diff --git a/docs/examples/scatter_artist_example.ipynb b/docs/examples/scatter_artist_example.ipynb index ebe83ca..6456a61 100644 --- a/docs/examples/scatter_artist_example.ipynb +++ b/docs/examples/scatter_artist_example.ipynb @@ -45,7 +45,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -80,7 +80,7 @@ "outputs": [ { "data": { - "image/png": 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", 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" ] @@ -120,12 +120,12 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -173,7 +173,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Colors are kept if new data is added." + "Changing the data - i.e., adding new data of the *same size* will keep the point properties (e.g., the `color_indices`) as they are:" ] }, { @@ -183,7 +183,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -194,9 +194,7 @@ } ], "source": [ - "# Adding 400 more samples\n", - "n_samples = 400\n", - "data = np.concatenate([data, np.random.rand(n_samples, 2)])\n", + "data = np.random.rand(n_samples, 2)\n", "scatter.data = data\n", "fig" ] @@ -205,7 +203,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Set `color_indices` to `0` to reset the colors." + "Adding new data of a different size resets the coloring:" ] }, { @@ -215,7 +213,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -226,7 +224,10 @@ } ], "source": [ - "scatter.color_indices = 0\n", + "# Adding 400 more samples\n", + "n_samples = 400\n", + "data = np.random.rand(n_samples, 2)\n", + "scatter.data = data\n", "fig" ] }, @@ -234,9 +235,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Properties\n", + "## Setting point properties\n", "\n", - "It is possible to further control properties of the scatter points, such as their size or transparency." + "You can also set other properties of the points, like their transparency. This is mediated through the `alpha` property. In this case, we set the transparency of the points according to the respective point's x coordinate, so we should observe a transparency gradient from left to right." ] }, { @@ -246,7 +247,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -256,12 +257,132 @@ "output_type": "execute_result" } ], + "source": [ + "alpha = data[:, 0]\n", + "alpha = (alpha - alpha.min()) / (alpha.max() - alpha.min())\n", + "scatter.alpha = alpha\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, changing the data will keep the point properties as they are:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = np.random.rand(n_samples, 2)\n", + "scatter.data = data\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can undo this by simply setting all alpha values to 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scatter.alpha = 1\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can also set the sizes of the points (values around ~50 are typically a good starting point):" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "size = data[:, 0] * 100\n", "scatter.size = size\n", "fig" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "And again, changing the data but keeping the size of the data (i.e., the number of samples, to be more precise) will keep the point properties as they are:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = np.random.rand(n_samples, 2)\n", + "scatter.data = data\n", + "fig" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -278,17 +399,17 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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" ] }, - "execution_count": 9, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -300,17 +421,17 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { - "image/png": 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GosLVNIQQsVogAHw2+v3jLeUe51+lKYW4jIgQABcXBgwGaBJ0fv6wxKtpoF7AjM14cY7W7m3uHqgabLFlK28EIdbW/kKs3WafP2fK81dUGQwo9Ps01kCw14svdahgGFD4e6tEBmBZ9Hr7D3iMw7YpXF2ZMBzS+65BDDpdFwOV8/P4acRtAoXq+wdMw6Gah4cc+zGZxFsHBAH++3RasclMQ+jMyIGxXGJrlm1XrzdBUdXu17C+WemvPlgYS/aOEEJa+bfrRChdR6WuQqbsy24pjjMVS2I85mDbtLSsAyEEBgMUfHoePkNyhhGlJPZEiunydDFmmzvJBgMMvpJO9/0+VT6xF4FScvD+SNhKi6ZlefUjnQ7+/ar38N0dU+rgmUxw/lbTJmVlo4ORAyI62dW2CZydUZhMcCPBKbXFp8bG4boUBgMccy3E2o1Sk0yWG2IZbollEgQcbm7YxoYbBLgx7zOFeBshRG7fhtmMlW54Ryl2HWwT7U6Rm45hYLZGuupGMQwMRNqcMpcBmDTwkveebBs/Vv+asnFdCowJZT8QiWogslzis5FmgLfNdMp0MKJpBnlykwQBBgnzOd7AYYizHh49skr9vXKBlq2DmnSy5k3sO4+iTGTZJO7kj2WlEK6uykmnc56/M6FsnwcVCCEb7qmGgbbbYSju/WKwBNLmIGQbwyCtE9geGqoziaIkDciL/vt4rJYNibse308exniI6GDkgNkWh3FeTdeG9NPQZGPbFEyTJS5ebWplXCxEavsnY+2aHdIkpknANPWGvg+MyQwAXwmWXVfNR+MQSfMfistI5iUIRKtNzPLSnpVRk4q0j5b0ersD4+rQkWiyOT01YzMgvV67lPAqJaOyykqGQTLntWzTpvdKsx+LBYcnT0KYTvn9wEEMdmczDk+fhq0XZapOWd78nvi1mPPkjGQeWjLwuDR0ZuSA6HTQWClaMjk/h3vNiJp6XlM9lkXg6sqE+Rzr9JTi7Jm2tXSrxK1lxra9npE5Wj5K01kkIVCMLE/y0ua9bZ9j2/G87IFzciJ5W8WueS32KU32kZImkvvSppJvGehg5MDYLploC/H9WS4FTKfYbhq1YN4ny0Rp++v0rktgNst6TfF7KwwxLS+1FrZNEwcCbnNyot6FUAXLJU763da5LBYMHIfD2Vl7u2jaxmSiFoBOJhw6nU1hbRDwlW+PnLWCE7HXPjWmWb0g1zDQT0lVZJq2fpQ1gK9N047LQAcjmkL4PrZB4sC/3ZLRoRAdXCgZjzkEgTi4IYZ5sW0KjpPcbrvPjJK48evSEbTfJ8AYrIbDEbLWPzkO3ktNBiKMCbi5CRNPr74v4O6OHf39UQa+z5XFn0Kgz0y3S8D3OYzHu9qr+I4WAZMJh16P3rczV3PvnJwYsFxmO1JLc7Ikiohht3Gc43Nk1U+TJje+j+Kr9X8zYExU6llQFZNJfO3W80SmGv4YODvD0sl2tqLbpTAcFgsww1CkpuWnUwFXV2ZrF1M5OTmNKu6PMBSrzgrLIkdx7+XtFAkCDpSiQWBeZjMOjAk4Pa0ma0UpuizHtXpL5HOT9PvLGKpJiLqj6yGhgxFNbuJspmczfu9weVgLaJoJl+9zsKzje+ijoDDahMFgvRFKI7CiqKSh22j+Jlks1NLoi0U590dSi6dtExgMHpZGhXPI1JekgRofAZ1ONeuQYZBVq7csFRGiXioihOw1gI9SPEAcQ6C6jQ5GNLmJOzUeqrI7bdz5gcVVe4GOjuX8wSqn4SY8RFRRFRfKIWb7kNbiKe2/z88PZ57VNnmt5oUQe68lsxmv3BDMNEnh7ESRAXymiVmXbU3Nvggh7i0hmp8SrIMRTW5cl+y0fLruYbYVdzo08SR/bAKxslguxUrsu28WpY2kBahRyvi7R6P0Fk8hMFNwdXWYz5frEhiP1Q8rRTMGUeS02ypm7pRB3gF8JycUut1ys4hSXC51f5JOhzTWMaaDEU1upGW23MQd53Bt4gcDutpco5ycGK1dzJqCMbEzP0N2H0WFg46zG6xu08bhcpJOR23i7b6ZJFVxJ2PS4Kq971kSaL+v9n6q3DeqyFbsNiIH8KmUozA4KPcPmc95Yov9YiFgsWDQ7YpU7UsV6GBEkxtCMPgYDg/fJh5FaQZ4HmomKMXNqK3iyqbgHLuOtk+uQmBaXAhYBaRy80k7DbfZE6fbpTsnxm0sa3/fGNWhgfK1h+q2ORjQezv95L/XsnCDfvashFYTaH+JVQ7gG41YYllQdgdFkWMJhFg72OY5NC0WyYFIlPkcfV/q1HXpYERTmGOxiScE9RKdTtNX0l6i02yT/r3fx4XRMAicnRmxLpOEAJyetjvrZJrJ14//jiLCIsjNhPN87raHqskCwOfr7MxYlQWi2SBKMfiT4nfHSS6bqmKacBCHCdel4Dhkw1iPEMwabothfZ/DdMp3tFbjMQfHQf1KlqiVMbVARDKb8Vqt+nUwotEcIZyLVaq6jFSritmT5/GVg6bjULi6IjCfrxdQuci2ORCRRK/f8/i9wA/Htnc6+fUbnGOJK082JEpeK/22QQiBXs+AXs+A5VIA56g5sqzN91JmpfbhkDyP1geh5GuO8+yJ4vsCgiCE83NjJ1snXYRnM16oBDab8dpK8Ad+izfDYoEL1GBgJEaNQYCnANelWgjZAuSYbsYEmCZa5x/CphgH5+K+rISLdqdDV3OJlksBk8l604vTdBT9ndmv2fxvwyjecVAmy6WA2Qy1LkLgBqgyJ0he/75/gyxxFTW7IgSOalw8nuDj70XLInsFJPL7j4UgyLbSB8DM2c0NCp3lusYYzsDZR4fjeToYaTWTCQPGAChN/qBku95iweD6mhzsxncMeB7fMFHyfQxMLi7MVvTry2mm2KEi7m3T41v4lstdd9DFgq08KbbbRKWmIwzFXhbmpkkyW1nbkhoPAg6eh4EHY7taBd8X4PsMOh18fqsW6eH7X/z7e71qrc7bhjTbyxuQ2DY5Opt+FeGvRAh8zwYDAzjHdWJft9eqJsHHoYORAvR69N62ODkCV20PlAghYLHAljQtoIxH1k3DELMb/X726VYIEVsnFQKDyvPz5h4BIQSMx3xn0fU8/DvPzzeDJSFwXkqc4C0IsAyQdM9hKrd4R0avR8H3k09olGIbZ5PkPQkuFgJMk1c6Q0gIsVfZAUWM9WWXGIuaeRGwbVJ7274UyPd6dDXbKFomoxTXSjmbRmZDDtWLJQnGhPIsHInUbm1rc/ahrs9eByMFwNpn+mvOz01YLFBcpJIVmc34airkfM7h6sp8UKehLLazG9IQ6uIi3RBKjiuPAwdw1RP1xzGZ7AYiEs4Bbm9DuLoyV9fn+yJVRJrl0YD3Y7EFG2fGxG+sUpTa5IlUiGInwfkcZ5rkvfblUtxPXxWrTTLuAMGYuoma1FAArDfYug4l8YGxgPkcA83h0Ki9VGSa5L6bYzcYc91aL6URipRXOF97iJRBnZljHYxUBM6WUD/RRG88eUPV4cWAI+7zOyXWTZJJEGYQDu9ExHn2gsEYBiAy4yBPgsV/517fDicnBtg2WZWUADAb0us1b0+NJ+X838cYPgOqz1q8EFXAdMrBdcleQZlhAFxc1L8kC4F/U9IpXFq0C3FY4tCHynJZjnkcQL2ftw5GWoLrUvA8vINMs/qIVE4mlQt4t0tbbVyWtBFnbdCWRcA04ydlFumK2Bd5apGp5yyiOo19M2Vl3FPYTdK+DUl1nkwcquVUzL4kl4E8D8tEUd2CYWBmQSUQbCqg8321csB4zMB1izvu5s1Cco5mhLJE03TAWze08GNWTh84ei7pzMiDo9OhqwFKjlP9Jonai/V/Y+cPKZzGrxrLIrHzTFTS2Ken5o7o0zTrn3zp+zzRuyKJ6MKfZa2dNYDrmE+1+8yJUS2FLBa7Tr3bbGtzsHVTzYG0qc9HNaWPgvx1+7YKjGFbKZa08Gu2LbuZSKQEye+DdLEy9Nq+z00TS+THfB9Hsaz8Q/Vsu5xmCUJQaqAdWB8odQqw4hbV5bK9Lo/9PnaKxH09C8sicHVlgueh6M2y6hflyVR4vkBkUxRKKdbQ4wS5hKAR13TKd065h2A0ti+Gkd3tE4eqpgtAPfsyn29qc/p9Cp6XbhpHCHbgEcJWm3Ud64EQ6c6o2/i+yNTLSTyPx97zQSAgCBg4DoHTUwqj0e49G/echCE6lgZBPV1QTUMI6oakllCFXo/unUGybRQQ191EoYORB4pt786BsG0Ckwn6MVgWdqu0RUTrOBTOz2HVTSOvT3XBxhkZzf0tvi9yazbi9AdoGgYrN0bpQdHr0XvnUApBwGGxQGMpyyL3Wbd2fI5V0elQCIJ8hXJC8mXHVDU7QSCt8+UwQSyBzmY8ceOXm68QcO/IyaDXE7XacZdJEGwKzuPwfQFPnybboSeR1AUlA6swxOyKadZ/6Cibbhc7N1XErJjZxr/XdUmuThzpR9Tp7B/MFEUHIw+UwYCuWsdwUcZJknKxxNOLgMvL9twijpPdyttWVBZcQjAb4jgE+v3kTEbW+2DbFGy76JUeJq5LYDpVT2lbFp7+8iy8qnsa57BRUgxDDrMZ3M9zIvfW3wLmc5GaKZvNOBgG5CqL5IUQoqxpAVAXuqtOpS0qqp7NNrug5nMO0ynb+fy37eYPDUoJnJ8bqVolANgRT/f7BnieuqL79NRo3JyzPTvNAcK5aE3mIC84L8IEcb8acg4wHm/evHKa7UMTjlVBlp13p0Pg9LSax1F62AQBv5//QWrRJdUJLtom3N7Gt/d2u3jiE0IUHnK379yU0YjB+bkB/b4Bt7ehUslOzgep8rNS1bTga7OvI85ormw4X3eaTSYsMfjhfJ1Nbbr9vChymKc0a4y6K7tuvMeKDLZVZtEMBu1wCdfBSEHGYwazGRrMtMHyuijrh7O6xWO5xEFQciLuoQZw+2DbFCwreT5EVaff5ZLDzU00FY7eEZaFJ65j+ixMk8DlpQlBIO4dWNEDpKx5OGXMTZlOcRqqagqdMdjLrE4FaS6WFRzZtloQt4/9eB4ws8uVsjCeJ+49ZQ5zrZalFxk0qHQm4bA9NHeMC9ANA8uUbemO08FIQeQDV9eDVzWGgafl6IkGvVL2WwSnU7YhwJpM2mPDXjdnZ8aOMRchkLtcoApjHJ49iz8ZLZcoqG3SgRZg3eosnyPH2U/jss787P4bY7JNtJirZJ7TZhJBgHNy8rCvP0wWaVOWJaaJqfy2kSc4rCPLVBeqf4OcjRYdkYA6JrKaZ9UWdDBSkJMTAzyPtyK9VRZnZyiykwLWXm+/v41zsaMEb4MNe1MYBoGrKwt8n9+bzZG9fBuyiOs+iiLFfk2NHpjPd0eaBwEaiJ2dGaXpg+ZzDrPZ+nQoxXpFBNpSQLwtRs2ju/D9XL9SWauyD45D4fKSrNpwZVBiGPg3b4+0T6Ou+8kwCPi+ejCS1+DumDgEHdnD2xFKAmejtO+ksA+ElPc3haGAu7t4AVWcX8hDAgWo1f6OMFRzJA2CZoKRINgNRCRCANzebk4gLcrdXQiLxW7b6GyGk7cvLszcv0MKiDnHDilKsWy7/XuSyNPeLU+xdWCa5F5kS4GxtaA67+nZNPHUXeVzblmkkClYWc6kmvI5nmO9pjXIOSHLZfy/6yGA1aNaPmwqS5slmJQTSPdhseCpAQJjGEQUhVICpomZLdW6O27u6r+j260/lU4I/l2GUfx3q/j/7MOhdsdoktHBiKZ0sga6DQaHddvJyas3NyHc3obgeXzVhdRWVNfpuk7d26h0W+zbkaESzHie2Mu9VWLbJLNjCkCOZFf7mZTW7xJcFtJbJQ3Lwi6RvBmOkxNsQzXN/MH0QyzRHAq6TKMpnaTFllK0GC5DrCltpn2fr06mVdhEc44GVtGSh+exvYeiVQ2K09I3vjw6gCbYN+BTLRMsl2LvchAh2FqMZmd7/agV5+ftvb9UkO3UsxlbiScB1rbucjbU5SWB6XRTq7LNtrkffg07pVTbkvO47WrqRwcjmtJBD4vdjXAwKKdrRAYI60Uf7aXDsHzHyu0ZPhJ0yRS1DpLKA6XoUJtkJW2a0OhgxKRZQ9uvaQOci1XJR7qqui5ujNHNzTCwtXg+xzkrRYMSSlFMblmHlUGMw7LQP0cI1NegDmXzczUM1KoMBnQ1GI9SFF3KgDQpKOv16MbcmzQONcv0UNDBiKZ0KMWswWi09rdAq+FyNpfFIn6hl74vZZ720+aRLBa8NT36cUgx8my2uVh3u6Rxm/FuN9u+fV9PCFURZVrQw9h24IvMZhhwbHf9YBBorN77OAFt8nUAdLtGpR1WTUEIDn1Lg1KyUzbMygwZBmaktgdhbv4MbEtuS3CriUcHI5pKcF2cyhmGcox6eQtB2gaDw/7K+11plYKWy0YAAAOSXo+u3jPsQmh+Ue50KPh+ssB0MNh/RoZKwOO6yal7KcROynDIrp/LS5IoylbpaJKcnDxM/519kYMwtzNS0mRxO4OlaSc6GNFUBiEELKv8n4sLf/wmVvai4zjJA6eaEn/GwfnagtuyNjdHaQTWNk5PTbBtvmF6JifWluHf47oEOh2SGPAYBqRmiNCHJf13yK6fpJ9zwJKPgyKakeJ8bZd+yJqbh4YORjS1IDsWyggW5CyN7cyE4ySfUIvS7xvg+7tzRKQZVBuYTNjO++G6WIdvQxYkDWmolaUNKAIhchgeh9lsfWKWYsh+P/3E7HlqwsjFIjkYcRy1UhGl2fOLmkTON5rPcc4LIbAyRmybk2fb7/miyAMH52gFjx1c2X+r1DzJwNo02zmWo8W3vyYPcrEQQrTqRmMMbcflgmzbqCfZJygxTZyrMh6vT9SdTjU6CGw/NGEyYeD7UrxIYDBox0Y/ncYPCcPuhcNxuq1qMyOEQK9nQLeLRl7SDl5+dkJIweTu71d1VE0r13U6ySLiKG22KQ/D3XKVEJg58n0GjoN28m29/kOHMZHYbYQTvncH5QFgEJJkxjeZoN5tMGjPXnEYK5UmFSEEPH++HjE9m3G4vDRbcZNFAxEA1Hvg9NL9bj3bpnB5Se9PCdWmY3GoXPseFSFEaluj7+upyxI08lr/t+fx1egDgHjbcwyY1bIaSchOkbR5NrZNKjcJKwrn6boZALzP7u4YnJ217xk5dMIQBdRJgbEMCE9PYUNMnyS8lsjyYhCgC3Eb9op2PgENEoZiVXM8FJZLseG4yZj6VNAq4VzEpqhlqrEMKG1XirhOlkuReXrPM7vjUOEcZ+yo+pKMxwxubzeDZMbwtIgL/zrbpkJWua7bpfetutudItia2mY/EdUWZc8TRzM0tC1IAbVKhg4PfesX3t4ypc8tDPF724AOZbe4uQnBdeneKf8qauBJxP2Olq5tGk1p+D7fGVjX6aCQMamWLjMiSYQhwGiEp3zbpuA4PNUJllI17ZCcnrpcrr1K2qa12EY6D6syn/NGvWuODfS1UX/9dMrh/Bwn9OYJDJsemCnRmZEtzs/NvVOmjAl4+jSEN94IU30qysKyyMaCaNs4DbZp5FTabY7RR6EJVIaFlTX5tm0sFhxubthOoLBYYHo6aTFWceuMWsSfnhqJFuKGgetFnnvZssh923v7NCJoTLbOMAmRb7CczoyUy2yWL2MhgwpVR9ook0nz2RGdGdmijOgwOpulLmOskxNj1ZVgWe05cZ2cGEDIWkRVldD0IYLizGSBpOOQo9GLbHYSAIxGyQsu55jduLzcXN6EiC8bxuF5HHo9FClfXJj3nih8Nc2206Hguu15zvYhDDEDEnUytSzSWnfhhwCWHvN/33bJXpV950CVgQ5GKsC28cTKOZTil6AKbjztWkDQjdWEk5P6ylYPCen0OZ3Gt/YeA7JjKI/J3HIpIAh4bJeBCuMxilv7fdR6OA49yiyT73O4vWU7722RTe1YAt8onGOg5vtrm3rXpau5OmUi33MhROEyuxDFzBiFgL2elzLQwUgFmCaB62szsWXwIaKDkOro9417t1FcMG37eAaCTSbxrcsqLJcCbHv939KSXLX04HkCfD+E83Oj0UW6KhgTsYFIUdriu1MWSfee7zMYjzHrW0bW2/M4TKf5dB5JUAqrg3BeFovN56VujuvuaRGEaF2Epj5Qn0Oh0zke62vpr1AmvV6+JU9avu87QbiNxBkHFsV1j6ckCIAdV2n3nhDYhbKvJnA6xc6uMgIRQrA0WzRAkjqppih01Z/61KfgpZdeAtd14eWXX4YvfelLqa//xCc+AX/0j/5R6HQ68OKLL8IP//APg+d5hS64bWD7anvaJxkT9xE9O7gWZY0myr4LfVxZRY61zwPn7WiVLxM0SVR/f9MSm46DRobHQhCkd1xFwWGgxe6NxYIrGeKpIo3zDjVDlfuqP/vZz8Krr74KH/3oR+ErX/kKvOUtb4F3vetd8OTJk9jX//zP/zx86EMfgo9+9KPwP//n/4Sf/dmfhc9+9rPwt//239774ptGCAHPnoXw/DlrhRqZMbye6RRv8mfPQh2QaA6WPJ0c25hmvBidEHTvzSvOVBW+HgpC5EvlO4601idAiNRO4Ht5fm4eVRk2TzuzEMWD5um0vD3DMNZZP0qzu+ziaLq1N7dm5OMf/zh87/d+L3zwgx8EAIBPf/rT8LnPfQ4+85nPwIc+9KGd1//Kr/wKfOu3fit8x3d8BwAAvPTSS/C+970P/tt/+297Xno7kA90kRpd2Xje5qh4xnARzdvmK22EPU8ApQCDQTm1UU1zyImmy6VYdYP0erTxBSiNIguqJE1sKkXVw6GAJ0925w49BPLGDoSsHWqPGTlWIw+LhYBeL9/vCQJeqFsmDtliHi3P9vsUxuN8m1LTa3yu3x4EAXz5y1+GV155Zf0DKIVXXnkFvvjFL8Z+z5/6U38KvvzlL69KOb/9278Nn//85+HP//k/n/h7fN+H8Xi88b82Ik9ZwyF6/DdNWeZncp6B9Bm4uyunpqlphtGIwWi0/gylFXSaH0cb2GdxVAlkKCWJHiLbHJMeAkBO1Fb/m45RwBtHkcC0SPa5yHO3vZZbFmarrq7MnUNFp0Nzrf223bzmJ1dm5NmzZ8AYg0ePHm18/dGjR/Abv/Ebsd/zHd/xHfDs2TP403/6T4MQAsIwhO/7vu9LLdO89tpr8LGPfSzPpTWGbdNGFchRcFz6ekpop0MKtSPGnQw8j4NlHU9d+KEQBDwx7cw5Bp4XF+1sqjNNcn9P51+4VYOMXo+C76eny+VwxGOj0yHKm+JD8Rwpcngr8j1Fgh5KAa6usEszax4XpTi88OYmuxREKbRC81N5uPvLv/zL8JM/+ZPwT/7JP4GvfOUr8G/+zb+Bz33uc/ATP/ETid/z4Q9/GEaj0ep/X/va16q+zKNAZmouL024vDTh9LTYJmPE3Jf7pMw1zZFV/w4C0biKPg1sn8y/2k8mHBYLBrMZg6dPl/DGG0t4/HgJ4zGDMFz/vY5DM3/+yUk7JjQ3SZszaGWSN2MEUCxrVOR+knO4VOdxOQ7OPYpbzyWWReDy0mxFB16u3ery8hIMw4DHjx9vfP3x48fwwgsvxH7Pj//4j8N3fud3wvd8z/cAAMA3fdM3wWw2g7/6V/8q/OiP/ijQmF3OcRxwHCfPpWnuwYdpv5/R729OGTWM5uuJmmKoaJkYE61YjOIgBPUd/b5YOYQKIcDzROrpMgh23VaFwHbW+ZzD2ZmxyhqenBhgGPj16PtlmqiXqtO4sE7yZJzm83oMsaQbrAyQ5aiLOoPBbpemTlneJm+7OABm2sbjfBmSIkG541C4uiLg+2LlIAywfl+bLs1EyRWM2LYNb3vb2+D111+H97znPQAAwDmH119/HX7gB34g9nvm8/lOwGHch2rH2Lt/DHS7FEwT2xllIPLQT4aHCgYZ6c9ZWwORKKZJYDBYH/HCUMB0ygqVcKR3yPX1+pQ5GBjQ76NxHOcYgB+7TiKaIcp+bYUXAqi7GI3YTgu15wmYTDj0eqjLq6Nrp9MhMJup/c2dDikkAqcU/UBUO3ek6LwIhOCMMBlU4/yh9g1TzZ3Hf/XVV+EDH/gAvP3tb4d3vOMd8IlPfAJms9mqu+b9738/vPnNb4bXXnsNAADe/e53w8c//nH4E3/iT8DLL78Mv/VbvwU//uM/Du9+97tXQYmmfbRJC6MpTrebvuA5zmG6tZomLq6LRbH2SCnilXb6ALhoO87hvRdFIUT9ZF7lxiWEgJubdJG8NGirY8QBlrtNuLkJUwOSfUcu9PsUfJ8rtbDvWyqU2cTZbNPp1bJwvlUb5izlDkbe+973wtOnT+EjH/kIvPHGG/DWt74VvvCFL6xErV/96lc3MiE/9mM/BoQQ+LEf+zH4vd/7Pbi6uoJ3v/vd8Pf//t8v76+oEc/j94sYPfqTU1MIgTMaKC126tCskYtNnIkTpXDQQwv31TH4voB+v6SLOUBsmyibuakKgouwvUEmMZ9zcF11Uf7mcEWSGnjjxGIMzgwDs4WXl+aqJT4alNg2PlOOs98Gbhg4hDEr6NnXdp4xkfg7lksBd3cMTHO3PbhuiDiAWsl4PIaTkxMYjUYwHA4bvZbnz0MIAgGdDiksENUks1hwGI3W8zJsG1Xhuky0H57HV4u+HPbV6x22dfw+c2sA1uK9h4rvc6VuCwCA6+tqNiohBDx9Giob3LkugbOz9M+Mc3EvYN61u3ddLMnJQw5jmC2ITiyWJZGopoKx9aC8stciOU06GpRRur6GfX4f5wKeP08PdiSmCXBxYZb+96nu3w/3SSxIv49p717vcE+UbSUMMUqPEgRYS85agDTpuC49OiGm4xCYTot/v/nAbynsJOKZupt+v7qgNQzzOe2icFkkZiSyNt/o8MP13KHN18gS3nzO4eQEh1BWGbTLrE0VU6FnM3VztTDE10e1WXXywB/H/BzrKPF9WCz4fU1XgOtS6PeLCc08L/6Um7UAaaph+9RommsXzjZ8FrZNwbKKTzvVBwosARAS70VDCAYiUV1NEWSHjPycTHPdyVHEMCxNfHl3xzI3XyFglRHKqguMRgwMI93Rt60IIXJZ2wPASoLQxPOtgxHNXnge38hmTKfYllekhJW2MLRR/X3MhCGeMKOtrmEIMB5z8H0BZ2dGKwKS01MDbm7U0/yStrU1NgUhKMKUGV/ZYWPbZO8uOiEEjMe7gU4QiPtWYQL9fv5NPum2C0PUiKhdm/rvm0z4QQYjsjMsD5zj9zUh5NbBiGYv4oSRi4WA4VDkWsiEEIlpd8chWjNSM+MxS1zIfF+0plRpmqj7kBkcxtb1dsOAHfEhpegLUcQb4pgxDFJ6en40Sm+9DgKcgUWp+myvtK6PvFkAVZZLFNQfWvBadNDkPgMq90EHI5q9SDphqJ48GFsP5QMAsCyA5XL976ZZTzufZg1j2SfMtgQjACgoHAyM2M201zMgCNZBim0338L4EAiCbC0KAGbbHIcoZzTSBvXl8U3Ji+8f3jiMord5U4+HDkY0exE338K21b0rbm83/QWWS/x+VJHrzaMJVBb1qk2wykS34NdPXMY0iTAUO4eQOLrddL2eXiY2KZrJaSoDpJ9SzV50u5jylguBbRPloUsy/blNEAiwbVSX60CkflRKYnpWkSYN1UwHAJYF0mYQSSFtVoa0Sk+iQywTm6b6VGqJbTfn7aQzI5q9IITAcGjAYEDv+/DVb+Q0Jb205NbUj2URMM307EfVs4qWS9SlBAEHQsgqW6ZN8A6D/O5V6Ns0GOzOplEV0na7dC/fmcQrO+Cpzb0ehSBQF4EUERSXhQ5GNKVACMmdJsUSzO7CZRjZHhDSMZHS9FHammIMBgbc3sYvYlIEWhWzGYPxOLqpYAZtNsMBd8fml3KMGEY+IaQ8eOwjpDUMkjn+oAiHLKB3XQqDAZrAZTEYNGtboZ9qTWPItsLNr0nvg+SH3/M4PH0awpMnITx+HN47trbeSPigcF0KZ2fGTlBo22hhXZUJlO/zrUBkk9tbVqlQUVMOeTJnZWz20lNjuSw/M4JGadV06tRBv2/cT6aO/3fDgPv27mZT0TozUgK+z8HzRKu8CxgT98Kwdkf1nQ4F216r6V03/XqDgG+c2KVbIoDuuikb6dq6XOJ8D8Oovp6sInycz/lBz9R5CHS7dDXcLot9s2xyTcjrqZGH21sGFxekNet7XrpdCp0OrrO+vzaRROfXdjQJ6GCkBO7u8EFYLkUrZl0sFmsjMkIAzs+NVncUYHpV7WFISsHO5xwGg/1MmjTx4AJc/fsqhJpplefpYKTtGAYK2ZNKfZJ9SwPLJU78rToxKgTAdHrYYykIIeC6BFy36SuJp7071AEhT4tpOofFgsPTp0u4uwsrLymMRpuZA5V6YdmgV8VaiFbez03+t7s7Bs+fhzCZsNJ/r0ajyYfrUri4MGI7OkwT3XP3LQ1MJtUHIhLPE3pdqZDDDfNaxPm5AWGYHIwIsR4AF4YCHEcktrHtixAidvBTFkGAKVUVX48wFDCZsJUrYXQKJgC6d0bT7YPB/vMtJLZNIAji/yB5qg4CAYsFr1TboCkfQrK7eACa80GIQwix2qQoJZllxoeGbVO4uKAQhus2fsMox/slj/17WciJ7Zry0cFICRBCwLLSXxO1PK7So4GQXUV52sMjBKY55QZvGJC6iQuxObOEMQFBEML1tQmEkNWo+ihytkMZm0i3S1e232kwhvoDnc4/LLpdmipgla9pA9Mpg+l0UxcxGuH1DYfaIyeKaZavN0o6lFSJ1slXhw5GaoAQAufnJsznHCyrmlHRUYZDCqaJG7Jtk9RWyMVCbDzUjGHqM2nQneftDl/iHL8uBVJxlGWnbBjYzTGbySmgAoIg/rWogC8/GMEATAAh+P7qk3B5dLt0JbJL+veynh+ZRSzy+W1n/6LIgXPn5/sNE/R9HDKHgsP11OR9B9gdC0XK3ZeXBkwmvHBGRZv9VYcORmrCsnbbWKuCEKI8NySuTbKI1bdcF5Ie1jIXT8Mgq4wHYwKePIm/4CoW7MmEbRgrEQIwHBqVntY5F6tNCQA7jo51QyKEwNmZAbMZvze/wq+bJs6Z2fd9FkLAYrE50t4wsKOj21XLZkjPkzTkZNqi83tGI7Yj1pZTk2czDufnZqmZBsbwej2Pr/x7XBffk7aWOosEeoaBB8PplOXW0hECjUyzfSjoYOSB4zgEZrPdr6W9ftuoLOpQmDR5tyoHQ8MgiYO28mxccpNaLHCBchw5H2d93fM533F4FAI3DtOsZgZKGG6WxQBwo5vN2q2JYUysXHTzTm9GX4d1NsB1MbiO/hzP4/cOresMVa9HUz8DIUTsJFnGcJP3PLVshqqpliw35Q1IptPdQCQKYwA3NyFcXZmllIKi3XcSzgGmU7zfT0+Nyh13i+C6BMZj9dJJ1M+k38e/aXs2VhqqwaqmGO27wzS14jgUBoP1bJlOh6RaAlOKZRLpnmrbBM7P1xuFnL67TVVGVZwLcF2yIx7u96nyAiqEgNtbBqMRameCAB0LMQjA62YMRbtJVDW+XLaNb8PYZtdUW/B9Ds+eoSHds2doSnd7Gyp9/lK/dHeHnwPnmA2YTgU8e7b+GaMRg9tbtgpYZJnw+XMG02nye4LBZvpIe5XTsurmBYAByXis/jkJkZ11AcDPP+lZy4Pv7wYi29zdsVaaflFKcgVJ234mmCVJNgOLYprNWqU/BHRmRAP9vrF6UFUif8vCgCSOpE0nDAFsu/g1xrFY8Hv3VfxvaVO+ndHIQp7EtwlDFME6Dsn0Mqhiim3SIEGJ72MXR1uyI57HY30lPA9FzhcX6aWF8ZgnihIZA7i9DaHXM1IDv8kkWZc1m2UHBdKvpswT8GzGwXWJUubM93c1WUksFnzvjIVqqUKK0NvGYEAhCHjm85ekNZKHKxkAx+E46JlyaGVRaVYIAK03vwTQwYjmnrIW36ibapR9OmmWS/QsMQxsnSSEQBiK2NTybMZzOzp6XvKC7HkcFovsVHAVQ/1UPA3aEowIIVIzAJj2TxZGS11MGpglyQ4oMIDcvAfQkTjzW0EIzJCklSptm+TKjgBgkKMSjOTxsdjX8yIr2I17bZvaqgE2g4m4dYcQAMtC64InTzhQSlYlWPncSFG8HM4oD1SmSVJdtcNQarn4Sgjturvl3TqRtvj4d2z+W6eD5c62fYYSHYxoSqXbpeB5m4tcr1e8rXdbyEcpwPm5mRhAcI6nyzwalbQ4TAi1gV9VDI5TCTLaEIgA4Aae9T4tFgKGQxG7UKu2aap8FlW3fEqr8zyoXlOeTWzfA0Te0qkcL9E2KEVRqgwOGBOrZxq7BdevZQzXpumUQ79PN4byqTYZYODNd4Jn+bMnEw7DIS0sXi4K51huTrrXsEwZwslJtYL7ouhgpGbkiV4IAScn7bZpLwKeVAzwfXFv8FY8EJGtjVE4xwAlztVRkrfjz3EoLBbxu5xtk1SdAQC2UlfxOVoWzsJIOr06DmlNMKI6oVV2amxTpn9D3M+idNPrJ42sLhXTJDAY0EqcjfN0axzqWPuqMM11l12cKHcb6RGT14soTgS9TVHxchyco7De81AjJbV60eyO1L2pBL2jEVt1S7WJdl3NA0A6l4ZhewWINzch3NyEq86SvOAMBHRd3ecklSTQw3Rx8velBSpxuC6J3QQsC8W8aQfQiwuj0hMQ1qp3vy4nbbYFVf+FpNep3icqyYC4n0WImtjRddUCvH7fgNNTQ+l6kq4pDhRlZr+WkP3N3/I+m23MisQhu6ZUmM14rgyR7/PMQEQyHu8/DmM2Y/DkSbjSUy2XKLCfTvn919lqplOejGCaGL8pdGakZjANKyL/f3sIAg43N+ub1Pfx/2+qrS9toUczN7ITsAwG+X0RpLeF5+229qJni9hp6QUAZVHiPpgmgasrs/U+I9g2mZ55SBsVb5rJLdoSSnEDjvssoiSVzPp9Cr6fLHakFDbS9ll0OhioZg2DA8gXOAyHBiyXYarGpQxBpWmS1PEKUWy7+onNZbFY7I7ESCPPFOi85TkURBc7NKh4ocxmHDhXFz1LwhDX+zZl5nUwsge+jwZE3S5VTnkNBvg6IURp81rKIk5AOJ/vr9gvSqcTX5vH8gSF01PcvDyP3598iwcH8vvj/tbBALMTsxmacMlNsa5WP0oJ9PsG9Pu1/LpCEIIzipJOpIRkb/QnJwY8fx7GlnwIATg7w0ybbL+OA6eSxm+aUuw4Hu+m2R0HU/x5N1w5gj0tiMKgVf3nyuucTrFMGd1YHQezdWVtIoMBhefPs4MpuW4dAmmC9KTXqwQjnOefheN5xYIRqT1RQTVTs43nidI7HPdBByN7MJmgiyNjTDkYobQ+J9a8oCCuPcMXpKAMU5H4Ndtev3/rkdjVL5S9HpZjpAX1oZkfSZX9YoHtfrJToMz3Tp7+J5NNbxTTxEAjK81vGAQuL3ETXiz46meg9806UDg/N1YbtXyNqosqpQROT00YDDDlLQTeZ0VP/TKrFidolKWUIq3ClGJwNBjQ1XWaZvkaIdumcH6O2Z24bIIMAtt0gs4ir/5INatQRNeUN2MhUWlD35e2zdnRwcgedDoEGBOtdCcswvaAPYBqukTygBsmijgpJY3XrQ8tCAHAE93NzabTJGMCfJ9BtytyB8fYJoufh2luvic4O4WsTMvyTmiVm/BwmBz4ySxMv09XWRTDyPfZGEZ5GzshGCAPBvR+dlN5E3wJyZdVKYLjULi+JiuRZPT621YOVCHv/JhqB5fm/x7pBl01bVvKdDCyB/K0fCxYFp5MZzM8JZU5lGwfpDeAphjTKU/syJnP0dRNJUPCGHqJRHU6hoHll2hATkg5n1dWcEHIrvNuk1BKoNttz30qBLZbE4IbblbGCNezGi+wIhyHguepZxZUs4OGgfdbHoPDIoGkamfavrRt6F+LHmVNEr6/dhodDKrtEbcskmhMpTk8ZHkmjfmcZy7InItYPQdjcN+qvn93h6YcwhAt5ReLtd7EMPDzadKQqy46HQKTiXqJJM992+3SVdtu2T+7biYTzIQNBi05dDZ9AZp0ZP84Y2uPjX3bxTQPB86za8MqrY3RCbpxyBZDTXEwPY+zbDADxXO/p8slzvHZFr4yBjvzlo4VQohyd0y/T3PphTodquy27DjFBPVYcsz9bYWyhMsllnCL2jiUiT4CHwDb65GsxWs0WaikYlVOylnZFSFQna/ikfHQiE6Elu6gjoNZCrkRyiAkepqfzfA5Hw4NpVICaoPCzBlKd3cMzs+rWfrRhwOFxfLv7HRI7VorWTaMzq7aZtuBVQXp9npzE9/1JbFtnGcDgJ+//FyzymUAa0+cPMM35e+7uUlvCU/i7o7tJeQuAx2MtBz0uVi3uDpOu+rkD4nlUqxS37Kls+2CVtmynCaIU0klq6S8j/3EXQTGROwGEYZoC3B6aoAQyQaIOCCQwdlZtrYh2oGUhu+XP2cmDMX9dObNr3seg8kEu6nqdvzsdCg4zqYwV+qZou6leTFN1NbJGTDRoMSyyErEzRh6hUSzVNIWIOv393r5gpFej65m7Mxmm51mqozH1QWpKuht7QDAkxEBITACbvsGeIxMJmzDbGs+x4Xn/Lz90zz7fQN8P4xdnCxLzfHTMLKFe22xpm8LQsQHIlHu7phSSn48ZpnBb54OjMWCg2WVk14NQ3Ff/on/d87VA6qyqUqYK71/ej3s6MJBeetnYD7nsQEmDoxcB6JJ74dpYoeWipNsr7du0acUO80sC+D2Nl80gkEqB8tqRr2hNSMHgm2jyEgHIvXj+zzW9VMO3Go7poknpmjQQSkuYhcXhtI9lZU9MYx8c1XqALtJRGMZG5zPlP06FVkIY5BpuJXn7yzzPdn2lUkCSybHlT3Dji60HJCByGIRH4hEEQLuZ8kkv3HdLoWzMyOxJE8pzsWK08cUKdUA5HeYLROdGdFoMkgTd+Wxkm4S08QuqZOT9bCtPIGtnMac5Hw6HKoFNXXAmFgZp8m9z3Gw3Fln10CeNLsKy6UA103+9zxvf1mfFWMicYbUNpxv6orQzA1LJ037B5WFECLX3JfxmMPlZfI96bp05fCLgua1Fsd1kzNlRWM+HMYnGnmWdTCi0WSQduoTAhp7eItACCmk1CeExDqflm1Pvi9JJQPfR5O3k5P62i2Lum8WxXWz5/asX1vO/ZpnOBsAakg4x3bz6OndNNdaijzPUhiunXTRYK/ZMrbvi1w+Ictltn6niNN00ZKpEJiFa0KXqIMRjSYDy0qePWJZD0fDE3U+ld0SbdPL3N2llwxGI1bb0Leyb4u4DSsI1hb/qpgmlJYhynsCD4L42TFhiFkC3xdwdpadZcPZLWznuZR+Kr1eMyXtvLNr8HvK0+9I9imZNlVJa8dxRqNpMWgUFf9vdQ3LaxOEYH28bYGIPGVmUXb5JIkyx0RQurnBMIZ+Is+fY7eG56mVSwiBUk0N81oMZGWLfF9kmor5Podnz8LYjV/6qeCsnfp3VRXPnm2qyKBJt9giNOXM+vBWUo0mJ4aB3gJRa2fDgFQ1vKZ+0sSAm6+rZ5OyLLXXqXQzRTU50g1XJfCK4jjYklqmPsO2SembF7bLxv9tjKEJZBa+X764fLkU4PscgiDZjK5IMFLV5l9EyxYV4taNLtNojh6Z0g0CNJzqdCj0+/lssS0LO1IYW9enH0p5RpMf9BfJ3jS7XQInJyZYFoPJhO+kyLFjYnP2z2yW7oYrieoMbLuaTUb6IKmOu1dF6n7ks4beHXTHWTaN2YxDv79fuUaOU9jWuFCK64j09wDAQKRIlqMqUbXjULCs5LlUcTQ5GFUHI5qjRgoa5QImBC5Sy6WAi4v8t7/20mgvqif+qqfgAoCy6ZTUrvR6GHAsFutNT3rARDdTlVlDEt8XcHJSfTmt16OwXKaXiQjJp0WIBluy9DKd8lw6nH1dgTkX9+23uxfOOazm/1xcmGCapFBWBECKeikIgfdDmXqmkxNjY/1Lw7ZJacLmIuhgRHPUzGbxJ6kgEBAEvHAXiBBi5XQo1ee9XrVDDDXp2LbaSbCOz0h11sdiIVaGXNKgKw05o0oFITAYrzr4IgStyKPPw/rfMIMgLfH3ATvX8n1P0QABAMXQWSU9zgFubkK4vCy+lU6nAgDWb5ptk1UmaF+kMePNTbItvvydKsLhKtHBiKYRZM216ps/bWMKAgG2XeznjkZsY3ENw/UQw7zzLlQQAk+eYSiAUmzj3CdLw7n8Wc3OoyibkxOcz5G0YQ+H+QajFQHN1tReu89m2SYIWTuSLpf49xMiNSUE5nMOi0WOntfSrqvY96E+RO2zYQyDz7LKLXhQwkBoONy/K8i2KVxdkVW5KfpsyMAnzbOkLnQwsgXn+CAdiwlP2whDAeMxtuTJU1MZD1wShgGwXCb9W7HfiTNq4heq6ZRDr1fumPYgwO6A6CIyHnMYDqnCSRrNkjjHe9qy8CQWNQQzTdQltGGM+L5Ibc90uhksWhb6odQhOM5zL+e97eVEV9UMQd2BJiEkNhPT6RAYj+tvGy26js9m+QKn+ZxDr2eAZZHcwuK0n0kplHK4MYzNtnxpX9+mjjgdjGwxmXDwfQ7X14pS+ASCAOcP2HZ26rVtVJW1EGJzmJYQ+MARUkz5rQI6h+4uLJhdKPb3+X5W62F502tl3TrupD8eczBNkhhEjMdMyd45DAFubpqZHVIF0m12OBQrP5S6tT6uS5RabfO+34TgSVblc+102tN+jR41NLNtt0xwREGx+zlvQBGG+Kz2ehTu7srLAM1m5R5usC2/lB9VOjoY2WIwoKUoiu/uGDCGAiqsZbdjUchiOsWBcELggnpyUt4guOUyflbHfM5hMKgmO+I4FIZDsdGpYJrotVBVNqbMH5s1iXU2i08Pz2ZqgUiUyYQdRTAioVS97ZQxcV9K4PcdHOvpq3H3iRwLn2T8lhQEx70uL70ezbwvCMEBiW2i18MJxWV33iSxT0ahSAZHCMz0BoG6yFjlZy4W/OAOtEXQwcgWeRawrJ8je+UPpQPU9/nGQuF5AijlcHJSzoOQtHhWnbqVwtIgQI3EvoGh6ya3Mso6eZR9Mk1ZJ7S4f5fi2ryEIZQ+Wj4OIcRq1gYAZjLQWK6ZB8X3pUnW+mucCxiNGMxmAOfn5iqzwrnYGdEuxcvRwMVxKPT76V4Xw2GxQ4ocFX9zE8ZqUwwD4OzMbKUWqN/HciAateF7SGl+cSql6ULe4XA/AahhkESvkzgwKMX//+QEh9uVFXQFgSh96nAb0cFIRZydGfdjug9HIBiXVvY8XpqmA0eg7y46WaPRy4AQUtpUWdNE/UHcRjMcrjNJYYj+JvJ9tW38vjypY3xf0lsmt2EMcs3HiIKBU3WfBfpvhFsZMsxcnZ4apbqWql7PdiASJQxxuurlpZlw7Wvxsu9jV4m8lwcDA0yTrFrJJUXug21Mk8DVlQm+L1ZZEunS6jjrAxXnYqUPaFqgKLEszLhGDznTKVPevA0D4OLCAM8TO54rnQ4GtvvOSsIMh/pDtC0A7fcNCAIOvr/XZQBAc/bsdaODkYowDNK6NGkWcfbBnAM8eRLC+fn+zo2EYPtYdPE3TSgt81IngwGK1XAxFGCam1Nh4wa2BYHIrc3odAjM52n/vvtz9tlzqtRWCBG/mUvu7tj9sLN6J+tmLfbLJbaBT6c8dTS73Byjz32ngyd0xsQqYCjrPY4OUJMatdFofcNFswdSLN7rVd9NVIRul67Kw1mg0RiFXg8zUjKDUWbA1ekQmEzU26jjyii9ngG+v79+pCl79rrRwYhmhXQ43F5wOceT3z699BLHofDoEVm5obZl2msRXDe5O2M2S67p59Fm2DaFTofHdu8YRrxjomGgSC1vdsR1q7WCxtbk9NdMpxzOz+u7J+KGtsUxn3OlVk/sqtjNJMrPpApmMxYrDI3ef1IsvlhwODtrX+cUpbsHlThwCN7mG1mVs+zpqaHkojsYxJfbHIeCabLMez6LY9JxpfEw/kqNEpTi7Iq4LhMc011OvhBLJu0ZO18FaZtcGObzlzg5MWA4pKvNjBBclC8vzUSdRV6jqzoyVFldSPia8u4zFVRPvqqfF2Ow9+aTB8/juTpUhMCyUx49RF04DoWLi/j1R96fdWZRHYfC+bmRGERiFyBNzYCjUL74NVCK997Tp0t4440lPH68hJubEDwveT7OoaIzI5oNMPW72wlgmu2pOTcFYzgVltJ6Mzo4/8O470YQSp+D49BMkynDwFMllhKq1+2orp1C1Cf6NgwCnKtMu03X7kSpWncTpYhQWY5EqKqdPg3ZtSSDTkqx1NTp0JW4/OwM9TnS/bTu0l0Ux0HDMCm4lh1UjqP2zFgWHvDu7lgh/xHON4WwQmDA7vsMTDO/UFk64eKwP1i9/23IlOlgRLMD1qHXPgmEHKauoyyEwLHm0XY9w2Bwdpaso3FdmtjeZ5rFzahUAwbXJakdB4QAXF1V194cB/7N6QuyYdRrxNTtUhiNslPxrkuUp/3W5WkShqLwBOLFov5gJL6chH/DZLJZPsIguR2Hn6g2pwimiQHJcilWE4mFEBAE+11XGOJAwctLM/OeEwI7u3bHYwiYzwFMk8Fg0OwU8ubDIU3rQKGpCZeXJpydGXB9bR51SSWL6ZTvBBaMwb3tuLj/bwGzGbvvnuHQ7Sa3iFdhF78NISQ1gDw5qX8OhYqnRt2zfTodEivcjtLt0vvW4+yf5zj1jWBXyegkfy/Umuafz9PLSUKg8Z5KKe9QkV1E5+cmXFxY8OiReT+eYP0a1IGp3z+co7lhGkIIuLtjqQJh2TWmOlOpCnRmRJMI2oe343TSFGmeHZzjCZMQsnO6RmM1495PoXhr7z64LoWLC0zJy2twHLyGJoJLwyAwHCa7cKJbcb3XRQiB83MzcShat7seVzAYGKlZFELqCTTXv2+/Z3OfibZ5wMyimpp6MilvxkvbkYMRZfkVAD9TtKJXDxQ9TwBjIjEIjj7/WdzdMTDNZtZ9HYwcGbImKwQupG1s4zsk5ByHJIJAxIpVwxAXgfNzs7ahgHHYdruEwr2eAYaBLdFy86cUu4LiulDqQJqIBQEu2pyLlQNrdIHvdnH6bNTNV0IpBp91LuKmCYW6piQyAKu6BLtYCGW9kGyjbvKe5Tyqa5GjI6rVVUV/bpHpxp4X79JaxABxPi/P6DIPOhg5IjhHbwu5OC0WXKmeqEkGvQuSA5K0jcD3008sDxXZEi3LDIS0QxyNgVv6a9BpFe3Yl0uxGgzXxNRTQlD4mebymsV8jsaMVZbH8pZe9pmmvS+TCYt9P32fwXiM5c2qjfmKdDolrUO+L5Q7xiSLBY7nqNsRudC7+qlPfQpeeuklcF0XXn75ZfjSl76U+vq7uzv4/u//fnjTm94EjuPAH/kjfwQ+//nPF7pgTTJBsDm6nHNQHoOtiUcu+PH/BkBI+vvbxhbKPKD9OYObmxCePw9hMimvLRRHLzQ/ujwvMr1+emquNqc6/wbsiODw/Hm4VyAimU5ZpfqRvD+6qY7V8Tg+EJEIgdmkqnUVRW6lpO8p0sEjRPFs2z7kzox89rOfhVdffRU+/elPw8svvwyf+MQn4F3vehf85m/+JlxfX++8PggC+LN/9s/C9fU1/OIv/iK8+c1vhv/7f/8vnJ6elnH9mghxN+SBrfOtZDhEB81oYEcIWv77PqaVkzjkrEgYip35J0GAqvyzs2aV9w8VnHzNSj1kMIabVl5vGlXwGVC/3iaemeVSvZwxGrF7y/1qrtOy8s3Fkd8TR9HArs72dEnuYOTjH/84fO/3fi988IMfBACAT3/60/C5z30OPvOZz8CHPvShndd/5jOfgZubG/iVX/kVsCwLAABeeuml/a5aEwv2vq/dOh2HxBoIafIhRY6yni1783Ecd/oilrQYBAHO1GhKLJYFbnrxg9gAUHl/fV1f54gGGY+znWAJwY6M6VR9J6ryJNztJre5b0MINLJmoWhUDSFQNNrtVnOdqhOfJXImURxFXX+beK5zHW2CIIAvf/nL8Morr6x/AKXwyiuvwBe/+MXY7/l3/+7fwTvf+U74/u//fnj06BF84zd+I/zkT/4ksJS73/d9GI/HG//TqHF6asLV1bot99BS4G3GsshKMyDf16x2z+1AZbkU8OTJEp4/Z3B3x+DZs/Be59Ouck4QZFu3lzUmXaOGFFZmgQFwvue+yvknlkWUsy7S/KxuVLtNJFWWahwn3zTnfj+5TFgke2lZzRwycl3ps2fPgDEGjx492vj6o0eP4I033oj9nt/+7d+GX/zFXwTGGHz+85+HH//xH4d//I//Mfy9v/f3En/Pa6+9BicnJ6v/vfjii3kusxUIgSPInz5dKs+/KAt52taBSPVknSijNuKMbQqMJUEgJ8e2JyBRMdMqarilKUaeDTAIhPKpGGdEVbtWnJ4m26pLbBtbv+tGTjbO+z1VcnaW/X4BoE9OXBeNxDDyZ8frbq+XVP5bOedwfX0N/+yf/TN429veBu9973vhR3/0R+HTn/504vd8+MMfhtFotPrf1772taovs3SCQKyGzqk4PD4UgoDDaMRgNGKpWotDIetEGf33xSLZdAhLQO3Z3HUc2z7ydEUwJpQ7ZLrd6gW4sn0af9fmv1GKp/vz82YyucUEo/W8X0k+MIaBWrbT02ylxWBgKGe+mizt59KMXF5egmEY8Pjx442vP378GF544YXY73nTm94ElmWBEQnz/tgf+2PwxhtvQBAEYMf0cDmOA47j5Lm01mEYZNUSqr0+kPmcbwRm8znAyUn9rptlYhgEHIck1vGjf1tWsBEEAtpy2zsO3ZiJEYfWI9VLnv0PO37ovcA6+b6zLDTBqwPDQAfSwYBCEKw9PGy72SyubM/OcxioOpMEgO8XZj3YjveI46jPkzFN1LyhY3Ty6xwHJxU39Vnkugtt24a3ve1t8Prrr6++xjmH119/Hd75znfGfs+3fuu3wm/91m8Bj7wL/+t//S9405veFBuIHAumiZHt6akBZ2cPd66LJMmFcTxuV3miCCcnRqyl+LbbatYzXmXdPi+WRRJFcQB4rVX7LeyL53G4uQnh8WOcdnp3FxZqdWwLeer/jkPuhdfGvZnc5r/Lyc/n50b9fhKU3JuI4fPRhnJy3gNRHQeo2Qw1ZXEmaPO5gKdPQ2XdlmURuLratZ8HwHvl/Bz3qSb0OpLc3TSvvvoqfOADH4C3v/3t8I53vAM+8YlPwGw2W3XXvP/974c3v/nN8NprrwEAwF/7a38NPvnJT8IP/dAPwQ/+4A/C//7f/xt+8id/Ev76X//r5f4lLUTbqa9hLL6zRPa0Z80HaTOGgYOwPA9PoYTgRh397IXA1sk0oVzbWmVPTw24u9ttIzUMnBba5MKVhtRrbS/ii4WAxSKE4ZCm1tnbimmqn+DlZkkIgeHQgH6f3htg4aTcKltTDxHXxbVaJVitw9k6a5aPZDRiK4fYLKL281Ing6aO7bgPcm8B733ve+Hp06fwkY98BN544w1461vfCl/4whdWotavfvWrQCNHvBdffBH+/b//9/DDP/zD8M3f/M3w5je/GX7oh34IfuRHfqS8v0LTegwj3smUkOLtZ20CzdEIdDq7/zadMpjNeGqKdDCgrWuTpXTd0ixF2DJj0pYFLI7ZjKdaao/HHEyzHWPT83J6asSKoLdfs30vUdqeKbhtRGaRbm5YakDS6VQvssWRA+o6w/GY5X4m2xiIEnEAOfLxeAwnJycwGo1gOBw2fTmagkynbEeHMBhQ6PePIBpJIH5sOkKpbBeub3jesSMEpq+zupwwNd2edBxjYrUJmiZJPXkzhpvVdsBlWQQGA30v7YMQAjwPvYOiQYnj1PecbmvrVGizCaHq/t2ep1FzdIShgOmUQRiuJ7KaJlm1KHY6tLUPUBkIIVLtpW2bwNmZfgTLJAzVDLxwCJpoPMPDGGqptst3to2BRdzAOMMgcHpqwnC4Fqcahi4Jl8E6w0kbK2UUsYLwPH7wa6leCTWVwJiAZ8/CVVlGpvovL01w3Ydx24Vhejum72P7N+fivmzQ7vLHIXAAid4VYYi+M3H3SBAIuLlhcH4OiRNspROwphqaKmUUuYXzDsNrI4cdSmlay3y+66nBWH6nw0MmK64QAgVokwmH21tUzkdN0jT5UdXdoIap2Y18NGKpm4gQ0DozPE31lDko75B4GEdUTe0k2Zu3xfZcDr6TszCq2JikE65qO2kYAtzehnB1ZZV+LfuAU2JxLo8QuPDJv0mOn086vdeNdJzMCnqb9rYJQzWTO84xgNfiU0RqOuZzHilR4efZ7aZbyYfh+vuEEPf3CoVOp/6MJGMCOF8L+KO/37aTfYuSOAadkA5GNJVg2xQWi93ifR1mQVlMJpujwgnBDoQqaq7DIYWbG6aceg1DAN/nrVlclsv0gXlhKGCxYNDvCxgM2iFEHgwMCIJkgyfTbD4Y8X31vLrv89Z7utQBYzhFentmEmMAkwlfTZPefnbQ44jveHKEoQDfZzCZ4PNf9TMng/r5fFMcaxion+v1MJjqdrMNB6OglUDz6+q+6Du8JqTp181NeBQ26Fl0Orv17G63eaX/YsF3RKUyHV5F1sa26crWmVJceLLMzdpSqsma3BtlOuW1z2BKQhoOxgW+rov/1nRro6685IPz+EAkinyOtzORoxFLNQfjHODmptrxFHj9OAZj+/oYw+fn6VM05ZPuuaqkDco7JHRmpCbmc76a4LpcMnj06LjjQEKwUyQIcD5PWwzg0oaNLRa8kjZjyyIbMySePw9TU/Ryo2y622OxELlGy8/n7VH0y4AkDNcts7bdzDTSOPJcR1uuuUkWC545RRoAA5LplK261Hw/3XMmymjE4Oqqmvv37o5lluUwKArh8tKEwQC7ebKuvds9HmsEHYw8AJZL1EZU6RqIDw4HxvD0KTUEtk2hTa7/admPuhTp3S6FIIjf5QkBCEMOT54wYAyzKLjgFDv9RGvsjGGdvNulSjqZvCfFNg36k2R5djSF62KmTOWea7qklAfON/1SygqkVG3PAVBjI+91eQBUoaoSqe9zZQ0I52jaNxwacHpqguPwHc8TAAysu116VOU7HYzURLdLgTFMwdc1mEoIcZ9+xBu50yE7Ux45x81KCAGdTroALAnZxisX1tkMWqUhiGLbFMIwfoGqS8/iuskiS9MEmE7XX+ccU7hBIHJPNRVCwN3dpocFYwKCgIHrlj8U6wgyxbVBCA6oy7L87nabc+aVIkssL6Zfw3KJnkLb97Tj4N+5j8CZc6GUFYkSBAJcF3ILQT2v/GGVeQIpAMwCDQb03vMEA47lUqwOUsfqKaODkZqQMyLqJKo4B8C0e6ezjvy3g4jplMPFhZn7JBlndT6d8kYX0iR6PQqLxW7bcdZguDIhBAMBz8NsEueyjAUwGsUvXEEgcndVLBYisatEZkvSZrQkiZCTaEuJ5lDo9QwQAhLFinVYj8cxn/MdkaV0Co47iQcBTxRp+z6KRE9Piw9WLKKvEaLo95Wf3csbEHGOwV30cNSWMneV6GDkiImr90e/hoZb6//mHL+WN2hKal2VqdI2IbUE0ylbtfZ2OsXLIEWJOj1K7u7Sj3+LRb6uiqwTWVYw0ukQmEzUSgmEQC7RnQbp9w3odOgqFS/Eul267s0nacAgAD7jUvdwcrK+Z6QwM2sPv7tjq1b3vKADar7gQs7CyksVa0DRYOqhoYORI8Z1Ccxm6/8mBDZO/3H6Cc7zPwVxk0Sr1qjsg2WVZ8Pu+1jT3dRjVHMCzLtAZXXlZKW+cXiYCTc3yW2yALhZnJ4arf28245h1J81jSNrwCAABrCmCasgNi7LmPa90UBGFUKwrKkqRDUMXJMIwWxnnsxEFY62eQMpgHYOsqsaHYwcMbZN4fwcFxlC8BQWzVR0Ortp+O2NVNaCpTC119vNIPR6FDxvU+0+GBTTnxwS20PwpG/BYCAKKdxtO92sK6+mhdL0OS0q05Iti8D1tbkyPQPAIBODVjzp7msaJ4RYlaGEEGBZpLB+qY1E/SXkAQAHrxmtSb0LIZTFnrMZlmAJIbn0EIsFh+GwWAay1zNgsVATjshrk/+/76uVGmUQUzZ5Ail5HeYD3Jkf4J/8MOAch7RxLhJP645D4fR0bd3e622+jjGcnRGdLxOGYkcESymBy0sTPE8A5wIchx79KZlzkSg+nEywnJK3RNXp0PvPbPffCMnfVZFlnqRa8iGEQLdLKunqYEzseEMsFgImEywXHlInSRyyjLFdylwsBCwWYWumVvu+UO4mYww1TI5DcrV+C4ElP5UgeBvLQv1MluBXHpgkjqOeHTk5KVfQLckTSAFsBlN1wRgGy7IjUma2sWOnHodaHYwcIUJgECEzFYsFg7OzeIGhVGvHEZeCXSwEDIdi59QqNRAPhSy7cc9L12PEQSmWReKMxoqc2LpdmujPgKn2Zjd67PaKN7KSc3sM47CtruNMuKJMJhwMgzTeopnX8E8GLnlLEPvsab2eAZSS1STwKEkt8Oh3ZOx0lW1fU5UOrJjpU8uONOEOvJ3hBcDPdLkU97OzAM7OjMpHPuhg5AgJw109wHjMwLLaY/qkiUd29cznmwuX72OAeXmp7h5KqRTr8lX2S2ZY+v3myyC+n92yOZ3u7/sQhpjRI2StJaiDIOBK3ivTKSstGBFCrD7nPH9n0ffEcdRLEJZFYu+5MMSJ3vK6XTc5syoPT77PV+2ucnqxZcW/h9KAcbkUMJux+9k0cB8E1lMSRK1MvDhYYpoA5+f1ugPHBSLbcA7w/DmDi4vkCdJloIOREghDAZS2R3QUZzfOGDp/Xl2ZyguPLBtETz5o1tSOv7NJsjIVRR9aHOaV1J2E9fo8/i2UojhyMKCFNqkqSXPDlQQBlv6K3HPLJY5giAYE+5rI5UF1kw5DvNZ99CPL5TrNLp9X1yXKIxjytrXL12P2Ta1Ws33iD0P8fLZLKJMJB8chcHJixB6ehBCroXeYQRQwnQIYBoNejyaWObadkOsE2/lN6HZR8B7N0si26aoGdiaB77+65ufujsHVVXXXqIORPZnP+SqdnGejrxLDIDAY7OoForVe1Z9zfm7AdIrCO8ehMBhUExlLp1DOBdh2/W2NeZH11DgBX6dT3BMga4NGQ6RiHQktuDU3UE3vF2lzTPK+kCZyqH3aTyMgAwDfxwBA3hNyU8lT+pCC4CIsFhzu7nYDAs8T4HlqQwwNQ11bgXOW8Fptm0Knk92FY9ubZdwwxExfkk7F99ED6fLS3AhIOEeNUVzGiTGA8Rg3+rMzI1cAK8RaM4OtxOU9LFKPIbM/lKIRnOuiO3BTe0ZeM7a8+0dedDCyJ7J9krHi4ixVJhM8RZgmwHCY/rD1+8b9RNXNhzbvCRM7cvYPQKSREsBuV87uwsSh16OtaHdMYzikYBiwOqFRijqMfbQYZbf3thnTzN78CMkeLBjHeJzecup5AnxfFG7lnE7ZTrAfBOhua9vkfjNU/3lF9yPp/5HGdMrBNLN1KcOhkRogAOD6th3YoPBzdyquxHF23X7v7limYJZzfN3FxXqbGo2yZ7wEAb4n5+fZ25vMsEjzQYB19mxf00YhUIi93aXEmLjvUsQhd005VatkJreZz6ubKK6DkT2R1u5V6zHm8/W02eUSAIBlphwHAwN8f724YF21/ih8MmEbk3Kx1gsrz4HxeHdhms2wI6XNGRK09Dag3zdKG2pn25veMHH/fix0uzSznbRIZ0EQ7M7yiKPoYL/Fgqd2KQWBgCdPQuV71zBA+bVyBpTckFUnPKvoUqQh4N1dvOjWtjGo2F7nCMGSSr9PV86t0UzR9t+m+vnga8WqhIXaErXvQz2SSO3q8zzMKCVlz2YzDmdnxYWt43FygCaRZfC6D17RTFAe8nRP5UUHI3sia/JVs73oqMxqMAz0iPB91LRUrYaOI8m/YD6X8xeS7ZI9j4NltTs7Iikr1eo4BAwj+aFvugOmTEwT09XRQDWKYUChOU6qc0xUN/JtVPw4hFAfHBjn3RP/ezEbUyQ7pqpLMU1s0w8Cfu/7AiuX4qzvxfJw9vOax3MDX4/rQN6yQpqbdBBwuL1N31mFwG6oi4v8hzjfzw5EJIdw8KoDHYwcCNtuqqrpZele2BRpMyIYwxNhUntgkfT8oYODyeL1Bqen1bfX1c1ggCdtaawHIDsqcGNrm1g6DIXyqV6FTocotYDP5zyX2DAOxtRFslVO287r8ixfn/d9T3t9UgC8jRA4pkE+d9LkL+u+zDMtGF+fnekuE0LUp0ZHqdKMTQcjB4JtU7i4gHvNSPO+BKpQiqeK7YWBUgDPYzAaxXsVyNNY2+EcMz/rycjFTYLSfDdkW+oxIuvzYShbLvfrTFMV2BVJvxcZlwCw1oTI+9y2yY7JYBJCYNfJvrRFwJz3OsoOSNEpWf1zRKuE9a49HuM9KyfrbsN5vp8PACv34TrFrN1uclYy7XuqQgcjB0SVp5UqGQ7pRmcDIbjhTKfxD6x0W2zbqXgb6VAbLakEAYPFAruQ8i4snpfsuyEEnrbaLurdh7Jcew0DT69Z+oIiC2vRe1IIaRxFcrdXLxZib+Fym4JZ1803Ddo0UbiaNzOSdD+pls+SkM9iGGLXzvZnWUSLITPIdQaMeYMR09Q+I61muRRwexuCYZDc7WQPBdumcH2NnRPy5Htzs7sYEQJwdWWAYbQ/IwKAwtw4bUcQiMyJuHH4fvrCsO8i+lDgXGQu6icnxebCyMmzRUo1sgSXlzLKQlVZjEtthMwEGAZmB7vd5MOE46iXCAgBGI2KlaeSgk1RUkua72NWdNvOv+jbXHfmyjBQkJzVjQUgXWqrDRcOY9VvMZ7HV/3XRQVxbQbLEOzenKh4zZpSslqkktYC/PphBHNy+FkSeUV6ANmn5bak2dsM55itSnr/CQE4P6d7pZuLiGoBmtNAWRYpfM1JCIGHsJsbthK6CoEljcmEw9On4Wqw4jay+0bt9xS7PsfZFZ2GIQ57LLM9Hp2Nd0vQeS0eTLMZM8JOh963XSe/xjAALi7MygW2OjOyJ2hNLHK15x0KnKPxkDz9z2YAw6HIfeLfJul9Qq1AsZ+5WKwtz2U9vknr+yKnL9clMJ+n/7smHTQ0S/53nLkB4DjFf4frUhgO87lXEpLf5VRSdF2RuqsqJmiPRsmzXgAw63Fzw+DyksSWS1yXwtkZxLbWAuSfeRMFnVZxjZKHhtlsd55NGcQZgeFgyfQhldvsu6buQ6dDV5OFcVAevvGyNdtx9KC8g0C2wh0jcoJjlMmE753yNYz4ls7hUF1nIR1bZXdDVDC2XOKsizxzXPJCSHq6vkht1XEoOA6PFb/J9LcmGSGEUjslltD2u4d7PfSfkGZ+WRvnPs9Mp0NgMlEra5ycUAAgq+Cnivs/zkwxDqmtSMqCuC6FR49wE1y7k+LXfT/b1XUbw8D3WX62KAjPNknbl7hSrfTQUfnMDKP5g0aVk7lVOc5d9AEgTWvKti6OEveQlSW0GgxQzOd5YjW8TVXAGCcc3X0NbjpVjmcfDGii9qWoH8jZmQGTyeYG1+m0s821bTCmdppGt2Sxd+bMNNdzf9I2PWxTLr7IE4Kf/2iUXtvHuSz573fZIaQqrM3j94HjC5IzM0mbYN7uoV4P36Ntl9emdFZyAvfNTbqjLaX7DcfjfN1qTilprNxTBjoYOUA4x4h/uRT3NfBq/Ce2vU0AsARS1qaImYD835ckHN2m6oXIcTDVPJmsU8C2jRtU0c4QQtYbXNXB5kPm+XMGwyEUcmDdhhDsnlosxMqBFADvheismjzI8sJ8zlcTh00z2dAtr6149OfL65WHgqyDQR5BrRCwGpWQh7wlGko33+M8bq37klRGsyx0tJ3NNgcYAqzf66Ll5DAUsT9XZofSBMRtRQcjB8hstl5AhMD67dVV+cGIbWNtfDrFdKO0g24a1UWmDsGg66JXBGPifo5KOQsAIaTSOUdRZEcEY+tyUF114jIxDEh1r43CGLprnp6WU/4qM80dPWxIhFiXaXD0BHpSyLp+nvsuadicLKvM57zUA858zqDfj5/AmwSl+azHt//+vG6tRbGsdHdW00Sx7mBAIQjWjrb7PF9JNvYA+J5NJhiknJ+bjerm8qKDkQNk+ybMOkUsl3Iabv4HoNczVgvsoW1OddY/D+mhlwghYDRiG7X55RLN6Fx3d7hZ2yEEhct5hKXjMat9dHsW24HINsulnKBdLFrNGjYnBF7D1VX8vC3TJLmyjvO5gPk8hE6H3A/Vy36vOx11Dwzp2BulTJfcNFS7lCgtxwlbxcYeADNoaGV/OM+wVsQdICiGW/93mj5hPGbw7Bm24D15EhZqP8bx8+25obNOspQep3V62aB6PmkuUPxMobYjyyKqcK6eaasD31cbIofiyPzXrVq+ECI5u1A0yF8sxL35Yfbvz/M7Op3dzFBd063LKPPlIY9JGQr523NvZ6FX6wPENAlcXZlwemrAxYWR2BYm64oSzvPPTGgjgwHdcZN0HAJXVwZcXppwfW3qzhMFZrP0E1ach0LbIQQzOnnKiW3yB1Id6y5EsSAqz9j4pGBEzmcpQhCoBbmGoeZFYpoQKw6ucoaKpK4yqiSvjT1AfeWqMtBlmgPFMAh0OukLQtzJKW4A26FBKQrDggA9Jaq2KT5GhEi2npfI7pQWJcWUIASfjelUzVuizr8vDFE06nl8JVCWZoCGQXLpJIpkRvI8/5xD4ryU01MDbm9Z7s0RQL21GrUwmN2Ne19cFwOWOL1Mp5PPcr4I3a76jcOYWDnVci6AUgKOQ1afuwpFTCdRp1LvzJui6GDkiEGh26YQ7JgyBoc6q6cNqC5OB7CG7cAYamFUTa7qSrV73m69nzFMvc9m/H6ekfrPa/KzIQTHX0hL9DwaEsZQ02BZ2a91XRRTB8E6KyADuLRN3HEomGY1RmeSxUJAtytSxcNCYAPAdnmFMWzJnU459PsU+v3s4KxokpLz+rM4RTienUmzAyGYQcDpoLh4HFMwotmPrMzaIXbUSDt41RO748Q7hJYNzrBKPqlL0WieYXa2TcD3Ofg+V8545JlUnCV4J4SA61K4uDBzl0XyZHUIIeA4FIZDA4ZDQ7kz5+zMrLSjLgyz/VAmk91AZJvplCu5tRZ9FJsaQ5AXnRk5cgyDHPWkV01x+n0DPC9MPHGVPc+kDqbTXdfgJEwTlGek7EuWPgdAtu8KJSt0StErJfo6x0Hjr7RWU9dVH1JX1LhPhTo8MKQ79nicbl2/D563LrtsEwRcWaM3m3GwLJJ6WMRAMl+ppkgHZVMc3mqj0WhKwTTRrGv7VGua1RnpVQkaeakt1oMBnujraMmWowtU8DwcS58F6jk2v+b7MiuU/B6oDqlzXaI8SweN2ZReCgB4f9U1xwunqaOofR8X3CTShMR5mwVGI5aaMTJN9c9E0qS9e150ZkSjecDYNoWrKwrLpQDGBFB6uGLgqDFYFo5Tn0OlHKGgAud4bZeXBCaTTYEo2rWn/41CoL/E9XWyU7IcUpckDO12KQyHarN0lkuRaVMf9/PrBudhGSBEvvZYFeJKZHkC0PX3oJvzyUnytjwYGOD7apHfPl1PTaCDEY1Gk+kkeQi0VfxZ5LosC2ebMCY2Wo/jZiFtIwS28KZNgpXCUN8XK2dQaSWeJ0ibTvMFIq7b7DA2aRRXZkAS9/mqBsXbzOcChsPk7hfLQu1fkgNr9HUoiM53o4eh2JjaW6eZow5GNBrNUYBCR5IpXjVNqEW0KkGhJ1E6KW9rBgxjvSFMJuobv+cJ6PXUrst1lX/sBpznO/0bBrTC1XcwQCG/bLGW7euui/5FKg6nUeKC+H3+RN8XqRkN18XMWdJsGhyYqD4lWmZxomNGJI6DrsZ5hM9F0cGIRqM