diff --git a/README.md b/README.md index 0ab5721..afe2960 100644 --- a/README.md +++ b/README.md @@ -8,7 +8,7 @@ This package includes alternative embedding methods using lag based on the avera For more information about the technique, please see the following reference. If using this code, please consider citing the paper. -> Gilpin, William. "Learning strange attractors from time series" 2020. [https://arxiv.org/abs/2002.05909](https://arxiv.org/abs/2002.05909) +> William Gilpin. "Deep reconstruction of strange attractors from time series" 2020. [https://arxiv.org/abs/2002.05909](https://arxiv.org/abs/2002.05909) # Installation @@ -36,7 +36,15 @@ Test that everything is working: + `compare.ipynb` trains an LSTM and MLP with the FNN regularizer, as well as comparison models with tICA and ETD. + `exploratory.ipynb` applies the embedding technique to several time series datasets with unknown attractors. -# Dataset sources + +# Sources and related work + +A great summary of the work in this repository, and the broader topic, has been written by Sigrid Keydana [on the RStudio blog](https://blogs.rstudio.com/ai/posts/2020-06-24-deep-attractors/). The post includes an R implementation of the fnn regularizer. + +Some functions used for baselines in this repository have been adapted from code in other repositories. We have included these files here directly, in order to reduce dependencies. However, if using these portions of this code in future work, please heed their licenses and attribution requirements: ++ The file `tica.py` is a standalone version of the tICA implementation in [MSMBuilder](https://github.com/msmbuilder/msmbuilder) + +# Datasets The folder `datasets` contains abridged versions of several time series datasets used for testing and evaluating the code. We summarize these files, and provide their original sources, here: + `geyser_train_test.pkl` corresponds to detrended temperature readings from the main runoff pool of the Old Faithful geyser in Yellowstone National Park, downloaded from the [GeyserTimes database](https://geysertimes.org/). Temperature measurements start on April 13, 2015 and occur in one-minute increments. @@ -44,6 +52,3 @@ The folder `datasets` contains abridged versions of several time series datasets + `pendulum_train.pkl` and `pendulum_test.pkl` correspond to two different double pendulum experiments, taken from a series of experiments by [Asseman et al.](https://developer.ibm.com/exchanges/data/all/double-pendulum-chaotic/). In Asseman et al.'s original study, pendula were filmed, and the $(x,y)$ positions of centroids were detected. Here, we have converted the dataset into canonical Hamiltonian coordinates $(\theta_1, \theta_2, \dot\theta_1, \dot\theta_2)$. + `ecg_train.pkl` and `ecg_test.pkl` correspond to ECG measurements for two different patients, taken from the [PhysioNet QT database](https://physionet.org/content/qtdb/1.0.0/) + `mouse.pkl` A time series of spiking rates for a neuron in a mouse thalamus. Raw spike data was obtained from [CRCNS](http://crcns.org/data-sets/thalamus/th-1/about-th-1) and processed with the authors' code in order to generate a spike rate time series. - -Some functions used for baselines in this repository have been adapted from code in other repositories. We have included these files here directly, in order to reduce dependencies. However, if using these portions of this code in future work, please heed their licenses and attribution requirements: -+ The file `tica.py` is a standalone version of the tICA implementation in [MSMBuilder](https://github.com/msmbuilder/msmbuilder) \ No newline at end of file diff --git a/exploratory.ipynb b/exploratory.ipynb index cb57507..ce6f84d 100644 --- a/exploratory.ipynb +++ b/exploratory.ipynb @@ -59,7 +59,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 2, @@ -68,7 +68,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -102,7 +102,22 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:AutoGraph could not transform .train_function at 0x14bb06bf8> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", + "WARNING: AutoGraph could not transform .train_function at 0x14bb06bf8> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n" + ] + } + ], "source": [ "enc, dec = train_autoencoder(X_train, network_type='lstm', lambda_latent=LAMBDA_LATENT, learning_rate=LEARNING_RATE)" ] @@ -422,22 +437,22 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 8, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -482,9 +497,24 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 6, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:AutoGraph could not transform .train_function at 0x14d231ae8> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", + "WARNING: AutoGraph could not transform .train_function at 0x14d231ae8> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n" + ] + } + ], "source": [ "try:\n", " del enc, dec\n", @@ -495,16 +525,30 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:AutoGraph could not transform .predict_function at 0x14bcac268> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n", + "WARNING: AutoGraph could not transform .predict_function at 0x14bcac268> and will run it as-is.\n", + "Please report this to the TensorFlow team. When filing the bug, set the verbosity to 10 (on Linux, `export AUTOGRAPH_VERBOSITY=10`) and attach the full output.\n", + "Cause: Bad argument number for Name: 4, expecting 3\n", + "To silence this warning, decorate the function with @tf.autograph.experimental.do_not_convert\n" + ] + }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -519,7 +563,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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i6l7ia/FYxWIRxWIRvV4PN998M170oheh0Wig0+ngwx/+MP7oj/4I6+vrePTRR3H33Xfj7rvvRiaTwfOe9zzcdNNNuOKKK7C0tITvf//78H0fhUIBruuiUqmIGOe6rin5hnGw/CGA3wZQHPaAC22emCXmua4QYdfNcYJtNk0Y10WUzWYlvdvqDhnGxLB5IoZkMolOp2PC0AzDbA9zlxrzwKRrDD0HwP8ShuELnvj/HQAQhuE74x6/aDnBceTzefi+j6985StIp9M4efIkMpkM8vm87FrS4cMCmcVicaSYwuCVE0Sv10M6nUYqlRoocDbJAUmLProYNX8HQHJqd3se0dcjo3J0dV0lCkphGGJjYwPf+c538Lu/+7u47777Bp5z+vRpPPOZz8SVV16JZz/72XjqU58qdY1arRYSiQQ8z8Py8rK8J8lkEtls1tR9Y+IsYu0Ix3FuBnBTGIb/k+M4PwngjRda7YhZZhHqCgH7r9fAOSiuMQOxukPGLGDzxCaLMk/oQvnDWARH56ISrWs3DvZ+GpNmmjWG/huApzqOcxrAIwB+EcAvT/iYM43v+7jmmmtw4sQJ1Go1sYECm3UL1tfXpSZQPp8fOjho4SOZTCIIAnS7XUlHY8rYQQSpcQWkge2FrBkwH/SANuoetNvtofnX3OV1HEcG5UKhgJMnT+Luu+9Gr9dDrVbDO97xDvzVX/0VHnroITz00EOo1Wp48MEH0ev18JSnPAVXX301Lr30Upw6dQr1eh2PP/44zpw5g2KxiEQigWKxKAXA2dbYcRzkcrm53mU3jEPgOgD/veM4NwHIASg5jvPhMAxvnfJ5GViMTjjs2Lkf4lxE/BmxukOGMTEu2HnCxOb5RZcDMYx5YaLCUBiGXcdxXgfg/8Zmu/oPhGH4/07ymLPM3/zN3wAAXvSiFyGRSIg9nzUN6vU6isWitMKN2yHQBaUTiYQIQplMRlw1u2nBy4FrpyB21tRr3odocB59jO46w2sMwxCe5yGVSuHo0aP4sz/7M9x5551ot9t485vfjPe///0AgGuvvRb9fh/1eh2pVAqnT5/GiRMncMUVV+DEiRNoNptIJBJYW1uTHPBUKgXXdZHP57GxsYFsNotsNitpcul02iZ5w3iCMAzvAHAHAKid4IUP9ueBgxBUpg3nxIMS6HUjB12LiE7YRCIhqWVWd8gwDgabJ4x5gy7T3cb7izDvGvPNxD99YRh+GsCnJ32ceeDWW2/FsWPHcNVVV0nV+WazKU6TcrksIk9UqNEFpROJBHzfRzKZlG5lbO2uiUvB0sKSFit2Yljh6MOg3+9vK449rOaDTi8bdV28D2x3n06nkc1mceedd+Ld7343vvjFL+IXf/EXcf/99+MlL3kJSqUS1tbW8N3vfhdf+9rXcO211+Kyyy7DysoK8vk8Wq0W6vU6wjBEtVoVwW1tbU2cXxSOgiCA4zhy7yfhsjIMw9gri1BXCJhsEU+9KRGtRWR1hwzD2C8mEswnuoTHbomrtWoYh4mNOIfEN7/5TQDAFVdcgSuvvBLtdhvtdhsnTpyQwb/f72+zHLKgNAPQVquFVCqFdDo94JrRjwUgwkMqlRro7JVOp6XQ9TTZqRC1hoH2OPT7/R1FLAbvFNaIfh9uuOEGnDlzBvfffz9e/vKX4+KLL5Y296lUCg8++CC+/OUv48lPfjKuueYanD59GidPnkS320Wz2cTZs2cRhiESiYR0SqNLjDWJuPucyWSkUDjfN173vC/MDGNcwjD8HIDPTfk0LnjCMBzZBWdeoGvnMNAdzTgPc47eb30jwzC2uJDmCcaQxvwwTjt6w5hlTBg6JG655RYAwAte8AIkEgl0Oh0Ui0WkUin4vj8wkLBYGZ0kvu+jXq+LNb3X6yGXy40UeDqdjogvky48rWHqVjR9K45JnBcdVaPQKQDDXgMAPM/DT/3UT+GRRx7B2972Ntx999147nOfi6c//ekIggAXX3wxzpw5g29/+9v4pV/6JVx22WXSEvn06dPI5XJot9tYW1tDt9sV11Oj0UC1WhW3F4U+uooSiQTy+bzsHETrOpm7yDCMSbEIdYV6vZ4I8YdJnIsIgNUdMgzDWHDGbUdvGLOMCUOHwN///d/jwQcfxOWXX45bbrkF58+fx9LSknS6ymazSCaT4nahq6Rer6NeryOTyaBQKOxoS2e6GXCwoktcKheAWPFnHqzzo+oSEd5Ldnn7nd/5HfT7fXzrW99CEAS45JJLcObMGVx22WVYX1/H/fffjyuvvFKe0263ce7cOSlCXSgU0O/34fs+SqWSvE9BEEjXs1qthmQyiUKhgFqthkwmIwucbDaLYnGzSyt3pPV9N3eRYRj7ZRFSF9gsYdoFPyngM6240WjAdV3bSTYMY0cO0/Fo7J8gCPZdV05ngBjGtJjvCHBOuOmmmwAAv/mbv4l2u42VlRUp+JzL5dBoNMQhlMlkRBBibZpRg42uI5RMJncV1HNHc5S7Zzd1iKLPm0Rdorhi0qPOIQ5dZ2nY6/C6c7mc7J5XKhX82I/9GM6cOYPPf/7zuOiii3D27FmcOHEC1157raQMsOB0sViUY21sbIibKJlMIp/Pi/OrVCrBcRxxFa2vr6PVauHcuXNYXl6G53lIJpM4d+7cgCMqm80in88DGC7eWWBhGMY4LEpdoVlL3WKnykwmI2nF6XR67gU4wzAmizkMZx9meMTVht0t/X7fYnZj6lhkMmFe+9rXIpFI4OKLL8bzn/98ERocx0EQBJJSlEql0Gw2Ua/X4XkeisWipIFFoRgUhiGSyeTAY+IKTgPx4g87qeyHTqcjxZSjTCJVbK8t4JlaB2wKKuMG5XzeP/3TP+Gee+7B05/+dBQKBVx33XW4//778b3vfQ9vfvOb8cM//MOxQhTdSZVKBQCk4HWj0ZACdcvLy1JbqN/v4+jRoygWiwjDEGtra6jVajh79iy63a4IRa7rotPpYGNjA+l0Wo6tu56xvlQUy382DEOzKHWFut0uksnkzC6o8vm8bAAw5dpSDwzD0LA5jTHbWDt6YxExYWiC/Nu//RvuuusunDp1Cm9605uwsrKCTqeDXC6HarUqbczZEj2Xy8HzvNgJgQMQsGU3pJBAIYiF6g5CcdbOHJ3iFiWdTqNQKOz7eAeNvl8swr2XifbRRx/F7bffji996Uu44YYb8LnPfQ71eh2XXXYZXv3qV+OFL3yhOIv6/f6Ou9XJZBKe58HzPAAQcZD3ulQqIZFI4Pz580ilUnBdV4SjMAzx+OOPY319Haurq/Jeu66LbDaLRCKBfr+PVquFXC4H3/cHOtY5jjOQshjFdioM48JkEeoKcS6d9eugENTpdJDNZkUo0h01DcO4cJlkN0XjYGA2wEG+T8OyHAzjMLEoZEKEYYhnPOMZOHHiBJ7xjGfg53/+51EoFLC2tiZFMVljKJ/Pw3XdgV1Dij1cwOsdhFwud6C7Cayno8UgXbMmkUjMpPgTRafGUTShOKSLYjPlitfabrflccCmkPR3f/d3eN3rXjfw+t/97ndx22234cYbb0ShUEAmkxGBj04tOoPGJZvNYmlpSVw8GxsbaLVaADbvexiGaDabcl6VSkVSEcMwhO/7WF9fx/r6urwG0xN5jpogCAZ2qikWcaESxdxFhrHYLEJdIWC+xC2ml+m6FFqwt5pxhnHhYm6h2Ybxt4lCxiIy/9HgjPK0pz0NAHDy5El88IMfRLFYlGJyZ8+eRT6fR7PZlNblOghk8WKmYjFl7CCCd742a+gAW4t/13VnekKKpslpV5AWdvjYXq83YNNnHR6mXmmhLZVK4YMf/CBuv/32gde5+eabcdNNN+H666+X52YyGeRyOaTTaRSLRakNpWsX7SaoT6fTCIIAiUQC5XIZ5XJZBKF6vS7HzefzaLfbAwXG8/m8FKXu9XrwfR+NRgONRgNnz55FOp2G53moVCpS30jjOA46nY6kJlIsYhHxbrdr7iLDWFAWpa7QPIpbbDLBdGUtBukuljbWGsaFg65/acwezJ446HF5njY2jMVmviKpOeF1r3sdvv3tb+P06dP45Cc/iWKxiH6/j0ajIQWJGRDq1rZarCB7GXxY+DmuIDGFglkgen4MhlmYW0MXUNT1o0USikBhGEpqFWENH714ePjhh/HUpz5VHDrAZr2fX/u1X8PP/MzPoFQqoVAoIJlMolgsiohHYanZbA4UEWVa316U/2w2iyAIJFfZcRxJOet2u2i322g0GkilUnIO7XYbiUQCvu9LQetyuSwd0MIwlHpG//Ef/4EwDFGpVFAoFOR1uVutWzuzq08QBAA2d6+1eKkLi/f7/VjByTCM2WZR6gpxDphXcYvOVp2GrOcUdqGc9/fJMIydWYQxeVHpdDrmojcWHhOGDpi/+Iu/wJ/8yZ9gaWkJX/jCF5DP59Hv96UlPRf2Oo2JO4csSMn25DvtgOr29FzMAxjoepLL5bY9j04b3ZXrIAp2MojVaWmjOojxuFTguWOqhSu+Jt1CFH/42N3UDlpdXcXKysq2n7/+9a/HK17xChF+Tp48iWQyOXDuFEeArdQzdhajA6vVaiGTyex50kin07EFx1OplLyX1WpVRB+9iGi321KXKJfLIZvNynm7rouVlRU4joPHH38cq6ur+P73vw/XdZHL5eC6rgg/2mXFP0xZ07sk0d3tdrttRVQNY45ot9sLUTRzEepxpFIpaUyg52ymnLHzjY2xhmEYh8+kx19ziRmzgglDB8hHPvIR3H777Th69CjuvfdeuK4rgkK73Zb/Uzyh8BPdudXiAF01WqSg8KJFkWQyGRvkR1uz8zV0IK1TsvT/tSCgGSb2aPfIsBoJ2k3D51MIogul2WwOHCObzcYKXMD2FDLd5eVf/uVfcOWVV257zkc/+lE885nPRKlUQi6XQ6/XQz6fRyaTQb/fh+/7sktLJw7Pi+0kKQgxDYPunWG1eqIuIgpLGtaZYHHxKEw163Q66HQ64jyjoMWON81mU2ofMeWNos/KygpWVlbQ7/fRbDalRhE7KxQKBUnL4E62vuZWqwXXdbd9ZnhNYRjK8QzDmE2YqjzvMFhfBDhncoMh6njNZDLiql2E984wjEHYVdGYHeiQn0SXZcOYRRYjopoBPvShD+G2225DPp/HJz7xCZw8eVJSfhzHGQjEtdPCdV14nodmsymDji6izBpDAOTfUVcN0cWjCXcc+XpadGEXF30sHqff74sQMe5gOI7FMi69TYsh7PC1F2Hh+uuvx+c///mBn/3CL/wC3vCGN+DUqVOSSsa6ORTNEokENjY2xEVF1w/fr7W1tYFg3ff9gS5f3W5Xil3XajW4risiINH3kCmEcQISAClIyvQ37ebiz1zXBQDU63X0+30530wmIzvMQRCg1Wqh1WpJtx460Xq9HgqFgnRTSyaTaLVaCIIAnU4H3W5X0ugoYNHx1mg05HhajKSIxOMN67BnGMb04Hg17+Itx+55vw4N5z9uNERFr1QqJS5acw8ZxmLBjc29PM84eLgBOmlHqgmCxixhwtAB8O53vxu//du/jUKhgPvuuw+XXXbZwIKeLgoKRP1+H67rwvd9uK4rQR6LEPM5XFTHKdW6kxiJpvdQcGHtGzpj+BgKJXEunr22dyfDaiYxHYm/ByCpc7vhS1/6Eq699tptP//CF76Aiy++WM6BzqpGoyH3IZ/Po1AoiFOLjhjP88TtxMmZrqBSqSSPXV5eRjqdlrpRFJTS6bS0lh9GNA0sDn4O6GCKOnMAiDila1RRaKJAR1GHYiJdQlxQZbNZuK4r7icKPfxM1Ot1BEGAtbU15HI5FAoFpFIpeU2KSDqljamSwKZoFRWPDMOYHhwD5z31CoC4HBcRuoPiUou52cM6govimDKMCx0TeGaHwxKFeCwbx41ZwT6J++Q1r3kN3v/+9+Pyyy/HPffcg0suuQQA4LquCCD1eh2e54kQwV0BPehwUa/dIMCWy4dQNOLOIR0rwFZaFWv7MI2N4sFB289Z1ygutSyaSqbT08bd7aSY1Wq1UCqVtv3+E5/4BE6cOAHP8+C6rtzPRCKBXC4nwgrvF7uPsUYQzz+dTg+cL++5dtkwFavX66HZbKLVasFxHBSLRbiuO/ag3ul0xlrMsLh0NCe3m14AACAASURBVKWAsPYPhR0+nqlt+nPGgt69Xk/Er16vJ6JPNpuVmlTtdlt2qymgLS0tAQAajQaCIBCxjQWzwzBEsVhEt9sdELH4ebPiqYYxGyxCPR4AIpwvMhy7dVMCDdN7eS/MnWkY88t+Oivad/9gmUQ7esOYF0wY2gfPetaz8M1vfhMve9nL8K53vQulUmmgS1W73RbnBh0erVZLOpLpNC+6d3zf3+YQYQFrds9yHGdbkeAoBykC6TbxURFo2HF02lrcYymyRF+PHcWivPrVr8av//qvS4v4VCoF13WlhbsWwlisutfrSUoXxTKm7FGccl1XxDam1vV6Pekkx+vm7m0+nxfxjkE5n0OxhtfT7XaRy+Xk2iiojAPf12HPSSaTCIJAFg8ABhxGFLooytC5wzQvLZRRpOS9YSoaJ0fer2KxKB3ZfN+X16pWq9jY2EC5XJaUOn6uW62WXEO9Xh9aEN0wjMmyKHWFOL5dCIshjuNML47O9YwvhqWeGYYxH9DZbUwXrr8WYa40jL1gUcQeYVD67ne/G7feeivCMITneVKbhy4N3dI8m83C9314nocgCKRQMbs6MYWJgR4Fi2azKWlBWkwBtnKS9xsks8Aaj6mdQAw+9XUTCg98nnY+jVMr6MYbb8RnP/vZbT//yle+Ih2zjhw5IjuifD2KEs1mU2rg+L4vrdsZJNPFousm+b6PQqGw7XoYXLPosv5dv98X5wzfO11AmtfPe0VBSb8Gi0WPCx08PO8oFMF06iHFRgpZvG/sdkM3WrfblXuou67xvdeFxClC8jPNY9AFFwQBGo0GqtWqiEK1Wk3cakxto8PIFjGGcbgsiphC8X5WdnK5iJjkWMYGDKPGTY75w9xFhmHMLpZCtgWd8tNgGu3oGYMbxqxgK7Nd4vu+iAFf//rXcfLkSbRaLVx00UUiPvi+L/VbWKQ3CAL4vo9er4dOpzPwb7pV2D3McRx4njfg1AEw4AQZxbCixtoRox06wJZjif+mk2YnorWM9IBO1w7527/9W7zyla/c9hoPPPAAisUi8vm8uK6ATdcMz6vT6UgKGEUGCiLr6+sDtW7o3OH5M6Du9/vodDpwXXegJg//Zt0gpp85joNyuSwpe0yzYtpWsVgEsFW3g4JSEARSz4nsNfUhk8kMDfZ1cWqmxJFojaToe0mnUKPRkM+A/tzwdfUffq7pWNNFqI8cOSI1L3zflzRK3ptqtQrXdSX9jS4kE4gMY7LodNp5R4/z00SnRHPum/RuP+sKDVs46U0lvZljGMZssygpvvuFJQ+mwbTGTesyacwa8x8pHiJf/OIX8RM/8RMAgIceegie56Hb7eLkyZOSUpTJZGQBzNQvphxRBOKCmEWp6RTSAwQX3dFBKiq2xEEHkXYBAVuFn3O53LbfRYkreAxgwBUEbLmJKDSQRqMhrpzoPTx+/LjU5WHKFZ/L7mT6PlCMoUul3++L+EKLPdPF+Jr9fh+1Wk3cLrxW1iICtgJtChX8oxdS7FbG7l3cuc3lcuJWokOM96Pf70tnGb4mRa69QGdQXOBAkWrUc1utlpxj9POUTqdF0OL/eW8ppvH+ep43cE38/NPVxM/X0tKS3CPdcS4IAiSTSUkxpBCXSCS2dXEzDONgWJRFx6x0buE8TrGeY9thOHV0XaFhmwWjClcbhmHMIlwzxXVcnjRWp80wtjBhaExe+9rX4q677sKv/uqv4u1vfzvK5TLOnTuHUqkktVkoCDF9iQMd29bTLQFAxA1gM9BsNpvyfMdxpJbNMLhLGdf5Sx8/Ghjqujlx3c7ioCuIxA3cca/zwQ9+EM9+9rOlzo6uU9RqteSe6Do8wKZyT0HI8zwRGOi04vGYmkV3iy4eTcFHd12jWAZsOWq0OMbfua4r9Xlc10U2mxWXFev60OVFkY/XpxdhFIlarVasSDYu+rzjoGMoTvgBMJBeRpFNvyYFHd43ikH6Z/pceO/4+dXpaY1GQzqe8f3g+5fL5bC2tiZt7Hm+3W4Xa2trcp4shm1cGDiOkwNwH4AsNuek/ysMw/95ume1GCxKXaFZcD1xfI9rnDDK2XnQcK5jbBHnVLK29sYischzhI6t98oipKJRyD5McYYx/DRFoUV474zFwoShMeCA8alPfQrPec5zAABnz55FPp8fqMHi+77kp9JVUalUpKsYF8PtdhvZbFZcLkyNiivKS4EnKm6wFk4ULuR1N7Lo7/RrD/tdnCuIxAW/z33uc/Gud70Ly8vLUq+GYgmLHPP6uNsaTSPiTqxuIc/j69pKfBxfT9dYoqOKLhidOqcnYHbX4jH4/FQqJZ22uKhaX18X11EulxOBSrdu7/V62NjYgOd5AylWYRgOpJQBEJFr3EXETjnXvD9MedPoThda0Mlms9uKHeoaTrwm7d7i67GQOidxFv/OZDIol8viKuJ95H3LZDJYXl4WMZOiUDabFbGt0+nIcXkuFKmMhSUA8LwwDOuO46QBfMFxnL8Pw/CBaZ/YPLModYWA6bueOKYNOwc9nu1XvOL8NirNljX8RqU/6Lb2lq5gzDkLO0cMG9suJFGX65zDru3D+NMwjC1MGBrB6uoqVlZWAGzWwXna054Gx3HQbDYHihtzkZzNZgdSZ2jnZroMH18oFNDpdOB5HjKZjCzqdb0hijYM+hzH2VY7KJpCRFGE7pA4hhWqZrFh/o6uIDqlonz1q19FIpGQmkC5XE7cOzqtSBegplBDMQHYTBWj24VCCp/HYscUKXie2Wx2YDDXnbN4n7UgQuEuGhhHrfa878lkUhxH7FBGd5J2PbH4te/7IjRlMhl5T5vN5rZW98BWbaBx6HQ6Yy3u0um0FDrXxHW60OJP9HUpLvEaeHwt0jANUjvWWNsC2ErR42coCALU63X0+324riuvTWGPBa3pvON95ntGRx3PmUKSsRiEm4pv/Yn/pp/4Y9to+2AWHDYHxX7aOO8XvdGw0xi8U7OAndAdJSn2666SccfnWKs3UqIwZVe7RQ1jnrjQ5giOA+MK4vP8nWYsCUy2iL9Gr5WmyaI4eo3FYv6jxgnxj//4j3jBC14AAPjGN76Biy66CN1uV9pye54Hz/Nk4QxsVZdnkEanCl0XjuOgXq9LSg+7RTUajYH0rGED1qiC0HSV7GZg1Sli6XQa3/jGN/DsZz972+O+8IUviAOpUqkgnU7D8zxks1kRv3jeDOIpFLRaLQlwKdpEu2jRTUQRSAsJwNbOJ+8LO7nRQaRFGYov0dbsvG9sda9T6rQbi9fBv3WqGAWaMAxRr9elPhLdMJVKRWotMRjne8Nr4PFG1QXS7w+AsXZRKMRpd5H+bBItBvHeDPs9Fyg6TY2OuKiLSS+GfN8XIZOCKR1Kq6urA+3s2bGPaXtMv+Pz6UaiO6/dbotgaG3vFwfHcZIAvgbgcgB/Eobhl6d8SnPNtB02BwXn0MPeNad7UY/b4zCqHtwotKhOOP7qeoBxHXN2qjsEbM2hVvDfmFcWcY6IS/+nO54u6mElAhYFxonDmuYcNFw7zMr8OM+inrGYWHQQwx/8wR/gt37rt/CiF70I73znO3H06FF4ngff93HxxRej2+3C8zzUajWpr0I44LAocqvVkvQkCkYUBhjEUUgBIPWFxoW7jLvdCRxWHPof/uEfUKlUUCqVUCwWxbkDQGrtULhpNBryPAabnucNBPGs1RN1zujULT6G10LXCNOtmJLE12CwTGGLgoIW1Cgc6DpLuoMZhRSKHbrOUBAEKJVKcBwHhUJBHC2cUBqNhtQe0nWk6Fqio2xYrZxxOutQuNrtoqTRaMhz4naRdfpc1DE0bMLktWuiIlQikZD3nc443gd+JliwmiISBb5oIXZ9PTwnFhJn8XB2hDMWgzAMewCucBxnCcDHHMd5ZhiG3+LvHce5HcDtAHDJJZdM6Szng0XahZzGri7nlb0el47Vcd4DzoejUkZ0CpveVNKvz3mMccew1+LmibW1N+aNneYIYP7miWiMxrhWrw3YtGMR0Q79wxjnKfbPijBuopAxi8zGt2OGeMMb3oA777wT73znO/GSl7wEx48fF/cJU4scx8H6+vpAzRwAIgxkMhkROaj+8w9bpUdFlL0E8hQ4dhpQ49KJAOBtb3sbbrjhBiwtLUkKFEUaYHPSqtfrstNIIUjvWtKlpN02DF6500mBhGlKvFY+joWo6Zpi0MuaTRQD6NChiMTHdjodVKtVJJNJ6SLGBUW/30exWJTzzefzkpqk0/Yo2AGbAli9XhfHCp/P957nSvcK6wxRBKSYNOo9HTUhUDjciyOGogwdTrshLrVs2GdMd3CLfrZ4j8rlMoIgEEdXGIbwPE8WQnw/uZiJ7ozpxQ/txhThgiAQQckWOItDGIbrjuN8DsALAXxL/fwuAHcBwFVXXbWwKQT7ZZHqCrFTzGHBdO5UKrWv47Kb46idfo7xTNsdFy5otOuUohI3VHbqsEMRSdcnitb1M4xZZdgc8cTv5mqeiBYe1hvGhDHdrIgZBwVjOu303wsswbFTq/lptaMfhq4daxizxGKNNPvkjW98I+6880584AMfwHXXXYdyuSwChU6f0TVr6IKhYJFIJNBoNJDP59Fut6W7GAc+vfMHxE8EOzGqO8owQeLpT3863vve98LzPOnWlU6nxfFEx1GxWBSnBrtO0c3R7/fleqKdFBikUmihcKBdSQy8CVPpeH/OnTuHfr8vxY1ZoFt3ddPXSQcTACwvLw8EwjoVqdPpSFoVJ5FCoTBwHQyWdZ0H1hXiQou1b5hC6DzRiS76Pux3N3YvnwnCz2OcmMMW9CS6cNA7VePU1oi6huLIZDJoNpsicjG9j58Pvn/8fVzhVe6YJRIJLC8vy2ek1WpJCuKiBU0XEo7jHAXQeSLgdwH8FIB3Tfm05o5FqitEUeWwBC7OSwclMjM9VrtRid642Ov1RV1EdF6mUilx2+60McF5ni5Tnf5rGLPEIs4R0VR/bpBFSSaT0g13kaBLiPH2uOjUWs53dLUPi0d3clJOg/3E+YYxSRZrpNkHf/3Xf433vOc9+MM//EM861nPklSqbrc7kNpVr9dFrKBrgcEY1WimAbGbEkWWpaWlbYU0o24eLoyHBYwMYOmweOYzn4l///d/3/a4z372s0in01haWkKv10Oj0UCpVMLS0tJAYV99rE6ng/X1dRGtOPjqmkDnzp2TujD6nuiCwHQGMThmwW7dKU0LQEwh4n2m04cOrFQqhVarBWBLzKAQRUeWtuTn83nphFYqleRxTBHQohJFFNZC4uSRSCSkoDbdSBTG6GSKK4K8U6HUnQLv/RQI5edumENs1I4wLba85+PuZI/qxKNbgQJb3cWq1eqAuJlMJlGtVlEsFuX8WN+JTj0+n7/LZDLiJNO759EUC2MuOAHgf3+ihkQCwP8ZhuEnp3xOc8ei1BXieH4Y18J5YRKLhmi9IY5TjBdGwdgC2Nq0GIaedxk/jAM3cSiuM6Ywod2YQRZujtBduBg3DvueswbPsNhm3pwnWgziBuwodJkJblRHY2TWZNLOIB2D7jamjjaMAQazJfaDCfDGLGOzP4B//dd/xStf+Upcc801uPHGG1GpVJDL5aS2TTKZRLPZhOd5yOfzsVZzqv8UQCg0aCGD6UmsBcPFuB7UmWLDAE2naF1xxRV46KGHtp3/Rz7yESl+XCgUBrpO0TVTKpWQSCSwvr4+0FWK6VvdbhfVahWO46BcLiORSCCfz4tIpMUgXRSa6XG0orMOTNS9wxpNFJh6vR6Wl5elWLNuR890s0wmg42NDRFL9GTAibJYLEo7dJ4rayBx8NXOLi0EAZDCyKVSSbqM0WHE94kCVxAE4jLSgbO29+/UcnOU6MfJcq8LFKbk6bpK48LF2G5zvXU3Mg13xTnhdzodWezQfUZRENi8h9VqVdIO9YTOyTjOKUcHny6OrUWi/dxP43AIw/BfAfzotM9jnlmkukKHVW+CTsRJ7tqy3hCw1VFxJzhvcVOGY6l+zbg5RNd5Y627YQ0pGF+wkyjdtDxPE4eMWWIR54hos5NRcWNcncd5RaeQjYqHuaYABh2So9BOSGYj7HZ853GHue6jRbLHFYv02ofPM4xZxGZ+AD/6o5vzzZ//+Z/D8zy0Wi0cO3YMvu+jUChIoWYq0cD21Cnf9wFsCg2+7yOVSsF1XbTbbfi+L7VtOBiy+C6L6NKdw1SbY8eOxZ7rpz/9aXieh2QyCdd1sbS0JCIK3SJs984WtblcTlraOo4jhbD5bwAoFApYWVnZtnuqRQ/dGYU/1y3hWW+G4giDYp6TLkpMJw+vXYtjnU4HjUZDHEW5XE6cKTy2diPx/eBuLCcDihCdTkfSqCh4UXzwfR+PP/44XNeF67ooFArwfX/AlsrFA7uZua4rXV70pLYfa6juRLEX2KpeL0Q0o+y6/X5fHGV72Q2JppRFF1x6wZFKpeD7PlzX3baQzeVyaDabsijRot6oelq6e1p0540FrvXjDGOR4KbEItQV2m1awV6PwYXJYdwzzvvjCneMD1qtlsxZ+rnR+TJu95zjJB2g+nHD0uYo2PP+7KVOnWEYO8M4ZTfuyHQ6vRBF47XwH90E0N2Go+PebtAi+bgiN8e9UceNiyHjxCK9IUlhn2sHbmQbxqwyMWHIcZx3A3gxgDaA/wTwP4ZhuD6p4+0VqtfApjgShiEqlcpAa/QgCOB5nogtFBq0U0ILM1yksiAxj6ML7nKH7gMf+ABe//rXx57bZz/7WSnWm8vlUCgURHAqFovilGAtA7b0ZpqW7/vI5XLi1OHjKWokk0lxDNFZxEFOp5cBkNQsXlsQBCJm8L4AW26fVqsl58V7rAtdnjlzRrqJRYNaLSBQZAjDEMViUcQcLvYZwMYFz5x4dQoSANRqNXQ6HbRaLTlWq9XC2bNn5X5XKhVJBQifaJderVZRLpelG5nu4rVTChkwfILaT+oExT8KKcMCh2HpZe12W7rs7XURwPdP187gazuOI5/7VCqFjY0NOVc+R3fWKxaL8tmieMd7u9MijveWNTf0cQAMfGct5cxYBPScM+9MukYSx5LdFnzeK3RI5vN5mcd2GsM41nGTgTvMus18dNzSixKdZsE/ejymgB+3E043LB2z7Ci5CJ8tw5gl6B7ZjdCjyzrwe8psgHnZFIgK/3SGR+sF7fcYursux89hJRoYg+51XhgmFjFrhL9PpVKo1Wqx3aANY5aYpGPoMwDuCMOw6zjOuwDcAeBNEzzenjl27BjOnj2LtbU1HDlyRBapvu+jWq3C8zx0u11sbGygUCjIAEIhiQ4c13UlGGR3kGw2i0wmgwceeAA33HBD7PFf//rX4+d+7ueQSqXEAcTaRHRMMMBjutb6+rqIQMCmQl6v1wecLuVyWY5Be3q0nhHTjyjosJUtdwsZhPq+j0ajIcE7Cy/3ej1x9mjXhr4GLvJ1al4ul5MuZ6whAwwWRGbRPQpDTIOjsJVIJOD7vqj8XFBwINbtzoGtgqZ0VK2srMjPKfSsra1JkWla8dPpNDY2NqSOFM+TwkUQBOh0OjsO+NEUNLJXpxEXBOPabDV8n/P5fGxnsb0QBIHsiADYdk463YUONgpWruuKyEWRj+IfF0jjwntMtxADAj2B81gAJIiYl+DKMAi7Pi4Ck6yRRJfNYdUtihaX5ibDTu8V5youAgEMbKhogYiMEoroVmaas+d5MvZRrKcQT0e0TqteW1sbcPeSfr9vu96GsQf4Hd+pcUccmUwGtVoNQRDIRvG8QEGLrvZJiPS69AXh+BkdO/ciCHETcxRM0+Vag+slrkX0863UgTGLTGxUCcPwH9V/HwDwP0zqWPvBcRy85z3vwSte8QpcffXVePGLX4y//Mu/lBx9pmKx05gu2sy0L4oVX//61/HTP/3TqFarscc6deoU3vrWt+LYsWPIZrM4fvw4CoWCiEdhGEoqDVO8KNJQHNIWcrplmOLENrWJRAJBEKDZbA4UWeZjeN2sP1Cr1QaKrFHQYqBeKBRE6NHHpuOm0+mIQKM7STEQZzoXsBUgsxByv98XwS3aeUx3TWNAC0CKaXPAZYoaRS66YLQVn+daKBSkSLMWf7hTwfNlKhprQ9ExFi3OyeCd7et360TZS0tm7aKJ3vO414o6lRqNhoiXwHDBahwoMPHzOcz5pN9zFnDXwiMXJnrS5ntAB9tuz5GvHU2lACDvNdHpGQexa2UYk+aw27lPknEcl3thVAfPg4bjcnRsASDj16iioxTOuRkSRQtEPE7c4/Tr6ziFGyXcCAqCAOfPn5eNGs6NtVpNCmQ7joPV1VUsLy8PCEF0LJjr0jB2h270sZvNqDAMUa/X0W63sby8LDH7flq9HxZc03Bzm7H+Qc5fO7Wj59jK+JPjoC4yvROjNmF1A5yos5PrONZE1R0lo8c2sciYNoclN/8qgL+L+4XjOLcDuB0ALrnkkkM6nUFuvfVWXH311bj66qvxiU98Ymh9n3F561vfiuuvv15SkOgk0YFWtOYORY9+vz9QgJeDhE4F47/ptqhWq7L7UK/X5eftdltEAA5WLPQ8rIMJU3YocCSTSTz88MMiinHgpbCgF/eElnltd+XuQK1Wk25fDNhLpZKkvrH9u1bW19bWUCwW5R5x9xPYHFjPnz+PIAhw9OhR+RmDc+4SAJsTQ61Wk/ucSCRw7NgxWZBwwqVYRlEik8mIi4ivz3/re0ZxL04giqudoWsijYvejY7uwMS1Rub94mKCndV0quBeFmRMV+Qkz89WHK1WC77vw/O8AaeVTifj54N2Yk7iOiVir+hUCv1/TfS94mcvujtvGLMAx85FcLlp1+tBwnH4MMQzXbdoGFyEjHJo6lpz2vmjhXHOwRx/darCsM8DU8bpvK3X65KWzu6OdFWyGyvnilwuh/Pnz6PdbqNYLMpG1U4dVA3D2A6//6NSNHVXQsZ1a2tr8DxP0u35PdSx6Cyha0sCkFqhwNam9m5fL7pe4Wa5jqW10KI30xmDl0qlgXql+0V3TCNRhxLHzihxxzexyJg2+/pWOI7z/wC4KOZXbw7D8ONPPObNALoA/ibuNcIwvAvAXQBw1VVXTa3n4g/8wA/g4YcfxpkzZ+D7Ps6fP48zZ85gdXUV6+vr8qVeWVnBlVdeiUqlIgNOoVCQ3TMutFutlixwo8XVisWitGbnwMFFOxfHrKXDAZR/OEDweQwkWfeGqWZR9wN/zmPGTUq6CwDTo5gnW6/XxdXBujustUQBjEWfc7mc2OYZ5OZyOZnI6OjRO6AcqNfX18XBw4Gego528wBbDpBisYh6vY50Oo1msynCCbuu8bzpptLvB0WrMAxFtOLOLR1IAFCv12WSoauK18PgWdd0oCimHV3Rz8Fui3tyotHuMr0DE/d+6nvLdD/C+ln8LO4ExTrtTtOTfRSmcvEYuj09nWC0FPNesvYW782wa9sLo4Q7jZ6sdV2iRXFnGPPNpGvxHDYHnULGcW9YTYko+0ml5aJg3HSETCYTW1eEc06z2ZS5JOrQ1UIRC5iyW1HUuUlHby6XkzGv1+uhWq0il8vhxIkTEmvozQF9HLpvE4kEjh49io2NDWxsbCCfz8tmySIUwzWMw4Ix9qixO9pevdFooF6vY2lpSbrrclOZrzUL4pDezNW1zuha1KINN1x1ndZoRkT0/3HjOcc2bjrGwWNwvAS2utmOqj20E1oQ0inDhLF5o9GQOqTMvBjltjSxyJg2+4oswzD8qVG/dxznlQBuBnBjGJV6Z5BSqYRisYhWq4Uf+qEfwo//+I+LKBGtH8M6P9oSqSvh5/N5ye9nShMDyMceewyVSkXSZTi4aDEnk8lI4Uc9aEXtiXSy6OceRO4/dxjHgaIKO7BR0KrX6wAgKW1hGEpHL04SrVYLruvC8zwZNOl4YlDbaDQkVUvvQvD1WQ8K2BTpSqXSwO5qt9uVekj6nClMBUGAIAhQqVQkwNd1g7S7hqKd67pyDRsbG6jX69t2IPhYunXYmY4LEU4WfGzcBKXr5VAIpKMlTpTRkzPzmvl5ArbcOVxYjlMITy9IOEENK0rKhYb+XPCx0QWErnGlXWL6PuiCqQeBFu7i6nVE4fdvHuzaxoXBJGvxHDa67th+GZXKNezxTNvSBUvHXSQMq6W2E8PEIY7xceOqji24qPB9fyB9gdfB82dqWK/Xw+rqKlKpFFZWVgZeP+qo0htIunkEa5oEQYBWq4VOpyPjOmv3GYYxGnY6HgbXCPwOr62tIZVK4fjx4/IY7fhnrNdqtSYm0OoNY10Djb9j4XpgK17l5ilrnrLOmUa/lk6tG3f8pSg0bMyOKyGgGVZ7aNzjDluXabghnEwm0Ww291QSARgtFh1mh03jwmCSXcleiM1i0/9dGIbNSR3noFlaWkKtVkO9XpeOXgC21dhpt9siJNC5wRxXds3igETXCnfa2u02jhw5gmazKYt2TgYsuhsdeACIS4SLZb4+z4uvEdeuXKvLO9lYd0Ln5NJBE7VJ6poOdD+xXk+n00Gz2UQymcTRo0fh+74UxqZ7pdFoyDVSAGHhvWi3MeK6rtRUarVasivAwJZd23ifGo2GiHPa3uv7vljq9Y5GtE4FB+Vjx47JLm2cRZWuK54jA3EdhEeL0gGb7xlzyvl62gGmi49rWz9rN/FzwJpM2jm000So0+W4wxEEAXK53ECx8Oi90EJYp9PBysrKtl0N7mYzdVC74PS18NiTmPB4H8YRiOg+MIxpc5BCyrRhh8yD+H6Pk8oVPTbHfh6fwpJ2Lw577m4cSVHohqRoz/GdmyTD4EKQzmCeO90DLCJNoabVakktvmKxKA6faIHrqFCk7wXnRs6pnDvp7i0UCiYMGcYY7FQTTjtBu90u1tfXUS6XY0s18E+1WpVxVKefxc0RuiPrboh2/NUNXeI2onVqF9NVo051bhDz8dFMh51grK03V/XrA1v3IG49FEXXKOW4GCdk6Y7NPAavNw7GzBTPfGV9iAAAIABJREFUOE4zFXe3czk3m7PZ7EAJDBOFjINkkl70/w1AFsBnnvjQPhCG4a9N8HgHguu6KJVKaDQacF1XbIDsiJXL5WThzYXl0tKS7DZy905/eRuNhiyUV1dXxaXCAZcpUxRQgMFdSC3EOI6DfD6PpaWlbefOwUcPuBQS9GDORf5ORHN6+XosTDmujZFBdDqdHnAisQZSNpuF7/vI5XKo1+vS5e348ePizmFnFF2Dgefm+z5KpZLUS9Bw0KSDiSIJC353u13U63Xk83lJQ6PI1Wg0pHZD1AlEEVDv0lBsYOFvupKYcgVsWfUZ0Ot7GE01Y30o1nWggKJFL4o3ur4E0wb4vvPcisXiwGcjKkTpzxnPjS4wXaxaQweUbndMcY7WZ14PAwC6q8rlsgQMevdrUmJQHHzPhhV0nQWLtmEA23eT5xmOPwexy82xeFxRiAuF6LG1e4bjAYBtG0LjOpJGQUFIC/ujagTpOSO6O89/s1MYnZps6sBzjWt1H9dlh/MM55zo9dM1VCqVZKNmVGquYVzoaMf3MCh0cPO3UqmMHOt1GQrG1RQqovV9duuGjDt/MiqFiWsGZgjoQsuEGQGE48y44jJjTS1I6WvWNTR3S1yjEy0I8brGiVGDIBjYMKfgl8vlBgSi3YrqWoSKq11qGPtlkl3JLp/Ua08S1gTSjpKjR49KQNRut7G+vi7uFO3y0bWBmPrEQYT20XPnzsFxHGkJy8EC2GqBzrxUwsFD2xLj4IJc7wiyG5feCWRRaWBQDNDHAiDpUhpep9551AIFj8HjA9snEp5DJpORSSMMQ6ytraFSqSCRSEgnsI2NDRlE6TQ6duwYKpUKgK00tXa7Hbvbqu8pB2Q6wfgcdgpgbQftEqNtnhMBr5PuI20r1R1wODlF61fQGRMnRPA+cueoVCoN3P9utyvpA1HBCdhyJnEB0Ol0UCwW5fXj8pSjtadYh4eTLAuQMuinw0ano9G9RDGp0Wggl8ttc0QxLbBQKCCXy0mNKt7raS54oy2h+f9FStsx5hc68RalnkvcgmEvcGd6nE0Kzlt6/hsGv/8cC5mipR1G+4UOWKYYD3tvOR9QdNdpaBTYOOeykUWxWMTy8jKArZRd1i/i/dKdODV6nvB9X2r78Zx53hsbGzJ3rq+vy5xsdS8MYwsdXw3baGLMce7cOWQymdiN3ygUexgrc1zSIq3eiNQC8E6NC3TsNs7jdbdejq2sMxp93f2MD9F29DpWPYj5hGsFzit6bQbsfB9IXFMX/TzeJ7o8dyOMabiG3Kkjm2HshsWoXnnAlEolVKtVtFotHDlyBOfPn5fuWWz96jgOqtUqPM9Ds9kUB452x3AxzAFLtyxkAV9djIzBXSKRGJgYonm8cWi3EdG7ffr16WahUs9OYDyW7r7F145aKDXaUTOuAq6DWQa3xWJRCn+nUil873vfQzabFXHj+PHjcm5MNWOx6LjJhgE97fQcODOZjOQ8U7xjip+2wHJwj6ZvdbtdVKtVmZB0JzdOJnRucedVd3Tje8PXajab4h7j86Ith3m/KCryvarVauIO0gE8xTj9XvA90m4h7XrSu8cU0bSbhp3IeL+YEsY0wF6vh/Pnz8viJbpDxVQJOpGmLQbFod+XcVx1hnEYHJSQMgsclPOJ4944C4241LHdoAXzg+pmw3G02WyOTCHj2M8NED03+L4vcQQfE7dD73mepEhz/GcnyKjbJ7pbzjocemGpmzJwDnnkkUekq+dBCmiGMa9QYGF8GeeqY5zKWqZ0Fg2r4cjvIevrcDMrKsJw3TDM6a1fkw58xtfjOgB1nTZ9nGHdbvez0aY3UnWsetDzIucTjpf8M66gxXs4bB3EOJ6xPjMXdlNLk7F4Op2Wz5dulGLddI39YJ+cGLiIX1lZwblz53Dq1Clpi87dOAZhjuOgXq+j3++jVCpJmozv+2g0Gsjn8wOtGRkAUjCgMyi660n1fTdquFa4+Rpx6TlR0aHVaomzSO8kMoiMFqiMogWIaPcUfRxge6cBPoeDKd03vV4PKysr4npxXRftdhvNZlPO33XdAYGLDi/+jAEzXVYcRHXXq+h5sJ5RGG52WqM7Rk+U5XJ5wKobnTB028xOpyODNXcH9M4R0xN7vZ6k08WJeZlMRjrdsUOarnPBa6TrJa6bl35foh1v9CTLFAdO9NxBdhwH5XJZXGm8f6xlQXGP948uB6aj5fP5gR2XaApD3LlNCzqhHMeZWRHLuDA4yFo804aLj4MI5hkQ78Sw1LFxnxeXfrVTYdNxX1+nfsfBsZcpYsCW86DRaCAIAriui36/P9AoAdia21lTTjdg4LzFBcawhSgdtJlMZsBBzEUn5y4AqFQqaLVaIqiP48wyjEUm6gSMc+Czoy672wKDJRCi8TLjfG6yLS0tSXkE/bp6UzoKxzRdvFrH8eOIIDptLDruHGQ3WWDLUcV4bKc1yX6OA2y557nhSXhfR13bKPdntCOZ3oDeqcGJdnExU0Kfh954jq7DZiGmNuYHE4ZGkEqlcPHFF+Ps2bMol8soFApotVriLCmXy/I4XSiYC2AAYhfs9/vY2NiQAsvlcnnA4RGl19tsEU+RJtqqNk7YiNrCozVruFgnVK2z2axYUTn4RDsRcHdxmDMn6q6gOBNNK4v+nz8Lw1CcV6lUSoplcneA4lsymZS28tw90YXsstksNjY2xMlC1wqviW6hZrM5UCCctZu4k0o3TDKZlDRATk4Up3SROr1AiHbx8jxP3kMKVvyMcMeFFtuNjQ15Xf36GxsbMjHS7cSJnClwPB6AbeJStD4FP2MUfCgoUUzj5w/YdA8x9YtuKDqt+J6wSDjfTxaD5TkfO3Zs7HSPUcUCmf436XQFfk6j99EEIuOwGVcAmQcOMoVsnGCX88luBAqdEhw3zuh5lguJ3dr4OeeFYSjiik755mMo/HDeYJFqbhJ4nifuTf18OpJ12nfUtcBz9zxP3MxMqY66huIK4HK+5O8YA+RyOayuriKXy6FYLC7MZ9cwdkPUARKNG4IgQK1Wk41mOvN0zLe0tLTtedFaovybG4XRjUxN1P3PmD762GjZgWjJg2jaWPS644SRvTZOoCOJ1z0pQYgxNf/WolCr1ZK1Es8p7vrHcf3oNRjrgA67Z3rTVr+nO91L7aSNxtTjpsMZFy4mDA2BA2w2m8XS0pLUGFpeXkYQBCiVSuKEYE2Zfr8vReDW19clCGblfs/zpDYRC8zx9zymLsarBxg9mFAUieYr63oIwKAlfFwrJAeUuEEnmv7Fc97LYM/UNxZ85n0sFosidDAdSRfOa7fbItRwcOP7wOssl8twXVfs9RzcudNL8Y6BMAN0WlWZnsaJmkXi8vm87N7z/moxSL9HWkSg0MSf6/ecncIASOc6LajogJ/Xw2LQFM10PSA9ceg0uOj7SAFQu3s4SdFCS7GQtZ3ooOGOP+sZ6dQ7XXOJYt+RI0fGnojiAhpdB2s/hQV3Q/T7F11M2WLHOAwWqQvZsPSC3TJOKhoXL7stuLrb3WhdrHo3YwMXZxTlOdfo57ImEBsOsIEFx0jdNQzYqgdEpyrFG2BrB5nO0qi4FQQBPM+TlvSc8ziPxnXQ0ZsiTNNjGvHx48fRaDTw+OOPS1MILqSsBpGx6FA4iQq9wOZ3sVaryXdOiyx08WnHuhYMGM/qcYLHYcwa10BDizzjbG5Fx2mKFxwX6KyPstMYv5uxmOI2xZpJxFx645Rim94c5zhJ8Z3vVTablRqZPC/G8jtdI2NoLdxEr5sbsHFz0W4LTkdj6nELiRsXLiYMDYF1RoBNIYZOilqtJk4WACJorK+vDxSrZK4wlffV1VVZ2GsbIAWeRCIhLhYtHvCLG5czqgcH/WVn5XwtKnCgiw5CJG4wiw4acQM+g1UAAwIGCYJgoFYRO2bxPrE+DTtvceFfr9fFCs/3wnEc2V3NZrOi4vf7fUlx6vf70kaX18XBWgtBdP3EpfBRGGFqGScLXVMoavvU3SB4vc1mU8Qk7uZwkq/VanIcCousIcEJkfUi2N6Tx4l7r6KtivnZ0/eeBby5I0xnkOM4cn8pYoZhKF3cdLoaF1us1USRie+rDk4ymQwKhYLct93squtdDh7rsBj2HQG2ao2YQGRMmkVKIdMFWPfDOKloe0kd02P0Xu63Lla9k4tId3HU50hxPZ1OSx1ANhSgqMPxXbtE9fPplNUpyQCkq2S73Uar1RLBiO8L6ycCEIFHN8EYtlmkzzlafymXy8F1XdTr9YECuPqejFvLxDDmhbixjnEyawmxjTvTlXQKkK7D4/v+gCg7rMsXSw2wNbx2/B/Ed4wxEdNVdddGHoMx87BN5d2IGVw36LbsB4kWhCjojDp/YMspSkGIMb92NI0z56TT6YH6UNH1xU4bE9w43iv6+rQzbC8d0ozFxIShGGjr1LuAdFBQ6WdqEJVkPr7ZbEqKGAuysWA1OzWlUin4vi8dsrgLQOeFTvvhAKxr2XCQ5kBCN8so4WgvxHWx0nZ1pgzFtXLvdDrwfV8mDA6gDCR7vZ7Uo+EgSwHN933pFsYdS54PB2EKRxSK9A4Nu3lRZKHAFoah2PK1iMPr0UX0RqXpsR09U9UAiNjFoJyP10KN4zhYX1+XotlLS0uyU8yFAHcncrmcpC3Gvbf6/tNVwGCfMFjn56dYLEqnNX6uGEBwUjh//rxM4ktLS7JAoLDG+613NXgfs9ksCoXCtnund1R2ElSidZWmQdzuuIYTt3ZH2eLGOGgWJYWM49RBdFTbKRVtt6lj2il6EPdaB/UcX+N2bPVmBeECod1uo1qtolQqDRQ+1YIQOz/q6+QCh/FIXEouYwqmCXNuiqaNc8OGDuhms4mNjQ0RnHQai05f1vUy6B4qFAriDtZ1kHgP9pLuZxizCOtlRms4RjvWcuOXn33GVIyFdTYBf85YNgpj60wmI+mcTO8/iOthPKi/n9H/s9yD7pIbfZ1xxleuoVje4qDRMSgAcUXuZjOAghA3QbPZLBqNxq7vd7/fl/UiS07sBGP9UeUWdoP+PGmxj2tQ48LE3vkhsAUgB1wGOUyvOX/+PFqtFlZWVqRwGwdyDm50fvR6PRw/flxEIAZPtILTdaFptVqilutUJ53Tr23iQRAMDHhRhn3Rh/2cO7N6oNA/5/nSmcIJRA9YFBR47rw/pVJJrov3yvd9ZLNZHDt2TK6v0WhgbW1NAmsKJQxKOdGwg1un0xGHUbSmTjQ45++1QKILfPL14mol0eGkc3/pomFgz8lUdwJjbSHuzrI2E+seMVCmAKa7oOk6D3yf6ZbSNXcoZvL9oXilC2HrSTCdTsvuDOtZMGCp1Wqyo6VbJnPRwXPKZDIyqenPBtG7V7wXWujUPx9W1+OwGSdQ4PvO99w6QRgHxSKlkA2rn7BbmB4Vh06VGjfI57w1qRQFYGuMpvMmmUwO1L+LzpftdhsPP/wwnvSkJ0mNi3q9jkqlMlDjgxsu0eNRyN/ps8PPF+ccXUQ2Lo7Q7mY2P6CTmfOYdj1wLMxmszK39vt9VKtV5PN5KZjNHfNx0zAMY5aJ67rFTq6MYfndZKpoOp2WGJ5xlHYesnMtY1g66/kY/k7XLD2IGGo3abUsg6BraTIW0s13hqHXDtEi+vtFO9p1qYz9CNHaQc+ukjqdb9Q8RXcqRfN2uz2WKKQdYJNgWPFqE4kuPOzdHoHruqhWqwCAYrGIer0unT3oqHj88cdx9OhRNJvNAWdIPp+XCYEiEIMfPoaFqbkTqDsQ0BpKe7c+Jy0OAYPF54CtgYMCCYPTqMocFXmihaEZOLIwpT4er4FBL4M63fa+VCrJRFEsFmXyq9fr4jbJZDIoFosSBLMGEF+DgSXr6qysrEgrdQbZjUZjwIUUN3DyPHmtdBBx0tJih57I9bXydXQKm540OehzgubuhHbX8LyjOyv8fNCtpncQ6Prh4oLvPe9Ps9nclnalc6KZo61z0fl8nbvN947vi3Z46UJ8+j2Lfp7iOo1RXIqiA5+o22la7GVBrt1hOwUGhrETXFgvwiJ5J/fduOhxO+4YwPipY3oX/KBFIb3xo8c8nlu1WhV3jB7HKVL5vo/Tp0/LXNHpdFCpVGSe5vzDZgAARJTWbh22MiY6RtDzGV29LCStBe6oM5j3njEQ/7iui06nI2M407HX19el8QLnj1wuh3q9jmazieXlZRGcut2udHGdhY0Bw9gt3OQjjCVZWqLRaCCZTMJ1XfkOs34YYy060blxpjdgGVcy5uU6JJvNitgxKg1+XDgWjZtWyzia4w2FLh03DhtneSzG2wchQOg4VDv59YbxQaE3mBkHRlvP6wLSOiWXbvtx58c40XFS6OLV0bXjomxYGcMxYSgGDoYMdnzfF7cHc/Q9z0Ov18PJkyextraGRqMhrcT5HAZ1HCRY+Z6Ker1el85mdLrotBs6WPTgzNdoNptyriwAHQ2a6Vai2EAxhEEnB/RhbRK5Q8uaRdxB4CCnnRJMr9P1ZRjEhmEokyIHf+4K0DXERTXrKgAQKzvr3vR6vQEhKJvNisOFltA4OEEDWwsLurw8zxs50FHM0l0JOMFQhNKTIO+VTvdLJjc7m0WPo+vo6FpGvV4PnudJCiIASRWjaMRUANpueT+5+6pdRpx46ULiZ0xP/NFFAAtm12o1FAqFgXpHeuKPEtfxgE4u7ubra+Lnd5xuDofFXhfk/I6ZQDQ+juM8CcBfA7gIQB/AXWEYvne6ZzVdDjMAnCTR7jn7Ydg92W0aEsesSdxfzmPDXptuS87VbLzADQjt/qSw43netvpFrE3C+YOFUHXKMQVuzrGcU/Viha7kXq+HjY0NAJAun+fOnZNUNcYXHKd1wwkueji/cEFRLBbh+76InHwO559ms4nHHnsMKysrUm+RG2U6nd4wgNmfJyjKMnagAzsMQxQKBYl5WOdLu2sYU/H7xVIK3NTTTV+i3+t0Oi0bhmSv8dReBfM4RyjHAYokcbU8tWtcp6fuhWgsSkFKzwuTEDR0ijTjZpbF4JqHoh7R7nktwIwiei2HiT5HvWYBrMPZomIz7xDoIGEXMXb8aDQasvhnTaB0Oo0nPelJqFar6PV6OHv2LBKJhOz08YvDwYEDJjsS0LHCyQTY6vYVHaDjxIVWqyU1ajjg8jV5rtF0NYo4OwVguuaL53mS9kWxiUEqC18yjYrPo52ctRH4hyIP3SwAxF6+srIiAoLv+7LQdl1XBBBOkCySzCLHHLSi9lUGuaybtLy8LNend0n5/GhhvUKhIPeaNYC63a4IRjwXLXC5rhtrEeV7EbXpcueYOwlMT6OwVqvVAGwOxrqNKRcMuqYS7wGvjcE3B3imvcU9X3/2CoWCLPA6nY7saOnPjXae6c+Ldq4xdTCuHg8Xj9Oc/ICDczdwITcsKDIG6AJ4QxiGX3ccpwjga47jfCYMw3+b9olNg526uswLB11XKHpP9pI6RvF+EmMMN0tGLago9nDc5ZyjU0JKpZK4belC1ufP50fTsBiLEDo+Ob9y00Rv1nATJxoDUGTSNY90+nI0DZjzGGMjXWuIGxdaKKeDNJ1O4/z583BdF+VyeWA3nZtNB/H5MRaCmZ4n+H2iQKprbOl4lcIr4x3GgRwHGAM3m00pZ6E31Pj9ZfkBfXzG28M2ekex226MZKf5qt/vyyY6z4vnyXh5LyJ9tDyBrsmq7+skBeaoQ4zvUb1eF1Gf643o+EqH+bhz16zUG4zG77rxkMW5i8P8R6AHDAcb3RKXC+G1tTWxCuZyOUn34o6l53lSFDKd3uxgRlGBi15d4Fh3jOKCXgeLQRCIE0kP9touSgGIX1ZOOrpejf4yc7DUtWvi0n94HB6LLpR8Pg/P88QFwvoCtIlTBAK2dgF4fayDxMCSFnQGtZycdAoe27dHuxNosSKbzaJWq0m3LQoN+j5RiGLHFT1RAZsOIl3AOioQ6IAcgNRZ0PV7WCgwrli0Vtr1jgx3aXgudFSxeDffM9d1kc/n5fNGkYbPYdFrvic8vhamtBjE+lnc1YgKR/z88d4xdSFa1JD3OLow4WeGv99JcOH7P01hKOrO2y+8H0wTtIlzO2EY/heA/3ri3zXHcf4dwCkAMxHwHyZaMJh3dioSPS5xriOKz7sRDfQGzEEzjvjL6+AcRPcpF41MLaGYxjGXTimKQhyD+XoUh6LjK12u3K3mPePrc+MruuNLIYjpKWyOAGylPnDOpbBEmDZGpwTniscff1xq8unU5XQ6jSNHjqBareKxxx7DsWPHZB6g65iLL9uVvrCZl3mCgk4+n0e9XpeapGw4wjUF3eC9Xk866Oo4kGKKducxHqRgy4LH0c5Sw+L5OHabNqaJppANg2IysJUmvVtnUjSzITrmcaNAX8MkU544Duvz4pjFNSLHbL3uo2OSn4dRdfP0sWZ1s0jfY+twtjjM5qdtiujOHlyAM42JogU7L9H2uby8LOldjuPgyJEjIh6tr6+jWq1KEMsveBAE27qKEAoIHKwZTOritjsN4kwFirs+iiJ0uTCoZcCpBRWtbLdaLWxsbIiFlTsWuo4SsFW/R7emZ360LpitJ4lWqyXpVvraqP4zYNWuKwbXtOtS9OI58Xq1jb7RaMjztE2XBcb1czW6VpDe/aSIxB2K6GJFO7W0/V/vFjC4pmOMdnoGDLwPDO6bzaakwfV6PdRqNZkoKaTpzjIM1Pl+cMGQy+UGippqYUS7fhisx9W3iqInyujCYSe48JlGDvMkJ19eDwWiWdj5mUUcx7kUwI8C+PJ0z2Q6LMpnQ2+q7JfoTuleOlhx/jjoe8v5YJxFFWv50InJxzebTXkNbihw15lpznTdOI4zkK4FbNWZ0zu3FHbK5bKM9RyXtcsgLuUkkdjscMo5gx2U9HNYq48xBp2tfD0eg3EG69ExLtDCUrvdRrlchu/7eOSRR1CpVOB5nriF6LrYb6qJsTjM4jwR3YTV4iq7ddVqNSwvL4sYwNgqunlL4uodMo6u1+sDawI61YHRRfrJQdRZ26mpgC4RwTFSCzij6iHpkhvAdqdK9Dp07L+b62EJj93EnNEaQnHH005QbrxGS0PwOkfBzfno2MeN/VkSjKIb9/w86nWrMR/YuxWB9kb+m2lkzBstFouSPtTtdmXxvra2Ji0WdZ5ppVJBs9lErVaTlBraurnbFw0qucMAbA46LPao8/kZZA3rKDZMsWUtG6LTr1iDhv/nsZhOVy6XxUXC89eTmxZjOJBz4qBwogsO65QlLXjoFCUtWAGbncr0QMmglAKILuANbKVdaQWfgy0FIS2M8Nz1/znIBUEgaW4c2Ie1X+fPGQBoxxAnySAIZBeI77P+LNC1Q5cVU/aAzYUGxcdKpSILD95DdnlrNpsyIdFRtby8PFD/RotAwybIuKBcT958jbjd63HhtVMwPEziJt+DRgcvxiCO4xQA3A3gN8MwrMb8/nYAtwPAJZdccshnN3lmeVdwN3D8PYhr0QujvaSOEQoRB0nU/bLT8em2KZfL8m8uzNrtNgqFgtyzbrcrDhvuNIdhiGq1KvMJNwlYo1CfE10KwGZNEzbNGHfBxDmXLt/oPfc8TwQgzgHcOAmCAOVyWeYXxjwslkuxi3MS3xfGGOfPn0ej0cDRo0dNHDK2MYvzBGMf3/dlY45ucn7P+/0+lpaW5HvF54wqyqw3Ehm/0Q0UdbDze0ThaGNjQ74rjNH5Hd5r2phmp/mK6ad6LOL4pNcEOr1XryF4jcPGegrd+3EI6fu6EzrDQDeGGQXvMcdxrm3oiNTXPexeDnPeaifnLKLXF9zU53tlxatnn/mPRA8YXQiOLhnu2ukduLW1NRw/flwK9NLBAWwJO3SG5PN5FItFUY993xexiUEVn8dgiSKBFm70wl13uaI6TWgv1XBy4mCsU5c4AXFxTIcUBSwWfGZ7TX7BdVcUuoi4+OWERSGJgyAFM10omk4VCjhxubf5fH5gYqtWq+IG4vPz+fzA/aGQpndk495v7aziQM1JSt8TXjvfN33NwNZkpXfMmV/MnHJ2oOCx9IKA56MHUaY/sJYSP5u65T2dSrzec+fOIQxDaTdfKpWkFtZuXTyEbjn9f+Dgi7jutXDifjisRTl3941BHMdJYzPY/5v/n713j5E0Pcu7r+ru6u46dnVPT8/OzJ7YRWKDPkNCFhvkg5zEIUFxkCJHiAU5RCTiHzuJBDaxIPGXCByC7Cx/BIdkoxgHbEMMcWz48hmJLwlZexOCDwETZBNvzHqPc+ruOh+6u7q+P5rfU9f7zFs9VdXVM9OzdUujmemueg/P+z73c9/Xfd3XMxgMPpH2mcFg8JSkpyTp8ccfP/nWK3eRkSjcC0nvrFhPMHdZ4xxEmMRiHYhZGOv4uD6DWAARWtrKYaw64O/aGPj9wWCgWq0WABo0eijIjGrNYD1gx1NfV6Sh9ltaYuJMWJK3tPuNE0xaaHiXaRnP5XJBKw92rhdzSCK2trbUaDT09a9/XVtbWyEei3WK5vbqs7t1nSC+RAPSW4zYaY/CneswHufPYOK5SLxLQOAbnVUTs7x9XqL9Scx6kuR8VAtZXPzkWqQh09N9CNeLHEUsFzHq3PE9T9MGR7H3OIAHMIhWZm8Bm8TwsdJwB17AIsDDUee/F2ICxk4aMlqxaZ7d3E7f5sCQGawcD7iy2WwAcXAQh4eHKpfL2t3dDQyUtbW1BJ2bY7FzFYix7wwFKLO2tpYQTKPKEJvTPx2NJXDDHJiA9cJCweIC4uzAk4MH7vzi6gSLXhxws2i5AHLMUJIUgkLMq44+xk5XdwMYYbEBdHFGEqLX8bljJ8yzdnCOseI+vG8Wir1rSvR6vUTw7Cwkdqfj+74FPd9HKwjjHUC4kB3Bzp07F4AzQJqDg4PQjsB7tb6+nqgkM8beRngcQOSgGNdDgI/w4WkabYm3q7JwO5Ly00hQ7wXLHEUF/0bSlweDwZN3+nruhN0rLWRprQ/TGIkHGjMy3BlMAAAgAElEQVTTtjvgQ2YVeBLUTsJaYr3wdmPui8JBqVRKXLNvGEHbSD6f187Oji5cuBB0gmCI0qoQ37s0bAVvt9uJ80hDP+8bBrj5xgokMh4HpfloX6+ko5iKHTQRteb5OiAFOESCuLW1pevXryuXy4V2Z9dKuhfYdXMb3+72dYLWT95hF393cAE2NPFGGihAjE6sBpBA3OaAAXEynQ0YGptepKV9M07OJ231iVvIHBBi3uMnKZQ6+8nP6yAVrP60na78u+Q10/p2QKE0gIc8jJgw3hzGn924xljg71gnl5aWQj446jrvhbjALS4k+Noz1+C8e2y+upp59Q1AAHSaHmGYPLlcTtVqNWivoAPAxIeiCNMCxwsY1O12ww4EOIBxK2GxIr+khHh1r9cLrJdMJhMqld62tLi4GGjtgFuAUd4fKg0XKtc34vwOhsVMGb4T35czfThevGhQNYVKnvas0FYAhYed49VYAnNpKPoM5Z1WLXZ48Oo0DoxFnZ+7ICeAEbt3MR5oGklDMXCMlgAWGa7J2+B4HmhZdToddbvdwBhifKhCAS7m8/mRbJu4TYxAg/fbgcTjHLQ/29My37HjtBcK3tnTtFEto3OTJL1e0tsl/UEmk/m9P/nZjw8Gg//3Dl7TbbO7TSdgWpulrhDJwUmEh1n7ZuU/SNImYS2xvlAgosrO+gxz1lst8EWMATtu1ut1nT9/XrVaTeVyOaxH6L7hk1lH8eF8rlgs3rTLl6/naQkPyZG3B9MGAZs6bZyIaTg+56TIxvpK272vPbChOp2Otra2VK1W9bWvfU2PPPJIYBx7W/jcXjV2V68TMAIpqBGXwuRmLsH+Oa4wR6HQ2enScHMCZ6AAHK+uroY4lxjOgZR496yYWUhRFpmKUTGRs6vTAKH4sy6aH8egsXFcroU42O+Dz027zlBs9nv0NrFRekPkN9P4f4A42uoQ/ie/objra8G90lp+K/Ox9k4Wnx+e73oBgzVmvg7M3u79N29Mc+fjzBdJKpVKqtVqyufzoefzxRdfVKFQCNvLkmSzy1Ps0OKXF2o0gZczcia5XmmoZ0MFsFQqBUDFJ1KhUEiwmTgGW93jiKne4YBZZPjjuxj4DiNuBIf7+/thy3nOTbXTbXl5OZXWiXONF1HfAcDHgICVijPnAlzpdDqhNcwBEGfSOO0RB97r9YLWU71eV6lUCotxu91OtNMVCoVw/7SPgYzv7+8HFhk/pwLj1RzfbYIAGkCLa9za2grj2O/3U8cpfh6xQfHnd7dKpnK5XEhWTtMAWE+79ep2VJ8nDSheTTYYDD4r6VWJmOFrz3oAOEtdIdawk8yZWYtNswZMejxAIcAbChkuWh3vrEO7AmygUqmU2Ha+WCwGwVRvbY4LFdLNOkgA7nHSx/oe+31fg1zTj5/RokYRjUCdYkpawE48wcYdi4uL6na7IQZiTGBJnD9/XoVCQV/5yld06dIlra+vJ4p286Tg1WF38zrh88N3VgWAgC1I8n9cwcs7FdIKqvgij58RNvbWLOJLNmU5zmJmDAz6uFDoucEoQIhiLHF+rJs5jrnmqANE08ogYB7Pcw8c91a+3WPRuJ3tOANEx5fir5DUINYHPHN9t3vdtzkZIf65F/TjtkhJCSmUuc3eznZEOiNjogN2xCJj+/v7yuVyoaWs0WioUqkk6IGwYLzFiwrZqD5WAkUABbdRiXzMzJEU9Ho4FgEhFUMs1gqIVfWhnkpHIs9sG09QjHB2GvU0Zhy5wF7cWsb/WeDSEgpHiZ2CG4+To/2MGeMOa4rzxhpDgDIsxnH1tlarBfAH2in6S4hRQ4+HVQR1Hi0q7i+XywXxULR/0E7g/kDM2a3u4OAgHCubzapUKo10hLCYeH/TQMZR33UwKGZupS3Gp9nq5Yyt0wZTeO6nabNqr5nbvWejhCXPms2qFY7KtWvuTGoA65PqQIw6lrNvJjGA+nj3IV+r/BrZ8t61AIvFYhBxhXlAEgOAxJpI0obPTKvQw1YalyHpreisA1wbiZuvV7wDtHTTLsdx+F2n0wn3AKMZwAzASFJokcvlcvrGb/xGXbt2TbVaTZcuXQrM4NutRze3ucUGm08atkS2Wq2EjubBwUEoLMbvK+89ouzEk7HWJBo9aH16jJnNDncL7PV6yufzAYSalBEd+17YT3Q+eBzu8TfXORgMVC6XJzpnfD5p2AbrOp0nMfwKxxmlkRQDPuRNHheP08aG1AWxuHdh4L+8+4D3o9ls3tT2e9bMW8TSxom8cpzYmCIAxyLHmfv907M5MKThBIY5gdg0AQsgS7FY1PXr11UqlUJg02w2Va/Xtb6+HgAgZxCR1AMUuYNzIAWaN5Mpdr5OpfP+5MFgEByetxlRrRg1ebgOABR37tlsNrSZpRkgBgAUFQIXn/ZzH0f9ZFF0UU6C0DSwDPq6i1sCBDF2fAYWzqjzUg0B7IHCy/WwM0yz2UxUaTKZTFi8AZtgIgGaoQeEjlO9Xg+tYdzXwsJCQhSQoBvxTrQWjluAeAccWMrlclODEaNazvgdz9KrHye1uJJzuxgUs2QVjDq+lL6j29xe3XY7Whhvh80S+ES/7CTzf1YsQ9bwaf0DrFXYo8QWDuA4GM/fADcwZlgbAGBYC4gXfG2hjRygPx5HWK21Wi21sNNqtVLX3IWFBe3s7IREFyCK3wNQOWsWFsWotmba8ff29tRutwO7F/YDrYC7u7uqVCrKZDJhp7JXXnlFa2trYeOGuEVubnO7nUaS6/MAEDWfz2t3dzfsViYl2f7OHmRnY2fceaHSi6P4Emk4H7vdbmDqsLY4g2lag9W3urqq5eXlwJDndwDczP9pQXlP/r1rgfsnpxk3nqKAC1vLuxt8d2XOmcZ65ZmlsbdudS/kV/h6Ok7SuiXIPyaRFLkTFhf9R4E+s9T287Y/CBjMgbt5rM6yzYEhDSu3g8HRTgG1Wk3r6+thEgMaIQJJXygTAHq3NBRq5njsZLa4uBhEgkmEy+VycHKZTCZoyDj7hiCPZJzrIegapXvAcXB2Tg91p7a6unosgBKPE+g2ixfMjniLeTevOGLOiOKe2I7T27Bc/Fka7vjglUuuwe8BwCTe5pZFwkEeFgkXu2bnOKo0gIGg1d6+JylQdvlevV4PAtiLi4u6cOFCqDrEgUG1Wg3V0VGsIAdP3Cn7Lmq0qM3SeK6AToBkaTu8TWoOeN5u9P92LCoIyc5tbm6AA2e94jVrXaFJRVBjA6Q66fXELViTmrcHUzDhmFK6ACd6QiRftGTArnX2gaTAEFhZWVG5XA6FGtZ3/zzXQ5WaNT+2mH3DOry3txeAJ2IJjsM66KxjGGSss/E4AuZQPCIRJImFpbu/v6+1tbXAtKWwxs5lV69e1dbWVtDom1aPam5zm9Z8UwnkBni3yRMoGMa7YAHu5HK5kA/Axo7fZdovyStIjGHf4WdoK52FEYP7hjJ0UWDE2DDI49+PY1585+94HeD/LnvBd7EYRCMvyGQyoVA7TTvwpLEuzwLWZ2zemYEBgjUajTvCFvJ8zOVHpCT4k1awv11GvkAXz7zgenr2qgeGSP4BUAB/nIoN88cpnoM/EREulUrh+71eT+12Ozg41xHwPsmYJkpQJB21cAEo8FkmBN93BNV7kXHknBsQgZYonKRv/T7KcLg4WYAlzgey7cAWf6e1h6E1xOfopY0/ywIaPx9nYbHriYNRLoRJhdWPC/AmKYyDO7hms5lgwVy+fDlcC4LVtVotjOlgMND6+rparVbQlqIKWiwWw8LN+Pn1URGlCnz58uXE82C8/dpjFJ7AOa0NbhbmWh/e+geTbJyWs1Hm1aY7ucicZmL+ahEPnNvkdi+0kM1SV4j1b9KEws0TsJPYpFvRxwaDl/WFdm6SATZKABCHWYOGIaAQ+jtUmt0oYPh6QBsKxa1erxcq991uV4VC4didkKThrqKsb75GAhBxfMx31nE9DWnIXPZ1ifWeBJaWagJ919gj4S2VSgFM7fV62tvbCz97+eWXtba2pkqlMgeH5nbbjc4CWsfa7XYoJkoKcwk5Csw1LV1bBqY4XQxpxSvaSJeXl7W9vR1kLdLee8CcUXINaceH5e7XNAocoUCM8Dbfx45rF3JAiM+SS8X5kYttS8PNBeJNY6RkpwBrLWDNJDZtm6rrRMVGl0nacTudTigwz6rIEVsMGvrx72bJA2fwHsdWmtts7FWduRBgAXK0223l8/mwc8DKyora7XbQkfEdAmj7grnC1q6+wwaBbiw8Jt1MwQdZhjLpTCAcNEZwhLNk8XEhaw/OKpVKABG4Fsx7hF0gGmcNILCysjI2ck4lI+499q1pfaeFeJvN1dXVhJAywSjtfLE5vRYj8ASQQrgTUG1/fz/sDtPr9VQul0O1h0UWwWoWyVKpFDQf2u22Op2OcrlcYmyoFNRqtTB+LqRHJalYLCa283Rnl1ZlxXyRjLcGPYlRMWCBJSAYRW0dp+XMzVlmp7HgTWL+fp+GMR/nNNe5xXav0J9npSskKfjRaS0unExjHgucxDfRVs227BQoaDX24pB0NI7ValWVSkWLi4uheDHqOkimiA1YJ1m3YKVmMpnQWpLP52/p75wd5J/Hl/G842oy1f00nwpYRdEibqXx3YGIrQDlnIm0uLgYxEhhRzWbTS0uLmpjY0OdTkcvvviiLl26NLUm1NzmNo15zAk7nbWfeNvlIfgOQCpxPu1nmAvVE2c5yMP8YKfCtbW1mzRFOWda2xNxJLGex36+EcxxWpKA6C52H/stL3r7eHH/5C3eCSAN42j8Slw0WF5eThSbfSMazMFml4IYxzjvpGuBa7il+SDum3H1llx/d1zg+zht0DT2UWwOmt3p2Hsai9u674XC2t1ur2pgqN1uh0kIJdP7/2NQCCTb0WCcI8wgnLCj7mjgjNo1am9vLzBOnHkBsuwTGcfBFuveayylJ+XSkIoKIMX3/NgwaY5D+bFYHNvFxjhf3GvMBI934oGh5e1zlUolUZmk6unX69o8HN+F3mgHIEhHQ4j75rlVKhVJCmKaHCeTyQS6/MHBQaDu007IeBE49/t9bW9vJ9rh0ItAH4GFnarAuKwZFvJRbQjTGIGHt3HAbpvU/DseCLC4jdKbuBN22js+zBeuuY2ye0E00dsnTmroCk2byON7T9KyyTpy0rbPfr8f7gdj7Sepo22En+/u7urChQsByKGwg3mLlreDYSsrKwmNIc6JVh3U+zSL27k91nBGKL7bW5fTtDjSkpR8Pp9gZRNbUXzjnpxtQJJ3cHCgGzduaG1tLRGTUVVn/SLWeP7557W5uSkpyaqe29xOw9rtdmD3SMkCLj6JmJNY2IuA0nCXv7SYizjdQV/X8wQcAfzgWsaJ3bl2YtC0IuCoApfrIjl7fJTuDj4BsMXzhjRNOeQW0mJGBzmIV7247eOPv5q0cAqgH8fZFJjjayae5D1wEoDnRa511Gw2ExIcvV5PxWIxMYb4cXxkGvA+6t68gOwMtrNmMSgEsDa307Wz+bbMwOi7Rx8I9Xhavur1uvr9fmgLIvFPm4R7e3tBSNF74WHCxHoDfn5p9Fbtkm6ilDoNPE27h5+7oKU7CEQmcUppIJC3RsUGiu76P7QUpH3emSI4evqouRcX3HQNHcYHx+j3znkJRlkYAcC4bxhYgDx8nkWKe8WBo1dAoJvNZsOuK3FrGsAii3ej0QhtbohpMp61Wi38zun/t0LvGb94keR6GddxzNvxpKEA+ay3nvek4jjh8TthvIunZfeKqPDcZm/3wg51ANGzmEMA8CfZQeykYtNxoWdaOzg4UKPRkDQEyVlvWYv8Ptvttur1ui5cuBB2MSJGkHRTAcR3HMNoX0fg2nX09vf3gxZDs9lMFFVIUPr9fqLFTDpakyhI+S5mFGBI7Fxbytm5cXzE+ujFNxI2Eir+z7222+2EhhLJHS0t/JykcGlpSd1uVxsbG6rVamHzDM4/t7mdhjkIjA8hB2Au8356S6mzQiTdVCh188I17BoAIczBljS/HOsO7e/vh411+P2oljI6I4ih/TsOYsD0T4tFvRjMvXO/rteJr4mPE49bmo8BsHYdTu57Et9OtwPC0eQi5AGZTCZ0bHiB98aNG4FYgFZqvV5PbBjAGHmLcTabDZ0qFOXdl/vzPu49kdLB/NMy8g8AuJMwfkdZDArxs7MeQ50Fe1UCQwRGsEG8bWp5eTm0EK2vrwfnQjuVO2RQbZwDauk4sFKplHCkfB5Q41ZaPywEINEATnHvbRxE0nPLz/07BIgunh2fU0qKATvQ5A4qDZhyRF8aLpjoNGGAJ4PBIAAvacbWw96r7WCI0zEJdlmIae9iAaPiCGrvYn48G3Y4oSKDefsbICGaQ91uV8ViURcvXkwEyzwfWEuxeTXBNZoYWxYIWs58cR8HVMJx8z0qWuNoTE1jzuC6W0WXT5OxQaXpbr33ud05i5Pps2iA5bNItmFwngSUPgnQ5lo2s6hAohtXKBSCD1hYWEgwgUleAJA2NzdvYisTF7DJA/FJ7LMAhQCbWJelIVuBtfPw8FCtVisAPNxzXIV2JoC3gUkK9yIpHDv2c/5u+05hzpby3YH4HffKNVGs85Zuj59YW0mkKOodHh6qXC6r2+3q2rVrqlQqIRGb29xmacSMABnE9IeHh6F10gFdl05wnzMO4xuwydk5Hn8TJ3rcnXYMdjok9iXfSfPnXC+5D/NvFPjD8dyceY/Fc9F/VywWgw/yNrc0VlGa4QcAmOLNERw4wZc4qNbvD3cGW15evkm302U6KCpTFC+VSgFodz8eF1FgkNE2DNDkYJ8Lece6VBAF/P3xrhFYVLOOM+K8DsB/3I2LJrU0UGhedL199qoEhnxXKkAOgqF2ux2qT/1+P1E948UkYHO9CKplcRBHVYvjELSl9bx6K5R/n8od9Gu+F4u8SQqO0CuEDqg4yg/d3BeqGKhw+neaxeBGTHkFnMhms2MBEnF1ArCBhSEGa3wMCoVCQoh7b28v9CCzxWY+n0/oSHHsQqFwU6Acg4C9Xk/VajWIgy8vL6tYLN6ElhO03wq1TwtYva2QcfWtQm9ljJn3FJ8WECQlGWmTCFDfCTttGirC6HObW2z3QgvZLN/vTqdzIr80ii07jqGnMat7AXhhPSFYZut4KVm1HwyOdiJyFizrHWuJa3CktW2RpGHesgbIRPXZA2rXFHGNCtcX4X6cxQzjlh1WnTkkKbCHuUfuDbZzrGPY6XRULpcTbXaxNglJoRdwENhmG2i2ty8UCgGcIyFrNBphTE+joj23V6/VajWVSqXALqc9iJZO5rUz5vhcLA0xyodRgPT4vN/vq9VqBfF1fATHj40Em7a2eNMYb+uShr4FCQ3m+XHt8TH44yx3LI51vZPAtWOIeQGgGAOu8zj9MGJRujfwVYwL4DFAPf7KfS07+/pYAshwjoWFo81euCf8fCaTUb1eD8XqRqOhxcXFBFDoelGA9uVyOYCLfk3on66uroY1wEFxF9v2/M21Z7FJ11l/hvhwroEixGnFM2mgkHQ8s25us7VX3SiDRiPuBRoNKNTr9RLbfoNiAwyA8Obz+UQQJyksCDgaZ9pA6/bJGvcbO6WdydFqtUIPMlW7lZWVEDilTRQHV7BRkxgatmsTjfqsI+7+fcYk1kYYp0XAaaKwW9yZO+qOoySY9RY8vt9ut7W7uxvYMQTghUJBxWIxJAXFYvGm3ltvs5IUgCBYSPl8Xg8//HBCmyFGsN1pTuKM0X9yxN8XU1oPHbCDrcY5SSKOA/JmZb7TzlmpyM5SMDft2HczKDa3O2f3QgvZLHWFXHR4GvP25UkNBs4sAVyKDx5Ae/sUQX/MFma9WV1dTQBlrAW5XC6AIRSEiEXi6ydG8GICSYSLw3I8ACQHpuLNDOL1i7XJ2cMutEpRgjWZCjxFl3q9HpK2TCajRqMREioSM4znSywAw4v1hlYzroFd3fg5zCNYTvv7+4m4bm5zm9acbeg7GHs8CdCKPEEai3qUtpCDufF3FhcXVSwWQ8ukz0fiaMxzAJgmaT7c8wXPe/wYx/l+4qrDw+EmPA4q+D2SA1E0pf2L+R7HUPH4kL/57/GpsIB2d3cT4tEAQYwXfte7Jsg9+Gy329WNGzckDduy+CzdDzD5ycXY+ZnnlM/n1Ww2VavVQsHc14B6vR78G897cXExtPfG44Hv9vwgBhanjcddk0gats6R6/iYcV1xLsg1+rXEdqtizihQ6F6Ioc6SnTowlMlk3iXp/ZLODwaDG6d9vuMM8MC1DQh2ms1mCB5Aln1XMMAeXmxQXWnYs8skr1arYRt7nxwAKNC6c7lcghIoDScoYASLj7NycAzTBsZ+PQsLR4r/nNMXIncW3EdcueP341AKmfTugNyRZLNZ5XK5MP4E1r69eaFQCIvAYDBQtVoN4BnO7IEHHtDh4dFuZ2gIoRXlziUGujgedM9CoaALFy6E7/ji40E0tFWqO+M6MMRKWXBicW03vwbEsF0HyQOE07JYO+isACG+eJ/mOeZsobnFxrpxlhNSF8w/qcGmnLaFjHbNSUGqWbeOYQTLsG9oe0arguQO4Lher4e2AwAYQA1YyFSR/RytVisATGkJpqQQlwCMxOsQLB6SMLQyXGcIEIrriMfK44Berxd2lPOYypMH2DwkRZLUarW0vr4e2iCko/gBVjWtFH5OACa0jKjYM44k6IPB0e6jnU5HBwcHKpfLqtfrWlpa0vb2ttbW1uYJxtxOZIjEOwDcarV07tw5ScOY0IWg02KDNAYE8dWt/BvzBCaLdHMrJ0yiwWAQCtPxuQBzKHLD8iP2Py7OA8D2dlnkLmBPUtB1JiGgDfc/jj92mQJnH+7u7ob2MWmo40NuR8xKJwixMn8ciOff0lG8ff78+cQ1sAaylrTb7QDoOCMUAgGap4xHv98PkhJ7e3thJ0oKBfGzgdVKZ4SD4ie1OPcZ1d2A36agMkoLd1wjT0ozB4X82njmcfxB7nOWY6u71U4VGMpkMg9I+ouSnj/N84xrBA6dTifoBwEKHRwchIAtbq1iUnp/LYEXldR2u50IpECD3QAuQMlhLAHy+OQbFYhPggg7BdMp7WnHZYFqNpvBWVMpQA9CGgJLDmqNOrdrCkkKTtAXQ7+ewWAQqoA8Aw/4aKdjnKjGbG5uhmfR7/dVr9eDQysUCiP1klhQarVaAOI2Nja0tbV10/24OHV8n1RjbgUMONBG8DBOO8VxTKlRn+e5c68EMtMYINStKkd3m3lyc5rJwCzZFHO7t+w0WWq3wwDpZ3UPJPjT2jRi07EezywNgdLDw8MAduGr+/2+yuVyQgOP5IN1oN1uBxCIxMGLN9JwjQRUciOBoGCVy+XCjjdpRhHDd+3hHcWPEY9QBIkNZuvKyoo6nU5gMcMGwgCxSDaJtRwoW1paUrPZDK3S3W43aHUQQ1DAYs3c29sL+hz5fF7Ly8uhbaNYLAaNEXZsK5fLqtVqKpfLqlarqe3fc5vbOAYYg3YV4C9zn2Ipc2tUzBRrC3m71q2AEmcaEfd6+1Cj0VCpVAoJtgu+e3src9K1bTy2Bnh1Jj2fkY7Y/IeHh6pUKgnmHwVzL2JyThh+zjh31g8xcsw8cbYN3/e4DkCea0dGgmL+ysqKCoVCorOh2+2GuBYwyTVhPS/BvNWN8XHQW1Ki0A57itY23gVnMsX+nnHiHmlFG0eP6lYWy0zcKvfg+c8CgImBSSdf8PzT1miA/9iYa/58KE7M7WR22oyhn5X0Y5I+dcrnGcsGg4GuXLmijY2Nm0AhqN0eUMXicbHDbrfbwRHxfWkozkgfaWwEcThqzn/S3aHiiXerRB6wgwm/sLAQqm305wKKjQIwQHPjcwPKxO1zsYPpdDrBUVFBxUF7+x5I8vLycqCEt1qtAPRRuXRhOBYNrgGggGCW+7p48eJIh8s7EF83iw9ig7ca49iOe9ZUcTgPrXDj2ih6Ms/I2WfHUTt59mnVBMBNjLHx1rb45yzcp90n7MKFp10ddsry3ObmlibIedZslsCWCwpPY5NuO4zFejyzMgCIVqsVkiPaymALeAswxSfeCwJu4gAAk7T2icFgoI2NjcCEYY1EU8PHlOr1qISUFg5PGGnzilsXPD6Qhv6c77t2kbdX7+8f7Ya2traWSLZarZbW1tbCzqGck53IGo1GuDfWkNXVVe3s7Gh9fT0whtAWYl3OZDIhIaOFDq3IarWqXC4XEuZWq6W9vb2wc9nc5jaOuS6XNASpu91uAGyJV5nHo/y/gxjEeoCx3hUQm7ccwTBEVLparUqSKpVK8D2c3zcg4T4cnKbbwfW+iG8Rf8dXrK+vh5+32+0Qo3K9MHBcg4zve9zsLakuJo+2EWOBP/FiJzEXzBdvfXIWD5/nPOwSxr+5Xz47ru5dq9UKeYGPHdflYvmHh4fBrzWbzXDvThwAYIzfjxgQmWbt9IJ02q5uo2zUxge3OtcoRlBMduBdQO8p7Tz+DsWWRpLw92Fu09upRa2ZTOZ7JL00GAx+/7iXOZPJ/LCkH5akBx988LQuR5K0vb0dthEnCAFhdBCFFzatJ5cXv9frhRdwVPJMRcGdEceHYu3OadoXmj76tJ5UFgQ/P0ZFgyodjpZqoDtMR9cdpQXx51hO+YTS7voBtH25+JxPZgJRp9kC4h0cHKjb7YYFsFAoBOqqLzpUPllwoeJzP4VCQffdd1+iIhCDJnHfr1dkoK3SPkdQKyV7y7l2QCnvC463D43H1Le5lG5uAZymbYx3188FcOXj7oLso+ZuPDf83Ttths4o414mWfxOarMUsZ3bvWMw1c5Ku2WazbKv31uNpjEqzZMGxi68PEtzPQ2q1bCECepLpVICgKEqyveJOXzdj9tLHFSRjpi6+/v74VxxgQFAKC76+O9XV1fDDmGAMLRoO6BEcuPisK6hxPvh4JB0tEbu7OyEijot3fl8XuVyOZE8ZTIZFYvFsCbhu+M1OxUAACAASURBVEkIKJwtLi6q0WiE7wBKscnD6uqq6vW6Njc3Q+yGJiOt+GgecYzt7W1tbGzMQf25jWXMX4q6sdYZPo5Wx1FxGvMdAMXFhTEHcvx3zt70uLTRaKhYLAbQVxq23UoKcwpmPLGgt5u5SDPXTRsa/6Ygi+/L5/Ph+xRyidfjfMTbyXxdARxmvGg9W1hYCPMfgIhxzWazIW8hf2o2m8E/OXiWzWaDD+YeXRs1bfxjc6YNvsk3JSKP8nyIDgi+j79CU65cLoc8EoAEXTmuzSVGJl3HfA2YJB4eVQyPP+P5iv973JiBY6PZm2aTto3Pffls7ETAUCaT+f8k3Zfyq5+Q9OOSvutWxxgMBk9JekqSHn/88VMTSaFF6fz586HXnwTW6Zskzl7ZxOG5OJkHZSDgPnFxXFClAaNwfJzbW7wcMBg1GZxOiaWxSWIxMenIAUMjd8orzp37xwE6uMI4ScMdAxibGNDwxYA2KAJp/yzsICoCfo8E2/TxMsbLy8sql8uJ+4dy7gg3QBBsrvvuu2/sBB4nHScxrmHAc6Nywn15FZWF2I+F040F9Ea15vGcYouR97TPpH2HbTjjczmoEgvLOaNs1OLk7QlUqm6Xkz5OvPA0bS6IN7dRBhvkrBqB7KzmMIWQaWyU0P84dlq7p7DFfKPRCO1fbHTg2iL4wna7HTZSoDrsWxtTWfbxdlHb+J5gIzgIguHnHeRBp8K1AClc+c+IQdKYnVznysqKdnZ2AhuIJJOklPiGeygWi9rd3Q0C2hRWKJbQgubFJdpUvN1EUijudDodNRoNra2thfVqeXlZ169f18bGRhj3paUltVot9ft9bWxsaGdnJ7CRC4WCdnd3Q0I9t7mNMvwhUgu0WlWr1aBF4zo3sU5KfCx8RBpz3MFYwCPMAWRJofjqjOzr169rfX09AUhzHMAiPpvNZnXlyhWtrq6qXC4HJg3zN94kAPCjUCgE0KNerwefxBxHX8eLrgC0DlwRN3ve4fFjqVQKvvHg4CDE2uRz+Xw+tM1xPooy3smRppPH8+p2u+Gc3HscA7t/hb0EuIffYqwBq+nA4Ny0GBNHA3Qj3C0NC/gOnPPM0tiksbl8yKTtXzwrF9se9Q7fSkR6HOM6eW7xtc6idW5u09mJRn0wGLwl7eeZTOY1kr5BEmyh+yV9MZPJvHYwGFw5yTmnsW63q3q9HlrIYJXkcrkEUklARKXMKwBra2sJhNNBAyY2AEgMEBHI8DuvwHlAQkB3HEAEiBLTDt3Zcp1UNZjcrg3gVQFYIjhV0G5JiZ3XQMddkDp2EDCF2u12QkwMWiTjwVjxh0oAFYJqtRqAJhy6s4/oIfZFwBfQfD4f+oDHNYCk2KHGwtIOhjm4yP3HLJxerxcWIe4BcT7MHbpfC9+5BetuJOJ+nLHYMrZ+jrRA2UUE49aFUe0PfPY0kmSvQN1uZgYL+VlmhMztdCz2z2fNWAtmFZS12+2pNV0IiqdJ3E8LuCU2oPBDUYdCCv7Od5GUhsWi/f39oCtEW5SUbNtLA2ecek8w7UlDDCI5A9QTEs4Lg8vXHWIQ187zir10BIr1+/2wyUa/3w/HYV0mMV5ZWQlJG+3erNcUubzNGS0htEnQEJKkq1evBmZTq9XS5uam2u229vb21Gg0NBgMdP36dX3ta19TqVTS5cuXVSgUVKlUVKvVQmtbr9cLu5dWKpVQmT+psOrc7l3z+Jc5DxuNZH5vb0/FYnFkMg2rEGkAZ6xT+ARUgQ2zvLysGzduhFie95/502w2tbGxkQCVi8ViYj4Sa3t3A+Do1atXVSqVQnuYpPB5Z1vu7++H7gdaTwF9z507d1OLMEA0hVH3UeQ4AMjONCSWBbwCGMGPFIvF0AZaLBY1GBxJSUhK+ClYWZw/7p7w4yMH0Gq1tL29nTgn7CridY6BViznhT3EetNut4OP8XuC8VkulwN4zzXGrYeuZ+tM0Pidop1PSgJ5sc5obMT8vCcUUQCETitu59p8XffOGq6Zd3Zut99OBY4bDAZ/ICko+GYymeckPT64A7uS0aYDGkxghtihpET7kVOkYX8wSTieJ9FOMSTw4oUGACFgc3Hq4ywGiLwFieTcJzvHd4E4Fg4p2d/LNTv4EzN+3EjwB4OBms2mcrlcIkg/PDzahQ1WFc6P6imTnUCPPyDzBNj1ej0E19lsNgAd3qfb7XZvatUiwM1ms6pUKlO1MfkiGNN2fSydiusOjIUU/QOCdt4Hd7bOIjruXTitLee9ZW7S/uG0RDFecLlPAgg+E5932qQzXrTuFHXUE7q5zQ27FwDDWeoKAWRMOx7TiE1Lp6f9RQEIthBrjm8e4bFCLpdTrVYLgES9Xk+sbWl+kDGLiz+e7MTtKySqDsDxM4orcfsy8Q3gkVdwOT+7grI21ut1ra6u6ty5c2q1WqHoQ5sEa6BX63d2dkJxZTA40hWiNZ24Ip/PBy0g1vtKpSJJ2tnZCW3/tIe88MIL+uIXv6jd3V21Wq3AYEAqoNPp6I/+6I8CC/axxx7Tn/tzfy5U9svlslqtlq5du6ZKpaJcLhfEveftCHNLMzSteKeIY9nw5Ny5c0GPJzbAx5WVFa2urt4kOIzf2N/f187Ojl5++WVdvXpVX/va10JcdXh4qK985Svq9Xr6/u//fq2vr6vf76vRaCQY3+Qv5AoOXlMYRmz+0UcflaRUYBm2C/pngMDcN7pKxMAe48esIW9lI6cBdPadeRcWFhItWX493lmA7qukkUVRwC82zpGGuZIDRjwvNiRC1oNWNtrnuCeAbo9vDw4OAkjN84SJyE7UtJA50OTtbMvLy0GIH/B8MBgEbb74vWKcvd1vlHncjPnGCV7cjovio4Alt+O6CWJjrSEv5JlQaJHmu/zeabvneVoIpG1ubobJi9Dz3t6ednd3A7sE8xfSgzenO/J3DCZgVL2gXfrPpSHbJk0k0icxE9/Fkvm+B3TQ02OUl6CcCe4tUGlMFL9HFhrX+kHoGec5GAxUKpWUz+eD6J00ZJeA5gP24OgQYWPHgLi9CYFIFhQo5gh+ArzR1jUN0MBC5QAJlR/GmAXbgSDa1HCsUOiLxeLIwDJ+D26XOSvoNNqtADHjnxEssNj7OxmLlY+TODor7k4CQtKc4jq30XbWW8hmybIBNJ52U4VpxaalybUJxjUShd3dXW1sbNzE+qSSDFjh27lXq1VtbGwEgMQrovgU95kYBQo2tfD7cp1A9ClIBr0l3td+mED4sMXFRXW73RBbeAWaz7Tb7ZDUwgBgJzBpWFw6ODgILSnO7imVSqEtnZ12AIU8+eD+l5aWVKvVQgJ+/vx59fv9AAiRRLz00kvh+nO5nF555RU988wz6na7euCBB3Tx4kXlcjl97nOf08c//nF913d9l777u79blUpFpVJJ2WxW29vb2tvb0/r6uprNZqJVfG5zw8gdpGRxlZ0FY80h2HztdjsUSZnLALwApoAe3W5XTz/9tK5cuaJr166FNtXf/d3f1eLioh555BG98MIL+uhHP6of+7EfC9dQKBT09a9/Xc1mU81mU9JwF2RADEAXgBLXByI+jWU0Wq1W+C5xMsVg4krudXl5ObTL8jMvCMaMf/xUqVQKwDXxuDQE4clxGP9bseO9WM81ScPYHgDZcyBAcS8+07aazWa1vr4eficNJUe4Znx5sVgMRXqKxXt7e7pw4YI6nU4oEniHB8whZ056ztnr9QJI7jIUXDsAGJ/nPYyBlbS4mfOf1IjpR/lNQC4HSD0X8fcIcxbpJPF2mtzK3Caz25LdDAaDh2/HeWIDnc3lcqHyxa5WoNTo7oxSo8e5ORPiuJfUE3G2R+x2uwF4gg5IIDhqMsWsHI57/fp17e3thd5bQBIHVrwtyZ1I2nXjBAkeOR7HIKCFPs4CB7jmThw2lnQUbOKQu92uut1u6EnO5XIqFAqJiUvlgIUSxkyz2QyLyvLychCLnBYMwvk6fd5bv9LGniooRtWgVCqFezhJEjNri9u47sR18b75FshYXA33KhPfdQCT390NCTfvyXzRmZ1lMpkPSXqrpGuDweD/utPXM62dltDx7bJZ6wp1Op2pWlyl6cWmpdNtIfMWYQdyoML7+kXVeTA42kJ6Y2NDkkJByAN3ZwTFoBAC96Pui6SNz1EoosrsbemeFMZGLOBsXoBOwBxPWCqVSkieKKLAkG02myE4LxaL2tnZCUWmRqMRWLRoCRGnwOpeWFhQuVwO99Hr9fSrv/qr+p//83/q4YcfVqvVCsWwfD6vT37yk/rSl76k1dVVPfLII+E6n3/+eZVKJT388MPq9/v6hV/4Bf2rf/Wv9AM/8AP69m//dv3pP/2nde7cOdVqNV25ckVbW1th97I5OHR32Z1cJ0j+XXQ6bpUH6JAUQM9yuZyqc0Zcuby8HOblV77yFf37f//vA4N+f39fn/zkJ9VsNvXoo4/q0UcfVbPZ1GOPPaY/+IM/0K/8yq/oiSeeUK1WCzskI2AMk48/ACzOzJGGvpJC88LCgmq1WrhnAGaf90tLS6pUKgmRe3w1sgnuOwAAAEuk4XbvgD4UfCmYUwzG9vb2VC6XA6COD/bWU56Dy3WQe0hDnVTAbQeA8NGMD8+FcTo4OAjAGTpTFLW5FnILNEXx8ZVKJQBH999/v65cuRI05mBlMRbEyq6VWigUgtYqIImDJh47e5F7FOjDmM9CJwiLY3osJhqQN6WZs1o9t+P9kNJlKdL8NGupH3tu49s9PVrQFguFQqDj5XK50EdaKBSC3g6TU0qCJVS+er3eLbcY9x5aDPqgi8RxDlqzpOGLCysGhpA0nAwrKythC3h+Du3awaDjWoT8c3zfhS/39vZCWxcTulQqqVwu39RCxc4osGocmQcQA7n2oJL7pDIJ0MPz6na76nQ6KhaLgarP9Y6a4DFVkkUbUA2Q0NvyOJ5v9wuq7WOUy+USGlN3g7k+k7NppJsZOK6XJaXvenZatrKykgoOucXPlACChXBafZLTsFgXbG4zsQ9L+jlJv3iHr2NqI1E4qy1ks9YVIkCeZjxICqYB2U6zhQygB7bQ3t5eqOiz7sMi9VZnNOVcuzBuWSZO8evGZ8NIHQWUEeQjaErhhePCtmW9iNvFaU332MVFSDmOXzMJJRtr8LyIJUgEAbRgHO3v76tUKgXG9tLSkqrVamAD8B0ArlarpWazqX/7b/+tlpeX9Q3f8A1qNpvq9Xr62Mc+puvXr0uSvv3bv13f+73fG87RbDb18ssv66WXXlK73db169f1xje+UX/pL/0lfeUrX9GHP/xh/f7v/76+5Vu+RW9+85v1Td/0Tdrb29OVK1e0sbExB4fuTvuw7tA60Wq1QrGS2BV5CFomnQ1D3Bu3cEpDHc5CoRDe8S996Uv66Ec/qkajoc997nP6oz/6I0nSn/pTf0qvec1rdPXqVf32b/+2Xv/61+sv/IW/EJh4zzzzjF7zmteEubu6uqr77rsvtLjt7OyEuZfJZEJSTq7j8hRc52AwUK1WCwXgeE0gngb4cMYKoAwgFceSFNrYpGQegt9wgAWwCqmJuKOAeB/AC6CZz8MGguXo1724uBjyK/IfNN9i63Q6YQyz2axKpVLIB10mgtiaTRYWFhYSO8UxtmxS4HG7FwU4J3kQgF+5XE4UEjxnSStKs141m82bNlLi+ce6prfSMh3XAAsZX0AvWuiOM99IwK+L78W5zqhr9ljGwb/YDg4O7qr84m6xexoYgjrItrEARMViMQQeTJTDw0PVarWEQyfAAdSJxSSlJF3SNYv8c/SmOtuAv+m/Z6IzCdIYTJwLJ8L/CaBHtYY5yOFizSwuVBEJPiuVSmB8+PEcMJGU6DkeDAZhG3nuwRFbnLgzmFZWVlSv1wMrCJrouXPnwudwuPFYx/fIQsB94EBwTjFK7UG63xfsq3ETJM7DgnRSxkBaL3CakTyRBN0KrPDqx+02xBQJTo4zqnELCws3JTfSZL3Ms7azzgi5W20wGDydyWQevtPXcRLzwsJZtFnqClGomOZ4J/muNJsWsjSNH37mO4yyzlAZZ23Gz/Ed2qswNDqkIbMgBiHwgwTwx4F2nB9wyUE5khISGaflUwSBOe1rrTTU9KA4wr9Jaii00U4hKSQhtNuRSOfz+RADAR7Rjo0uIXEJrKFWq6X/8l/+iz71qU8FQOvXfu3X1Ov19NBDD+mnf/qn9f3f//0jA/udnZ1QTPv617+uj370o/qt3/otffGLX9SlS5f0mc98Rr/5m7+pp59+Wt/8zd+s7/3e79X999+v7e1tra2tzcGhu8zu5DrB3CIW8YIorBVvyeS9jw1mPPO02Wzq13/91/WhD31In/3sZyVJm5ub+upXv6pHHnkkiD6jE/S+971PH/vYx3T+/Hl9+ctfVrVa1etf/3rduHEjAJrMpV6vp42NjcQmLc1mM/guLxRSeN7e3tbi4qIuX76cAMOZu7S7IfGQFtfh+zg+RVVkJLgWCn+u7+nFBPwp9xMDGbB6AF2Iw2EokRc0m01lMhk1m83Q3hp3LGCDwSBIZQAklEolXbhwISHdwXnZlZK8cXV1Nex4DahGxwF6bhwbcH0wOBLNX1tbC2ylnZ0dFYtFbW5uJoCycS0uRqCrFO8azT3v7++r0WiE9yzNRv3cwZo0uQpvhb6Vca/OUnOLGUPjSFIA/qWdKw0smts9DAwdHh7q2rVrunjxYkD7QZYJHD348x58AjEcFwtA/HleSrRjYh0fHBM0RUe1eYnPnz8ftjeMJz/IqzSky0EPT0tE2MmAzzFZqTTCRsJp4yhoz4qP55UAHN/Kykpo/YF62e/3VSqVArjlVQhHqKGINpvNsOtYuVzWuXPnErRSFkIADyoHDnD5NbqGDZUbAARvSQIM29/fD7tDsCB5FXUUADXKcKZxZWgag3k1ChTk577F8FkwKsejFoc0vSfpZvabg7lpi9BpWholfG63xzKZzA9L+mFJevDBB+/w1STtrAOGs269YjymmZcnEXWfxX24nh3PlHUYzYtz586FthJveXOdP4JxClP4bdiTfs0xe9OLJ6ylo8aEdc19KyxNbxnJ5/NB1NXvyf2rt59z771eL2gl+aYRnCufz+vGjRshwSGm6HQ6KpfLoTWdWACACe0pCjr7+0c7HMEW3t7e1ic/+Uk988wz+sIXvqDnnntOkvSTP/mT+tEf/VHlcrkg6Bq3DWC5XE7tdluFQkEPPfSQ3vWud+ld73qXJOlXfuVX9NRTT+mZZ57Rf/pP/0lf+9rX9NJLL+kNb3iD/spf+Su6ceOGzp07p2q1qrW1tTPLBHy12WmsE7QzLi0tBZY/gAZtQiT8MevvT64pxG8A8OiQ/fzP/7x++qd/Wu12W4888oj+83/+z9rY2NDq6qpqtVpgdxM7v+c979FrX/taveMd71C9Xtdjjz2m5557LsTQFJsLhYLW1tYCkA14xXU7yxCReXY487lEUY+d0Vy4OQZkEZ8GnMGvoCeKr8FHpgG6fB+weWlpKQh6831iRc7H8cjDvLUMsAN2Zy6Xu2mtRvfG8zn0oFqtVhgPfABtTQsLC1pfX1en00nkC/v7+7p27Zruv//+BBDGd7z9C78HiIRvRbLE14Bp1ja/ZsY7La+UlMoOw1j74nyM74+6tklAIdZM3lXPpUeZn5d3RxpP6/Eksca9bpm7CTF7/PHHB5///Odncqzr168HYAZxZP4PaHBcMA/DRdJNk8FFcKUhqARKjfk5qKK5Jg3OHifh18bxR00MglCOLSnBBvK+Wc4jDZ1eGvPCnaOk4Ny5b5wcwR6VAnp4WRxjhLvT6YSe6Vwup1KpFMTUpOTOZ6Oo8vzNIst948hwdvFnnR2F03EFfiymKE5jLD6zqjDGYNhZYSSMCtQJjnzseV9uNR9HmVd2qLCfRoXXe/HvlGUymS8MBoPH79gFnKL9SSX4/xlHO2KW68RJLe2dPkvmIMQsjORjVJXuVt+ddo7dilUzrrEDD2AL7WHLy8u6du1aYBuvrKyo3W6HBKfT6ajRaITq+OLiomq1WmhX5xoBbCjuAPo4YOPr2q2065zBFJvHGNKReC7ADEUcZ4rht/mbjSOodFOs6XQ6YYwkBd1DBKXPnTun/f390G5TLBYT28X7LknSsEpPjPTSSy/pgx/8oH79139dL7/8siTpp37qp/Se97wnsDKkYfzlIt5u+/tHOzxduHAhnAfhWVrkrl69qg984AN68sknJUkXL17Un/kzf0bvfOc7dfHiRV26dEmLi4taX18/M+DQfJ04slmtE1evXtX6+roymUwoMuNvSqVSoiDoc5VdAl1DSzp6b1988UX9yI/8iD7xiU9Ikj7+8Y/rjW98Y9gIhyIvbUnuFxYWFvRLv/RL+pt/82/qB3/wB/Vn/+yf1Vvf+la99NJLqlQqeuihh4Ko+/r6uorFYgA48K+wCGERdTodXbx4MfgqQCyKdc76Js/weB9WoOsJwcQHDIpbrdPiNRiUjKW3V8XmQBFFZXIIvkfBmbUBHVOO590NcXuVr0f4HAAxPgNgzrXGsiFOKFhZWdHu7q7W1taUz+dVq9US7cKMX6PRULPZ1Llz527yzWk2ao0APONZcR7vBCFvGid+ge3GuN9qrZ0EFEoDv1iLpzHfQEi6Gbiijfms+PTTsOPWiXuSMQSSjDNwejPMEBgtONs4GM1ms+p2u4kWJG9xcfOeyrh/3w0mDN+RhoCRM2Y8cONaPYjy7/m10fvMdxCJI/GGIROPE8dbWloKABpOoFqthu/CUsGZdTqdAJ55+1Wv1wtb2HPM+++/PyFAx8IlKUxQ70uOxwfHGrOF6MUFCHKxO9eaSGNDxXbSHttxEO5bmQcZLqJ3Foz3YtQY8HyYd7RTnuQefXFKe29mkfCelm7J3M6+nWVQyMVIZ2FUb2MNnXGMtWLaOTarFjLGAt8BkNBoNBIJBEkTuno3btzQ5uZmYEaSdHlgGwe+JFgepBPEU6SBlRQnUVRUuZ40o92B4Jznjb4P+omSAiMK3T+q4LCdYAk4sOVsYECnfn+4exBVW9ddQpOEOMTFure3t7WwsKCf/dmf1Uc+8hHt7e3pm7/5m/X000+rUqkE8ImxY2yOMw/8eabMWRjbP/MzP6P3v//9+nt/7+/p537u5/TKK6/oc5/7nN72trfpiSee0COPPKJ+v6/Nzc1XdSLxajQvWsI84T1HboJYZlRRM5vNhpbNQqGgarWqv/N3/o7+23/7b5Kk3/3d39Wjjz4a5iDJdy6XCzsIwvphfn3f932f3vGOd+jLX/6yMpmMvuM7viPo0HQ6nSB03+/39dJLL+n8+fMBDMWf5PN5bW9vK5fLhV232u229vf3A0AFkIyWEjG3655ls9kgkNxoNAKIzAY1x5nrSXJtvlsaRXPG3DsuaH9y4Jpx41nwedpmAdho7QWcB0TBx7darZBXcC+8B2gAuc7Q4eHRTm3IYZRKpSBSDZuJHSrRlx0MBlpbW1O1WlWv1wt6dQcHB6HA4KDPrfILByDxsYBy/i5DQuD5jSrIxsVyNhJwVthx1zIJIyctjvIixaSGMDoFiDivgjQwt3S754AhJgQ0Y9TzXehZSiaUHlzwErZarZt27ohfJoIrRx6PC1S8N9nPxQRwlX/6VONeUW9Ta7Vaib7XfD4fHEocZOMYm81mGCOOCxhFvz+smpWVFZXL5cTi6KwcZ+Ts7OwEyic6Pevr6+E7VC+9xYuFFZFqgAVJqUE+warvkLa8vKxCoRAol/58b3ciP8qR8XzSLK2adJYSTb83b+kbZd7bfhyIOo3ReujX5rTZk7CS5pTTucVGgHpWbda6QsyzSUEhZ3dOY7NoISPBi7URCKQ7nU7Y3nxhYSEUeRYXF1WtVoPeDvGAM1X8GvGVgEDeYsJ6xboYV2VpBZcUwClihlEGc4cEI9ZVZDtqEjySF5Ih1yPi97FuRaFQ0PXr17WwsBC2kQcYKxQKunr1qtbW1sJ1oPPBcYkB+v2+PvGJT+hDH/qQJOkHfuAH9JGPfCTcC2PnrRm3MhfDlhQ0nzCS/YWFBT355JN68skn9cY3vlH/43/8D/3Lf/kv9fnPf14/+qM/qscfPyqsnjt37kzP+blNZrB+YgCXWJ45eJyMgH++2Wzqp37qp/TMM89oZ2dHv/M7v6MHH3wwxOPMIYAk4lgkFmDmZLNZffrTn9ab3vQmPfDAA6EdbGFhIYCo7Aa4ubkZWDiIIXe7XW1vb6tcLoc5ArhOzN9ut3V4eBh2VmPeILEBCO5i3DACpWTbv5RkCDkzh7iRHMh9Md8HxKDgTZ6CnlOczzFe+Gk0zmD0c37yHPzw7u5u+D75H2CcF+XRLgPsbrfbqlQqqtVqCc2her2u8+fPq9FoJNhDgD/tdlvr6+va2dkJGq2bm5tB7JrcifazuLBwcHCQyAsBydI6Fxg3jj2KZXSrLgXWPUDL2B9OCgrxLGNznaiTgDhxXkCRZ84aGm33HDDU7x9tr14sFkOfKCg0/45fdm8J8z5ZQBc37xkFKR/XYEugNRT3pcbtTlTa2CnMq4iwk8rlcqK9CiAGGqczgrLZbEDjCdKoiPrOYVwLdFAfA++XrtVq6vV6WltbSzjKuIWO+2PxICCWjiZ/msYCwTLPACcEC0oaBu5picVJ28KmtbQAIQbqYrAibdtifn+n25dGmTNzxknK/P2GHXerNomTWtzO4ixBaTzw8LS2vp7b0DKZzC9LerOkzUwm86Kk/3swGPybO3tVxxt+5yyBuG4k9rMyBykmCbROOo4kESf1kbEmAX44n8/r+eef19bWVoKB2Ov1tL6+HgJ+mMWDwdEuPJVKJdHizfpESwKAE+CP0/nTxoR1JQ74j/NNVPc3NzdD8QXwSlK4ZtdQ8vXGd3Uh+eCaOC8xCVV2dkYCNOW6Dw8PE4CQt2fATv7617+uH/mRH5Ek/YN/8A/03ve+N3E/MJNWV1dv2ghjlMFg+EFDiQAAIABJREFUc2Ao/t7y8nJC5/Hpp59Wo9HQ5uamPv/5z+uJJ57QP/yH/1BPPPGE9vf3dd99983BoTtgd2KdcEYlLZQev9KOeZwPgs0yGAz0h3/4h6Ft8TOf+YwefPBBFYvF0ObEcdianfeVuQIDZ29vT6973eskSS+88IKeffZZPfDAA0GzdHFxUfV6PWhwMfd2d3eDkDsMOIAHF0seDAahcFev18N1MUcODw/D8QHFY78fF+LIAaRh0g+Q4V0JxP34RHIQ1hb+pjuA50RuBnBF0dh3VuTeOF8mk1G9Xg8bx5D/ACR5QZ54kud5eHi0yxZ+DzCI/Ivndf36dZVKpdC5Uq/XgxYVrKD19XX97//9v/Xwww+H6+f94vphkvk7xzEd8B61JjgYFudbno+NsxYDjgGi8Z1JQSGua9Q5YdvNqjBLYcKJHIxbDDC+mu2eGwV6VC9fvhyCFtc8oM8/bftsD/xidXYCRX42KdJIMOZ/e5BHoAjK3mg0AjOG6iHb0DK5Y00g/zdOGUCMKgQK/YAxiFLiMKXhVoaMiTREzUGtl5aWtL6+HlhYLAA+Jt5aBKvHx9wppC5k5gJtjLMH3n5/d5ultWb4TgTS8WBPDLTEz/ROott+D+OAKoCa3JN/Hic8LVV0GoudvgNwaQAXgOi8onC6NhgMnrjT1zCp3c73dtZ2UoZObICn3iI0rp20FW8a1hMxwXHXSjWx3W6rXC6r2+1qfX1d0jBBpFUAQMW3hl9dXQ1UfAJb2iZ8AwkSMX+XXEgaYIU12Svnt0oAWOdZkyi4xC0JHIfvUPzhfvCNJIQkSrTWZ7NZVSqVoL/C90jizp07p52dHW1sbIRtogHQ2PihVqvpz//5Py9J+pmf+Rm9853vlJRkB5E8k8B6S8mosYjXKBK72JaXl4MOy/LyskqlkgaDgT74wQ/qne98p37yJ39S//E//kd98IMf1N7enh544IF5EnGb7XavE8TArgtKIRNNLGkYJ8RsDn5P8t/v9/X2t79dkvShD31Ijz32WJCsAAyK3ykHaWBpcG1LS0t67LHH9KUvfUnPP/+8vvVbv1W9Xk/lcjkIUAOukMCjj8S88diMPIB7piiL78lkjsSc2S2W9lQSa47LfHUfgnmrLlpKAMj4tdXV1QQ4hIREHP/C8MEnUdiG4YTvcEBIUmA0VqtVHRwc7Ri5trYWjnnp0qWQf7A+cf+8AxRW6ESBfcluc/iSQqGQ0HNz4IWNB1qtllqtlu677z5JSt3dGECI5+PdLzBYR+mbkrtybm8VhvFD3um54TjGmgCwznsxro2zcQfg4EnBoTRWsM9Z2gm597Ma383C7rmVjd0kmIQEeARDOBd+nibA7PRsgjuv6ElJ8SpvgeI7DvhIQzCAAJJATToShbx27Vqo5gGE3Hfffakv52BwJCoNyEVwBnuo3++r0WiEnQ/oJ5aU6NV1GrUDQVTj2F4+n89reXk5MIMIquOAFrDAtQfoFabtzpk8AHEEh5wTSqz3Ct+J1rBpLPMn/bssarwL0zoZ/56r7juIeZrm7/a4wJSz4dIAWMxbKe6EE04DfjHm0byFbG6xEQCfBX8U26yZTj4WAAWTfPck4NQ0rCfiAqrUoz7DGLFTD4kFQTWiyu12OwTbrMv5fD6xzvlOOFR9iTNYH5xNSowgJYsIADwwgeLiiOtGcO3FYjGhtUA7S5pfQ1yWbZ1Zc2lrgfEL2AQQ5NffbrdVLBYTbSOukwSgg1j3/fffr0ajofe85z2SpHe/+91697vfHcRhHfjz1k3WWZJJQLY08xZzvhtbrI1H0eId73iH/vbf/ttaXV3VF7/4RX3nd36nfumXfkmve93r9PDDD7+qk4d73eJWGd+Vj/fPmR1uALewR7LZrP7ZP/tnevbZZ/WX//Jf1nd/93cHBmGxWLyp8wBwlxjJ/TZzfH9/X+9///v1V//qX9UXvvAFve1tbwutb9KwuO3HQCeUbgB+T8wPmETbGr7d437+7a1lJO6AS+RcjJV3QzjIQe4BuLK/fyQYT+zP9XG8TqeT8HOwP5j7e3t7QdYCfR0K5M5YyuVy2tzcTBSjuQ/yD8aFWNClPygaLC0thc116FCh/U462hygUqkE1hVMJHIi/vYCOzE+Y0pRfnV1NaHtRsxKG3CaX/PNXQA+JAWmE+sI3STTmLNvJo0reC+OM9aQk7bu36qI5Osp7yLXeLd2bpyW3VPAUK1WU7FYTCR17JRBMIRz8goeBpOIHb+obvFSxIkjAWLMLkozQI+9vT1dv35d0nCb+2w2q8uXL9/UVoQ5M8hR3Vwul6hssi1kJpMJ40D/K21pAApMMpy8pMAIoiqytraW2PaehQ6UmCqGNJxIBGhxKxdBpjsfKLKZTCY47OXl5VCZPUsGgCgp6DTMmmnCc4NhhVOfNXjh9zKObhDm1aNxFwjenzvNwGCeU5Xv9/sz10Ca271hZ7mFzNkoJzVvP5oGpDlpC5k0GZsP30SxIi3QJFBfXl5WrVZTqVRSr9cLopuwXIrFYqK1BMAHbQpn3XjbFesvAboH0wAc4wSi6Fj4rjPe6uVJpRsxAdfFd2nD8IID4wVjwVt/qayyFrXb7cS4EhvQvkuSuLR0tOtOtVrVxYsXVavV9KlPfUqf/vSn9T3f8z36iZ/4ifCM/J3i34wb/yY5j+/Tn+c4FicNjAvxVa/X00c+8hH9rb/1t/T2t79d7373u/VDP/RDevTRR+fg0D1qXuB1vTFYf+QLaeZC7UtLS/r0pz+tf/SP/pEk6ed//udDC2na9vbMLWfSUEimhQiQ561vfask6atf/ap2d3e1ubmZ2OGKHbjYSVEasnWQkpAUOgsQcwaE8MK4s3C82AkLAxAFYDyteAnA7P5pYWEhgCwUoJ1R3u12Ey1LAN9xzM0czufz2tjYCDlbp9PRK6+8opWVlSCmz7Uwrnt7e4F1A5CCTyPXGQwGAWgHCKKro1KphFyL59bpdLS1tRXWDHxaPp8Pn2s2m+GctIzBpMpms6FVmXwOAzh0fx+/Q+Ry3IM/y4WFBRWLxfAcpgVciJd95+5x2T2TyDQ4iWFcgMY1qfDj45rLUPh75gDnvWz3DDDUbDaDsyCoi9XpQZGdxeNBG6gtL+yt9IPof8TB0ccvDUEPXioS+MXFRT300EOh2iYNxSZRzSfg4XcuFAbQBYhDoO/XGk+cSqUSgAR/wdvttqrVamAobW1tpU5UX/xAqel59lY9QLJMJpMYez7HvWGMSZrQ5lkwF+X2hXLSyrk7Hv8ZFrdgnVYg6sDnJOcAEPLEZBLzitydege8h52k7F53/nOb3O7kO3pSm7VeloMak/q8cSjkt/r+JL4Glqy3gpN0ucESIFFxZi8FI0+wAHv6/b52d3dVqVTC572FjO+TBC0uLob4gB1uqNhzf7FxnHinGt9d1c+FTqG3nfMOrK6u6saNG4mWBCr++L9R7znXSwXeRV1JXkkqAVfY1rvVamlhYUHr6+va3d3Vc889F9rGPv7xj4ckEBaS6zzGTA0KJZMaibWvqyTiPr+XlpZCS0i/39cP/dAP6fu+7/tUKBT0/ve/X5/5zGf01FNP6Zu+6ZvOLFA8t3TzlhJAD2+5JPanpStuTwQYyufzeumll/QLv/ALkqTf/u3f1sbGRkIrh6SVdjPayxyQgPnv7z/sGenIX1SrVT300EPqdrsqFAqq1WqJQi3zBfY+BXK6Cw4ODnT+/PnAnsE/eoGM63aQm1iVORAXgLm+w8PDRAsevkZSaOWShrkaLENYS+x0iI9zBns2m1WpVAoxObuK4ScuXryY6D6QhpvZ9Pt9Xb9+PWg9SUOSAUVwOidgWgEKkU/iO1gb9vf3tbW1pevXrwfwD18FqFOv17W2thaALt4D1ir8PN9lrGlBi30OTExnWvF5xijOaXmejOckxhxxEIhnMkqYGptGG5AxGtfXUqg5aet83PHhnS93q6TJSe1sRrgp1u12de7cueAsmUTe0+8TB8YPO3tJw8DDq1TenxnvaIHt7OwkUFeC5FKpFCqq/BynzDWC6FNtOzw8DM4CwKDVagVVfF5w9IY4hgukMR6xOaMjl8upXC7fcpJxDSTOnOfg4ECFQiH0G/vnnbKIxVRFjjktmJB2nS6IfBrGOQgiAcIwAm93tuPanao6Tqob5OZO96TPcJyWgNMwf29Y4GYpdje3e8smBUDuFqN6OKtrd7bNNGwh1uVpbNLzuVaGG6wQgm4H+qWhFgXaNs1mM7Spt9vtsPZRNa1UKkEclrYTv07feMIFj/Gfx/kcGNCuNyIpJKwkJyR12Ww2tKbH7cjS0Xu8traWaGXjeXgrPRVlX9du3LgRRGJLpVIi4WEnnq2trRBbkcR2u13lcjmtrKzoypUrWlxcDLpCHmeRYJEg9Xq9AGCtrKwk/s99j2KcxuvZ/v5+EOTlfnmfvKXen2G73Q6xSz6fV6PR0D/+x/9YH/jAB/Qt3/It+uxnP6vHH398vmbcQ8b7xHxJ0xEiYR9VrMvlcqrVavoP/+E/6Dd+4ze0tramb/u2bwufJS+RFABWOhb4N7G9NGRHknB7i+r/+l//K1zz4uKidnd3lc/nA3Md0BimEL4O0IT7rNfrAUCAaUIeBKDN8dDVIRaWhixSWp9ctwxfxVhubGwkxK7RAooLzd5a63MMgJfzXr16NeQ9aPtwzyTwMbDUarWC0Dy+Bv8C8Id20e7ubjh2r9dTqVQKYw4jp9frqdvtamNjQ41GQxsbG+GZHRwcaGdnJ3Gf7ndhLMXvExpHjDUEA2nYiYLgOL7N34VbAReujzdOfMAY0kYcG2CRs7xim0YbUNKxvn6UOWA3C0vTJZLG34jnLNg9AwxB44OmB/V7YWEhVH1WVlZC4CYNHyrINQFWLOrslEoPJl2wi0DDJ6KDSTCIeHGgn+dyucCuATTa2dkJ581kjoSbndkkDXcf8zY3rpEg01lLADPHtcdwDBed9ISC8aPqCLiGM8apeB8xxv3RCsU4uR4PnzvORn3OW/6mNQdJsFg/ymn/7JbgrXajruG4CuztNt5faTpBa+9/n2WllMXzdoBD/p77PUyT5M7t1WH08581A6yfZXAUFzwm8SEnmWOTtpD5mhibM2ykoW4g7RWZTCZRcCqVSlpZWUkIfcLKkZLM2ni8WTMB1NrtdlhTx6mCusC1AxpUhjkH7QjeikVMU61WQzLGMdFIct0ON4CxVqsVEiySTdYAb29x5o2kkKTu7e0FzcQrV65oMBjoAx/4gCTpxRdfDOcjMaa9guP5M0OAF2ZFGmPjOIt1LUa9v4y5s4sAi973vvfp7/7dv6sHH3xQb3jDG/SLv/iL+ut//a8nGFhzO5sW600xZ+OfA5iO0lFcXFzUlStX9M//+T+XJP2f//N/EjIMSCgArDgICpBC/Mn30vRk3vSmN+npp59WqVQKrUcwXGJh/O3tbeVyudCuhX4Y942GUq1WSwDFkoLWqDT0lbHsgwM89Xo9jBtgtfsFZCSI91ZXV4NOD/kDoDvz1QsSMIso+OfzeVUqlXBOJB1gNhKvAvJLCuxJgG78nbdvHR4eBimSfv9o1+tCoRA02Sjys26sra0FxhG+g+JDuVzW1atXtba2FrpGyA9jBhY5EsCDi55zf7QU8nuYVZPmQc5YOm5t5T0aR2aBd9a1rHiG0xaoAPdc3+s4c/2m07BYl4hnRfHntEgKp233TAaUz+dVq9XCC8sLRLIOjdnpjgASODcYH2lIKMk0LznILcExToWXBOcoDQGeUqkUqm6ACnt7e4ENtLy8HHYf43q4Rj6DM8e4Pxctw9EsLi6qXC7ftJDA1qEiJyWDJV5oqpNMQK4XMIzz32riOYuIxW3W6KoDNNMaIEksOjYqGXTdhHGub1IW0SwFt71dbdqx572ZNSDkRrJ2UqG544wKVey4XTNlbnOL7ayyhWapKyQlA7tptMFOMo6TVhrHuXeCVxIMfD6gEL6THWcODw+Vz+dDS1W321WlUgnjEGuPkFASzNOy4EKyx/n5brebYGdyTCkJkNECh1+j0CMNq5yeYAFeESd1Oh0VCoVQwCFplRREU/kuRS5iDm8NoD2lUCjoypUrYbxov+l0Otre3ta/+Bf/Qn/tr/01Xb58OdyDsxsYs1HvF4nUces+yWj8PDy5dOP/rk3hWzE7021ra0s3btzQ5uam/sbf+Bv69Kc/rX/9r//1LSUI5nZ3m2uzOLgQGwDEcfZrv/Zr+uM//mN967d+a2jtYX56uxrgLUAk+qXMAeQZYuv1enrLW96ip59+OoAfgAOAtnRReK4DeAubDzCBuUEBmEI4xyIGdHBaGmrNSAqAN+wVB7uko/xiYWFBjUZD0hGgwY7JDiThS5xBBFjf6XQCkLG0tBS6M1zcH3/o3RloKJXL5QDsLS4uqlqtBhCh2+0Glg7XA8ixtLSkra2tcH4kTMgtea7r6+vhfskrATTOnz+vnZ2dcH34t2KxGHIs2uZYmyggdLvd0GbIPaBxdNJcARargzgYJAie3bjmxQ/yjpNqNI67Sxlxyu2K2Twv8k4EafJdzO+03TPAEC8Azs77ANHoyWazarfbgTKHE3RwhOAGIIMJAb3PX0YcpaQQ6IFEI4JG4IRgGcEM7WCO8OIE2A2Mn0GHxDFWKpUA7NAny3HdQeBgEaVmnBzYIoDkOxyH7xJA8jsQ0kmSdo7pAAp0fF8w0hg7k5xj2oSe8/r7kuZkHXyadKJP6qDSdIfSDErnqOdBcnCS8fFe79uhpYAmhjR53/Nxxn2kPV+qdXPB6bml2VnVFjoNUfeYLTRJQHoSnaNJmUbjMHGy2ayq1WpgDnpLNxXYZrOZSDwQfkaHAyaNt5b4mLj4Mq1k3n5wq3tiveWzHC8OjCnm+Dh5hd81Ujy5gzWwv3+0/XOxWAxjQZzk5yIRcmDIK94Ir7roLS0xtVpN2WxWb3rTmyQdbdsdmyfLae8WyZDHbvHPiPHSqtMeY/j8iNkIxEXO1vZxWFhYUKFQUKvV0j/5J/9E73vf+/TLv/zLqtfrKpVKox7n3O5yW15eVrVaDbEA88oFk/ER3s4UW6vV0oc//GFJ0m/91m+F+SAp0UpEHgJAQlsZn3P9HTfm2A/+4A/qve99r7a2tgLjRpJeeeUVXbhwIbzj7EjM9/Bb5EWSAvghKdF1ICkAEN5CTPHbwVaAXfTEmP/oiCJSvba2lgDaKQi6PwUEabVawYcMBgPlcrkwx/BBaPkAcOO3ms1mGHsAs8PDQ21vb4eCPf6/3+/r/PnzAdQi5wHAgRmEr3B9WHYgi+c++daNGzcCAM8ubFwXaypjPRgcadYick0OSl5JjotvmlUBmVbdmO0q6USxMUUQxLbTbNyuEY53q/Wdgse47KJZmnci8I7PgaE7YLwELjLJRAM8IbF1+vPCwkJAlQGD+AzB0a0C2b29PTUajRBsEVR4oEHyzou6u7sbWECYAy9UnZzFguAjFMylpaUQpEoKjoZ/O2PKe1Id4MBZ41w9IEqbdLeajA7u3GqiO7XU7/W0zauvBNvHnXfWekjjWAzkOEDn5owu/yxJx0na6xwQup0tNDDiZvUucB+jnjO/n4NCcxtlZ5EtdFLRxVHH9NalSUCeaQQn/bvS+D4hDaAZZfv7+yqXy6Fyjkg0ehyuT0HixFqMn3YBfYJqEgZvEXAWaAw0HHfvjNtx97+/f7TjTbPZVL/fT7TNS8M2LKrvvV5P1Wo1rBHr6+sBIIfdAzPKgVHiGGIqkmZ2IyKJ29zcDMUlGN0rKyv6d//u30kaxk0AOc4m3t8/2gyk0WhodXX1pvPzWfSfSDyI/xhjnqmPpb+3roVIRdxjI55x2g5UgHPtdls//uM/rre97W36tm/7NpXLZe3s7JzJ3VXndmQelwMCAwLw7jMfR83J3/zN39Szzz6rCxcuBHaeM4F41xG65++1tbXQcUBs7vFXp9MJ7JpsNqutrS1JR74nl8vpxo0bKpfLCcYdudDy8rLK5bLa7XZCE5P54vOHeBeAFdDK42H8F7G8y1dUKpWEThI+E6ADDTJnB/mc4xzefgbb0nXgXLybf8OeAvTmGBTYG42Gzp07F9rmlpaWQgcI7WL4fRihjIOD8tlsNrCGALrq9XpCAw0GGPkGsh6wKclLq9VqaFujjc2vC78IczGTyaharc4kJyE2hlghDbsc0hhE45q/Y7zDjLd0M9jkDNfj1m7m3qiCncudAKrdCXN94rNk9wwwhCAbFL1ut5ugAYKWezvU0tJS2JmDyenbjPNAHSyJNWeY+Ovr64mXLw0gYecAgJ5CoXBT8Mqi4w6FCiFOy8WxXa3eRctwKvH1xuBLfAx+BiUyNtcT4DxutwvcmcRcU0dKUv5GmVMBY7bTaVp8rditrtkX2Fi8blLjud9O+qO32s2qN5cAZhSwNYuFb273vp1FthDJ+qyB7Li1Z5J5Oq3g5KTfneTeWftgr1LBpTXi8PAwBPl8htZub7lGC4LCD76YuALfRkvacVtdj7pG1n9voXK9IOKTGEAiWaINAVHcpaWloINBoojmBgASscjOzk5IQKWkPhNtKYBC/X5fly9fVr1eD2MD2L+zs6O///f/vt7ylrcEv4v+iD8/ZwO5zkba2HiCjXYKxtgT8+3t7alQKAR2AIkiMRZFRG9nI7jn/ySasUbLpUuXdOXKFd13333a2NjQtWvXdP78+bGe8dzuLnO/5slyXMiFQRTbYDAIbLhnn31WzWYzxPrE/sQfS0tLqtVqqlQqkoaAMcLHgC0k2JKCOLLH7dKQ1dPr9VQsFlWr1bSxsRGAVgCeUe2Ovs5RMF9YWAi7ojE3XUZDUgDQER2GJQTYsbq6GsApujYAnmB/kDMhtAy4DwA2GAwC6MKcbzQaoVWJOU4RlfmMphJAfa1W08LCQgB/YAI5u5LrR8S7Xq+HwruL17MxEIxSck7AosXFxdCxATiF7Eg+n9fu7q6q1ap6vZ62trbCdVCAZ4Mhl7hwcx86iokzjuEbWe/w+3HhIs4n044Tg6q8EzDyC4VCQsYkLVfx3GtUjEFxI27FZg2cFYtqWjuroJB0DwFD0pGjLpfLCUYIjpgeRwI1JmAul1O1Wg2Blr+kvMySggP26qBP1JjRkaY9s7+/H5w/CvNMJJB4D2gJXJwVMo7uzGCQVPgf9WLGDBiOO0q8DIdPEJpm8TjMUidnXHMgT5qszex2sYPia8QmuVYHr2ah+xNrYt0Oc+G9Wemg8A4e1/qWttXm3OaWZk6vPytG4DpLOwlb6CSCk5OKfk8CIkFtJ/AHEPDWcNhCrM1U9g8PD1UoFBIaHiSRABJexCGI5+fj+lgPtJ2R5NV97plEyVurSLgYx2azGZ4dnysWi2HzDlrvO52Oer1e0LKIAVJiJs7LtdFCv7S0pO3tbW1sbGh5eVnXr1/Xe9/7XknSr/7qr4Zj+NgwhrlcLsEmTmv9xQB1iJNYx0gYeO9gNPF7GNWNRiPEWgB3HMdZxTEgyrXzPbRLGMetrS0999xzeuihh8Z6znO7u8wLu9566b8f1Ur2h3/4h/rv//2/S1Jgyi0vLwcWIj4E0Ba2CX7HWYLIWcAG5HyVSiUUwKWj97tQKKjdbt9U7KVI3Gq1QttWDHLxNyLK7q8BPrwlxucSoDX3APjBfTtrx3/GsQqFgprNZhCTR/ojLpoD7pDjSFKj0QiAPvkZc79UKoV8ptVqBSbSwsKCKpVKmO8Acf1+X4VCQfV6Xf1+PwGGw17kHO12W6+88oouXbqkcrksKdk21Gw2AyBYLBZDscHZlVwbwuGsJzxLSYGBxZrhjFMH1tKAo1utMzwXZ8OSD/Ns/PtedI51XXn2cYzAc0ZXl+s+PDxM7HTnFjM6R+Ukaa1vvkbeKRtHyPtutrMV7Y5hoNLsSgaCC1DDJKAyJB2JfrnwG8fxqhgvJc5RSp90OJe4XQlKebvdTrSEEWgRkBEcxfTRSSyTmU6ZfhybpK0o1slxPYBZJ1q+ZaCkiZIiB1hmpaMzivnjNi0A47pBJ71Wv/fbCQgRzEOVnYWx8B73DAH+bue9zu3s2mlo9Jy2TarFM66dhC00LXvJq9TjnmeSYAymC0AOgSYJFsE52y9TVWV88TetVitsa+zX7UwD//8kazssl7iNO5vNJrZ3hoUEaIGgNtoOJLhra2uh9SObzWp3dzdU1H2DASraBwcHqlQqqtfrYftlgCOSllqtpvX1deXz+dDqThLAeVutlj75yU/qq1/9agDIANqodhPUs3aurKwkkl8MBhRi3oxv3ELQaDSUy+VCdd/bzFx7ESYYCSUsBz5DoogmYi6XCzpLxJWwDNB5efOb36yHH35Yv/M7v6PXve51Yz/vud0dBkAJe05K6l/537H93u/9nprNpp566ik1m01dvnw5UQxE8oFCsWtX8n/AlcPDQxWLRTWbzcTOVOjP4JMBspeXlwPoMRgMQmtSNpsNAsdpa1q32w33OhgMArODfKlcLgeAiTmJf6T4zk5oCDnDnnHQi24EZDy63W4AnT0HcwCdzYMA4B1oQHzaWSiAboeHh6pWq5KOwK3r169rY2MjAOHMZ8Yqm80GHTTu//DwUI1GQ/v7+yqVSsHfvfLKKyqVSmq1WqrX64liDH708PBQm5ubunLlijKZo53ONjc3A+DXarXUaDR06dIlFYtFNRqNwNpE18jjfM8p3K/iy7l/Ps975uYbFUkKmkvS0VpD7sxzTAM/XaAdc91BKUkwQJAblhs7uuEzRxXEWadgBsU5N34fG0dX8LTtrINC0j0IDElDYSpAISY+4MxgMAhADE5ncXExQVPEURBkSTfTSGOE1nci6/V6CfozGkOlUimIpKVNBJ/Yd9OLdRxLaJSNuke0nPgMNkkbGo7LzzPp9bkWzzitZeOIQWOTMH/GMWdizcLpxDpTt8Pi9rxZvd8kIAgdjjo38/xOLxxzO1t2lgBE/PSs146TsIXQUNbMAAAgAElEQVQAT6axSZlPo5KeUdclJcU12Zae5CiNOULluVgsqlqtBpaM36Nft7fmEhBPYiQRaZpJtMGtrq4GBoyLx169ejUkPBRk/DjOzgEU4zrZbAOWQaxPSKX+kUceCcASrQOtViskgsRC3/md3ylJ+sZv/MaQaHlsRSLl7fDcO1olsCBoGZGG/t8r8f5MXduRRBmGwerqamgV5Pzb29uBQVYul4NWULPZ1PXr18O4r6+vhw08lpaWAnDIPPmv//W/6p/+03+q7/iO79DHPvYxPfHEExM997ndOXMGjYOVzF3awXyTGPe5v/EbvyFJeu1rX5vYgr3f76vRaKhcLieKhzAoKJi12+3QEra0tBSYi7zX3sqFYDHAD9cHUAAws7e3F84LAMQ52TkMwX1JAZigw4JcKZPJBEDI55rvhOZsJf8+93BwcBDAJQStffwAWymkLy0taXNzU9KRr3j55ZdVLpdVKpUS7WOMA6AQz20wGOiFF17Q1taWut2utre3lc/nQ6cGfqZer2t9fT2A/AjpUzyo1+tBa6lYLIbWVW/hZc3AHztrSJJefvnlcBzWkeeffz74EUC9w8PD4Hd5LxxoJ/9xeRHexd3d3cQ7zO8hO/hmCd4hAZMLAoDLrjg4Chh/XE7E73guxP6dTicA9bSu0eKYJiPBtXs7HQw1AHzOM0pX0AsCp2n3Aigk3aPAEEr0vJBMDBwhFS1eXBwYTiTW5CEQ9H5igCYp2Q+JQ2FnjzTzrfvOiuHkZmGjWEc4+LRJ7CCOdDOwMAloA0CAE0kD+dLsdrbFudPFUc8C0Jgl22hco2o963MC9hwHCEnDe77T9NK5nS07LebNadpJdHyOs5OwhdLaMMaxkwBK45iDIFD9WZcBQxx0ptJPyxLfjyunxB2wfp3FMs01ooeTNoZ+DoJ6znPt2rXAYOH+aAVHYJoxBjwiEaD1a2NjIzBtAHjYxQjtRtZlxondeRqNRoizXnjhBUnDCrbvYMS40oLnrG1va0HElnec9YRn5Qka10VbTbvdDqDO2tqaisVi0D6q1WpqNBrhXMViUefPnw8MjD/+4z/WysqKSqWSHnjggTDe3W5XtVpNq6urgXHmLKlMJqN3vetdeuMb36g3vOEN+tznPqcnn3xy4ndgbrffmAvoxBB/pvkjQAzi0Xq9ro9//OOSjmIU5h6aW+VyOexChqSEv9/5fD60J8IqAbyk/d1ZdaxRpVIp0e4JMMT1o/kDqNPpdMJ8QfMIMJy5zDXAAMJXsHEO972wsBAYfKurq4k4nXVjf38/fM+12/C5XGez2QwaaIVCQYVCIQBb3Mfm5qaq1Wpg7WUymQCOA5S4ftDh4aEefvjh8Dx5Zjs7O6FNrlar6fLlywHsAgCCLUWecHh4qPX1dZXLZfV6vcTGQ4wVWk/4zXK5rMFgEMC3tbU1DQZH2m1oFhHPPvvsswFIXFxcDIxHxhC/yM9pf0NkPJvNhtZEgCJyCW9Lcx21TOZoBzjyLx87WD0ASJ4Tc740o/PF1y7eFcDWdrsd5hlgT7ye8i7xDg4GgzBvXLx61BqZJhNzGjYK2DqLdrai3gnMd+QAmeeldickDbejhDmCc0QDCMcDwktAwjaHZwnguZvNx9GdmS8c05oDSwT80my3Qz+JpaHvs3qv4mrK7XJc3pYwS1DGmUfHHdfFHe+W5zy3s2O3q8o0KzstIOUkbCEqaNPYtIDSOM8Nn0hlnoCZgJ0YoNPphPb0QqGgWq0WtAmbzaakpA8aDAaBjUJSQGvaNMEpa8Ko7xHX4N+JWa5du6bl5WXdd999oW0d1jLroBfAiIFyuZx2d3f/f/bOPEjyuzzvT/ccfR9z7uxKWlYykiJkIXsRSIQ4QRgi4hiBTFkoFsYC20RQCENJNiSpYHMVMqYSjrKNMFFCEmzklMFWJbgcASaOUWwLCXPotLRoV9prjr6nj7k6fyyfd97+bc/dPcduP1Wq1cx0/+7f9/t9n/d5n7clACHQS6VSOnXqlLLZrGKxmJLJpOr1unK5nEZHR41cYQ1FmUetVtMrX/lKXXHFFWeVQqBiqtVqymazLcpkfx8pG+G6QtTlcjlNTEwoHA6rVCqZMqhWq6nZbCqfz0taVsVmMhkVCgULMnxJz/j4uBYXF1UsFvXggw/qySef1BNPPKHHHnusRSnx4he/WMPDw7r44os1MTGhF7zgBYrH48pkMqYgIkBYWlrSNddco+eff14XXnih/vIv/1Lf+c53NvQM9LD9iMVi1s6csp52Ywrkqq8mePjhhyVJP/MzP2MqvGKxqHg8biQFidZIJKKZmRlTn/mSR9/di0A8FouZGoYAm2ebskwf+2ArkcvlNDY2plKppOeee85IHhRBkCUoiKia8Io9aTnJRnDulZKhUMgUSQT6kCR8B0KC95d/UekxzlJiJy2vIylr5bi5FpheMw7Pzs6aoguBQLlcNuJjaWlJuVxOJ06cMAIcc+7+/n5TQh4/ftyaGVWrVRWLRbseHNPg4KBGR0ftflCa9sIXvlBLS0vKZrPKZrPq7++3cWpgYEDpdNquXT6ft+ZFlPpCmpEs91YX0WhU2WzWFIqU4lUqFbMpoRSY/RE/MX7WajXlcjnFYjE7Dm/y7eeuYELc+/40Gg1VKhWLi4PzFKonn8Tnuejr67N9U/ZMtU9w7mdcx0PPlzAyT6w0R3Z7DQehd66QQtI5TAx5wFKClUqHWAzB3JM5Y9D3HcvOJ3Q7cyu1N4zupELGm6ZJO08IBRVBUmdLujx50glj6o3sl0U0i4BOgklprfPpmUv3sBVslADZDdgskbKe7W5GLRT01dkINuvtNDAwsK7vLiwsqFar2YIY0gFTUUqSfOZ7JWNpf8wEGMwv3r9oo9fCZ3N95pd7jAkrgR1BWLFY1MjIiC2myfgSzLCQxhSXRTomnhCBlKhxHmSo8TUhEKHsneNFWQ1B9vWvf12S9P3vf9/INGl53iMTz33w9ygajapUKlmgg6oH5YEk26YvMyOAo4HI6OiomW7H43HF43H7PRnwxx9/XA8//LB+8IMfaHJyUk888YRCoZAuvvhi9ff369lnn9XU1JS+9a1v2TGOjo4qkUjox37sx3TZZZfpNa95ja6//nqzFcDYe3h4WCdPntT+/fvbenb0sLvgx7iN3q/77rtPkvTBD37QqhcuvPBCezbxvaHUsr+/X/l83hLN/D8VCKVSyUoVWcdCvPr1De85RAxE9OzsrMLhsHK5nNlZ+KCcBJovmfWBNh3CKDODjEbx4QNjji2Xyxn55c3geUe9Kgf/mWw2a8fE9acMbmlpSfv27dPs7KyRH5B1zzzzjI4ePaof/OAHqtfrqlQqmpycVLFYVLPZ1NNPP61sNmsKIyo9NvNMJBIJHTx4UMPDw2ZHApmNumhgYEAPPvigxsbGNDIyYl47R44csQ5p4XBYY2NjqlarOnjwYMv4OjQ0ZErQVCpl+2fO4bwpL4QswgOK0kWvEsI/qlQq2bwG+Vav143YgghlnqPMC/gEO/EFJWi+NBIRBkkJ1EPSssKN59Inq+v1uj1nqFqZW3i2EWjwTEmye7rdNhHnIikknSfEkMd6zCm7EdB67KVMtM/8dRpbMYxeDX6A2omuaO3gB1LQjUHMey9t5yAZ9Czq9DWnxnqtbaME6JlL97BZ+IB1r6BbZW9+vtxIi3Vp60aQ3br+lJOHw2Er5yDbGzQ3ZcFL8OS9Fzz5A3kWLDeB3OB8fBnzWmDu9YammEpDNkFghUJnWjfPzc1p3759kpYNWAEZZoJSSrgIFCkzo8SA9sJeXUSg4su56vW6BQeoDjDBlaRf+ZVf0W233XZWMwbItpV8lwhwCS5pwV0qlezzCwsLSqfTqtfrVl5QLBYtKO7v79cLX/hC+xuGsoODg1Y+c/z4cf3v//2/9Z3vfEehUEhPPfWUnnnmGU1NTemSSy6xdtTXXXedBc+NRkOPP/64Hn30UU1PT+vo0aP6xje+oc9+9rPav3+/brzxRr3nPe/RoUOHLOAaGRlRLpfT8PBwjxzaAwjeH8ajIPHsy7X6+vr053/+55LOJJKr1aouvfRS+wyfRx0HQUkHP97jxcVFjY2NWami9/Th3QsmNyF5UDjOzMzYeME7gn+ab+3Oe4+Snu14nxvGCs4bFXYqlbJSXAif/v5+pdNpzc/PWxkWY6r3nZmbmzOVHTERqp5arabp6WmVy2WdOnVKR44c0YMPPqhTp06pUCioUqno5MmT676XuVyu7e9HR0e1f/9+6wYWDoetbMyTI5DKlJxRlkfnMcYnSbrqqqs0MTGhvr4+G2svuugi84AaHR3Vs88+q1gspmKxqFwupyNHjuiyyy7Tvn37dPz4cQ0PD1scynzhvZq8FxDjryRTp/lnt6+vz3yTvGF38LkmkcN812g0ND093fK5oN8u5GCpVDLvXP7zpVUQPF59hoE/jQc4fkz+JZl6COUbzyGxAAmXeDxuJI20PbEP+zsXk8/nJTG00+azCwsLNtDvZiAn9HWcW0EnDKNXw0rqoJ1AkAjqxvkCT8p0m9QMwtced+O94p6uZejGIN0zl+5hq+iWT0+3sBVlzlrYrFqIMWEz491GO4sFsVbAjVkrXXSi0agZoeKRgXeZD5IWFxfNj4LAHoUQEnj/3GDgTIkA15HExWoEkQ8AAcFKJBJRPp83YqNarUo6EwBceOGFLc0dgp6KBEiJRML8KbznHFlaSVZ6Mjw8rFKp1OK1wjXyAR7z3dzcnKLRqAqFgh577DFJ0u/+7u+e9Sx4LxP+5pVHmOWiGMLUmg5NeJ08/fTTZk4di8U0MTFhfhVHjx61EhCIP65FOBzWAw88oP/xP/6HKpWKvv3tb2tqakovetGL9P73v1/veMc7LEBZC4uLi/rkJz+pu+66SydPntQ999yje+65R5J077336vWvf71l4icnJzU+Pt4jh/YACJQpm2mXNGCcQ0nz/PPP29/GxsbsPea9mpubs25WrNWWlpaUSCR09OhRpVIpK3HynZskGQnTDhglQxik02nraOgVIpBKlH7WarUWHxvOh2PDw4axJJFIGHGO6pCxDjIIUsqTEZSfUVrb39+vxx57TN///vf10EMP6eGHH7bxYiMYHh7WFVdcoSuuuELXX3+93vCGN5gKC0N6KkEwkIZooNTPK8xROjLWcc2TyWTLfYdYYwyORCLK5XL6u7/7Oz300EP6h3/4Bz311FN67LHH1N/fr1tvvVUXXHCBEX90hKzVahobG9PTTz+t7373u3rRi16kffv2aXR01JQ2EDWQLRBRlUrFShAlWZma1OrDWqvVdPr0afX391sywX/Gj7s8xygd/bvgfWD5fwh4PLS8J5D39o1Go0aEojolCcG7wbNEssDbvABKgBuNhhYWFoxY8oSZN6nuBkgUnYukkHQeEkM9rB8s8DaLdobRnSYtvDpoI13NuoGgAqrbqhW/v+0OZCFsukXEQDitx+G/Zy69txEKhV4r6VOS+iR9vtls3r1TxxJchOwFbLRz13oR9BbayD62Qq4FyahOAiLDlzzhrcNc5c2cWSwHVb4EN548ChJhGGwGSTvmQOTx7eYJglCUYL60keRWvV5XtVrV2NiYCoWCMpmMlZyxWJ6dnTUCR5KVakB0kbAgW84inmOkZbsvOYFAYmFO2Yu/tnzujW98o2666aaz3imOgWvuWx3X63Vls1kzopVkxzg3N6dTp06pVquZOe3Q0FBLd5ulpSXzGUEF4Q1aUVF8/vOf13333adnnnlGMzMzetOb3qQ//MM/3NQaoq+vT3feeafuvPNOu2/vete79Ad/8Ad629veJkm66aabdM899ygWi/WUQ5vAds4TBLw8O4wF3u4A+HIputlJZ3xOI5HIimpOumKh/MnlcqZQwX8oHo+rVqvpxIkT5uHjjYqDYxIEFOoM/pubmzNlC8RAOBw2by3KiehQiGoEgrZcLpsRcqlUknTmXfVeL9PT09YtjeD9T//0T/U3f/M3evDBBzdE+hw+fFjvfOc7W8YOf50pX6XrICWm7BdT53g8rnw+b9cLJWMmk1GtVrPxBaIEzzlf9jcxMWGqTD7LPaZjWSaTkSRTC772ta9tMb7+zne+o9/+7d/Wf/2v/1U33nijLrnkEiWTSdVqNV199dV2TcfGxvTMM8/okksu0fj4uCS1dKOTluMLurJB0nEfaO2O+kpa7qLIOM66mmfaqzkZ/6rVqpGXnryH4JZa/UtRjVG+yLPI9Wo0GnbNOQ4UawMDAxZrMgcVi0UlEglFIhFTuaGg8u9jEMxpXkGEOrUT8ee5TgpJPWKohxWw0bIB6WzD6G4qd7xSZafUQcFBaTvKl3bKSFpq9YHqRoketc/rJZx65tJ7H6FQqE/S70p6jaTnJT0UCoXubzabG08ddgDdIlm6BbwBurVtb0a53vd9q4qfrSKYhQT43sTjcZ06dcoMP4NkkO/MQlBVq9U0PDxsARNGpcwBQSIMvx5pZe8n362HBTXEzvz8fEtL62q1aiUZ+HqQKcYQm0DWX3tK5miWga9SKBTS7OysSqWSdVAl+MN3iICAUhS8Lfr7+zU1NaVMJmMlKmSM8SCam5sz4+f//t//e0sZiSTzMEomky2BLn4Zi4uLmp6eVjKZ1IkTJyx7jCII5QJGvXzXe0RWq1X19/cbYcY9rVarev/736///J//s+bm5vSKV7xCf/3Xf92hp285UfO5z31On/vc5zQ/P68PfehD+shHPqKvfOUrkmT+TD4r3sPK2O55AjKI9ZY3WF7h+KzsRZKpPSBPZmdnW8YDxg062yUSCSObKaWKxWJGTgwPD2t+fl6nTp2SdIYUIND3Hf4kGRmNAbMvE6ULFERGsJQT5SRjBMpFnzAZGBhQuVxWOBzWD3/4Q73nPe/RI488sq7retttt+kTn/iEqVokWXnrwsKCstms0um0KpWKedOgKoQI5nqjpCqXy2aEn8/nWzxzJFm5MKVclNp543CI9EgkYqVikUjEiDhK7BirJNn4gpoKYr1UKimTydhYE4lE9NKXvlT33nuv/uRP/kTvfve79bWvfc3m1ueee86IIYykn3vuOe3fv9+uEQbSlFMBypuD5ViUQHulGUb7XD/Gdf8MAZILjKWsBWgUQBKeZEiQ2OdZJOEA0ZlOpzU+Pm7HPT8/b8+ST0Jx/SGTIItYW/jGCPl83kqZvfeQ73LJeWyVGOKansukkNRlYigUCt0h6V2SFiT9r2az+Rvd3N9a6E2+68N62+v6gUfqvskxL7i0bGS3nQgSQdvlX+SlkTtRKsXiqBvKJH9NN6L46plLnzN4maSnm83mEUkKhUJfkvR6SdtODO3F+YHMdje2u1m10FbKtTuxeIPsCWYIKQ/zCgAMYL1C0beHZtwj2PBZ/mBZEmDfBHtrkdZBgoiOWV6mj8IHz4qhoSEz4fQLe09QFYtFNRoNjY2N2fmT4WbxjroGRQ1/R7GDEbf3msjn8y1qCExNIavI5F5zzTV2XchO8475hha+81qtVjPvjmg0aqV94+PjFhxKy4bVBLLZbFbz8/MWZPv20AR1oVBIhUJBv/qrv6r7779fkvToo4/qRS960YafsY1gYGBAH/7wh/XhD3/YiGfKgehI1COH1sS2zxMErj/an6kWgoa80vKYNzU1JUk6dOiQkbyYoOfzeVszYvYeDodNyRYOh5VKpcz/BwNzSIZIJGLERqlUUj6f18DAgF7ykpdIOvMsQU75luzeHBl1zfHjx1s6eeHh6N9XSA7I07Vwyy236GMf+5gpexhbUVZKy95EKAbz+byVr0K8nz59WpFIxIjsoaEhi0e8t9vk5KSVih07dkzSGdVKNpu1LpC0kvflTShU+D3kLIpExn4IH+4HJbmJREKlUsmUM4y5KBwpv4LQooQuk8loYWFBd999tx5//HG95S1v0U//9E/r8ccfVzwet30PDQ1pfHy8hezxz+FaiEQi1r2La+a3xfYgzCDj263vg8kO7quPSXgvms2mKbh8pzyef64fJYeUaTL+8TmO1c/XlF+yr3q9rrGxMSul413xSib/rpHQzufzpnwD6407UKPupcThZtG1yDoUCl2vMwP3i5vNZiMUCo13a1/rxXqywXvJGLob8JlCD0/KgO0qYdopdZAnLXxGdzv3z4S2E4NRN8rFgs/RRsm1nrn0OYcLJD3nfn5e0rU7cSB7TS3UzW6RXi20Ea8gMoFbQSfea18uRRCG2qVarbZ4//T397dkzQmQyFzS5YvFO8ENqiSvDpJaO9ohlV8PWDATKHmiAHIq2BkI49poNGqBpiQrrUilUtZBjIV7tVrVvn37jKyJRCIqFAo6duyYDh06ZOUVPihKp9PK5/NKp9NaXFxUNpu186b9O0qCsbExC9S8migejxtp5MtU8DLEj2RgYEAjIyNGmtACmntJMBOJRDQ0NKRms2nqIrLRBAkQeQsLC5qentbb3/52PfDAA7rqqqv0ve99b4tP2cbh7+vhw4c1NDRkf+uRQ6ti2+cJ/GiYEwhAg6SQ93jjbwS7lIYFSSbMjPH6oa05XkOQ07yDqCFQuKCmyOVyOnbsmB555BHzQPMty71BfDqdVjgcNn8ryrGWlpY0NTWlQ4cOrXo9br31Vn34wx9WMpm0wBr1BOMo67uBgQHbty+DwoNoenpajUZDIyMjSqVS1lp+YWHBvHyWlpbM0w1TYs6F8YKxm5Ij9ks3M2k5oJfO+BFBjPf19SmZTFq5rfd9jUajdqyUrHG+qCwxfcajLhQKtZjzM8Y1Gg3zlIJQueyyy/Syl71MmUxG3/ve97R//36Njo5qZGTESDGeJRSsQVsPnjsfp/C8MP9xjkEwP0F4ep+llWIsiETiAryqWJND/nCffRxJDDE3N6fZ2VlTzWEazb2F0PPlzDxrfI+xH289/JBYe/A8eqNt31HcdzaDnForluUZ2mnv2u1CNyUX75B0d7PZbEhSs9mc7OK+OgIY9vPl5gfBi0U2LojtvC6eQNiuduu+PfF6DI+7ATJMO7X/oCqrE/v3PlDS5p6jnrn0OYt2LMBZ0VEoFHq7pLdL0sGDBzt+ECwO9hK6ZTjt1UIbJcu2snjq9D2g1Is5Hd8elEQsBn1XsWq1aj4bvp39Sl57wZI1xjqCuo3eHy/vR/qPnxByfFRNLOrxYPCkAt1evAcIHb3ougPC4bBGRkbM/DaZTJpB8ujoqMrlsvr7++37yPNrtZoSiYQFVVNTU7riiisUjUb1lre8xbZPkEfgSAmGL9lDbRGNRu1+7du3z9YhmMIuLS0pmUza3FQoFCyQgniCYPMeGuVyWT//8z+vb3/72/rgBz+oD3zgAxu6L90A5TdXXnml+a/0yKEVsWPzhI8LIBg8UF8wZkjSk08+aeWMtA9fWjrTrS8ej1tAnM/ndeDAAVUqFSM+UXj40p9KpWLd8XyXJt7viYkJI1ibzaYRU4xHkC0rGVeD559/XmNjY0aAl8tlC6LpikWMANGOmTBkC6Q74yzzB+dfq9WMaF9YWLAOY2zfe5F6cp/xnHOHbPPHNTs7q5MnTyqdTtu4Salss9lULpezzmPNZlPlclmS7GdIt0KhYCVanCNldSgr8dSB/EadAnlYrVZN5VgoFIzwi8fjRnJMTk7qJS95iebn580A/2Mf+5gRJJw32/LqJ0h971kHOeXH2dUAWZNIJIxE9xUj7WIA5jvKs3x85oklCCTmYOkMycP8w/PNPOk9gfyzRcKDOZXuerwXPulDIoNSOs4F4olz8kkKSi5XwvlGCkndJYYuk/RToVDoo5Lqku5qNpsPdXF/WwaLpZVUM+cieHG9SdlOvgS+bKnbxxCsnd7Jew5bv1OeSZ686cT+fZZmq+dE4NYrGzsn8byki9zPF0o6EfxQs9n8nKTPSdI111zT8chpr3Ui86qUTmOz4/9Wj6kbZXEE2phzetILFSiEsyeN/IKcUojFxcWWLihsw88ZnnTCz2i9YIHsSzFQw/gW9QSZvp08wVMoFDJ1DudPqRvBnTd8plwLZcOhQ4dULBYlScePH9fo6KjdFwI5sqx4CQFKYorFor7zne/o2WefPeteELzEYjEzg41Go+b5xKIdUgfzawK2/v5+2wckUSKRMD8SrhEKiVKppJmZGX3gAx/Qt7/9bf3+7/++br/99o09RF3Go48+Kml5/dkjh9piW+cJTy62uxesbVDMcO/C4bAuuugiHTt2TMPDw0bUoFrE+JgyqkwmY4qgmZkZM3Jn+xwH7+nc3JypXCCFJVmgW6/XdfjwYStpa4dCoWDkda1Ws2CZUs5cLmckBsbKlJZ55ZMvO6Pk03sxeWJ+dnbWyI10Om1jRy6XU6PR0OjoqPnEzM7OGnEiyRSDnCfjiC/7mpycNILiBS94gaanp1WtVjU+Pm6t5bmeJAMgK5LJpMUdEA+Q85LMW82rS1OplJUX8zww9vJZSpYghyDz5+fn9T//5//Ud7/7Xb3hDW+wErR6va53v/vdRmQwV83Pz5vqzINrHPTahGBZbykzcxsEvffOY87j+vv52ZN3lHehKOW+e5Uc5AtxBj5zqLN4vgBjOv56qMa8wpfyShIWyWSyRZUEEco8CLwNCqRu8Pw4t3a/P9exJWIoFAp9TdJEmz/9ux9te0jSdZJeKumPQ6HQJc3AKNvtTPBG4dlOFnnnCkEUlB1KamGFt9uzx8N3iulWgOa7CUg7SwT544E42QnFAgv9ThBS/vp2wnjcT3h7KWjvYUN4SNKloVDoYknHJd0i6Re28wD2mlqI4+3GMXviZCMm0r6cYrfAS/CRuKO8Yc7zaiFKlMg0E6B7vyE/RwbLziFsvBHnRoACh4U1QSneCpJModPX12eEFWaqyPrL5bKZzlarVfMN8gtqFKlI7yuVigWA4+Pjyufz1h5+cHBQ09PTymQyZgYtLXenwSwapdVXv/pVSbKuOtKy2eni4qIymYwpB2vqj68AACAASURBVEKhkMrlsmW5aWdMhphAC8KHjDDnL53JGqdSqRbPIoKjkydP6sEHH9R9992nz3zmM7uOFPLgeeHd7pFDLdjWeYL3mnfK/4wBr09igtHRUXsuvRku9zIcDmtqasrWWygDefaD6zDGrVqtplQqpVAopOnpaY2MjEhatjugFT0gMGaugNQg6Ie8xktsfn5eMzMzRs5ADvHe4W3kPZYo+/RGxxC/4XBY5XLZ2qpLstLP+fkzHcxmZ2eVTqc1OjraYilAaRnKI9Q6GNozTiYSCStjzWQyNs7ncjllMhktLi4ql8upWq0a6QxQs0DwQApFo1EjE/AGYj7wydNCoWDjEmtTxkAIQIibxcVF65I4MDCgb3zjG7rtttt0xx136MSJE3ryySd1yy236OabbzaCzo+DEItBEM9BmvM7EgY8g3RwXA0cM/Mh14OkgvflC8YLfG5paUn5fN5iuEgkYsonEhH++mPczVzsk8mYbUuyhAfnAFnGPchkMuZHxXNEGTHXxW9bWhZ/oCTjPMrlsqLRqBmTS9rRuHinsKUzbjabr17pb6FQ6B2SvvwjIujvQqHQkqRRSS1UdrczwWCjfgxeLsd391rnoyAJ1M4nZydlckF1UKcDHd/BCwJsp1/y3WAkHSTHtnLdvQ9SJ8+nZy59fqDZbC6EQqF3SfoLnWlDfG+z2Xx0O49hr6mFunm8fi7YiIn0Rg2qg+iE6bQHi1sWuxAhnlDD78WXLHsSyBthsk0/TwbVQyyifYezjcBL82OxmHW0IZOP6sBL/ZHPQxCRuYfEImiDRMLHxPss8NlSqWTZ+Ww2a8ojurD5uYuSNEpgvPrql3/5l3X55ZfbPAOhE4/HFYvFNDU1ZeVg5XJZ8XjcTGoXFhZMyVAoFJRMJk0twT3k3H02l7VZs9lUqVTSwMCAnnvuOVWrVf3rf/2vdeedd+pd73rXhu7HTqFHCJ2NnZgnfHdDyn94t3jXIGojkYj5ufBcUqYyOTmpVCplv4dcQTHR39+vkZERI0EWFxdNUYPnTjwe1+nTpyWdIU4oecX3SFompgmkIVTC4bARx7FYTIlEwrx/6FYVCoU0MjJiv8tms0a4ouhgnIFcDpalEWSzDYJvrl9fX58qlYoZ1e/bt8/GG1SIePow3jBGQT7E43GNjY2pVqtZK3XGwGq1ap4/XAuM+iVZOaAfpyH4uHcQ8I1Gw9QsdFfkO3jr4PfGtrmmjIORSMSMk0k03HffffqVX/kVHTp0SA899JBe/vKX69Of/rQuuOACG58ZYylhbLc+bzabqlQq5rPEetkrS/1z7ImV4HaYe3nWGau5L9xvHz9xb5lbUZLxbHlvQp9QIdkL6ce2uKZe8SQtj+1ePcazlkgkVC6XNTU1pWw2a88JKt/BwUG7Hj5+x5/KE33sk/NE3bZSCfm5jm5GyX8q6VWSvhkKhS6TNChpevWvdA8bMYH0CMrldlpZsxLaeQKtFfQHM5zbBciETquDPJstbZ830Xrgj207j8kPfjDpW73fvnyg06orpKt+4ujh3Eaz2fyqpK/uxL73mlrIt07uxrY38851SsHUyfuA/4K0fM180DU4OGhBGQEN58DCtVQqaXx83LwKUNiAYABPULaZY/XdciS1kEIETSh+2DfHg5+FtKw64ngo8xgdHbVFPIEDvksDAwMmx6e9fX9/v7LZrHK5nC3uIZcymYxlbKPRqIaHhzU5OWkeHpL0xBNPmP8DQTDZfIKfUqlk6gDK2ZPJpIrFonXxwcuIoAwiDgNxzhPU63UjrUqlkq699lr95E/+pD7xiU9s+L70sLuw3fOEL5XyYxwkBSa3vhSnv79fBw8e1NNPP22EbCaTUX9/v6anp+1dg0BAWeFVmqjoBgcHrWxycHDQlIOsIfE0Ql3iCVLfQatarZqCRpJ1IaTciPcIhUo6nTaC1gfGJMh9tytJLUQtJAgkB+vNfD5vXdkSiYSGhoZM+eGNghOJhI1zKHkgfMbGxsy3aXBw0MqL/Nqa60d5bH9/v+LxuLVExw8IsoEki1eIUMIUiUQ0PT1tJXKRSMQ+6wGhD0Hik935fN72+e53v1v33XefDhw4oMsuu0zvfe97deWVVyqZTFo5W9BonG5cEDjMT4yVwa5hEDNB8B0fCwDuH0pMfub6+GQJzQIo8SKm4L4G/faq1arNud4vzoN98Q74GAlylVLGIEKhkIaHh418yufzpmjzKif/jPI+e++r+fn5Fm8m9lWpVBQKhYwoO1/QTYbjXkn3hkKhH0iak/RLwTKy7YRnRDf7fWn55dhJgsibJIONKj/8oLgdYH8w11t5yXyW1/9ut3Wq8gPxdpWt+WvDQmarRFCwBLEb19mbS/dUQj1sF/aaWqibRL5XCFF6tB54EmYz6DQ5R5ZQWh6D4/G4crmcBWVkEVmE+4QChqe+a4+0NnG1sLBgC2CyqSvBj6nBzmazs7NnmYp65RMd01Am0ZWMRTqLZAKiWCxmWV9UCZxXMplUoVAwVZAkM8gdHBzU0NCQBV/lctlKXnxbbM59fn5en/zkJyXJ1A7BrPnExISef/55C0BRDJDRnZqassCRzmq0PM5msy1dmdgP97rRaOj48eNKp9M6deqUrr32TNMqTJ576GGjoNsfBIkvbcfbCwNf3oXLLrtM3/jGN2ydi28NwT8+Onh2EWxLMsWGV53QYYrnvlwuG6lUr9dbSil5L3k/KI9iDKhWq6Y2QrGH6omYhvNbXFxUqVSy8k9v0OtjELr+oWr05UHValWVSkX9/f3at2+fjWskABk3+F6tVlM+n7drurS0pP3796vZbKpYLNp8jerIl5BCkOE3g1pyenraxlL+hdRAccO1Yjydm5tToVDQyMhIS9ezIBYWFqxUDi8o7vvx48cVDod17NgxvfzlL5ck/bN/9s/02te+VjfffLNSqZSSyaSNkZQ9cywQVL5bGHNtcB3gy9f4vo8DJNl5rAS2TxIlmFjn96VSSZFIxBRrbD8oTuB5CofD1oWv3TXkWW+3DsNvifnKz5OUhePFV6/XTZnGe8u8x/uJv55PGnnRCPfQJ3iWlpbMH8pf890Wb3YSXWM2ms3mnKQ3d2v7GwVM7mY6hQS3w7bWau8HPNsrLbOgG4FfuG61WxTHsx0B+FbVQcGOVmC3moH5gXy7FEs8W53yCpLOnli6eR7UJ/uJrYceuo2tzgXbjY2QNVsFCpW1EPTZ2Qw6aTrty6z8tvGIgITgvhOk4KPBwrFarRoRQWDmy8aCpW/+3hAwtjsngg9JLVlRggnKA/zClPmvVCopkUhYAOHl8fwLKeTL5Qg8fdttAoBKpWLnXavVFIvFlMlkVCqV7Jyj0agikYgZRHOukFG5XM78iL7whS/o13/911u85iCWksmkETftugmhbJJk5WaNRsMCVd8UhHvGPS2Xy6ZiqFaruuuuu+xe9NDDZhGNRlUqlVq8vCBbeId4H/Alvfbaa/XZz35W3/ve93TFFVeY74zvjHjgwAEzm47FYi3rK4hf1ueNRsO6Y83PzyuTyZiihi5ldOyDSGLsofPTzMyMlXQlk0nVajU1Gg1VKhXNzc1pZGTEEokQNoyBdIfyiXVPWqNWhOian583VVIoFFI6nTYiyxv/8+5CWBcKBfX395vnGYqYfD5vYx5qIvzQpqenzUvm9OnTisViGh4eVrPZtO+hpGK7KLs8Ke1Jd4gexp/h4eG2z8bCwpm298wR2WxWzWZTp0+fNqLt4osv1tzcnLLZrH7xF39Rv/iLv6gXvOAFRtYxPvsyLq6rJOvgxXX1KheAotLHmO3W7BBeq63lefY8ecLzBfk0NDSkSCRix7Ra0hu1D3NMcO7z+22nhibRTdlivV43k/WgHx/znidsUUIRl+E9xP3z8+JK5+KPH8UR1zKInfat7RR2X01UF0HNYScIERZlPOyrLY6DHjreWGsn4CedbsCTORshsYL+N9LWO1ptF7zxcrcJjqBibKsKLOAVTttBavXMpXvYSewltRDy7W6OK2x7I8H0VlS4nQaBGvONl8JXq1UjffAXgLz3nVtQtUKMkdkOjrHBZ8cvVFkXBL38vHrJg4AEvx2OhQUt2dtwOGylIZA7HCvJKl8qwN8TiYSVdbFvMrF+XwRClCnUajUVi0VlMhmFQmfaIGMUTTkex7awsKAf/vCHkqSPfOQjlq2v1+sqFApKpVI6deqUxsfHbV8EZbSQHh8fV7lctrUJi/harWbtpwGkFqVmkUhEzz//vOLxuB588EF97Wtfs7K7HnrYLCBAq9WqvWOUqvDeeoVgX1+fLr74YknSDTfcoKeeespaay8tLZmBtCTz0vLjAcEma6LZ2VkbXz05heIO5QyEENuGIOUdR2WCZw+E0djYmKrVqk6fPm0lZGwfdQnbRx3Dfsrlso17VAJ4pSRlchw7a2S2wRoTtUcsFrOyWspN/ZhYKBQUiUQ0MjJivj98p1QqaWRkRAsLCyoWizZOMdZjGM6Ywhp9cXHRyu4YPxkn/fEHMT8/b+NPKpXSwMCAqtWqcrmcKpWKbr75Zn3/+9+XJL35zW/W7bffrhe96EU2/zBHcH+9PydkONcZQsOrRiFv5ubmjDBbC54Ea/d55jrKFefn541wxJvKE0tsY6WYGl84lKj+fler1ZbnHqIlSAx5MoxnCoUczyqKq3A4bM95sVi0dwhiFuLUz428W+vpRM7x+5g/uPaBHPbYi/7E5xUxJMkyT50KCHaTj8164GX2nYZvTbhWsNBOMdUJ/5vthFfVdNNIOkiYbVUx5uEJre00w16p3riHHrYDm/XT2Sngu7UdCC7G1sJWyKpOmU77RARgAby4uKh8Pq/R0VHL9gXJIBavoVDITEd9p5Tgs9KuUwzBBYtHzs8rZoPXigCT7D8ZW2lZ7QPhxIIdIP0n8EFuz3F7zws8EiqVigVyBHOUJUB2kYUlYKELEoEsmWJaZNPi+vd+7/ckLWeDUQFRxkeWH9UTXYNY5OP5RCBCychKiQNa3RMsVyoVSdKtt96qv/3bv+3NLT1sGZDHvFcDAwMWGNLmGiUPRM4111yjw4cP65FHHmkhHBgXIHX5PkEm7yGqB8pv2D6+WrFYTHNzc0aiUuJD8oBt8N77wLRYLNo7CfFDRyd8eEZGRkzBjYE1AXWtVlO1WrUW87R1h1TgPOiSxjhDuZlXCEGGo/L0ncKIUzKZjJWQTUxMqFKpKJfLmRl4qVRSMpnU6OioqtWqkTycA+eK8TbjMAoors3s7KyNvZhVtxuvITUgFjKZjJaWlnTy5EkjhP7+7/9eknTTTTfp7W9/u6677joj3H3pmiTzV2N841lgvK9UKvbceGUM93olT6GVgEl0uyQ8zzfPVl9fn1KpVIsSNoh2cyPPO75wweu3kjAhqBry5V/sC+N2FGfJZNI6aNIoAZKR7/uuf5Rb+ndiPaRQ8Dg9QeRtZdqt0XjHPXa7sui8I4bWYk3PZXhjs07BG7+1U64Ey+hAp1QuO4FuG0kHy+c6TZj5TmJkebYLPXPpHnYDNtJxa6exHQbZLDS3G51QQfkOZH67lEsTHFAaRaDnu68Fy8Igivxi3O/Pj12QKP4+McautQBcXDzTXn5kZKTFc8j7HQ0MDCgajRrx4TEwMGAtlZmD6Q5DhpzPsS3fvpgFLiok73XCIj2RSGhmZkZDQ0OWWCO4xY+oUCjo//yf/2O+PpVKxQx0Z2dnrUtMJBKxcgBJVgqDMawvnfBlZB4LCwsWMLGOo2PT1VdfrZtvvlkve9nLVrzmPfSwEdApyROo+NNIy2oYablE6o1vfKMeeeQRnThxQqFQyN6dQqGgWCxmyoxIJKJcLqeRkZGW5xyyBDDGoXzB7Bdbimg0agQzpEcmk2kpKcObaHh42M4Dhc7AwICRPATTlMxJy4bV0hkyI5vNmirJK5noFkUZGYqXSCTSYmRdLpftHUYVyPjj1UMQyngPUdIDATQ8PGyEN0QJLehRPvEfDQdYgzKWQUhIMnVkcMyhpAnfHwjumZkZFQoFXXvttaZietOb3qQ3velNuvbaa82Pje6KEDPeM4j9Q2AwFmJKHQQJad8VbTV4f1fg1aM8b/7c0um0zV+gXcIoqJzl3CDf2qlmV4pBSdhwL7wJNveMjnOzs7Mt5E8kEmlpLkG5YKlUsjmM6+p9kYLeTBvBagRR8Lw8aPq0m+Of84sZ+RG8SdtO3BwGh+1Ux3gfg62CFzzo1+AVND7IOBdMurxMv9PnEzTT7nT53HaYR68HDJ69TG4PO4m9phbqpAfPSoA02M5r04n518vpPXyZ1dLSkqlbkJG3W8CRmfREEcoWv/2gFwLqGRbCZCDXIh6bzaa1iPedU/zf5+fnW9RM/l9A5xW6dqEu8N1keIZQiJJN9ybUPoDgOSA4SKfTOn78uIaHh9Xf369CoaBwOGxBGMf09a9/XeVyWdVqtaXTWjqdNkNq7+HBOoIglBIxSleCxBqKJZRgEE/FYlGHDx+WJN13332rXvceetgIULGhzPM+MF6lg9KwXC7rVa96lSTpda97nR577DELQDGMZvzwChmedfyIwuGwkSG8u8VisUXxh3oCFYgvKUXdsri4qEqlonQ6baQN54AxLyo935RmcHDQvGU4VmlZGQkYg1HPoMakdNebGodCIRWLRQ0MDGhiYsJIHk/cNxoN5fN5I9tnZmasfG9qakrpdNoUTahnBgcHjRybnp42gohSV8Z+5jlaklNmK53xSAomLP3anGvMM/DEE0/ox3/8x+2zb3zjG/Ubv/EbuuCCCzQyMmLXOJPJGOnFtQyHw0YEMbdzvvPz89bRrR0ow2r3dx+DgSDRheqGsjlKkUkS82xS5sZ+VosZIEdQpkLmeFNn6WxvIX+dUb+ikgO+G563n4Bc5bryDHCOxFEkSyBQO0EKeayXIPLns9uTkuclMSR1vqRsvWCfq3Us6TQY0LeyCA+WTTHwB30N9lIp2FrwaqdOlwwGfYI6fd220zx6LRCMnAsEYQ97H3tJLcSiaDvgS6HWg62WgXWC8PIdgzxqtZotAr2BKPMVfgl8jr9Vq1XzAQkublcCwdDCwoJl8de6LktLS8rn82bs3O7zLFyZt1E6twPeCwRLlGWxGKY8jMU/xBGlYJlMxkqJmTsgbVh8j42NKZ/Pa3Z2Vvv371exWLTyi2PHjkmS8vm8Bbe0nvZZ79OnT5vRraSWuXVubs7a26Mg8P5J+KJEo1Ejtebm5lQsFvWzP/uzknpm0z10Hqxr6WRFuWWlUjGDesgGSOgrr7xSIyMjOnXqlCYnJ7V//37z2vLvsC8x5f3lHYREwMMFw2TeEwgrX64KgZRKpcx8udlsamRkxNQ4dCyE0IFc8oRUrVYzvxSvzJPOEAYYXHv1y+zsrB2j92iTzpAulUrF/MIYI3i/UYLwjuN3hj9MvV638bxUKimTyVgpKceIYmliYsKukXTGeHt4eLiF4IJUoywtGo22zCPBZG25XDbi4i/+4i/01re+1f52991366abblIqlVImk5GkluuCUsV3LeO+cG0hFVCzrBSr+XsUTPjyrK42f8/NzRkxyD2k5Di4zqCTHcmG4BzlSwCl1tI7nheesZUqBPw5+HI64A2iIbLoboaKDP8jabkiwcf3PGP8HWFIp6tn1kMQbYf6uxM4b4khaest7DcKv9Dazodjs/4UvLQMkGzD11ufi2Aw8o71W0WwprcbpXTBfex08Nszl+5hN2IvTMyABf9uxVaObatB/EqJHUqrUNJIZxbUyWTSvBMktWSNgS8xIyMZzCADFvSQaX47qz1j+OGMjIwYgdMOeHsA1D1BBMu/MIT1Zp4s/H3AgnQfGT5GoX6B6/0R8Dvq6+vTzMyMnWM4HNatt94q6UwQlk6nLVvv292jfkCJEA6HzUOEoImyHY6B0hgIOspB8AVpNpv6xCc+oRMnTrT1Leyhh63Ctzon4EWJ4r3KUK/xzt5xxx362Mc+ppe85CXK5XIqFovWph71CmVoKKl53hlXksmkrcNZk3qTZ4hxSKLp6WlJMpLDEzgE1JQuBccXytTy+byZbkMeM5bSIQolEaQvJVG8l4wNEOWFQkHxeFzDw8PWhYuSV4gTkiCcJyqbwcFBG7socaITGuViBP+hUEiFQsHIAb7vS9UgmsvlsqLRaAtZByHkvd/wQbrpppv0gx/8QJL08pe/XB/60Id0zTXXGNnW19dn6kk8jbxainviy5zZF9cyWNYMOGeUlWspcIKg/DYcDlsyAnXoSnEc13WlxhecB0o3P/4yT63kJ+TVqcFz8F3iOD5fJgZxiQm1N5DmPfLqI44bEo7vdQvMXRBwniDaC2oh6Twnhnjw27XJ6waCA/F2YKOlAQzY/qXkZTyX4X19OmHuHPQJ8i1EOwlPBu0mxRbPUK9srIceNodOGTOvByyIN7K/rRA7Wz23YAcyjoeFmM9keqLH/xwkWubn543MYPzCK4HvEAARkK23NJZFNFlr2rKvhJVIL0rhPAjoUBdhwkp5gAfkEaQR14q5iqCOYJPkGQFvIpFQLBZToVDQqVOnbBHMMaGa4ljw/wmHwxb4ULZCgD0wMGBeRQSGKLYw4KUVNAv+UqmkhYUF/dVf/ZXuuecePfnkk+edZ2QP2wPMnSkTwy8GxSFm6t43JplM6l3vepc+9alPKZ/P6w//8A/1r/7Vv7JOXul0WrVaTaFQSPV6XQMDA2b+jMrOr+dQM0pn1pZ8FtKDMifpTHkYZW1sh3IxfIUgiQDm0JKUzWYVjUZVLBaVy+UssIbo6Ovr08jIiJFaeB5xnSCSms2mTpw4IUkaHh5uKV0KhUJmII26iPcXNQyKUogsFCwQNmyDIB/1IwQTRt/hcFjFYtEIpqmpKSUSCY2OjponFAot1EnMbV/84hd155132nX68Ic/rNtvv93G4VwuZz5H3jjfd+zy5VnSMlnCOLy0tKR0Om3nQKmaJ2KYd3zyYS2gXGHMTSaTLebT6yEoUGW2UwtxrkFwf5LJZFvFzEqEEKCcmNJASD2USyjT0um0zX2UFqJ69kprCCFPFm2HIIRkjCeI9grO+5mUl7DbKp5udgNbDe0GABbQ1ClLreU+sVhsT2XVtwKyoVtVQHnpqZf1dgO+DG23Kbd65tI99LB1sHjeznF4u9VJm92XL2kG3huDQAVPG+8X5K8pGWtIpqBXEQGeb+NL6QVBBtnidkoe9snxklWlrG0lYs17JwRBYOb9EbiOLKIzmYwWFhas0w6ZdB9k4unBObNGgCybnZ21445GoxobGzM/kP7+fg0NDalYLKrZbOr48eOSzgSO4+PjlpWu1+s6fvy4eT9MTU2ZCS/PN+sOFAoQWhjbplIpW1w3m03rShSJRHT69Gn90i/9kv7Tf/pPuuyyy9Z8bnroYTPgvaUEywfKqNp4vyKRiEqlkhYXF5XJZPQnf/InetWrXqW3vvWtuvHGGyWdIW5mZmaUyWRMhQN5kEqljEDhPQWUxcZiMSvXqlQqRiJTbrWwsNBiFM9xLy4uqlAo2LiB4s6v+wcGBlQqlTQ1NWWqF95XEuhe0eG7rS0tLSmRSGhp6Uy78KWlJetqVSgU7PuUgflOipDmEGOQ0KVSyca8crls+xkZGbEx3sdvnpDAo4mOVJTARSIRZbNZhUJnuqXVajUVi0Uzwj99+rSuvvpqu+779+/XH//xH+sf/aN/ZCV3KI3S6XSL0TZEHOcULFdi3MbImsQCc5X3QfLz1HoTEJRK+xb3JAAYQ9cbh1IC5lU/3s9qJVJodnbWEgvB41qPrQWG5pRuQrzye3yoeL4pDQ+FQnZ/UG2xRuBZSKVSHS8hWwscB/d7u4QoW8F5TwxJy35DYC3zqI3CG6+BbtXCewUJA43vQgVg9Fn8MYCc6/CkmLQ1I2Z/Xbut1vFZ4k62q+8keubSPfTQGWyH4XQQG5mTtrK42UqdPfObX1z635EJJJCrVCpWHiWphSjCNJr2w/hzSK3d0shKIsGHqGDfXtoP/NwKcQTRAdp1eSHYIljgGFD+sj+/fbKkEDe+9TwLaOY9f26UhBOIsi3vxyAte4pEo1ElEglTBYyPj+vxxx+3z/36r/+6lULU63WdPn1a+/btsw5BBFEEdJxnPp9XNpu1DDfzSCKRsHOp1WpaXFw0X6ZarabrrrtO733ve/W2t71tU89SDz2sF4lEQsViUcPDw2aezHviVTiS7L1LJBL6x//4H+uLX/yibr31VvMcCoVCSqVSKpfLisfjVuKUzWYtyKW0U1JL96pYLKZqtapKpWI+Oel0WlNTU/b5ZDJpRAnKFMirdDqthYUFFQoFKyeF1Gg0GiqVSqrVahobG7NymFKppEgkYqoWgv9gwwKUfIuLi2ae3Gg0VKvVlEwmlUgkVK1WzdenVCpZKRAlrZR6QQCn02nl83lT3HtSjLEcFcni4qJGR0dtPPNEP8kCzpeuaJh/Dw4Oanx8vOWef/KTn9Qtt9zSMiZGIhGNjIyoUqnYHI03my8XQq3kwXjOtSOpyzn4bbCd9TS8YX88I5AvKMVQz+AnFIxb2mFubs4U/8xRvqtYsP06f6fU0c8hPB+rEUIQjcxXzKd08ON6UqrIO+HPk1LMZrNpal6vmhoeHrZS6p0A96Bdidluw+48qh2Af2h5mDxgIzdKJHhn/iA2srgOGo2tdAxeQdJucGI7DCJ7od5xq2BgAZslLtiODxi6Nch4gm8zz912omcu3UMPncN2d01j8dYuA7gSvBfPRrHZOnu/MAXeM6fdfliIsSj2x09AhHGqJPP0wLMCVU0ymWwxbGZ7wfGOcdv7+nlT67V8cPCekGQEi28dTxDKcUMkJRIJMwolUCGwIyiCCOL8KfuSlufERqNhUv1sNmukUrFYVLFYVF9fn7WUf+aZZ1rOf2RkROVyWZIsCEXhUCqVLPOLMo0ghm3k83kLZlFeoBjAkBr1xuWXX67Xve51+g//4T+svOuI6wAAIABJREFU9dj00MOW0dfXp2Qyae3TeS4hFqampkxpH41GlcvljNh8/etfr0984hO66667NDExoUKhYKoVnmmvwIE0gESlc6EkM1jG5DoUCimXy5k5PN5DBOlsx//MMRKIS8vKebzSBgYGrCxraGjIYiKUPclk0lSHqJ6YExjn6vW6lRuhZgyHw0YwjY2NqVAomPEz5Vh4iEWjUVUqFSUSCfONQxWEsTWd2uLxuDKZjGZnZ60MyZtqM2bRTZGxcP/+/S33+SMf+Yhuv/32FtNsxvtEIqGFhQVTLKIE8eter17yY70nJPDcxJzZd6T0sQrbhyzz9hSQO76kmm2gEqVUkWYKa4G5i+9B2CWTyRYFUrsyLF96Tfmv/047+MoHVKIkPCBNfEcySVaK6K8x3eww+E6lUi0+VJFIZNWuotsBXzrvS8y8N9duQo8YaoPVHmZe9mB2tZ2rO59vR0QgJ2zHvK6EjQTewdI19rMeKd9eR7BlIwvljXzf+wP57XSL4WWQ94aeu6lErB3IQm/0+vbQQw8rYyuky2b3t50Lk82Qx+1IIcYef+yerOG8/OIWeOUQihvGXDK7PtPJgptED4vSYIa30WhYwMYxBJVCgBIqwCLfXydKQZiT8K+o1Wot6wEW2fF43IggaTmgJeDAgBQFD6VbHCflLAS9XLN4PG4dmEqlko4ePaqxsTFNTU0ZqRYOh/Xwww/r1a9+tWZmZjQ6OmrmsqiEIJvwMkLpcOzYMWWzWVM45HI5VatVXXTRRWo0GqaSiEajOnjwoP7JP/knuv/++zf8HPXQw2YxODioeDyucrlsRCzvKF3AKBP1PiYDAwN661vfqtOnT+t3fud3lM1mVSqVrASMkh1KlFB54KkTiUSMGEEJAXkNsTM0NNSiWEIlxDgBEUv8QlKT0jjKXHjXiBMgQzzBjOG0N96WZOTL/Py8kQMokSKRiIrFopG+kDujo6M239GmPhaLGdlBnLVv3z4jDVAVQlRlMhnl83kjbPA/KpVKktSi0KhUKrr00ktb7uvnP/953XTTTbbm5z4wt1AeNzs7a+M7qhgfa+CXhmrGj80Q8vwLyc+8Qut6P58tLCxYEgUCBBKR69POc4iObDx77eBJGQAx6UuL6/W6PZ9+3vbzW7vz4Dlcbb+cA+Qez5snAb36iPLiZDJp5BCfw1+KOU1Sizeu79y3EyRMuyRS0INoJQ5hJ9AjhjaI1V60IMnDoq4d+YMCyaNT0jK261/Cc13NEZRHroeoCPoC8d1ul4UBgh2wl+5Rz1y6hx46jyA5sB3YDDHUrVLodgiSQsEs60qg05UPajhPFok+O8lYHCyJ5Vz5THCB7Akh718AEUOGvN15kcmEcPJJCQI3MvwECvjxUN7m1QWSLGAhCOT8ms2mBXUsoDFcJTgjoCVJ4bfJOubUqVNWTsG+uD6xWEwnT57Uj/3Yj1mnIa4RKqBQKGSdjzi3sbExRSIRI39QLHkiq7+/XwcPHtRP/dRP6a/+6q/W+fT00EPngNKmUqlYl0M69RWLRWUyGfPmgZQh4H3f+96nfD6vz3/+81b+BdnMWh2CBuIAZQSElFd1UiKDaoXtoPxoNptWioM6gfEEkiiXyykajRrZgam171qIybbvQOZJH8hqvIUajYb59USjUc3OzmpmZsbe57m5OaXT6Za5Dk8j1EmUeY2NjbWcG2obSoRRGFE+F4/HNTk5aR5Gg4OD+rM/+zP92q/9Wst9/PSnP60bbrjBTPJRYC0sLCgajZ5VusR98fEZYyaqJHxuPBYWFlQul+16oRBBlck2g76ubBO1KOP7agbUvmlQUJHUjpTw3nTMFT7JW61WzyKXfMUExByqUn7PdQselyQ7B36P2TcljsxpUmsX7Lm5Oc3OziqRSJxVqYGfHqQqhuO+8mcnY6u1Gm3sRgVRjxjqEII3nvr5jRAMPMhbISaQrfNy7kYvmk4gSKr4Aacd2vksbRcBBILlgHtRacMio2cu3cNexHaXaW0E3lB+O7HRbpm+JKnbCJJCEB4rHa837OR60r4Wosh7FmCkSUJgdnbWPCwIztgvC+5KpdJiyIoPA4tRPl8ul5XJZFY8N9RMqA5YzPsFrJ8vSDKhNPKKHs6TaxD0YJqfn29pOMHcRxmaJPPzIePtryPX7MiRI5ZBx2j1b//2byWdeW4vuOACzc/PW6CXTCbNt0RaVl00Gg1ls1kj4dgHQVm1WlUmk1EkEtH09LQKhYKuvvpq3XLLLfqjP/qj1R+aHnroIhgfqtWqqTkGBwc1OjqqkydP6sCBAy3vDz40mUxGd999t1KplP7jf/yPGhsb06OPPqpsNmtKxVQqpWq1qsXFRaXTaRtr+/v7NTAwoHw+b12sII2WlpZ08uRJJRKJFm8VAnYCU8qwJJnfDr46KC4gcQcHB1WtVs0Ienh4WI1Gw0jwUqmkZDJpCj9KUAcGBoxAopypXq9reHjYgv5kMmlKKMgtFEGSrFwP8htFYiQSsVb0dNdKJBJGak1PT+uHP/yh0um0XvGKVyifz9s9+6f/9J/qrrvu0nXXXad6vW4lwZh7e585SWaEXSwWLUlASasHMZsvVQKMmSg2PXmSyWTazqHcL0gZyPl22w/uhwSB77wlrU6KML57k2lIuHadlH0TAEhPr3SCvGynDOJ6+Q6WGJT7uNd/nmdOknlBeVSrVU1OTmp8fNzINRIou6U6Zr1NPXaTgqhHDHUBLHI2qqZAGucXfOt5sIOlU9FodNeXIW0GfrG/UrkfA1LQXK2bfkCrIehvtBsGqs2A59G3Fe2hh72G7S7T2gh2wnBa2rj6Z7uOM0gKsehdbV5l3qXMgcW4H/t9CRclB3TU8X4OfBaJPZlrTK29osf7wTWbzRVJIRbW/L8v6Wi3eCSz78tECKo4HrKMUvvspPepYLEPwQ8ZxQKUa808CmkTCoX01FNPKR6PKxaLWfZ2cnJSBw8elHSme8/k5KQWFxd16tQpDQ0NKRwOa9++faYeGBoaUqlUMpIr+OyhvE6lUopGo5qentbXv/513Xbbbfqt3/ot/eZv/uaK976HHrYLiURCMzMzVhYFeRCLxVQsFpVOpxWNRk31gV/YyMiIPvrRj2p8fFwf//jHdeWVV+oDH/iA3vve9yoWi6lcLiuVSplSJ5PJtAT72BkUi0WVy2Wl02mlUiklEgnVajXlcjkjEsrlsqLRqLLZrKTlcQ9ymQCdcYj9M9bQsRGSm/3TIp53NZ/PG5kEYc644RVQyWRS8/Pz9v5TdoSvmySdPn1aY2NjpvKUlgnx06dP29icSqUUi8VUKBRULBb1yU9+8iy/sfe85z16xzveoX379tk2UD4xjzAG0rq+VqsZKeQ92LjuXknJ/BQkbYjfuOfS8rjabpwnfuN+QCatts7m8yQwIBTwZloLXoXkzZu5J0GlEHEMFiXeKBxikISN9z3y+/O+fp4IIsHviSi/PdR3XjE8OzurarWqZrOpCy+8sKUyZzcl3CHYNoLdoCDqRXhdANm/zQKm0xNEQdaXv/Gi+c/vlpdiq1it1IqXRmotA9tplZQvT5NW96va7fCE414qc+uhh72GrXTq2gq8SfJuAgtRxs7VTKY9CEowpAz6EgHmDK475AffBQMDA5a9ZUGKqqUd4RQKhVQqlYwUYg7jcxh0SsveRtLKKjHa3HrDTDLtkUikJfHhSwkABq10RaU8xKuG2j13Piip1+t69tlnTdlAEFytVnXxxRdb1v306dO68sorlUwmNTg4qMnJSevCdOLECU1MTLSouAigCbLwBEEBkM/ndccdd+grX/mK/tt/+29685vfvMJd76GH7cfw8LBmZmZaWtYPDw/rxIkTVnKGsgV1BaVX73vf+3TppZfqM5/5jD70oQ/pQx/6kB599FENDw8rn89r//791kZdkpXZ0OI+lUqZusOPL5RUUUYFCYT/iy+RRSUEcrmcUqmUBaYQTPiBEZz39/ebyTPm25BGKIoghSiro1uZN62GSAqHwyqXy9Y5Ct8kyHbUH5BktVpNDzzwgG6++eaW+/HSl75U73znO3XDDTcokUiYGgkTbI4dhQ+dmL2JsW+zzlgXJGg8qRacW7ylyOzsbIu3nJ+7mBeY17jezEEYLzNeBhsnMI8wJ3Ct1pofUSR5EQKePsxtfpu+xAwSyhs/12o1M4f2nj7AkzU8Hxw/JFKz2bT3hfI0rzxDxeu7U2JyTvl1Ox+k3QC/htko/DXbbgVRjxjqMLxsc6vwUrhgq1lJLX4GvFR72fOlXakV2U3pbOOy3RLQBLuV7Zbj2ix8MLNXSa0eethL2Em1kFeFbOd+V9ofqho/921kUUQgwX68ckhaJnB81xQW40tLS6bIYVuJREK5XM5KJ3w3sEajYcQGbZMJ3qS1EwOUt62GYNIHQgffHbL0weCAAAAFVTgctmTSev0MC4WCfvjDH5ovBtnbeDyuRCKhSCRiiqGPfvSj+ta3vmX7OXjwoEqlkubn55VMJnXgwAGdPHnSDG73799v50PQSZlOoVDQRRddJEl6+OGHdfjw4TWPtYcethOhUMjKYCBL+vr6NDo6auVQELu+9B6i5qabbtLhw4f1kY98RPfee6+uvPJKveIVr9Af/dEf6eTJk9YRa2hoyPYHSTwwMKBsNmulsHQrg7RGYUTpK8fgy0UhZvr6+sz0GSKIfaMsrNfrymQyqtfr5kOEash3soI0YGwiaPcm+IuLiy0lXLRv96pI/GIgTr761a/qLW95S8v1j0Qi+rVf+zX9i3/xL3TRRRfZ+S0tLSmXy2l4eNgIaAjxTCajWCzWQmAwluNzgxommIj3CQN+9mVRXjk2ODiobDZr5Bg+aXzHe0NJrfM/cVAwye19lhi7fffitdYPvnMcxwFJhmJWOturSDpDzqDgqVardp7tyKB2CWXiV+akRCJhJdmoYtmnvz8omFDoxmIxWx/U6/U1lVU7iU6V3HN+20kQ7c4rukcBE9rpm+YHJAYrmG6wV0khBifgjcy8hHY3IUhgnSvlVQzOu0mK2cO5i1Ao9POSfkvSFZJe1mw2v72zR7Qz2IzcuBPwjQnWqzTthOk02dB24zpBi++K5RMgq4GFGIERBIrfJkEOmXHUQHwmEomYCSulFM1m03xxCJh8JpVgbW5uTqOjo+sm2Nie75DWDiiaCG4IMgloGK+9L4a0HCjQZp65lWvrS7MJwHyGemZmRkeOHFEmk1E6nbbs5b59+5RIJFoy1rFYTM8++6xlv0OhkAURLGYp48hms/Y9PCQghhqNhk6dOqVrrrlG0pkW9pTC9HB+YjfPE5CyKBfy+bzGx8eVTqeNJMakGWUFJZSDg4O66KKL9JnPfEa/8Au/oDvvvFPf+ta3dPDgQR08eFD333+/Dh06pJmZGVMCpVIp1et1VatVK1PCOBl1kiRT4TCu0EKe40ChUqvVVKlUzNuoWq2a+TPjGCoSX6bWbDY1PT1tXqZ4nmGqPDQ0ZCpGlE2s65eWllQqlcyInvEVtebCwoJuu+02ffnLXz7rer/vfe/TP//n/1wXXXSRkRKMayASiVjXOEqfGAu9mTPg3tHePNgsyPuueQ87rj3EDMQKsQtkD2OcL6nbiHgg2PnLxx/r6V6M8ockEHOvFzH4Z8cfGx5PKF9CoZB1nwvC+yj58m+IHPz4QqGQyuVyi3LWnwvnt7i4qGKxaKWSoVBIlUrFyjd3+7yAKq5T2E6CaO9Hs7sInXwQ/ODVLlDn4WDSQTYqtW8HvJ0eO+1aIYKgH9LAwMCKLvu7Cd4r6FxS0vhJZi0D7x566DB+IOnnJN2z0weyk1ivOWGngWlqt78TxErzkCdw1jKZbgc8E3xnEzx/kMp7zwjOJ6ie4W9+cc/YPzc3ZwakbBfFC4am67k+ZKZ9gLISyLxDIEJCeX8TZP39/f1GeklSpVKxc/aGtB7B38/Pz2tyclKTk5M6dOhQS3vk/fv3KxqNnnUPP/CBD+jf/Jt/o29+85u67rrrzLR2bGxM09PTRqihUmB/dCnib7fccov++q//Wq94xSv0f//v/911pQE97Ah27TxBeSbjTDgc1vT0tLLZrOLxuAqFgkZGRuw9RV1Ea3iIkuuvv17/7//9P33xi1/U7bffrmPHjuknfuInJJ0hQ+644w4lk0lrmR6NRpXP503lwvof0okAvVqtmlm8LwXCjygWiykej6tWq7UkYRkPm82mebn4dzGfz5uHGH4wmGJD/LNmzufzRmZDAjebTaXTac3NzekLX/iCfvM3f7MlLgCf+tSndOONN+qCCy5o6xsqyVQ5wbHCd4aTllvEt4PvfBa8v75kl3OiI5rvainJkgYoo/AgoixqI+Dae6uQcDi87rWCV3IFPYN8RzsSKr4LWLVaNeNtPKVWGot9uZh/bngmUJFBipIQ8dd8cHDQYlq8jBqNhsbGxlquazqdVqVSWbWpw25AJxJoKyHYGKIbooRQN09go7jmmmua3/72rkkGbAjtpH8bRZAJXs8N9xPNattdaUDsBoLXIWgavRfUNcFJ4lwjTfz5nSsk17mOUCj0cLPZvGanj6PTCIVC35R013ozwVuZJ7yR725AJ0uPNwqvElrvdenU9Qtux5NCQX+h9cJ7O5BhJFPJAhWVUDab1eLiovkqzM7OamhoyOYqAiE631Be4dVI8/PzisVimpmZ0fDwsC20V/ND4n4T3CHpD3a7WQl4BpH1ReFJeZf3+Qh+xgewHpTaUQ4xNTWlXC5n6ic6iQ0PD696XMzrjzzyiC644ALzRCmXy6pUKjpw4IAlsiDVKpWKKpWK/vIv/1LvfOc7JUn333+/Xve6163revRwNnrzxBlsVzyBzw/vJWMOhK7vKuYVeaiNCP7j8biNyf/lv/wXffGLX9TXv/71ln0dPnxYX/jCFzQ6OipJVrJFcphxz3eqwgcIfx26qXkT6kQiYWoaVEWQEN4TRpJ186rVakYwMMbi6RYKnenwSODa39+vY8eO6Zd/+Zf15JNPtr2OV111lf7tv/23+pf/8l8a2c21YzzeSOyAj5onafhdu/F5pTHbJ4WJA1Ce+rJdto/Z+EbjHB+nMZfR3GC98M9is9m0Tl0eKLV8kyKeA8r6ms2mdYZbaT8r+Y9CjDHn8F6gjKWMEBLTz9OotlKpVAupJJ2JUyD6dnsMuR1ev41GY0tVQqvNE7v76u4RMCBsljgIllKtF+slo9Zj2tlJkNEEu9EUrB18R7NzSRXk4RcM5+L59XBuIhQKvV3S2yWZp8m5gp0YG4P17yx2d6KkzS8wIVU2OzYRCDCOM5b7OYgsty8vk1rnU4grkjUsdn3XlP7+fmvb7LPZBHwryb192TdB3Xo9nlAM0cqZ7VPWRZbWd0TyPhYEe3g0kFVmAZ7P55XP540UisViGh0dXXP90NfXpyeffFKXX365Dh8+rAcffNA8RfjuzMyMpDOZ/Hq9rsnJSX30ox/Vl770JUnSr/7qr+qee+7ZE2uFHnYndmKe4H3y7eNRQ9Aa3ZNFqBDxOGNswsNrbm5Ot912m9761rdqcXFRjz32mL785S/rt3/7t/XII4/oqquuatn/+9//fr3hDW/Q6OiojZ/ebLler+vkyZMKhUJKJBJKJBKm4sEzrVgsGgmBeX6j0bAxg+0wtp46dUrxeNzGLRSQtVpNr3zlK3X06NEVr1cymdTP/dzP6W1ve5uuvvpq6zy1EoKm+usliCA7BgYGjODwFhDBLlZ+PvRziFfBQORTfuV9e7xx83rg/YE4L+aRjVRRBLcD6cixUJJNyTOqLuYo/sY8GY1G2xJKXJeV4gfivqA3kSQr5yPxg1pOkr0ng4ODymQydg2i0WhLF89qtdqiStqtaJd86TS6TTz1FENbBC/dRpk7r6LZDHGyU23s2iHoubOXVEFeyr/THc26iWB3gB72HvZiJjgUCn1N0kSbP/27ZrP5Zz/6zDd1HiuGduJ42u13PYuNTiuGIIUoM9jK+IRfHWoc5OsEZ8xRqFYajYaGh4fNZ8ifO8fHQpdjZAFOW+ORkZGzzLI9WLT7Eg6/aJeWJf/rCQbYF9l/TE0pNSCjXSwWWwIVFvR+zsOjg6zuP/zDP6hUKml8fFyhUEijo6OrlhC0wze+8Q3dcMMNRgj9zd/8jbXSXlhYUCqV0qc//Wn93u/9nn3n4x//uN773vfuiTXDXkBvnjiDnYgn5ubmVKlUbBwj+Pb+MpSUQSB7DxbUeyh0WI82m00Vi0UVCgV997vf1UMPPaRHH31U3/ve93TkyJG2x/Ka17xGN998s66++mplMpkWQ1/8jijB8sofAnzKfSBOvvSlL+njH/+4pqam1rwOF154oV75ylfqp3/6p/XiF79Yl1xyiZXCSctrbf5bz7jvO1oFS7g2Ck/kc76ofsLhsGKxmM1zJP1JDkAColxZb8wQtNjw8Rvx4HpjwaDVCOQc5A7zjidmeJ4gt/CcIgFAI4Pg+axmN4E6iXgUNRZzDdvjvGdnZ41U4npDUHpfQMroUBlt9FrvJLrdIa1TsX9PMdRFbMQHIfgyb/bGMgDsZIDv5ZXS3lEFeUJuu5VU2w0/oO+V+9PDuYVms/nqnT6GHs7GZhJCvvNiJ8DYxLF0IgPmJeu+5MqXVdEyGnNSPtvOx8//zRNndLqZm5uzbHk7+JazLMSD2XGCo/UQc5RqcGwcP+TT3NyckUy+CxJznQ+mSBbk83k9/vjjSiQSGh0dVSwW0759+za1vnjVq16lp556Snfffbc+97nP6SUveUnbz732ta/Vv//3/14vf/nLe/NSD+fMPDE4OKh0Oq1Tp05pYmLCPF76+vrMxDedTlunQIJxxkIIGcpceY8XFxeVSqUUi8V04MAB/ezP/qz6+vpUKBT0/PPP67nnntOjjz6q48eP6/HHH9f3v/99PfDAA3rggQc6fo7pdFrXX3+9Lr30Uk1MTOiKK67Q5ZdfrgsuuMCUOZQaeX+yUCh0ljcMZIknKdZrxC8t+/NtliCCYMIHCPIfVQtjJKqgWCy27mYIQc/XdonnjRBCntxnexwb5BXG3lyjTCZjnj31er2lfCscDiuTybR0zPPwSQRfcu5VPL5pA9cScojf4V8lLauAvJiCz6Om8x3QVjK63u3o1jF7/qCb6BFDW8B6usn4WsxOle/Aagfd8/3DuBU1UjsEVUF7pXPVue4V1A5eWroX7lEPPfSwfcDnJoi15gkClE7Ad1np1JyICSlKH4IuVD/8Jy37ZEhqUQV5NH/UrSY4x5fLZcXjcSvXYqz1JHwQLHoxYfYg4KjX62ac3e54/H3Dm8R7QOAZQtcb5j3IKcrMfEe1Y8eO6fTp02byuX///k0ZpXpcfPHFuueee/Q7v/M7+uY3v6l7771XIyMjesMb3qCrrrpKhw4d2tL2e+hhN6O/v18HDhzQ888/r/HxcbOaSKfTqlar1u4dU2iIAW8YTdnX7OysqSq8moN3fWBgQC984Qt1+eWX69WvPsOt+bbmtVpNhUJBpVJJR48e1ZEjR3T06FGdOHFChUJBsVhMkUhEExMTGh8f18GDBzU0NKRms6n9+/crnU5veExAAYlKhXilXazEeOa9boJzzEoefJ582ogHEQQLhJ3/DgS+N5nm+FB1eeUPcxhKHI/VYi+2v1Y8glcc1wGlklca+WNiPkXhhIE0qh1fwrzSvoOle1TF8L2gn5RXuEEazc/PW+mXL6/mnLmnXsHE/vr7+1ta1u8lrLS26gR4/rYjpusRQ5sEA3q7h8C/SN3wclmvQiloOh109V/P98Fe8twJml3vlePeKnz977mshOrh3EAoFLpJ0mckjUn6X6FQ6O+bzeYNO3xY5zxYQAZBe+HVxo5OeBGRuUylUlte/LFA5bgIprLZ7Fllar7jDp+h/S0BWPC8gibY5XLZFq0skFkc82+77qDIvwnyAJJ5/zm8SHw3HEiqcPhMG+p6vW6tsNkuSiKMsSHCWAf4FsKNRkNPPPGEZcrj8bguvPDCjmY60+m0brzxRt14440d22YP5x/24jwRDoc1MTGhUqlkATjEBWNRoVCwgBkSG2XfwsKCisViS0kaQWeww5RX70OM0wEqlUopk8lofn5eP/7jP35WUxg/drAtiATGosXFRet46OEVMJ7QWVpaUiQSsc97UnqtdWm7rltBIh2SibU9RATH2m79G/QM8ueC6pNz7+vrs9KqIDhP/sXzjXPzhEq7hj9BQshXkXj1FIRKJBJpife8msl/FoILUhEyEn8r5kCen+A4j5KWZ5N5gzmFeArix5d8DQ4OanFx0Z51gBKJbXHP/HPC73n+9nrcstLaqhPYjGXNZtEjhjaJdtJzT0isV27YTZzrpVLAdxzYSJ3uuQLftrDn09DDXkGz2fyKpK/s9HGcT1jN5NibX64EFvmbIYbIJHciI+gJIeY4xn66h3EulFwBTwARWHDunhjznbaazTOt1THulJaVRtFoVPV6XfV6XdFo9Kx1AcdCyUhwTvafhyhqNpsqlUqSZP5IeDdIMnNoSjAgf1BB+S5kBCjME6VSSceOHVMsFlO1WtVll12mVCq16XvRQw/dxF6dJ+gSVqlUzFjfv8uJREILCwsWvNNlyBslQyTgPeQDc0lndWii5be0bFRPe/AgIKB8LOMD26BxfdA6Yn5+XvV6vYUo4BiCAazveLbR4DY4Xi4uLp5FFnH83iuJa+C91/g+HdMY40l8e8Pm4D74vTdp9kqdlXzmuCYQcMyhHr5RQSwWs/vMcTSbTdVqNUlqKdeKxWIthFI6nW4p9ZJk9y1oKM2951rx7HmSz5ee8R2Ok/LISqVixyLJOmTyXV+eB/aab9B6sJ4Kos0C36LtQi+K3AT8TWrXyrCH7uN8VQWB1dpF9tBDDz20A1nDrWAzqiEW7Bgit1t0rwcQHcGkh++yRkDkx8RgmbVP4BC4kcklg9xoNKytfbVaVTqdbtmGJ2qi0ah1dwkS9BvxIQxDIwyaAAAgAElEQVSFzrSt5j4tLS2pWCxa9p8Wyfl83rK7zH0++Av6y/G7I0eOKJ/P27n+5E/+ZG/N0kMPXQLBOO8twX0qlbLW27yn0WjUlDWUOXllBj9TvppIJFoM9YPjDqRNX1+f6vV6iwIRoBJdy98MIoBxZXZ2tm3imaSBV0F6hMNhG287Me4Qf7E/xuXg/OJLcJvNppXrYsC/3jK0IPx3PIkjLRM49XrdfJAop2KO4rPt2tJDxvEZX5bnqz+YLyin5ljYJ8SjL9dCLdbf32/PHeSkT4hwj7meWJj42IPSNa774OCg+UVhvO6Nrc/V5HVQXdwp+G6i24Vz8w51Ed7fh8H7fCMldgI+CyCdv2QIk8VeKu3roYce2qMTpVkbwWqKIUlmYLza+LoR1ZBPnAS7cW0Uq3n4NBoNK8sAEDe+jTTZS7849eUQvjxhcHBQ1WrVMv2Uc1AuNjg4aG3jMSVtNBq2PmhXOtYOwbnN/55sfiaTsXbWHL9X+azkwwEqlYqeeeYZ28bll1/eUwn10MM2AEUh41+pVFKpVFIqlWrpMuhLdhhjvXGx7ybY19enSqUiSdZynvHRj7deJVOtVlu6aQHvy7YSPNEyODi44tpzNdUMx8Ec0wmSwHduI1mK+rPRaNhxNxqNljK74Dy0kkLIY60x1hNlGD63q2BoV9rLvr0Cyat5+BxlhZBMdBfj2Hz5llf9SGp5RpjjUJj5sj+SGBBNEFsoYjj2oHdQpVKxhAZlcIlE4rwQTMALdBrey2k70TViKBQK/YSkz0qKSlqQ9M5ms/l33drfdsCbP/HC99B5eHb7fFYFeRCQMLn10EMPex9bKc3qBsgMk/hYaazxREs7QHb4jllb6cJJ8LRaGRyLKDLsZMPxjfAtjr2sPR6PK5/Pn9WuHkIo2EaeTHMoFLKuK/7cCMDYH99hu8FyveDcRoBDKQd+H9lsVtVqtaXj2GpgHj1+/LiOHj2qSCSiiy++WOPj47vmeeuhh/MBqVRKpVJJiURCY2NjOnnypPr6+kwpwno3Ho+bCf3g4KCpAPk74wd+apKsexYEBGODNy3u6+uz0jVP1rPGJsivVCoWyHuiZC1SRFpfuQvzAGVsm1VZMLb5MtlgKXQsFmshvxlXffLAY7UW4EG/Vn7nS77859opkJijuK7MMYz1qFy5zsFy62BpMESjbxfPMfkSaxIMzEsQT9yHYPkcXcGY/zlm9odCSZI9q5RRJ5NJDQ4OnncxSrfIm42ojTuJbiqGPi7pg81m889DodDP/OjnV3Zxf10HL8daPgw9bAxByaR0/iqCPPwk0K7VZQ899NBDN4ChZKPRaCv7p+QquBhicQnZ4b0TgliNWJLW37lFas2oo6gMAiLHd5jhuAgqyH7m83kdOHCgbWbZBzODg4NKJpPWlcWbRFNGQjDH2mGl6+ETIkHPDMpB1vJmYhFPtve5555TsVjUxMSELrzwQsXj8d480kMP24y+vj5ls1mVSiUtLS1pbGxMlUpFp06dspbhi4uLqlQqVt40NzenYrFof5fOrIshglBu4AtTq9VaCAnW0IwHHEckEmkpDVpaWmox1S+Xy5K0oeYAjLkbWbOTNFipzA34dTAkhy+x840FVgvOmZO8ssgTGEHvIj4XVDb5Mi4US37spoMbylKSJIz9JCZInED++aQF85OfIz1Zg7ectHxPPSHYbDZVr9etpAsSyM+lHDNzHl09IY44buYMnqFGo6F6vW4kYiqV0sjIyHk7r6y03tgq1irv7Ca6SQw1JVGUn5F0oov76jp8VrcTPg3nK/wg72Wz5xvDvBpWmrh66KGHHjaLtTqOBeHbnLcriQqqhv5/e2cf49h5nffncGbIGXJmdlbalVayvJIM21EctFCVjeCkH04sw3GM1GpaJ1D/iREHFZw2aR2gaOwKSIsWBuo4aNGiLVohLpCgbu0kjmMjH5WltG5RoLYrG5Zt2VFXjhRoI0WytLuzw29y5u0f5HPn8M4lhzP8uPeSzw8gZoa8Q773knw/nvec5/gwdf49TARZW1sbuiDwE+KTTIy4MPHn6SutNRoNHBwcRAspX4qe9127dg2FQiEqMx1ve6fTORJBBBx6LwCHZtF8fi5gKJLxd3+dOen250vzTl6TJIGMu8XctWbEwO7uLi5fvoxisYh77rkHN910k+YsQqSImWFraytKT61UKtjc3EStVkOtVos2R9mPbmxsYGVlBVevXo3MjvkT6C3QGQVC02JfEtz7D7E/9BGL7HcYYVKr1aLXoFDgvWbieIGEJtonpVAooFQqDWxAUNjwqXW+P6egxP9P6o+Pe02m/Q7zSgIOBZe48TaAgQgdX7gAwEDfTg8eno+/3owQ8pFIrVYr6uf9ufoUORZwoPk1MBgVxE3klZUVbG9vR++dbyPv4wYCBUUGP/jKZNxsaLfbUXre5uZm4sbJMjKLqB6m7aUVHDHLmcIHATxmZr8KoADgh2b4WjPFl4Ikyx7NMi6+cycSO5LhtZJ/kBDTx4d8LyunGbe4UIhH/9CXgrvOPsqTvgWjdhHpvcGFTlKlsZO0kX4J5XI5qpTiq45534Wktly5cgWlUglbW1uRwOJ37TqdThRG79tXLBaxt7eH/f197OzsHLk2fG2/W+1T9uh/QVGL15feDtzp5Y62n+CzrD0n8M1mE8888wx2d3dx8eJF3HbbbadasAkhpk+hUIgiDOv1elTanREf3W4Xr732WlRdilEczWYTe3t7qFQq0feZ6WHNZjMqKU//Hy8AMPKTES6+r6R4zSpRrVYL6+vrUdoSRfVR/TEF9JMUFKDg5FPjGPHECBpGTvnj2N7j5sdJYk6cYrGIUqk0dCOWqV5xAYybFixQQBghSsHoxo0bUYVJttmncvliBh6uA3wUkt948NeO4xnHOI4/wGH0KGHkECPCGPnKMZIG0dzwodBEwXJtbQ1bW1tHqpstM7OYT3rfsbSY6JXN7AkAFxIeegTAAwB+MYTwaTP7KQAfB/COhOd4GMDDAHDx4sVJmjMzkkrTi6MkRQMtg/HYpPiwXu3qCjEbuAN2nAGzOAp3WbmgoMjBHcZ4pMu4qa+lUila/EwaIVksFqMyxNvb27h69WqUDsHFS5IwRJ+gc+fO4fr16wOGr6yswn6Zz8VrwJ1aLvaq1Wp0PZhK56+N362u1+vY2Ng4Ukq60WjgxRdfxM7OTiSaceECHFaiYdsYWfTd734Xzz33HHZ2dnDvvfdie3tbY68QGcTMokiXZrMZLfJXV1dx6623olarodFoYHt7G6urq6hUKjAz7O7u4urVq5HnDxeQjExstVqR5xmjcbzXTL1ej4RpCkDA4eZ3qVQaEPUZscK0oXjlMyC5PH0cn7bEcvHAYbob+0s/vrCCGyN32P/FBY8kxt1c8MVceJ78f15DX77dR3HEU6wbjUb0PlL44caArxIWh4IPj+NYxb85npZKpcgjinjxjJs3fC5fKMmbWp85cyYSrBgpxOO5wWHWKz/P6+4/R+KQdrs91WghrqHT8BXy2Kx2UM1sF8BOCCFY75u0G0JIlkj7XLp0KTz55JMzac9p8Y7v/j59SQaVbQATT+yXCR8qKz8lMQ5m9pUQwqW025E2k4wTnGilPfB65jWeTOt1vI9Q3GtoVKRQvGQu8YuSSWk2m5FQwwmx9xECEO2KFwqFKBWjUqkghIC9vT10u11UKpWoPQcHB6jVagNGptzxp5cQ4fl741ded4pKTEXnLjvHT07s6/U6zp07N7Az7L1DuDhgel+73cbTTz8NALj99ttx2223aYNhidE40SOL64lRUKCu1+vY3NxEqVTC7u5uVHGRxr7sRykI0xSYJdsZccA+kKll7HMoJrGPYkQj5/KMVGKfxYgXDwUP/p6UchsXPGh0PCz9iFEqwKGRdVIqV5Kxc/w6+uO9sOPPc1iqM0WiuJF0/Hz5Grzeo6q1xdvhPYTi83+mHjebzQH/Gq6veO7em5XtpBk17+dGxNraWhT9s7+/H6WhMeqJ/3vmzBkAiEQ5edKNZto+QK1Wa25z01HjxCxnDy8CeBuALwB4O4DLM3ytmXFSQ7VFJd6pAYoGOg1+kJOIJsR8YVj2PEvELxrxVFdfbcX7ViQxTAT3UTiTQL8K79PRbrcHfACYklCtVqN0DJ7H9vY2arUa9vb2ooUUKwBx0sYFjDeX5uLBl6xn6gF/MrWMRrO8Rn5MWFlZOeIHxIUCq78w9aNQKOC5557DlStXcPfdd+P8+fPY3NzUfEWIHEIj383NTVSrVVy9ehXlchk7OztoNBrY3d0F0Osjbr755mj8YiQQ/WzYv+zt7Q1s1jKCxMzQbDaj12X/DSASHigqUTBgn+c9cpgKzOdmP8Xniff1cXNnn5rF82IfTQHMpwQDh+ng3seHUFTyQpWv4BWHXnCMkPFwXZPkgcdKYhwfGNU5DJ/6y/PmOfk5CK8Fo3bW19dRLBYHInr4XvsIJLaFYzAFvZWVFTQaDbRaLVy/fj3aDNnf38eNGzcisXBnZyf6DDB9mQbaYjjjVOFL8/kmYZbC0N8B8K/NbBVAE/10sTwxK7fxPMCOTNFA08HnJus6CpEeDLmXMDQd1tbWUKvVooXAaaJVplXYgSka1Wo1SrfiIoMT59XVVbz66qu4cOFCJBr5Ppmh81w0MKWA5ZxLpdLAQsOX9GX6BoDICLbVakXp6Fx4+UWRn9QDh9FIXARxcVMqlXD27Fl0Oh3s7e3hW9/6FsrlMu677z5sbW0pSkiIBYAm1VtbW6hWq7h27RpWV1dx8803R+lYr7zySmQ4zdTSTqcTicelUgmVSiWKIGHaEPsSL+LEsyG8JxurcrHfolFxp9PBlStXIt8ZRqD4dYKPmuT96+vrA6JOPBXKbyiwH2YfmrQJ7QUXvi77XeDQYDsp9YzCyrjCDq/TKI+dJG+jYVkBfC+90FUoFFAul6NoUh95xfbyvfOedPzJ9OVWqxWJS4xmYoW0crkceQnxRu+mLEVS54Fp6QMUW7MSaDGzmUQI4X8D+P5ZPf884KRt0VG5+NnBAYm7vEKI9PE7bWnj043ySLvdPraM+jhwETPp+8KdXEYgcYFRq9WwurqKer2OCxcuoNFoRJV8fLQSxz6mfXHXuNvtRguwuE8VJ3WMfOK5AIhS0LjA4G5toVCIwvi73W60SPJpGmaH5Y/b7TZqtRouX76MarWKN77xjTh//rwETiEWlM3NTayvr0cRQEBPTNnc3EShUIj6Ihric5HP6lTAoS/OysoKyuXykQgWX1mSYxAFFTNDq9WKhJn19fUoHY3+aBS+vWm1X0tQ3GD7/NoibqAMDPr+eK8fHud9jjY2NqK0rDh8vtOYJccFnqSIo7gxNTDc28iLP6wkyfNiah/XYK1WK7rPjzcAoiguX1mO4h3/j1FGTAmk2LS5uXkkQonjWF7nHvMmqVLepFAQzZKPcfqzYjF34tFAimKZLn7nI+5PJYRIn5WVlYFqUGniJ3p5gpPduAnnJFAkmzTVr1KpYHd3NxJ/KA55Q1FW5+ECxOf3b2xsYG9vL6oI5Msix8sre5h2wVLPflylUFQul6NFAhdWZ86cGVhQ+XLB9Ep64YUX8PLLL+POO+/EPffcc+xOtxAi/1DoBnpjBQ32KS7z5g2s19fXB6IQ2efRF40iDgUXL6wwFY3pYEy58ilarP7oKyx2Oh3UarXob/arxWIxOpZwjpwkSvjCBUnWC6yy5q/JNNYvXvD3a6JhZtej5vZMVY6LS3x+X0mScGOAQhoFJN8mf4tXReNY0Wq1UC6XcfPNNx8Zn7yPkzarx8OLQeMW1TgJsyh3Pyn6VCw4vmONTzrFdPE7HRLahMg2LOubpZ2aPOAnl7OY0NBQmZPh08CJPXdguchhKlmz2US5XEatVhsQWOr1ehRNVi6X0Wg0ovGzWq1G1YGSxCFvCE0RyVeR4XG+bQcHBwOm1oTiUqPRwCuvvIKrV6/illtuwaVLl45UMRNCLDbsc4DDaJ5msxmJROVyGRsbG1GaNAUDRvDQqJr9YL1eH6hq5itmeQNon77E/g04NJ+Op+Cy7+aGAY/3UUk8h3HGjiRzaJ+qxv72NMQjpxhlwwgkClfx82QKsI/WYvqaT2GrVCoDmRg+tY4/Kda12200Go0ossunP7OtbJev/Oz9EkulEs6cOTOyelvcH1AkM2sxiNBYPmtIGBoCc/7yRFK5eJaxFLPDl4LUtRYiH/j8+rz19adh0qgkCkLzmFzSxJmpYKehXC5Hpqy+3Dt3vpnG1Wq1otK8+/v72N3djYxcmcbFhda1a9ei+1naeZRHA0UmXntO7rmA8qIURaR6vY4bN25E5Y/Pnj2LO+64IxKlhBDLC8WSYrGI7e1ttNtt3LhxA9VqFWtra5GHDIBI4KhUKpHoQQHC91ns230KLICB++lX0263oyqO9N7xAhPnwBRO2P9Oe2OaKWU+/fi4cZzn4/thwijPuGE2RXov7PB1Ro2FrVYrEn98dDI3G3jNWH3NX0v6D/mIZq5JGZXKMYoikt+EUIrYyZmXGORfL6sZJRKGhpBUonFWJJV9Zxv4d5JRnG8rH1NHMB/m3YkIIaYPF+hZ3LXJCn73dJ7XiVE5pxWHOIlm/j4n3N5QulQqoVqtRtFAPgWCiwdv6rm1tYVWq4XXXnttwMODr+ONVblby0UYx2curg4ODtBoNAbGklqtBgBRZaDt7W1sbGzo8ymESKRYLOLcuXNRuftGozFggl8sFtFoNCKRgkIQ0OubWJ2RfRjhWqJUKqHb7aJWq0VVrl599dVIhGLfPGyR22g0BgyY+TdfY1oLY5ZYZzvY3/uoGe9ZRB86334f9c/j40UVkgymKeT4tDxubnj/wBDCwPUHEKXh8f3yqXK1Wm2gzTQa9+tFnoPWficnrXWcFwazSDZblXGovE8KOy/leuaDeFlhiUFC5J+8mz+PA1OoToKvpJiWMEFx6LQpaxR0WBWMiwGKOFzctFqtaMHCCl/cgeU1YBv8AoiLCV5b7o7zd1/K3pd75rlx0VKv13H9+nVUKpXI14NlhIUQ4jhY7p6eQOzzGRXEfodpZcVicSA6yK9p6HXDMZHROZubmwMCiv8/Ple8MqX3BioUCgNm0F5Ij4tEftEeJ14pzL8OI5WKxSIqlUqiYMV+PR4dFN/84EZC3JsHOIw+opE0K7f5c/eRVt4zjhkGTLtbXV1FtVqNChesr6/DzHD+/Pkj50mRTZyOtDf1+RnIskeg1IhTkOU3VEyXuBikDlmIxcJXd1nUhTgnouPASTMjZdKG4o5/b+KLj2FwJ5x+Cwy/Z3oATVm73W6UIkFTz7W1teh/AUSCEo2oeZ3W19fR6XSiHXvClAM+n/fLaLfbuHbtGprNJjqdDtbX13HXXXdFCwttOgghTgP7EHr8sO9cXV2NxG2mlDFittlsRp42rDC5v78fVXI0swFzZOBwbsx+kmNFvOy8F3eYKgsMGuyzPT5q6bhFOyuk+ddhdTb+zucEBrMt4s/NxTpfm+1iEIA33vZj48bGxoA5OAUrjg3VajVKWfdm22trazg4OBgYXyuVypF0YW5oiMnwWTlpj6/tdjtzZtNxJAwlwJxasZx4MUi+QULMBjP7GIC/DqAN4DsAfiaEcD2NtmTBiDptryOKY/Fdz7RJSmHz5p88xuMn8qurq2i1WtHip1gsRiV89/b2YGaoVCrY3NxEvV6PIotoXM1JPoBIVDo4OIiigGhgvb+/H+0eA4jSxbiwomFsvV6PRMibbroJW1tbEoKEGEKWxok8wX6cKWSdTgfXr1+PjKx9lOPOzk4U0Viv11Gv17G+vh6lqLEv9OXlgUMvG9/fenyqGYVxzqe9ITbTbU8SuVuv16OUHB+ZCSDqo+PpYj6FiwIWxxBGa1LIYdpX0ljINUKj0UC1Wh0w5mbkUKFQwJkzZwAgMvH2Ywnb58ewrHrO5BF/rdMWgwij+LL+Hmdn9pcxsv7GiekiMUiIufM4gA+HELpm9lEAHwbwS2k0hJPbScuknxYKUwxXn6dAxXD+rEyexoEle4dBkYawOk+9Xo/MpXk/U7qYVuarzXDhEL82jPQBep+d3d1dbGxsDPgUUSRimhrnFGfPnkWxWFTksRDjkZlxIo94QaZcLkdmyBxrDg4OIm8z4LACWqfTwfPPP49isYhSqTQQFeQ9eOI+PiSEgKtXr6JUKh1JhfKvxcpqFOzjETg+3c3DMYC+O8Cgr5s3bvaeSj4qaNgGCKNId3d3B4Sc+DphfX0dpVIJ5XJ54LniPkfcmPDnFr8uYnLiaWJZ2uDykXBZJztXTYg540NeJQYJMV9CCJ93f34RwHvTagvQm8wxxz8NvEEldznHTZk6Kb5U7zQNQLPCsDLHfgFxcHCAdruN69evY21tLYr8oScE0Ju8UzAEDo0+S6VStEjyC5dmsxkttLhoWV9fx+bmZvReLuL1FmJWZG2cyDv0+TmOg4MD7OzsoN1uo9VqRf5oPsKFPj28j2lo7Hs3NzcTRSPCsu4cj5i+1Ww2o2M4/jGli2KRF5hYYdKPoUmRTTyGqcSMOorDvppeP7xu3rh6GJ1OJ0opZkSUj5wS0yW+AZTF68zPbNZTyIiEoRje7V0sHl4MkpO/EJnh/QA+lXYjsmBE7VOnGF4PTMcocdEFoXHxFXe4mDk4OEC9XsdLL70U7QZzoul3mhlVxh3pYrGI/f39aDGwsrKCW2+9deC90jgjxFTIxDixDDAiZ21tLRJvKMhw7PBm+q1WC9VqNUpdAwYjOPz/AYdRnD6yI4QQRdYMi5plhNCwscuXo/cpXvHnKJVKUSTUqGsw6vH4+fG81N/PFs5hsuAZNA558BXySBiK4SuMiMVAYpAQ6WBmTwC4kPDQIyGEz/aPeQRAF8AnRjzPwwAeBoCLFy/OoKU9smZE7VOmfGrTSUUdRiEB801TywOMFKNB9C233AIAUcUYej/xmnPHmeliXDycP38+5TMRIp/kbZxYRvzc2UdpcBxiWlW73UaxWDwyPvm0MP7OyB3e7wWharWKlZWVSLinkT8FGG6axCODuIHC6o7TWs95A2Oet6oTz488RAYlweqneUIKSAJ5+cCJ4UgMEiJ9QgjvGPW4mb0PwI8DeCCMCNUMITwK4FEAuHTp0kxDOrNgRJ2En+B6L4VRE1/2g/v7+1EalRiEJqhM9+I1K5VKqFQqADCwM87FBwBdUyGmQB7HiWVm1Hy6WCxGVR3ja6njxlQ/b69UKlFaGY2aKQjQs61YLGJzc3PyE4qRVM5eItD8yasYRLrd7rF+iFlEwpBYGPyOhMQgIbKNmb0LPRPRt4UQ6mm3h6RtRD0O7Nt8qpkPe6eQoX5wOPQZWltbi95vHx3kSfIsEkLMnqyOE2I4pVIpEodOsiiOL6LX1tYizzdWHvN9sx//hnHc+OcNpYFD4T9rG0PLQt7FIMLKeHn8HEkYcsQVYpF9vGeGFkFC5Ip/C6AE4PF+v/vFEMIH0m1Sj7SNqMfFT6RZiYsmnX5CIt+8Hr6yDL0gmKKnAgRCZJLMjhNiOKcVh5JgdFA8Jfq4aAy/PojfT1ixTaQH5y1A/r0PfXRxHkUhQMLQAJwsimwTL2GZ1y+fEMtMCOGNabdhFKurq+h2u7kZExTVkoz3pYj7ZDBFIW+h3kIsC1kfJ8Rw6Dk0LYNgCkSsKHncZrA2i7MLBT6mw+dZDOK5ADiyKZdH8jHjFUuPDyUFVOVFCDFbWKmK5oF5nbh0u92lE4z8RC1e9YY7yHmfjAohRNahZ5/3ZpsULr45PgMyg84D/r3K85zKRwUB+Y9yiiNhSGQaP8FftC+fECLbUFDIs5iwsrIyYKaZlwiok3BwcDAQRRofK7ypqTYVhBBifjBl16d1JUVxnpR4dEa32x0YB/JQynyRSdrQz9v8iSxaVNAoFm+GOAE061y23dWswcHjNGWZhRBi2nDiyslBnvolP/H2O6yFQiHXIhHFLuAwxSAODSABCUJCCJEWw8Ya7xuUNKaepN+Ov0an00G324WZaT0xJ+K+Tnm95oseFTSK/M4KZ0CpVEK328196kAeYajpIuSbCiEWE4oPeY0g8jtd+/v7kU+Dr2iWZbxJ5ajKMb7CWJ7FLyGEWGSGifrAaNFonOhXLyrFBQv5D02PpCJAeZoXkWWKChqFZkwx2NG0Wi1VKZkxi+REL4RYHnwEUQgBxWIxd/2XN6tmRTMAmRKJfAoYMCjE0Tw6CY3dQgiRb0aJRvFS9T41LUk0ij+XF52A/EfQThNfsGFc8riG4wYSyeM5zAJ9C4ZQKpWisHtVe5kO8dA85f8KIfIMJ5p5FoiAbIlEnKxRFPICT9w/Io/XWgghxGSMKlUfF408PivBC0U+zRpYnCqfcfGDeCEtziKbePvPhTaQkpEwNAKGknW7XbRardxO+tPAi0C8ZsscmieEWFyKxeJAOHWe+zk/IfaGobOYLPK545M1tqFUKk319YQQQiw2x4lGTKGOiyM+aoip1nw8C2LJMJFnGKwEt8ziR/yaaUPpeCQMjcHq6ipWV1ejzmSZv2RJcGfXd7ISgYQQywR3IH2Iet77QB9a3+12I7F/3ElyPBXM39/tdqOo0Y2NDU3WhBBCzJRRa5N4pBHHJI7phUIhum9SoShpbBwVxRNCUITLmHCtDigq6DRIGDoBftK/KGGGJ8V3ZuzE9MUTQogeiygQAckiEQsGJMHHODb4KNJCoYBKpTL7RgshhBBjcFykkd8Abzab0Rh3mopnCjKYHstcQWwWSBg6IZz0M8xwkX1yuKvrVXOJQEIIcTxxgWiRJoJeJBolDnU6nUgcG1VFTAghhMgqcdEobmRN/7v4hoiYPn5OBWhuMW0kDJ0SRgx1Oh10Op3ceyFQBAIOwxhHVQQQQghxPIssEAGDYe+cIKvapBBCiGUgPqZ7v0EJRdMhHhUkz9/ZIWFoQtbW1hBCQKvVwsrKSi7KHcYn739zj+YAAAvQSURBVPxySQQSQojZQIHIm18uwmQxqeSrEEIIsYzEx3Z6F3HNtaxWJCeB4pqKF82fiVQMM/tJAP8UwPcCuD+E8KR77MMAfhbAPoC/H0J4bJLXyjJmhlKphP39fbRarch8OQsi0TARSJN3IYSYP5zg5FkgUslXIYQQ4njiaWj7+/uJlTiXnaRNJkUFzZ9JlYtvAvibAP6jv9PM3gLgIQDfB+B2AE+Y2ZtDCEfLkywQXgWOu9vPC2+GBsjgTAghskiSQJRlvJdQFkr3CiGEEHkjHjHU7XajiKKszwOmjT9nbTJlg4mEoRDCt4HE0noPAvhkCKEF4DkzexbA/QD+zySvlydGudsLIYQQgEKkhRBCiGUlC9klQpBZKRevA/CC+/tK/z4hhBBCCCGEEEIIkRGOlSnN7AkAFxIeeiSE8Nlh/5ZwXxjy/A8DeBgALl68eFxzhBBCCCGEEEIIIcSUOFYYCiG84xTPewXA693fdwB4ccjzPwrgUQC4dOlSongkhBBCCCGEEEIIIabPrFLJPgfgITMrmdndAN4E4Mszei0hhBA5xMz+uZl93cy+ZmafN7Pb026TEEKIbKAxQggh5sdEwpCZ/YSZXQHwgwB+38weA4AQwtMAfhPAtwD8NwB/b9ErkgkhhDgxHwsh/MUQwr0Afg/AL6fdICGEEJlBY4QQQsyJSauSfQbAZ4Y89hEAH5nk+YUQQiwuIYQb7s8KhnjRCSGEWD40RgghxPxQjTwhhBCpYWYfAfDTAHYB/MiQY1SkQAghlpBxxoj+cRonhBBiAmblMSSEEELAzJ4ws28m3B4EgBDCIyGE1wP4BICfT3qOEMKjIYRLIYRL58+fn2fzhRBCzJBpjBH94zROCCHEBChiSAghxMw4QWXL/wLg9wH8kxk2RwghRIbQGCGEENnAQshOuq6ZfRfAn6bdDsc5AK+m3YgxUVtng9o6ffLSTiBbbb0zhLBQ26Bm9qYQwuX+778A4G0hhPce8z8nHSey9B5Om0U9t0U9L2Bxz21RzwvI17kt1DhxmjGif6zWE6dHbZ0+eWknoLbOiiy1deg4kSlhKGuY2ZMhhEtpt2Mc1NbZoLZOn7y0E8hXW/OImX0awPcAOEBvEv+BEMKfTfk1FvY9XNRzW9TzAhb33Bb1vIDFPresM48xYh7k6TOktk6fvLQTUFtnRV7aqlQyIYQQqRBC+Ftpt0EIIUQ20RghhBDzQ+bTQgghhBBCCCGEEEuKhKHRPJp2A06A2job1Nbpk5d2Avlqq0hmkd/DRT23RT0vYHHPbVHPC1jscxPzIU+fIbV1+uSlnYDaOity0VZ5DAkhhBBCCCGEEEIsKYoYEkIIIYQQQgghhFhSJAw5zOxjZvbHZvZ1M/uMme0MOe55M/uGmX3NzJ6ccxvfZWbPmNmzZvahhMdLZvap/uNfMrO75tk+147Xm9n/MLNvm9nTZvYPEo75YTPb7V/Hr5nZL6fR1n5bRr6n1uPf9K/r183svhTa+D3uWn3NzG6Y2Qdjx6R2Tc3sP5nZK2b2TXffTWb2uJld7v88O+R/39c/5rKZvS+ltmb++y/Gx8x+st/3HJjZpdhjH+5/l58xsx9Nq42TYmb3mtkX+Vk0s/vTbtM0MbNf6L9HT5vZr6TdnmljZv/QzIKZnUu7LdNg3D40Txw35xIiiazPJ7SWmA15WEv026H1xGzbmunv/0hCCLr1bwDeCWC1//tHAXx0yHHPAziXQvtWAHwHwBsAFAE8BeAtsWP+LoD/0P/9IQCfSula3gbgvv7vWwD+X0JbfxjA76X9vo/zngJ4N4A/BGAA3grgSym3dwXAnwO4MyvXFMBfA3AfgG+6+34FwIf6v38o6TsF4CYAf9L/ebb/+9kU2prp779uJ36Pvxe9MsdfAHDJ3f+Wft9ZAnB3v09dSbu9pzzHzwP4sf7v7wbwhbTbNMVz+xEATwAo9f++Je02Tfn8Xg/gMfRKcC9EfzJuH5qX2zhzLt10S7pleT6htcRM25urtYT7PGg9Md22Zvb7f9xNEUOOEMLnQwjd/p9fBHBHmu1J4H4Az4YQ/iSE0AbwSQAPxo55EMCv93//bQAPmJnNsY0AgBDCSyGEr/Z/3wPwbQCvm3c7psiDAH4j9PgigB0zuy3F9jwA4DshhD9NsQ0DhBD+F4Crsbv95/HXAfyNhH/9UQCPhxCuhhCuAXgcwLtm1lAktzUH339xAkII3w4hPJPw0IMAPhlCaIUQngPwLHp9ax4JALb7v58B8GKKbZk2PwfgX4QQWgAQQngl5fZMm38F4B+h9x4uBAvYh44z5xLiCBn/LmgtkR5ZW0sAWk9MxKKtJyQMDef96Km6SQQAnzezr5jZw3Ns0+sAvOD+voKjHWR0TP9DuQvg5rm0bgj9ENS/BOBLCQ//oJk9ZWZ/aGbfN9eGDXLcezrOtZ8nDwH4r0Mey8o1BYBbQwgvAb0BHsAtCcdk7doC2fz+i+mQxc/bafkggI+Z2QsAfhXAh1NuzzR5M4C/2k9j+J9m9gNpN2hamNl7APxZCOGptNsyQ0b1oXlhkfoKkR5Zm09oLTE78raWALSemDVZ+/6PZDXtBswbM3sCwIWEhx4JIXy2f8wjALoAPjHkaf5yCOFFM7sFwONm9sd9xXDWJKn18d3GcY6ZG2a2CeDTAD4YQrgRe/ir6IUuVs3s3QB+F8Cb5t3GPse9p5m5rmZWBPAeJC8Cs3RNxyUz1xbI9PdfxBinP0/6t4T7Mhu1Meoc0dvp+8UQwqfN7KcAfBzAO+bZvkk45txW0QsFfyuAHwDwm2b2htCPv846x5zbP0Yv1Dx3TGkOlRdy1VeI+ZLj9YTWErMjN2sJQOuJWZPR7/9Ilk4YCiGMnDT3jap+HMADwyagIYQX+z9fMbPPoBeWOY838gp6vgTkDhxNHeAxV8xsFb30gng43lwwszX0OvJPhBB+J/6479xDCH9gZv/ezM6FEF6dZzv7r3/cezrOtZ8XPwbgqyGEl+MPZOma9nnZzG4LIbzUD5dNSge5gl4uM7kDPV+YuZPx77+IcVx/PoQsfZePZdQ5mtlvAKAZ528B+LW5NGpKHHNuPwfgd/rfwy+b2QGAcwC+O6/2TcKwczOzv4Cet9VT/cyMOwB81czuDyH8+RybeCqmMYfKEbnqK8R8yfF6QmuJGZGztQSg9cTMyPD3fyRKJXOY2bsA/BKA94QQ6kOOqZjZFn9Hb9fvm0nHzoD/C+BNZnZ3X+V9CMDnYsd8DgBd2N8L4L+nMTnr5yJ/HMC3Qwj/csgxF5izbL1qOgUAr82vlVE7xnlPPwfgp63HWwHsMqQxBf42hoR9ZuWaOvzn8X0AkqI4HgPwTjM7a70qA+/s3zdXcvD9F9PhcwAesl7VlbvR2wH7csptOi0vAnhb//e3A7icYlumze+id04wszejZ5Ka1oR0aoQQvhFCuCWEcFcI4S70JrL35UEUOo5x+tCcMc6cS4gjZHw+obXEDMjhWgLQemImZPz7P5qQAQfsrNzQMyF9AcDX+jc68t8O4A/6v78BPQf/pwA8jV7I6Dzb+G70XPm/w9cG8M/Q+/ABwDp6O8fPorfYeUNK1/KvoBe+93V3Pd8N4AMAPtA/5uf71/Ap9My5fiiltia+p7G2GoB/17/u34CrcjTntpbR65jPuPsycU3RG1xeAtBBb7Hzs+jlpP8RegvWPwJwU//YSwB+zf3v+/uf2WcB/ExKbc3891+3E73HP9F/b1sAXgbwmHvskf53+Rn0q3rl8dbvZ7/S/zx+CcD3p92mKZ5bEcB/Rm+i9FUAb0+7TTM6z+eRsaokE5xLYh+a5xsS5ly66XbcLevziaTPNbSWmLStuVlL9Nui9cTs2prp7/+om/UbJ4QQQgghhBBCCCGWDKWSCSGEEEIIIYQQQiwpEoaEEEIIIYQQQgghlhQJQ0IIIYQQQgghhBBLioQhIYQQQgghhBBCiCVFwpAQQgghhBBCCCHEkiJhSAghhBBCCCGEEGJJkTAkhBBCCCGEEEIIsaRIGBJCCCGEEEIIIYRYUv4/SBdbRV+sJpUAAAAASUVORK5CYII=\n", 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