\n", + " 93.0\n", " \n", " \n", " 1\n", " 0\n", - " 0.011511\n", - " -727.903454\n", - " -719.540979\n", + " 0.011551\n", + " -727.389093\n", + " -719.026618\n", " 0.0\n", " 0.0\n", " \n", " \n", " 1\n", - " 0.029544\n", - " -732.638499\n", - " -721.488532\n", + " 0.029556\n", + " -732.051839\n", + " -720.901872\n", " 0.0\n", " 16.0\n", " \n", " \n", " 2\n", - " 0.021875\n", - " -744.263554\n", - " -730.326095\n", + " 0.021869\n", + " -743.997434\n", + " -730.059975\n", " 0.0\n", " 10.0\n", " \n", " \n", " 3\n", - " 0.018265\n", - " -748.084977\n", - " -731.360026\n", + " 0.018212\n", + " -747.753733\n", + " -731.028783\n", " 0.0\n", " 8.0\n", " \n", " \n", " 4\n", - " 0.018223\n", - " -753.425943\n", - " -733.913501\n", + " 0.018165\n", + " -753.080599\n", + " -733.568157\n", " 0.0\n", " 8.0\n", " \n", " \n", " 2\n", " 0\n", - " 0.012038\n", - " -734.683385\n", - " -723.533418\n", - " 4.0\n", + " 0.012655\n", + " -734.103589\n", + " -722.953622\n", + " 6.0\n", " 0.0\n", " \n", " \n", " 2\n", - " 0.013055\n", - " -758.807458\n", - " -742.082508\n", - " 1.0\n", + " 0.012650\n", + " -758.483844\n", + " -741.758894\n", + " 2.0\n", " 4.0\n", " \n", " \n", " 3\n", - " 0.014244\n", - " -760.529607\n", - " -741.017165\n", - " 5.0\n", + " 0.013529\n", + " -760.086676\n", + " -740.574233\n", + " 6.0\n", " 3.0\n", " \n", " \n", " 4\n", - " 0.038150\n", - " -759.659599\n", - " -737.359665\n", - " 1.0\n", - " 22.0\n", + " 0.048993\n", + " -759.455313\n", + " -737.155379\n", + " 3.0\n", + " 24.0\n", " \n", " \n", - " 3\n", + " 3\n", " 0\n", - " 0.010553\n", - " -747.742465\n", - " -733.805006\n", - " 3.0\n", + " 0.012272\n", + " -747.431400\n", + " -733.493941\n", + " 4.0\n", " 0.0\n", " \n", " \n", " 1\n", - " 0.011736\n", - " -754.961491\n", - " -738.236540\n", + " 0.012567\n", + " -754.539592\n", + " -737.814642\n", " 3.0\n", - " 4.0\n", + " 5.0\n", + " \n", + " \n", + " 4\n", + " 0.043029\n", + " -762.632697\n", + " -737.545272\n", + " 1.0\n", + " 57.0\n", " \n", " \n", " 4\n", " 0\n", - " 0.010060\n", - " -759.111308\n", - " -742.386358\n", + " 0.010092\n", + " -758.665355\n", + " -741.940405\n", " 0.0\n", " 0.0\n", " \n", " \n", " 1\n", - " 0.010609\n", - " -759.622426\n", - " -740.109983\n", - " 2.0\n", + " 0.011080\n", + " -759.107983\n", + " -739.595541\n", + " 1.0\n", " 2.0\n", " \n", " \n", " 2\n", - " 0.016478\n", - " -759.849551\n", - " -737.549617\n", - " 8.0\n", + " 0.016428\n", + " -759.451378\n", + " -737.151444\n", + " 7.0\n", " 4.0\n", " \n", " \n", @@ -925,38 +1043,46 @@ "text/plain": [ " RMSE AIC BIC convergence stationarity\n", "p q \n", - "0 1 0.030045 -531.210372 -522.847897 0.0 0.0\n", - " 2 0.105762 -599.045002 -587.895035 0.0 107.0\n", - " 3 0.031671 -650.211841 -636.274382 0.0 94.0\n", - " 4 0.018367 -681.768983 -665.044033 0.0 94.0\n", - "1 0 0.011511 -727.903454 -719.540979 0.0 0.0\n", - " 1 0.029544 -732.638499 -721.488532 0.0 16.0\n", - " 2 0.021875 -744.263554 -730.326095 0.0 10.0\n", - " 3 0.018265 -748.084977 -731.360026 0.0 8.0\n", - " 4 0.018223 -753.425943 -733.913501 0.0 8.0\n", - "2 0 0.012038 -734.683385 -723.533418 4.0 0.0\n", - " 2 0.013055 -758.807458 -742.082508 1.0 4.0\n", - " 3 0.014244 -760.529607 -741.017165 5.0 3.0\n", - " 4 0.038150 -759.659599 -737.359665 1.0 22.0\n", - "3 0 0.010553 -747.742465 -733.805006 3.0 0.0\n", - " 1 0.011736 -754.961491 -738.236540 3.0 4.0\n", - "4 0 0.010060 -759.111308 -742.386358 0.0 0.0\n", - " 1 0.010609 -759.622426 -740.109983 2.0 2.0\n", - " 2 0.016478 -759.849551 -737.549617 8.0 4.0" + "0 1 0.030183 -530.769444 -522.406969 0.0 0.0\n", + " 2 0.105961 -598.705151 -587.555184 0.0 107.0\n", + " 3 0.031667 -649.864725 -635.927266 0.0 93.0\n", + " 4 0.018419 -682.530641 -665.805690 0.0 93.0\n", + "1 0 0.011551 -727.389093 -719.026618 0.0 0.0\n", + " 1 0.029556 -732.051839 -720.901872 0.0 16.0\n", + " 2 0.021869 -743.997434 -730.059975 0.0 10.0\n", + " 3 0.018212 -747.753733 -731.028783 0.0 8.0\n", + " 4 0.018165 -753.080599 -733.568157 0.0 8.0\n", + "2 0 0.012655 -734.103589 -722.953622 6.0 0.0\n", + " 2 0.012650 -758.483844 -741.758894 2.0 4.0\n", + " 3 0.013529 -760.086676 -740.574233 6.0 3.0\n", + " 4 0.048993 -759.455313 -737.155379 3.0 24.0\n", + "3 0 0.012272 -747.431400 -733.493941 4.0 0.0\n", + " 1 0.012567 -754.539592 -737.814642 3.0 5.0\n", + " 4 0.043029 -762.632697 -737.545272 1.0 57.0\n", + "4 0 0.010092 -758.665355 -741.940405 0.0 0.0\n", + " 1 0.011080 -759.107983 -739.595541 1.0 2.0\n", + " 2 0.016428 -759.451378 -737.151444 7.0 4.0" ] }, - "execution_count": 34, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "eval.dropna()" + "test_results.dropna()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We aim to minimize RMSE:" ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:35.239079Z", @@ -966,7 +1092,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -976,12 +1102,19 @@ } ], "source": [ - "sns.heatmap(eval.RMSE.unstack().mul(10), fmt='.2', annot=True, cmap='Blues_r');" + "sns.heatmap(test_results.RMSE.unstack().mul(10), fmt='.2', annot=True, cmap='Blues_r');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We also aim to minimize BIC:" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:35.383147Z", @@ -991,7 +1124,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1001,12 +1134,26 @@ } ], "source": [ - "sns.heatmap(eval.BIC.unstack(), fmt='.2f', annot=True, cmap='Blues_r');" + "sns.heatmap(test_results.BIC.unstack(), fmt='.2f', annot=True, cmap='Blues_r');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Estimating the best ARMA Model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ARMA(0,4) and ARMA(2,2) are close, with a slight edge for the former." ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:35.563339Z", @@ -1021,40 +1168,47 @@ " ARMA Model Results \n", "==============================================================================\n", "Dep. Variable: IPGMFN No. Observations: 348\n", - "Model: ARMA(2, 2) Log Likelihood 1107.977\n", - "Method: css-mle S.D. of innovations 0.010\n", - "Date: Wed, 31 Oct 2018 AIC -2203.954\n", - "Time: 16:11:35 BIC -2180.841\n", - "Sample: 01-01-1989 HQIC -2194.752\n", + "Model: ARMA(0, 4) Log Likelihood 996.700\n", + "Method: css-mle S.D. of innovations 0.014\n", + "Date: Thu, 18 Apr 2019 AIC -1981.399\n", + "Time: 23:09:24 BIC -1958.286\n", + "Sample: 01-01-1989 HQIC -1972.197\n", " - 12-01-2017 \n", "================================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "--------------------------------------------------------------------------------\n", - "const 0.0203 0.008 2.394 0.017 0.004 0.037\n", - "ar.L1.IPGMFN 1.8206 0.052 34.924 0.000 1.718 1.923\n", - "ar.L2.IPGMFN -0.8462 0.050 -16.770 0.000 -0.945 -0.747\n", - "ma.L1.IPGMFN -0.9225 0.069 -13.425 0.000 -1.057 -0.788\n", - "ma.L2.IPGMFN 0.3343 0.050 6.623 0.000 0.235 0.433\n", + "const 0.0195 0.004 4.892 0.000 0.012 0.027\n", + "ma.L1.IPGMFN 1.2929 0.049 26.414 0.000 1.197 1.389\n", + "ma.L2.IPGMFN 1.4380 0.060 23.886 0.000 1.320 1.556\n", + "ma.L3.IPGMFN 1.1548 0.059 19.506 0.000 1.039 1.271\n", + "ma.L4.IPGMFN 0.5560 0.046 12.019 0.000 0.465 0.647\n", " Roots \n", "=============================================================================\n", " Real Imaginary Modulus Frequency\n", "-----------------------------------------------------------------------------\n", - "AR.1 1.0757 -0.1568j 1.0871 -0.0230\n", - "AR.2 1.0757 +0.1568j 1.0871 0.0230\n", - "MA.1 1.3796 -1.0430j 1.7295 -0.1030\n", - "MA.2 1.3796 +1.0430j 1.7295 0.1030\n", + "MA.1 0.0313 -1.0641j 1.0645 -0.2453\n", + "MA.2 0.0313 +1.0641j 1.0645 0.2453\n", + "MA.3 -1.0699 -0.6652j 1.2598 -0.4115\n", + "MA.4 -1.0699 +0.6652j 1.2598 0.4115\n", "-----------------------------------------------------------------------------\n" ] } ], "source": [ - "model = tsa.ARMA(endog=industrial_production_log_diff, order=(2, 2)).fit()\n", + "model = tsa.ARMA(endog=industrial_production_log_diff, order=(0, 4)).fit()\n", "print(model.summary())" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Check Residual Correlogram" + ] + }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-10-31T20:11:36.175452Z", @@ -1064,7 +1218,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1077,6 +1231,13 @@ "plot_correlogram(model.resid)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SARIMAX" + ] + }, { "cell_type": "code", "execution_count": 48, @@ -1144,6 +1305,20 @@ "plot_correlogram(model.resid)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will build a SARIMAX model for monthly data on an industrial production time series for the 1988-2017 period. As illustrated in the first section on analytical tools, the data has been log-transformed, and we are using seasonal (lag-12) differences. We estimate the model for a range of both ordinary and conventional AR and MA parameters using a rolling window of 10 years of training data, and evaluate the RMSE of the 1-step-ahead forecas" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finding the optimal number of lags" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1198,6 +1373,13 @@ " stationarity_error]" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Compare model metrics" + ] + }, { "cell_type": "code", "execution_count": null, @@ -1493,6 +1675,13 @@ "df.sort_values('RMSE').head(10)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We also collect the AIC and BIC criteria that show a very high rank correlation coefficient of 0.94, with BIC favoring models with slightly fewer parameters than AIC. The best five models by RMSE are:" + ] + }, { "cell_type": "code", "execution_count": 53, @@ -1736,6 +1925,13 @@ "df[(df.RMSE" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "plt.rc('figure', figsize=(12, 7))\n", - "plt.text(0.01, 0.05, str(best_model.summary()), {'fontsize': 14}, fontproperties = 'monospace')\n", - "plt.axis('off')\n", - "plt.tight_layout()\n", - "plt.subplots_adjust(left=0.2, right=0.8, top=0.8, bottom=0.1)\n", - "plt.savefig('sarimax.png', bbox_inches='tight', dpi=300);" + "### Check Residual Correlogram" ] }, { @@ -1859,7 +2032,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.7.0" }, "toc": { "base_numbering": 1, diff --git a/08_time_series_models/02_arch_garch_models.ipynb b/08_time_series_models/02_arch_garch_models.ipynb index 3ec87af99..cef91258f 100644 --- a/08_time_series_models/02_arch_garch_models.ipynb +++ b/08_time_series_models/02_arch_garch_models.ipynb @@ -7,6 +7,35 @@ "# ARCH/GARCH Volatility Forecasting" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The development of a volatility model for an asset-return series consists of four steps:\n", + "1. Build an ARMA time series model for the financial time series based on the serial dependence revealed by the ACF and PACF.\n", + "2. Test the residuals of the model for ARCH/GARCH effects, again relying on the ACF and PACF for the series of the squared residual.\n", + "3. Specify a volatility model if serial correlation effects are significant, and jointly estimate the mean and volatility equations.\n", + "4. Check the fitted model carefully and refine it if necessary\n", + "\n", + "When applying volatility forecasting to return series, the serial dependence may be limited so that a constant mean may be used instead of an ARMA model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `arch` library provides several options to estimate volatility-forecasting models. It offers several options to model the expected mean, including a constant mean, the AR(p) model discussed in the section on univariate time series models above as well as more recent heterogeneous autoregressive processes (HAR) that use daily (1 day), weekly (5 days), and monthly (22 days) lags to capture the trading frequencies of short-, medium-, and long-term investors.\n", + "\n", + "The mean models can be jointly defined and estimated with several conditional heteroskedasticity models that include, in addition to ARCH and GARCH, the exponential GARCH (EGARCH) model, which allows for asymmetric effects between positive and negative returns and the heterogeneous ARCH (HARCH) model, which complements the HAR mean model." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports & Settings" + ] + }, { "cell_type": "code", "execution_count": 1, @@ -62,6 +91,13 @@ "plt.style.use('ggplot')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Correlogram Plot" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -100,6 +136,13 @@ "## Download NASDAQ Index Data" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use daily NASDAQ returns from 1998-2017 to demonstrate the usage of a GARCH model" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -122,6 +165,13 @@ "## Explore Returns and Volatility" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The rescaled daily return series exhibits only limited autocorrelation, but the squared deviations from the mean do have substantial memory reflected in the slowly-decaying ACF and the PACF high for the first two and cutting off only after the first six lags:" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -147,6 +197,13 @@ "plot_correlogram(nasdaq_returns, lags=250, title='NASDAQ Daily Returns')" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The function plot_correlogram produces the following output:" + ] + }, { "cell_type": "code", "execution_count": 6, @@ -179,6 +236,15 @@ "## Model Selection: rolling out-of-sample forecasts" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hence, we can estimate a GARCH model to capture the linear relationship of past volatilities. We will use rolling 10-year windows to estimate a GARCH(p, q) model with p and q ranging from 1-4 to generate 1-step out-of-sample forecasts. \n", + "\n", + "We then compare the RMSE of the predicted volatility relative to the actual squared deviation of the return from its mean to identify the most predictive model. We are using winsorized data to limit the impact of extreme return values reflected in the very high positive skew of the volatility" + ] + }, { "cell_type": "code", "execution_count": 7, @@ -270,6 +336,20 @@ "## Estimate GARCH(2, 2) Model" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The GARCH(2, 2) model achieves the lowest RMSE (same value as GARCH(4, 2) but with fewer parameters), so we go ahead and estimate this model to inspect the summary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The output shows the maximized log-likelihood as well as the AIC and BIC criteria that are commonly minimized when selecting models based on in-sample performance (see Chapter 7, Linear Models). It also displays the result for the mean model, which in this case is just a constant estimate, as well as the GARCH parameters for the constant omega, the AR parameters, α, and the MA parameters, β, all of which are statistically significant:" + ] + }, { "cell_type": "code", "execution_count": 9, @@ -332,63 +412,10 @@ ] }, { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "ExecuteTime": { - "end_time": "2018-10-31T21:46:37.669132Z", - "start_time": "2018-10-31T21:46:35.749542Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.rc('figure', figsize=(12, 7))\n", - "plt.text(0.01, 0.05, str(model.summary()), {'fontsize': 14}, fontproperties = 'monospace')\n", - "plt.axis('off')\n", - "plt.tight_layout()\n", - "plt.subplots_adjust(left=0.2, right=0.8, top=0.8, bottom=0.1)\n", - "plt.savefig('garch_summary.png', bbox_inches='tight', dpi=300);" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "ExecuteTime": { - "end_time": "2018-10-31T21:46:39.552300Z", - "start_time": "2018-10-31T21:46:37.670427Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "plt.rc('figure', figsize=(12, 7))\n", - "plt.text(0.01, 0.05, str(model.summary()), {'fontsize': 14}, fontproperties = 'monospace')\n", - "plt.axis('off')\n", - "plt.tight_layout()\n", - "plt.subplots_adjust(left=0.2, right=0.8, top=0.8, bottom=0.1)\n", - "plt.savefig('garch_model_summary.png', bbox_inches='tight', dpi=300);" + "### Check Residuals" ] }, { @@ -467,7 +494,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.4" + "version": "3.7.0" }, "toc": { "base_numbering": 1, @@ -482,7 +509,7 @@ "height": "calc(100% - 180px)", "left": "10px", "top": "150px", - "width": "512px" + "width": "306.4px" }, "toc_section_display": true, "toc_window_display": true diff --git a/08_time_series_models/03_vector_autoregressive_model.ipynb b/08_time_series_models/03_vector_autoregressive_model.ipynb index 88e1e2a0a..944c18466 100644 --- a/08_time_series_models/03_vector_autoregressive_model.ipynb +++ b/08_time_series_models/03_vector_autoregressive_model.ipynb @@ -4,7 +4,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Multivariate Time Series Models" + "# How to use the VAR model for macro fundamentals forecasts" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The vector autoregressive VAR(p) model extends the AR(p) model to k series by creating a system of k equations where each contains p lagged values of all k series. The coefficients on the own lags provide information about the dynamics of the series itself, whereas the cross-variable coefficients offer some insight into the interactions across the series." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Imports and Settings" ] }, { @@ -38,7 +52,7 @@ "from statsmodels.tsa.stattools import acf, q_stat, adfuller\n", "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "from scipy.stats import probplot, moment\n", - "from sklearn.metrics import mean_squared_error" + "from sklearn.metrics import mean_squared_error, mean_absolute_error" ] }, { @@ -57,6 +71,20 @@ "sns.set(style='darkgrid', context='notebook', color_codes=True)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Helper Functions" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Correlogram Plot" + ] + }, { "cell_type": "code", "execution_count": 3, @@ -88,6 +116,13 @@ " fig.subplots_adjust(top=.9)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Unit Root Test" + ] + }, { "cell_type": "code", "execution_count": 4, @@ -110,6 +145,13 @@ "## Load Data" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will extend the univariate example of a single time series of monthly data on industrial production and add a monthly time series on consumer sentiment, both provided by the Federal Reserve's data service. We will use the familiar pandas-datareader library to retrieve data from 1970 through 2017:" + ] + }, { "cell_type": "code", "execution_count": 5, @@ -236,6 +278,13 @@ "## Stationarity Transform" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Log-transforming the industrial production series and seasonal differencing using lag 12 of both series yields stationary results:" + ] + }, { "cell_type": "code", "execution_count": 10, @@ -402,6 +451,13 @@ "## VAR Model" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To limit the size of the output, we will just estimate a VAR(1) model using the statsmodels VARMAX implementation (which allows for optional exogenous variables) with a constant trend using the first 480 observations. The output contains the coefficients for both time series equations." + ] + }, { "cell_type": "code", "execution_count": 31, @@ -469,40 +525,17 @@ ] }, { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "ExecuteTime": { - "end_time": "2018-10-31T21:14:41.654801Z", - "start_time": "2018-10-31T21:14:38.177696Z" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "cell_type": "markdown", + "metadata": {}, "source": [ - "plt.rc('figure', figsize=(12, 7))\n", - "plt.text(0.01, 0.05, str(model.summary()), {'fontsize': 14}, fontproperties = 'monospace')\n", - "plt.axis('off')\n", - "plt.tight_layout()\n", - "plt.subplots_adjust(left=0.2, right=0.8, top=0.8, bottom=0.1)\n", - "plt.savefig('figures/var_summary.png', bbox_inches='tight', dpi=300);" + "### Plot Diagnostics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Plot Diagnostics" + "`statsmodels` provides diagnostic plots to check whether the residuals meet the white noise assumptions, which are not exactly met in this simple case:" ] }, { @@ -613,6 +646,13 @@ "### Generate Predictions" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Out-of-sample predictions can be generated as follows:" + ] + }, { "cell_type": "code", "execution_count": 20, @@ -661,6 +701,13 @@ "### Out-of-sample forecasts" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A visualization of actual and predicted values shows how the prediction lags the actual values and does not capture non-linear out-of-sample patterns well:" + ] + }, { "cell_type": "code", "execution_count": 32, @@ -697,15 +744,6 @@ "fig.tight_layout();" ] }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.metrics import mean_absolute_error" - ] - }, { "cell_type": "code", "execution_count": 35, @@ -750,14 +788,14 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.8" + "version": "3.7.0" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, - "skip_h1_title": false, + "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, diff --git a/08_time_series_models/README.md b/08_time_series_models/README.md index 0d312a71d..d2d7a470f 100644 --- a/08_time_series_models/README.md +++ b/08_time_series_models/README.md @@ -1,56 +1,112 @@ # Chapter 08: Linear Time Series Models +This chapter covers: +- How to use time series analysis to diagnose diagnostic statistics that inform the modeling process +- How to estimate and diagnose autoregressive and moving-average time series models +- How to build Autoregressive Conditional Heteroskedasticity (ARCH) models to predict volatility +- How to build vector autoregressive models +- How to use cointegration for a pairs trading strategy + + ## Analytical tools for diagnostics and feature extraction -- `pandas` Time Series and Date functionality [docs](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) +Most of the examples in this chapter use data provided by the Federal Reserve that you can access using the pandas datareader that we introduced in [Chapter 2, Market and Fundamental Data](../02_market_and_fundamental_data). +The code examples for this section are available in the notebook [](01_stationarity_and_arima.ipynb). ### How to decompose time series patterns +Time series data typically contains a mix of various patterns that can be decomposed into several components, each representing an underlying pattern category. In particular, time series often consist of the systematic components trend, seasonality and cycles, and unsystematic noise. These components can be combined in an additive, linear model, in particular when fluctuations do not depend on the level of the series, or in a non-linear, multiplicative model. + +- `pandas` Time Series and Date functionality [docs](https://pandas.pydata.org/pandas-docs/stable/timeseries.html) - [Forecasting - Principles & Practice, Hyndman, R. and Athanasopoulos, G., ch.6 'Time Series Decomposition'](https://otexts.org/fpp2/decomposition.html) ### How to compute rolling window statistics +The pandas library includes very flexible functionality to define various window types, including rolling, exponentially weighted and expanding windows. + - `pandas` window function [docs](https://pandas.pydata.org/pandas-docs/stable/computation.html#window-functions) + ### How to measure autocorrelation +Autocorrelation (also called serial correlation) adapts the concept of correlation to the time series context: just as the correlation coefficient measures the strength of a linear relationship between two variables, the autocorrelation coefficient measures the extent of a linear relationship between time series values separated by a given lag. + +We present the following tools to measure autorcorrelation: +- autocorrelation function (ACF) +- partial autocorrelation function (PACF) +- correlogram as a plot of ACF or PACF against the number of lags. + ### How to diagnose and achieve stationarity +The statistical properties, such as the mean, variance, or autocorrelation, of a stationary time series are independent of the period, that is, they don't change over time. Hence, stationarity implies that a time series does not have a trend or seasonal effects and that descriptive statistics, such as the mean or the standard deviation, when computed for different rolling windows, are constant or do not change much over time. + ### How to apply time series transformations -### Code Examples +To satisfy the stationarity assumption of linear time series models, we need to transform the original time series, often in several steps. Common transformations include the application of the (natural) logarithm to convert an exponential growth pattern into a linear trend and stabilize the variance, or differencing. + +### How to diagnose and address unit roots + +Unit roots pose a particular problem for determining the transformation that will render a time series stationary. In practice, time series of interest rates or asset prices are often not stationary, for example, because there does not exist a price level to which the series reverts. The most prominent example of a non-stationary series is the random walk. -The code examples for this section are available in the notebook `tsa_and_arima` +The defining characteristic of a unit-root non-stationary series is long memory: since current values are the sum of past disturbances, large innovations persist for much longer than for a mean-reverting, stationary series. Identifying the correct transformation, and in particular, the appropriate number and lags for differencing is not always clear-cut. We present a few heuristics to guide the process. + +Statistical unit root tests are a common way to determine objectively whether (additional) differencing is necessary. These are statistical hypothesis tests of stationarity that are designed to determine whether differencing is required. ## Univariate Time Series Models + Univariate time series models relate the value of the time series at the point in time of interest to a linear combination of lagged values of the series and possibly past disturbance terms. + +While exponential smoothing models are based on a description of the trend and seasonality in the data, ARIMA models aim to describe the autocorrelations in the data. ARIMA(p, d, q) models require stationarity and leverage two building blocks: +- Autoregressive (AR) terms consisting of p-lagged values of the time series +- Moving average (MA) terms that contain q-lagged disturbances + - [Analysis of Financial Time Series, 3rd Edition, Ruey S. Tsay](https://www.wiley.com/en-us/Analysis+of+Financial+Time+Series%2C+3rd+Edition-p-9780470414354) - [Quantitative Equity Investing: Techniques and Strategies, Frank J. Fabozzi, Sergio M. Focardi, Petter N. Kolm](https://www.wiley.com/en-us/Quantitative+Equity+Investing%3A+Techniques+and+Strategies-p-9780470262474) - `statsmodels` Time Series Analysis [docs](https://www.statsmodels.org/dev/tsa.html) + ### How to build autoregressive models +An AR model of order p aims to capture the linear dependence between time series values at different lags. It closely resembles a multiple linear regression on lagged values of the outcome. + ### How to build moving average models +An MA model of order q uses q past disturbances rather than lagged values of the time series in a regression-like model. Since we do not observe the white-noise disturbance values, MA(q) is not a regression model like the ones we have seen so far. Rather than using least squares, MA(q) models are estimated using maximum likelihood (MLE). + ### How to build ARIMA models and extensions +Autoregressive integrated moving-average ARIMA(p, d, q) models combine AR(p) and MA(q) processes to leverage the complementarity of these building blocks and simplify model development by using a more compact form and reducing the number of parameters, in turn reducing the risk of overfitting. + - statsmodels State-Space Models [docs](https://www.statsmodels.org/dev/statespace.html) ### How to forecast macro fundamentals +We will build a SARIMAX model for monthly data on an industrial production time series for the 1988-2017 period. See notebook [stationarity_and_arima](01_stationarity_and_arima.ipynb) for implementation details. + ### How to use time series models to forecast volatility +A particularly important area of application for univariate time series models is the prediction of volatility. The volatility of financial time series is usually not constant over time but changes, with bouts of volatility clustering together. Changes in variance create challenges for time series forecasting using the classical ARIMA models. + - NYU Stern [VLAB](https://vlab.stern.nyu.edu/) -#### Code Example +### How to build a volatility-forecasting model + +The development of a volatility model for an asset-return series consists of four steps: +1. Build an ARMA time series model for the financial time series based on the serial dependence revealed by the ACF and PACF. +2. Test the residuals of the model for ARCH/GARCH effects, again relying on the ACF and PACF for the series of the squared residual. +3. Specify a volatility model if serial correlation effects are significant, and jointly estimate the mean and volatility equations. +4. Check the fitted model carefully and refine it if necessary. + +The notebook [arch_garch_models](02_arch_garch_models.ipynb) demonstrates the usage of the ARCH library to estimate time series models for volatility foreccasting with NASDAQ data. - ARCH Library [examples](http://nbviewer.jupyter.org/github/bashtage/arch/blob/master/examples/univariate_volatility_modeling.ipynb) -The code examples for this section are available in the notebook `arch_garch_models` ## Multivariate Time Series Models +Multivariate time series models are designed to capture the dynamic of multiple time series simultaneously and leverage dependencies across these series for more reliable predictions. + - [New Introduction to Multiple Time Series Analysis, Lütkepohl, Helmut, Springer, 2005](https://www.springer.com/us/book/9783540401728) ### The vector autoregressive (VAR) model @@ -61,12 +117,22 @@ The code examples for this section are available in the notebook `arch_garch_mod ### How to use the VAR model for macro fundamentals forecasts -#### Code Example - -The code examples for this section are available in the notebook `vector_autoregressive_models` +The notebook [vector_autoregressive_model](03_vector_autoregressive_model.ipynb) demonstrates how to use `statsmodels` to estimate a VAR model for macro fundamentals time series. ### Cointegration – time series with a common trend +The concept of an integrated multivariate series is complicated by the fact that all the component series of the process may be individually integrated but the process is not jointly integrated in the sense that one or more linear combinations of the series exist that produce a new stationary series. + +In other words, a combination of two co-integrated series has a stable mean to which this linear combination reverts. A multivariate series with this characteristic is said to be co-integrated. This also applies when the individual series are integrated of a higher order and the linear combination reduces the overall order of integration. + +We demonstrate two major approaches to testing for cointegration: +- The Engle–Granger two-step method +- The Johansen procedure + ### How to use cointegration for a pairs-trading strategy +Pairs-trading relies on a stationary, mean-reverting relationship between two asset prices. In other words, the ratio or difference between the two prices, also called the spread, may over time diverge but should ultimately return to the same level. Given such a pair, the strategy consists of going long (that is, purchasing) the under-performing asset because it would require a period of outperformance to close the gap. At the same time, one would short the asset that has moved away from the price anchor in the positive direction to fund the purchase. + +In practice, given a universe of assets, a pairs-trading strategy will search for co-integrated pairs by running a statistical test on each pair. The key challenge here is to account for multiple testing biases, as outlined in [Chapter 6, Machine Learning Workflow](../06_machine_learning_process). + - [Introduction to Pairs Trading](https://www.quantopian.com/lectures/introduction-to-pairs-trading) \ No newline at end of file diff --git a/README.md b/README.md index b4a819ec1..ee0bda9e6 100644 --- a/README.md +++ b/README.md @@ -83,6 +83,7 @@ this [chapter](06_machine_learning_process) sets the stage by outlining how to f ### 07: Linear Models for Regression & Classification Linear models are applied to regression and classification problems with the goals of inference and prediction. Numerous asset pricing models that have been developed by academic and industry researchers leverage linear regression. Applications include the identification of significant factors that drive asset returns, for example, as a basis for risk management, as well as the prediction of returns over various time horizons. Classification problems, on the other hand, include directional price forecasts. [Chapter 07](07_linear_models) covers the following topics: + - How linear regression works and which assumptions it makes - How to train and diagnose linear regression models - How to use linear regression to predict future returns @@ -91,6 +92,18 @@ Linear models are applied to regression and classification problems with the goa - How to convert a regression into a classification problem ### 08: Linear Time Series Models + + This [chapter](08_time_series_models) focuses on models that extract signals from previously observed data to predict future values for the same time series. The time dimension of trading makes the application of time series models to market, fundamental, and alternative data very popular. + + We present tools to diagnose time series characteristics, including stationarity, and extract features that capture potential patterns. Then it introduces univariate and multivariate time series models and how to apply them to forecast macro data and volatility patterns. It concludes with the concept of cointegration and how to apply it to develop a pairs trading strategy. + +In particular, we will cover the following topics: +- How to use time series analysis to diagnose diagnostic statistics that inform the modeling process +- How to estimate and diagnose autoregressive and moving-average time series models +- How to build Autoregressive Conditional Heteroskedasticity (ARCH) models to predict volatility +- How to build vector autoregressive models +- How to use cointegration for a pairs trading strategy + ### 09: Bayesian Machine Learning ### 10: Decision Trees & Random Forests ### 11: Gradient Boosting Machines