5Gno9Cr6fNd22fkF3r0fB87I3ubSsQZ7Tdh1edUVO/00HIhI5cTlO3G/b6q3KphnfoUSI+pykbVTe1+jMmzDEzBal+bObQohUvxjfF+D7DHo9UXkjxGEWhzWtwfM4PH8ewpMnSxiP0wVY+7JcSuOgw3MG1dQDtoAmL2v9Pm2kTIBDJ9N/7+lp+rTnPF4RVbZzytJR3me9JXFIJnm6yPr9+A8FBydWf59RSsC2MXNRpMx6d6dmXDeb8dwlubzozMg9QggYjzkMBoc3erkptoc2zWY47vz8PP62kkY/ppnP20EIAXd3m+15siaqPyvNNr0edgLN5xyCANPYto2bQ5Pi3F4P225nM75xL3c6ZPVvabguVfKjwJ9Z7t8pBB4E8nbORKnyvRdC3LubrqfiFl0bHIfCyQlkCnMHA5r6Pne7OOwv77kpj9fMPgQBz1Vmm055bk1RHnQwoilMXOua76MAalv4NJmwDdFYngmeWNvdfGiWSwGTCa/NJ0JzWFiWbGFt1/2BrsEUhFiPk1ctXZimmvbEMHan2O4D55jKz+OyGkcVmQLO0cUU5yitvy4n+Q4GagZp23S7mGmYTnc9SlR1FJTiPXh3p55RqMuEDyD/3BoVYfQ+6GDkHtX+e82apIh/++tBsOtCuFgIsG2hNN8hafFdLHQwojlMcBJ2/u87OTGAMZY42dcwAM7PzVK1GaNROYFI2d1ajAm4uQljMzW4cQoIghDOz9GJVRqUEYJBYdb1YOeKCZyvO5qigmIVUCjLIAjUXl+n0WARIzgVYXRRdDCiKYzr7nYuULrbqZB003sePyhTHo2mLhhDAzdZduh0KJgmuR8SaeyUTCjFDT/P4DUVwnD/MfTStyQOzvHvXLcXE+XA5e4ue/YMYwDPnuGLNg9J6Hg6GKhlOPYpnZyfm3Bzkx3QnZzUZzQoM3N5qVITqIMRTWHiTl+c4wIWDUiSxHSqIjvXJbEPsp6zcxigM6qAIMDsmG1T6HQOx6a6ToRAE7HFYvN+n0452DaB01MsO/R6BvR6xmpzyFPuyYOqo63EcQgwhj4ZUqeTVHaYTlmMpgK1KdG/NY7lUihna5I23eVSwM0Ng9PTatcSQlDfNpthALndYeO6WPapU89U9F6p8pnVwYimMEmLgRSpSjqdeCGXalak26UQBGJHwFqFvbOmXKTIOdquuFgwmEzwxHjoRmtlIoRIPUEHAdq9X16aKxFh1QJu1QF8kn5fbVPd1pBtE/e3Rsmrd0jj7o6BZRXXaki/FfleWRbZGTJJCDrA9nrS7RgDSJysnk/Mv1gI8Lx11syy0oO+JGw7/pCX9T1VoYORFIRIdsLTJM+X2P66YeDJYDJBUx3DQOMh1ZMAjis3YbmU3TiHa1n+kMCafrxTJOcANzchXF3FbzYPEcwepW8OjGGW5JCHX4ahUHJATftb8wZJWczn+d9TzsVqCN/2PW4Y2Pa7feCSGaMiLBYcRqPd5ykI0LAsT1MAgDzktcfKXwcjCYzHDOZzDtfX+y2WOOJbQKdTvoCraTodAvM52RDTJUXotk3h4mK/G/kYLMsfEtsdDttwjq9J8mp4aKie9hcLtCCo46DkOBQWC7UNS57Ss8iT1ZjP6/lbt3+PEGKVzaN0tzzBOWZukjQrjKHwNwzLMQubz3lmq/FiIWCxCMEw1FrZXZfkMmZz3Wo7fXQwEgNmROA+1Vb858iTIQDeTI8e5VO5M4YRd53W1XkgBMV0nodqc9smtdgGaw4DFTMlzxPQ79dwMS1HCJHYIbMN57iBbE9brgLXJUCpmiuoqgW556kHI0LE26NbVrbtfx7kMEPO134q8m+WAuKosFZFPAuA9geWRfbSpDCWbxghYzIwYWDbHM7O4v2YUMtiwvPnYebnu26Vrw69c8TgeWJl8LJPRB49FeZVLk+nDJ48CeHp0zDXTIq6IQQftMHA0IFIiQgh7oPRw3WaVbn2Q/77mqSut40QonSylzNRVMh77XGvr6JcEAQCnj4NYTrlG5uzEHiYfPYsvO9gErkCoTg/pjzs8/1Se5PUBWOaBC4vzURfGkLwvb64qN5gUmdGYnAcct9mtd+bj/MPKPi+yD24KOq0OJ1y6PfrSctqmoVz/OzlACy5GNSVli8TyyIbE2eTXqPBTd80Qem0TUg9WRFJp0NBCCxdxwUGcpKsqhBTNdMSff02hkGg0yE7XUdFoRQyJ+ECYOnFcfLds1LrVvRez9vRtE0YQqpBpGGgJk+2k0txrTTZq0vTpYORGCglSmZcKmALXv7vI2R9IjiwPUhTECF269BCwGqaZpGR4E3S7WbrDZoYWtdWul0K43H2xtPp1B+YdrsUXJfAYsFXWQHpbZJXTO66VEnAKn9H0qHw5MQAztVmq2RhGADLpdprixjAhWGxYIRzkStwS0LqjNICC8Mgjeq3dF69hWD3iAGGUe7YbTQw4pUa12iKs1iIxJNxEORLDbcB26apjpL9/vGJuvdBxeyL0npdOjd/N/qbnJ+bcH5uwumpWairLU+JJS2jLNfJ09PduT44TVc9U6MaiADUVyIrEyGKOa7Wic6MtBTHoXB9Xd6iE+3rJwTg4kJ7PLSNLGGf53Fw3cM6PwwG6+Fw8kRp22jydGh/S9VIc6ykOTCmCXB2ZpbqsNoEhoFl8CxRpm2TzMALNWuoW2MMswiU4u+Qw0/TundkcKeSkdqHok0IlKoLiLPA0q8ASslegwSrotBq8KlPfQpeeuklcF0XXn75ZfjSl76k9H2/8Au/AIQQeM973lPk12oKwthmX78Q0GpRbBQ5LfTuDoW8ZfsLtImsE9chnsgAMC1/cWHCCy+Y8KY3WXBxYepAJAG0ezfh8tK8D9iwRfP83ICrK6u1nXV56XbpvcNq/L93OiR3WdIwyIaJmJw3dnq6q/+jFAW3SaZqZbKvJUFZYt0gwODs7g6bI0ajdq2nuTMjn/3sZ+HVV1+FT3/60/Dyyy/DJz7xCXjXu94Fv/mbvwnX19eJ3/e7v/u78Df/5t+Eb/u2b9vrgjX5iYuq23QTJoEaiuhQMDT3OT+vb4ZDnWQ5Ih56t9Ih6V2aBjew49bTdDp0Nd9K3veGgV8vM0DodOgqcyKt6k1zfT8aRv61MI8/h2qXURLdrrrGRhXZIeR5HC4uzFYEubnfpY9//OPwvd/7vfDBD34Q/vgf/+Pw6U9/GrrdLnzmM59J/B7GGPyVv/JX4GMf+xj8wT/4B/e6YE1+TBN2TiCHMNdlPuc73guY1akupcqYyOwAqYpulybO68FFur4FQ2akbm9DuL0NYTZjWmukKR1CCLguheHQgOEQ5+1UlakwDLKa1hsNjDGbku9npWV1ovR6dO+1FrtdqglMpRNyG57tXO9SEATw5S9/GV555ZX1D6AUXnnlFfjiF7+Y+H1/9+/+Xbi+vobv/u7vVvo9vu/DeDze+J+mOGhOZt4r37HdWDVaZwwHnDXhB5Ek2MQJn+VeTxCgj4D0dnn6dAm+X20deRu0zTd32jYti5Q+Fj6NMES/hdEIra49D9O7T5+GysZcGs2hQAjJVQpxHAxqLi/NxAMCpQDDIS3Ntt916aqpoWzQJK3etS6OXGWaZ8+eAWMMHj16tPH1R48ewW/8xm/Efs9//a//FX72Z38Wfu3Xfk3597z22mvwsY99LM+laTKQorE8jEZsJf6iFODsrN7yCNZ+dze/OHvmfQjD3RkqYQhwc8Pg8rJeC3rLInB1ZUEQoPGSrIPXBQ5rC2NT0PIUdX1dX2Ck0dRBr0fB87JdcCmF1TpKKYHTUxMGA+xSjA6/2x6UVwauS8FxsKzleZg1VvGlUWE+54232Ve6s0wmE/jO7/xO+Jmf+Rm4vLxU/r4Pf/jDMBqNVv/72te+VuFVauLwvE0VOueQy5K4DJJOK2W7L6bNUClzOmgebBu7TeruePJ9kVoL5xxKM5rSaNoCZkfSx3+YJnYhbnczGQa2PA+HBgwGBrhudT4wsqx1emrC1ZUF5+flZEvCsHkdYa7MyOXlJRiGAY8fP974+uPHj+GFF17Yef3/+T//B373d38X3v3ud6++xu/VlKZpwm/+5m/CH/pDf2jn+xzHAcdx8lyapmTiTghhiCY8dbWESWfH8ZitTh3dbrp3RRHSNCIPrSyhYugUBLzS6Z1xCIEiR3kfuG75J0/Nw0QInP2SFWSfnBitEHpGcRwKV1cofF8sMJsahukHiiSa7tbLFYzYtg1ve9vb4PXXX1+153LO4fXXX4cf+IEf2Hn9N3zDN8D/+B//Y+NrP/ZjPwaTyQR++qd/Gl588cXiV66plLiHzjDqd4OVqUnpH1DFBpRUDsJ/K/3XaXKyWPD7tu711whBfwg98VezLzh+IXsnvrlhcHVFWufzQgiWhWS3XdRTKg9J4vm6yN3a++qrr8IHPvABePvb3w7veMc74BOf+ATMZjP44Ac/CAAA73//++HNb34zvPbaa+C6LnzjN37jxvefnp4CAOx8XZMPIdA7xPcFGAZG7WVmLFyXrOqTALj4D4fN2JETkl/tnodulyaWY+rOADSN4xCYzbJeU957EobYtSMzMo6DYkK54C8W6Iuwjeyq4hxgMKCrDJZpts/MSVM+y6V0k8a1CSeG58+WySm9KsjRDGWJUqsij92+xLabf25yByPvfe974enTp/CRj3wE3njjDXjrW98KX/jCF1ai1q9+9atAmw6xHgDzOV/dcMslgBAMzs/LM9SV46WDAIVZbXTsKws5Hjs6CIwQ3OQO3dsjL45DwbJ2W6olhgGJEz7zEhdoLJcYZJ+dGeA4JNOcbzbjG5ofOe49aw5HU8hZI5RCa65PCBRuyuvabn1tE2GIJZXtcuJshvfmcGjkMtSTAylVmc9564dWSpO1PCXmNhy6iDiAGd7j8RhOTk5gNBrBcDhs+nJawd1duJFaNAyA62urwSs6fDgX923Dxxl8+T5fzaewLLTRjltUGRNwe8t2FjNpR15G3Xy5FPDsWXorwMkJhdGomIBYig2LfIZCCFgs1idvacS1T4eE7+PhIbqJui7a4jdl4Ce9ZGYzvlECkwPw6pwUHg2IZKZj+3eHIQ6SzLJGPz01Er09goBHDNYIeB7PPbPl8rL9ozR8n8PNjZpwxLIIXFxUl/VW3b/1bJoDxbY3J6ImTbbUrJEp2SAQsRNHKSWlnfrTroEx3ODqCnY4F7HzTiYTgPPz3YXVMAhcXmJWzPfXwVncBlGU2Sx7odynaycMAabT/Cl1bPPebG1eLgE8j937veQvh06nLNaoDz1cGJye1m9CmCba5BxWgVPVk6KFEKvs1rYmqNPBgEiW7EYjpjSjZTRiO4eJxYLDdMpKa4VtO45D4fQUYkucUeQ93YZMjw5GDpRul4IQOMnVNAkMBuvFDE8YOLL62E73RWEMT1XRBW+xYDAcilr66xkTMB6z1SlMLrbDYfWnz/E4fvBalm+IbVOw7WquSWUC8b5OuHJsuur7y3n6yXu5xKDu4kJ92fR9nukYfHeHgU6dnRrzebZoMwgETCbVaSSEwPcz7l6QduW+j3blnKt1ekW/V4qbZzNW6iC8QxG1dzoUTJPAbIbrTrQGYpq4h6RNRa4bHYwcML2eAb3e5tfGYwazGT54hgG1DII6BKZTHtvuNh7z0mdhbCONxKKnMrlgMiZK1fpsw5hI3XSkb0i32757hBD8X9FCMufoLrntaJuEbI1MIwgE+D5X1hLJZzGL+bxeYWSe6+r3q3k+JhOeGZQyBnB7i5mOPHiegH4fyzJlBiKHVr61LDRm4xzHXAiBGdk2lpmaV61oSiMMxcYiw5j6onPseF7y+6BySt+HxSLZKRGHhFX3GamI2Kr8/UmoLIaWlT1CPos8hz7VspCqdbbMXKqQdn+WzXKp7kMhRDXPR54uluUy2xl1G2ngVfb6t+/Qu6agFC3sUaDevkAEQGdGjp72y5ProclMZNZm7/uisnKIyt8dhigmFQJLe9tamiro9Sj4fvqOKMWdnBfbVHBApPoHrzosTEW3AJDv2avzOc07FK2KIWrbZYMs8rqDEoLXnVecmka///C66+pEv7NHhGFsClmlLkEDie1+hEBiCliI8gfyJV1DVaDoNP01yyWs5lwsFgKeP2cwnVZr/e846cMa+/11QDQcGnB9bcJggDXuXo8qzVnKqwVSTb+rOhfIMpMKdRpp5b3fqihLVG097rq0kAtpEpaFAWMTWcSHgs6MHBHoDWKsfBdcl7bOvrgp+n0Kvs93yiVxZnGeh22Yy6UoxbfCdTc7n+L+vSoIwVJHlohym8mE3w/8qu7ahkMDbJvAbLZut7RtbHfdfk8Mg+y4rQohEvUAvR7N7Z3Q6ah5M6gG+IQQ6HSSDfW2f3ddWBaaCKpu1nn1GlVAKQHDUC8vocA//+/pdlETEgRYGpI/AwN2DrMZgGkyODmpd2joQ0AHI0cGIaTx6YtthFJsV/U8sWrtlWrzKJ7H4fZ2veJJoelyKQr34qNVM4mtvXe71QeMchOfTvMZPI1GDK6vq11wXXc38FCl18MNYTZjK38Y28YyU5EgqtNB58q0MkzeAK3Xo5nGWvJerAscCqcWoHY61Qg281oR2DYBy6Ibz2YSvR4+U0KI3AJox8EgJs3BNAwBnj9ncH5erhvxQ0cHI5oHA55UCXQ6ya9JcvxcLjGIKXJKJAQH/kX9FEwTN9O6nA/7feNep4GbNvpMpG9GjNU7GLEIslugDChF1+Hb2zD2BC49GfJgmvjZ396y2E3RMNDrpe73uNej951ByTu1aUJlHT6OQ8E01X0/5IiAszNshU4KMHo9urI5kEGXqt7IMPBvfvpULf1ye8vg0aP2utUeGjoY0bQCIcS922VzD7YQyV0vAHAfjBT72VguMRod7Ibjx/H99X21BXo247U6cTaNZRG4ujJhsRCrjIY0yCvqwOo4FK6vCczn6PYpA7xul0KnQ+47Vvjq99cRmMgAeTLZtNPHf6vHUn8wMJQzHXJdcF18LxcL9EnhXNzrvmhsllHOnVLJjmAWSz2NIkR72+IPER2MaBpF1v1lXd00odF6bFpa95j2Y9U0+XTKVx4YD0UMjSdqUmrWilIZjK6/JuesbG+AnQ6+turyHSEEhkMDBgPMmEkr9rq8NFyXwskJlgOT6HbphqEjAL6XcR5LcWRlpiS9HoVez4DHj5eqlw8AWMJtw1yXY0AHI5rakcP3pHgxKvALQxzVfX1dv7lQluCwys0YO3fqs4iXY8dVPCQ4x9Q4pfiZyawBYwIMAzdt19Xp6jykzVlZLAT4fggXF+XMAcoimjGrG5lxms04eB6uC5SupzeXcShxHAqXl/g7tvU7UcG0zM7moequoIeEDkY0tcG5gJub3QFs2wiBPgRNpD/lOPrtazw9NSopIYWhgMlkbRNfp5bk9NSAJ09CZYGfFPVFbbkZExAEDGy72IwLOQpeCCxRyKBGmmKFoVhtlmWIBRmT5cBmp+be3aXPWZEB4OXl8S/RhoEZmn30KZxjgCzLrPJekp+xaeJk7sGArsYMGAbZeKaLBNM6/i6P47/TNa1hMkkeTb9NFUZLKlCKEyzRGXXddVNFICLn5UQ3pTCUA8FE5foSSlEfcXcXQhBkvz5tNkjeOSacC7i7251LQimm7zezUwLmcwDL4nB2ViwoTJqa2+8blTlSYqCGGS/pAUQIUXYURdE01y2kKQghYnUvAADjMZZfopondCJN/rwtS629O/p6TTnoYERTG6qiSYBqvTeykCdx163296S1kU6nWIuu+vRuGAQuLixYLjk8e7afS1SewXRxU4QBMCOQVCZbLnHGz+Vl/GC/JOZzHqtL8Dwsh5yfl6tR4hy1INvun4aBos08AwCrdOc9dNIG7eG/y5lUQrnjqtulqRqWuNdrykEHI5raSNo/tkWjw+HDMGtLm0ciZ4LUZYZlmvmMsOJQHUzn+1x5Aus2YYjvi6rGgTGRurkIgYHR9fWu5kUIHDK4LhehlqHXS86myMm/cV1ZjGHpJY/HxnKJZTxC8BQusysaOdU3+z5aLAQ4DlfSfHU6BKZTteegalPAh4YORjS10esZOxsDpQBXVwYsl7gAOA5ptL33oYJmebTUCadJ7DsvZLHgypkzFfdTzvGaooFfnL5JtnIuFiEMhzTWXHA63XX53SZPIOb7m14ghoHdZg99ExRC5JpXNJupBSPoYm3CzU2814zENAHOzrS5ZJk87Du6JXBezwyUpul2KQyHFIz7Z9hxCFxcmEApXfkEPKRAJOuEnNelcl+k70Uc6MSZ/v2mCUoZrX31QHkeFdWNf/t1d3fpQuvxmO+UHYVQn0RbFMaw26zOKb9tJM/kYfl61fKYaeK61OvRnXueUhwtcXFhPqi1qg50ZqRBhEARn+cJMAx4EDc4+gPoEwUAuqJ6XvwxuonAjBB0M+10+H3rLp7EOx0MFpO0FxJVwS3+XcUDkqrflzBMdyaVzGZ8I0MRhuqB0r4lsdGIFTZhOwbytuDi9wgAUHu/ZIeP7K7jHAMRy3q473nV6GCkQcJwnbJmDFPKg4HeqB8K0l58PF7bYhMSb/RUJ44TP9ul26XAudiZaUIItkTLNHgYitXJPa6unseiO448OhrLIkrZkWgWarFQuza01heFNifThFWAV4S40tJDokg8QAjOq/H9tQ4IAO+RpHlGhKR332jKQwcjDbKdAjz2rMg2vs9hNsOOEhQGVt890jYch8LVFb2fECrANOs3e8tDv48eKIsFX50WOx383JLadU2TwempuRJ9miZOEk4bRpZGnoxCr5cd+GA78fo9z1MGEmK9MRpGuoNvFMuiMBgYK7tyOZpeCPW/Tw4IJASv/yG1AGOGQv2zwrVWwNOnbOf9ZUyA57G9Wsc1+6ODkQYxDDwZz+c4rv0hnXIWCw53d+tVYbnEE0vRybiHDm7Uh/F3SzvubZLaddFVF1ty5UI/GBhAKZY68pYrPE9NjAgg0+3pwtzT0817zlBMThKyeUKnNN3BN4psCbUsNOMCwF96dxcqz0eRY+0BYDXa/uysHtfWpqEU2+9V3yvHIXBzk240J1vHUcd2/O9h29DBSMMkpcSPnbjpuPtMxtU0S1a7rvQPiZYhpdMsai1w6NntbfnCzF4PT7vT6abpnuMQGAx223Q7HbWuok5n11Ol36fgecn+MQBY0ko6fWMgUbzt+fnz+mzkm6bfN8D34y31oxgG3n8qOpMwxAC5jeXyIMDhgIyJVat3HV5EdaGDEU0jJJ2Gw7D4ZFxNc6i063re7iJPCAHLAgAg9wLD7B2jyEbrujh/RNrBU5pcFlUpHxGCJaBt0ETOhNFoN0sU1dYEAQdCCJjmpg15t0t3NDl54BxgOmXKJl+HjGmu23CTAg3ZCn1zo55+m8/bNal6uUSvnO3uLs9D/ZbsUmzL9Rbl+O9YTStJsl3W9sqHiUpretbJFMsc2an3fVwvcR5J8r/P50xJXJuWfZCtoVh6RJty08TAYzbjMB6vO6ikYLnfxxMuTvctrqcBQC+U4VAczIlZikplBxchKChW6SizLALX1+aGOR0Avt+yVV21lCPhHAOANghXg4DDzU36xGH5dxeZDdUmdDCiaYTBgO6cVjqd5kV4y6WA6XQtwux0cKPQorZ0VMoLKhmNwcCAIEg2nDo5qUZgyLmA8Zgpb1wqbaKWRcCyMPKReoTtgEwIDFB8n6+0Cv0+XX29KMvlYZQ7l0sBt7e7n3cQCJhOMUORVTIhhEC3SxKDVF6gD3g+542LyaXdvYpIN+9sqDaigxFNI2AXCYH5nAPnAhyHNjbGXCLHukcfftnpoEVt6XQ62eUFlYyGLHNMp5vj3qOj3stGdZp0FN/PV068u0vXNoQhwHiM5RVC0OOi10MxrLwuFe8TySF4KMY9b9vIDJEMSIQQ4Hli432JZkHiMgNFntvFQoDnhXB21pzbreeJXH4qqMk63HKNDkY0jWGapFWR/HQafwoJQ+z+eShmbXIcu2wblYFi2iJnGNgVkmSK1ukQ5WBT/qzhkK7S9lVmpqIbWxX4frZFPABugIOBWP2thoECWzmZNk8w0tZypwwmggC9aFSCJjk0UgiItWmXmorpFODszNz524tmiPD3Mbi4gEYytnk9aOS4gm63nZ99FjoYeeBIgypZrz/UqLoM0rpBgkBAr1fjxSiCXSi4YZeRuYmrUS8WDEwT4Pw83SEYa/y4ecj30jTx691u/hObFHhWSVEL9zwi2jyzeHx/czOJujSr0tb5TosFh/E4vb02idkM34O0NnC0yt9sIQfAoM51SeGZSOMxh8vL+oORPNOd9/metqCDkZxIsZVtt9ucSgXf5xu6jfmcPFifD4B0V8e2vSXytDyfr0+XjoOZpqJtnbJckZQdur1lcHmZvmTIVnUhBAhRToBUJXlMxiSE5HOB3WfulO+LXJsoduy0L4O37SuU//vVShaco9ZGZlxlJqZIACRZLgUsl6K12aZjQQcjOZlM+P1MCmwrUyUMUSAHUJ0ILy/bin1pPNa0dqMp0nQPqiZbdSCFbdtpe98Xe/lMRAObONAHhoNtUwhDcT/CHd8v28bsh1ywCSGtC+DKYjjMF7Dn8Q7Z7vTJk7UhBCfJlrlpMoYlO1nGKuJtwblInWmk9jPUXyu1ExhAp0/fVcXz+EqMXBeGIdvd1TlkfxkdjOREfth5g4nJZL15TCbt8AGIu9H3OUEcMpyvzYS2N+Rer13GdEGQPMhtH58JlRkuQSBACL6j8g9DzNKcnhqtCtyyoJQktpnvvhZWFu55UBH3AmAgst1Omkcncnpa3n0qM2/bHT3S20Kly0USFSLXgRAYPIzH6eZzeX9m3XQ6avelRI4FOFSa3xEPjG4XxXxJJ4PRiK3MnaKLVvQg1ZYyyPYiiWLFdlxbnXCOGYVtkaE8abYpEAHIHuRWtDaughCQ2m54d8fAtuM1C/KULa9PnrLTTvKMYYpcOk5WUfbpdmnmyd00AS4vzULPrmGQ1QyaNPr9fUuk5b03o1F6m/N0igGGigC9yvsxCTnzqiy254jVgVyfVQMhOSPqUNHBSAGSPnDG1mK4yYRtBCOY2pVtau3Y3Ho9CoRgPdYwcDFsQ/mobtA0aPfrQrTTETZrcSp6inNdCr6fvilLLUgacdOn44SxyyU+L8Mh3elUYgzLmtGNLDrRuMyAvtMhEATJ5liUYpfGPr9zOEQdTdLvGAxobMbFMNQ1LWWl6KXteBazGXa5ZP3evKWGbfIMxJMsl3v9yh2qaCnPglICZ2dq7rGm2Z59pSg6GCkRStfOots3L6VyIFZ7IAQHnrWxS6RO0lLhnte+LhrLSu8MKKoZcF0C02ny5uc4RGlj3C73pAljAbBbwTTJKgMlM1Xbv0sagQUBboK+j4GRzDwU/bsJwWfTtgXMZmwVmKJQtRzTO0IInJ6a0OttemRI/5S4n+/76kMEbZuUFozkMVubzXjmuoaHt+IBydmZsdGhlQWl5Zaby3xv8+I4FM7PMeOY9Dc5DoHTU+OgsyIAOhgpxHKJpzbHIdDvrx9EQrAbhfNqfRGagHPUKVCKD2dbSk1lcEhdNACYHZBp8jjiZqaoQCmKsm9vd0tWcsGTIuw0tt8zFc0AisLxuqfT9E14uQQYjaIrM27wvR4t7FsTdfFkTAY5xUqqsoNDapAcZ509WE/pTQedSdWVl2WeilU3fXwtBzlxOAmcxZNfRWpZOHHZttFjRPVnlBmIEKJWiqoSx6FwfU3A98W9SSRel2liIJsVKDEm7gN3AYSQ1rZ+62CkANIQarkUG8EIAC5eqiPID4XtFLtlETg/P/xIXJJWnmijGBODBgNub3dPS3IQW1FMk8DlpQm+L1and9ddZx1cl8Jikb4pbGcFVUSYcgPEUkax3WQ240Ap7DyTedlnoZ5OWUygiN13ebrokgz44jg7M0o15cpTElF5resSGI/VXmtZ6AniOJuZLtelYBislM4YVShFb502tPQSgu9LnnJREHCYTuPN8lwXD9Jt+NskOhgpAI493y3FHCvjMd+p9bd1zHYROh0Cvr9b+sCHvz0PaxTbxtPSYiEgDDFj1emUM0NnvfDt/pvjoBFZkqOoYeTz4JDI+0uI/U62sxm/10LV/7lNJixxwJ3v42walbECnKt7i1QhOjeM5M9397XZv5tSzKplZXrQWC/+kMNYuuHZPsgupuVSrIYadjrZrsNtJsvXxfME+H4IvR5d+aigLxAGfkmlwyrRwUgB5Ojqh0Jce9khO/1tg/V8495gCjcT16XgOM0tRiqlAllaqBNCZClnd5aLacYLPW2bZGZHZEvrvm8355hlqbsrLAxF5qTdMASlID7PpisE/q/M21S1FVm+VgXXRe3DeMxiAx3XxcxRUqBWpV1/r7croD5Uklqy41+76zXFGN6jMqivc9bNw9lREwhDXPTzpKuCgK+U5G1r+6yCOB+GNqX3yqBIGrQKgoDDZLIW61EqF8v2DMAyDFnKWaeAbZskBm9ZGheAtc5FWsCrnszjaMITQtWcbD5Hj460zzLvx1z2bdHtUqXW2LxZMByOSTfuG9WMXpHPVEXIatvJ034PDcYw+7bPsxNFBjR1aWYefDBCaf4bXdbhGOONBCOcY2q+rhHXJyfGxvjzY3qA2wSOmd/UCnAO98EJB9c1wDTzD+3iHIVvUvxmGMXnxURB6/fs12Wl6fv9zWm83S6F8bh4raZoelmOekBjNwy4Vec1qZ7cOYfVZ5CEYai39FYhJo+2lCatjfu0O6veN1GK6PDOznBwY9LmLEXZbQny9wE71soLRCSzGQfXJbUMCtTBSIHNvNejwDkv3LVQFN/nG2lOQgAuLqoXWFkWgetrczXFtYkJlg+BNNGi78NKZGuaDM7O1CzfZVttdLPEcfVoPnZ+Xs9i7LoUrq4IzOd8VQqTpmfbAb3MpBTRjlgWKfQ8BAHW2LcDgPEYg/GsckSZbyGW39RKJVUdCmybwuUlgdmMb3RDyUxG3ZoCyyK5PFfkBnp5iSXCxYJDGGI3iYrZ3qExm6lNhi76s3Uw0lLkMLA64VzsOF8KgaK5OvQrsiVMUx2qosUwxOmkV1fZJ9PZjCee2oNAtsTWlIY1cZDfYECBMbgXC+6+jhA8mT9/nl+xOBzmfy7DMNkHRQj0eECr7eSfbVnZuhgAPOGruHn2enSVpUmiaoG1aaKOYzikqyCgaLvzvqAnknrGLFr2a0P5tUqKTp5WBQcNisqz8DoYORA4b6YWrmknjKFzbpaANatNts5gRP6+6XSdgZAn7W2hnDzVRmc6AQBYlnTG3fy5UU+KvKi00Y7HLHVDk9mcLFRLYygUNmA85js+LYTgZpulPSkLqeNpmm6XQhBkdxoNBsXug0MlCPabSqwCY9Vb4rfgFtOoYBiwI+xr67hwTX5k6SIP0ok0jay0dp2+DeMx21H5y5Hvy+VuyQj9bExgDBdbxgTc3cUHDqZZTFTNebJFexTGYDWxOA5K1WzL88QO0hl2MMAsiTydHnLL6T7IrrfpdK1/imIYuB7W4Q0kR39sfy5ltdfn4ViGm+pg5EBAd1dzNebdtkllg8M09RK3SRchOlROChuz6ux1GfRJb5ok0kpGhkGAEAHPnydnMBYLAabJcxue5VnIwxDAtuP/zfOyZ/YAFMtEUUoKebe0gTAU4PsYOEgPi302a0IIDAYG9Pt05XILgIFoXc7QcX4y8tmbTDgMBnRv47081BGX1rFO6GDkgKCU1HqTa6pHtokXQeoFhBA7U1Yxa4ZurGnlg7q6olRq2mkbtQzC0yhieJZnIU9LU6tmtsIQN6422nGXSRjiyIxtHc14zDM9RVQgpJ4ATXZYzed8ZbyWdR/KSbt1Za2rFuJ2OvUceh9OYa0mUGgaws1NuIraNZokVEoESUijsLu73XHvQuDCT4hIXKzqbNFWMclL6wZQEYdynt8cyzDUum9ktimJPHquY0mrJxGGOOgw6TPzPPz3faf5Vk0YCnj2LITbWwyqwlD9c55OeW3GkIZRrZC5rjVCZ0ZKBlsX8SaczXjjQ5YeEsslpoTltNVDKGEVXZC7XQKUopVzmqBvNhNweWnAYiFPd6ivkO2ZZaa1ca7Meiqt/Bx6Paokfkt7jeomUETk3evRVOtsAFyQ0+4nzHSo/fI2zq4KQ7HaPLGNtvh9kTZhdv37AEYjbFFvIzKg2nc0QV2T2ns9Cp6nLgBT0TcB1CsGbuedcMBET1mqY6c5F/eTSkXrhhcdCqMR2ygFjMcczs6M1rf0WdbuTJwsTHOdAvb99NUShZ84PK5IiY8xsfKa4Bx/d5xhmhAoLo3+LUJgcL5YcOj1su/ptM/KNHFabxZFRr13OjTVzt1xSOZU3G6XKpWiXLddOq9tx18J/s351yI550QFqfloY8lqMskOqLLwvPqCEdumcHKC62AWJydoTXF3xxJbx2WZt85OuwcdjOCpVAAtsWfJcbAlUQihHFGOx+s0exCEcH1dzNnwoeJ5PHYjuLtj8OhRc50HnK8FpZYVfx1S0xF3SiEE4PTUAM+TmQask0ezPlW2ezOGp8OoADbJMC2aEdxGCMzQpNm8y3bVJLpdlWnBxU/0g4EBjoMmX1EH1m5XbWCaZaEPT1o5iZD9JwqXSdowNfQ4CeH8PN9E4LwTlz2v3tZyFRhTH1SYBtoxiNrWn26XgmGgZiUuILQsDKqlR9bpqQGTCdsQX2M2EwPRuoPmBx2MAGAkn9eaOAs8Tah/kNHFXvqJ6FhEnaQFUAhcVOuevCuHVUVFl4aBTp7bZnmGgQZf24Z2hKCdtePQ1IyB4xCYTpOvRQZCRRiNkke2BwFmTOTmmpUVEEIGFLsnZ8PAhTEtq2HbFLrdZHMnSvcXDNr2filp+TnGBSTy82xL1lO2SachBMDtLYPra/WAPm/ZsY36mSJt9knUfRCShpyyZC27mBxn03E2acI0ZjMFLJcMzs6MWrNWDzoYoZSA4zQflfd6FIIAF4as2rSm/Uynux0yjAHc3DC4vNwVTDoOhUePCCwW67S16kwU3EB30+ySJF2I7/OVv4d0F41afDMmMkWjOPTNACGEkhU15wCXlyYEAfozyBZ11enIJyc4m2c24xtBkuviSa5IiaZM5ETjIOArfQ4hGDC2TcOk6tjJuZq5ngT/RvWApGojrSKUFSA16ViNYxHi9zYVK4HlErOil5dmbfftgw5G2oLrUri+Jvf22O1ZsA4F140Xb2V1QFQB5+l+GrMZg9PT3ccO55EUu9azMwPu7nZP5NKlc5vplO3MPZG6kPNznHWk0gmGbY7qaWj5MgyglL5lh17PgG6X3nc2YODWNs3BvhmWOshTTvG8bHM9CZa61K+jjVPPy0pmtHGYqDyEqMAYBi5x61UV6GCkJbRtQT0k5IyO7Trvvl4GAJsZAhXxYZYPQd7WUxUoxRP5cikgCPhqjlDcPSWNmeLgHEszl5dqmiVC1mnouPd/m7LExDjsDCBPKVSzSVWtyLZNgFK173Ec0srDl+OoDSlMQ2qI2kbeGTaLhYDhsPq5NAA6GNEUAC208abe11GxDHCwmgm+j+l/Oe9k3+vaziCMRpDprpi1h1f5UKelZiVZi5HshrAskio4BYAN2+1+3wDPS36x67Zz43molGX2FiUIONzeqnWhUAqttT2Qk5+LHhxwjEE907DzwHkxYa4sx1aNDkY0uZC1RHmyGo85nJ/vCjObAMVb5fwsz+Oxp6PJhN+feuL/XtNMX8jqmJuRhlr5Rdwr71GQGcd294tlkVW5aPvU7bo4U+QQkYG37Gay7cOZDZNWQnNdqpyuV8loLZfJk4+3sSySKVhOQnrZMLYee1BFSWwwoHBzk29wEz4T7XXJLjqHqq75VToYecBIoR0A1uJVlP5xE04nE96KYEQF2W4LAKmzLNIyCLNZ+t97cmJsBGwSFDI2u4nlMR9zXQpnZ6i8j2ZIbJvAcLi7mbjuWogbhmthbFs6SPIyn3MYj6P3u4D5HN+fs7N8La91wTl2HEkBLcDaaTcaRPV6asGIbPXMYjJRC0QAAM7P85dP4zrUJKbJYDAo11PIcfDeTwrG468RYDoVMJ2uHxbHIdDr0drm5hwyhT69T33qU/DSSy+B67rw8ssvw5e+9KXE1/7Mz/wMfNu3fRucnZ3B2dkZvPLKK6mv19RDEHB4/hz9TRYLtD1WSUvGWRzXZXu8L/M5hydPQri5YXBzw+DJkzDRNCwtg5CVXbAsAldXJvT7dNUtcnpqwNlZ86nbrMyMYcDGJuu6FK6uLLi4wOu/ujLh4sJMDDBQiEthODQKmWa1hcWCw2gUv8Fyjp1RVeh/9kHal08mm91GQYBtvNg+jtdsGETJkEvlnlXpvIqSV7cgBGZdZrN4P54wxKAh78/NAu99U9lBOA7fF6v1pmn7+6LOv2ZNKYvcb/FnP/tZePXVV+GjH/0ofOUrX4G3vOUt8K53vQuePHkS+/pf/uVfhve9733wn//zf4YvfvGL8OKLL8Kf+3N/Dn7v935v74vXFCfuwVVR2MedBot0rKDrLIObmxDGY1Z5QBMEu5sL53Bf49793WkpZJUN1jCwzHFxYcL5uQmdTrb1Ouc4XOzx4yW88cYSnj8PS/U8AIB735Lk60jaoGwb/U4egu4DT+HZHhzTaU35awVwww5TU+q+LzYcOrtdmuh9YtsELi7Uyq9JbeVJ5A3iptPk1vUoo1H564hpYhbw+tqE09PimZcgEBvBYBNQWmyGTV2lZSJyvjsvv/wyfMu3fAt88pOfBAAAzjm8+OKL8IM/+IPwoQ99KPP7GWNwdnYGn/zkJ+H973+/0u8cj8dwcnICo9EIhsNhnsvVJLBtnw4A0O/TTOMoxnDRk2l7wwA4PzdzbVKco+4kmvonBD0oqtrs7u7CxKF0caJUmTmK4/IyOTNQFM7xVBu3mQyHu7bM0tuDkPzt4EJg+/F2Kl9lDkWdjpJN4XlcOT1/fW02LuAGwMOFihU4QPw1S+GyNMnLc0+lObnG4TjY/aWCEAKePFGfEdPr0cqEsTc3ycP/VDk9NRrVjfk+z6WF6XTI3q29qvt3rt8SBAF8+ctfhg9/+MOrr1FK4ZVXXoEvfvGLSj9jPp/DcrmE8/PzxNf4vg++76/+ezwe57lMjQLohrlOe8qhZlkYBoHLS2wjlaZVeTenxYLvdGnIk2ZVPe1pJ8a4hc62KZyeYp+9/HfDwA6AKkoPOJso/t8mE74yzRJCrEzV5GcnZ9Wo1swJQZFdr0eBc/zs02r4y6WA2WxtG500n+ZYyDNtm/N2DL7L4xuyWOx2R8gOkiLk/fvzBDq+L3K1Fs/n1QwnFSJfKSqJ+Zw3FoyEobg/TKi3dtfZnpxr5X/27BkwxuDRo0cbX3/06BH8xm/8htLP+JEf+RH4uq/7OnjllVcSX/Paa6/Bxz72sTyXpsmJZWFQIRcxnGugal5F9jITS2oXVXHxLIplkcRUb9Ii3OlgSUN2UphmdfbOaeUYIXCoWLdLYDRiOxkeWTM/P89nIkUIydxIgoDvdEnI+TRBIOD0tHkdTNnk+Xva8qfnCaDK7o6wbQqmyZSf3zybcZ6/CwCflbzZO5ll5Dx5jlRZrqxBIIDzenw7JJ7HVzOX8jKbCeh0KrioGGoN0X7qp34KfuEXfgF+6Zd+CVzXTXzdhz/8YRiNRqv/fe1rX6vxKh8Opom6hsGg5hkECSFwlUKpJBGaaUJqHRUDL5o46K4sshY7XDBFYqkJAPY2aorCGOomnj9P7pLwvHIGirUN1bq6aR6mY3IVt7FqO6tl4aavKuas8pnDLCODp09DePYMhe3Pn6OwHTOi62ss07a+rnk8OEk7hNvb5Om8WUgjxTrItfxfXl6CYRjw+PHjja8/fvwYXnjhhdTv/Uf/6B/BT/3UT8F//I//Eb75m7859bWO44BT9vQ6TWvodHDc+rZmpMr+fMMgcHFhrqZUyrLUYNCOUoNtp098tSySKWZdLssZyR6XDUmiybRzVVCKLdhpgR8AtGrabB7fkCpS750OhTAUscPXoiyX2Ikkn79+Pz0jmzcDq1o25lwkdkRxju37nsdXejiZDS66qUepa7mZTHjmPayC54nC4xvykGsVsW0b3va2t8Hrr7+++hrnHF5//XV45zvfmfh9//Af/kP4iZ/4CfjCF74Ab3/724tfrebgmM85PHsWwtOny3svAkxRXlyY9+OssQ+/SvGqxDTRqfVNb7LghResUuziyyJqILaNZakbO+0r1hdC7EwQTuNQ2rrzMhwaqRuh1My0hTzXUnaHlmQwMO4nTWc/UzgdlsPz52FqKcY089mqq74Pd3fZrdk43DJcdcCU8XlbVr5ZSkHA4e4OMzfPnoVwdxfGZipQ04KvvbkJ4eZmqRycZlFXS3LuxPirr74KH/jAB+Dtb387vOMd74BPfOITMJvN4IMf/CAAALz//e+HN7/5zfDaa68BAMA/+Af/AD7ykY/Az//8z8NLL70Eb7zxBgAA9Pt96Pf7Jf4pmraxrfCfTjmEoYCzM5wE2VanwiZwHAonJ7BlsrV2NgXIPiUaxv5iysUin2CwjVNXywDn/RiwWKB4V2bxHEcaiLXrD8eSq9pMlflcQKfDKzFtc118bxjDEsh8nr3h397iPKQkBgMDgmDXRHAb6Y6bxXKpLkZlDDMDnQ7+7H1s4gHUA5owFLEB03IJsFgwME0GZ2d4gPN9XGerckqtK3OcOxh573vfC0+fPoWPfOQj8MYbb8Bb3/pW+MIXvrAStX71q18FGlmh/uk//acQBAH8pb/0lzZ+zkc/+lH4O3/n7+x39ZpWE+fD4HnllBKOEemSiV0rYicjgtNgk4Vo/f7+YtK8C+2xlWiiyEnK3S49iJbmPCWN2ayaYERCKSjriaQuIel6ZECelrGzbaJsKpjXHE2WIgnBALWo4Z1lqTkwhyFaH6QdCsIQ4PnzEPp9CuNxtZqOuiaf5/YZaQLtM3KYvPHGMnbxuLhop5X2IcC5iBWkqXjEqBDnP5OEYaDnSltKXQ+dyYRlajYkhAC88IJV2bXk8WoBUPOzkFb3i8Wu1b3jqAvMVd2mJdvvlRAo3J7NuPLPkQGVyiHs+fOwFG1KGVCKvjT7BOKV+IxoNHlwnN2x8pSqOZhq4pF6G3maJATTx2UFBK5LYD5Xe91w2B7NjSafXqjqI2jejhGVEoMs7e5b3s17/t5+OSGY4eh0KHCO3juECAgCzKJES0CWhZo41eGK+Fy3IxABQC1ba8s0mnbj+3hqcJx8QqkqGA4NCMO10yohcJS+FE2AJlXla24cJ70UZJqYhVksBDx9Gt5/jxwGprNdTZJHL9QGo7YodS4JhkFyCa/T3qt1ME7AdVEzI4RQMhOMI495XdV0OiRVWF82Ohg5IqJpWkIgdaBZHUi31iBYu7Xqk3T7OTsz4O6O7Yj8HIeAZQHc3W0umOg3wuDkpJyOg7KQ4+Y9jwPna+fYYw2aOh11/UDVn1ORlty66HYp+L56CSnuvQrD9X1FCD4b8r5SMRNMok3daVWaPMb+vtp+k6ZSpE34+r8BZrPq7NVVISRfa14eOMfaLecCHOdwR9W3DewkMTcMj2ybAiGwyobEMRqxVmTkADDdfXOzKQKUnQiuy48yQ0cpnmSzWjoprT4YkS25ql0rdQaxeI+qlYYI2by25RKHWW5nDqdTANNkMByqDRdM+31tYTIR0OnU12xwnEeEB4AQotEJkE0TBByePAlhNGIwmaCXieqgMI0aWO82oNfDeTwqwtY2pJnR0Cq5G8HzxMphs+mx7mWT1WpNCA62rCNDORgYSpvrYEBrzZgSQu7tBbJfe3a21kUtlyJVXBqGaOi2zzPQNkffOp9nnRk5QKL+HbKLAoef0Y0yTZscIssEbY532/zmcw6OQ1rnAXEsqKSQg4DDdAqrIYyGQVYty3VlIhYLnimgnM8FzOeY5TmWwX/zOc/0GTGMascuRLEsbIW9vWWJn0fcxOw6sCwUgo/Hu+VI+e/D4bqkJ4S4N0DL/tl3dyz35GNJp0OVO6LqYD7fHapYFToYOTAYEztGYq6LJYrBAN0PGcMabBvS5VWAtufx/+Z5/CiCESHE/VAtPC21oQSlsk8HAYqoJYwJCAIs36j6QOxLXgtsOfjP90Vt11g2QuAsoSzCEN+fbreev9G2KVxfo7U+BoliVbrNM5yzCkwTy5FR/QelEFvyxXKw+s8uOj3YNMnKa6gN1DVHB0AHIwdHXGSOqWZ8eI5VnPeQQAvoTUdFyyJwemo0msZ1XQqel77hJZ0cfR99Geo4ZRUtX9Z5jWWTZ7Ocz3mtGo2oeVwbMc1sN+giRmlF516dnGx2ISZhGOoziWQ2rMrJ6PvSzrvjAcEYRuWqo7INY3PQFbp0Ht5Jbh9wvkP8vx16VoQxHOC1nfmRgsymdEJrX5PiP2M247Vc/z6n7fm8mmvcnjEyHrNSOyfy/Kw2dWwcCnnfMyGKZxWkl1Catb3j4GuGQwMGg/Q1z7axXFbktq4zI6szIw3CGHo1CIHpwctLM3MhRfGVsUrj1VmLbwuEYJZge7JsG2eG5AU37Ph/Y6zeFLtExdnTNLNPXZzj/6r2uMjbuhmFMfxfHl1FmlW81Ddtp92XS8zCDIf0aLVdmuJQiiJbxtB1Vh5WpQYruk/0+wZ0OhQWC77SSxGyNlyzLBJ7wFGhzmyWDkYaxPfFauPhHCAIhNLsAukA+JCRtehja+3Ncl8MgnpT7J7HUwMRaXPt+0Kpm2k8DgGA3M/pqEYzgJ4Pxce9q5wgPY9vuG0aBrpVdjqbnSGj0W4gEmU85kAp2XvGT557/xiek7qxLPU2ZQA8XJYxRNIwiNKYB8NIdqedTHZbkVWgFJQGD5bFYR8jD5xoeUVGshp1KMVTQr9vHM17l5XkqjsLllWPXi7FyvRJBc9DfcNkgq3ZeWvxKsjsYZGFlJDsrMh4zOD2drMLgzEMLJ4/D1enWMaEkphWRXiahfTOUKFOV81jIW+w2JbOLCFEoWdMtoDX+Tfou7JBTBMdSodDChcXZut6zDX1k7WB1nlSAcjO1MjXGEaxbN1oxDa6b8pCprmvrsz79lEKlsJcuKxNZD7nqQFaGGJrp3ytCozBylyuKIQQpe4Nx6nOhPCYcV31YG/bKK1JfD9fF5Dk7Kz+A54u0zSMyowRz8NZITK1rTleOh0K8zmP1V/I8kPbkHv3yYkBnMf7NqQxm/G9XCvTiHZKdLv0PnMR/1rDQN+eNGaz7CxGEIj79nP196FIPX8b16VweooBXlypyXVJK5xnpQ5CjomgFO/7NuvfCME24OfPk830JKenatN56+CQxMo6GGk526O4hWhP1K0pH6mkn0z4yjhM2nf3+/WnfrM8D6LlRblgBwGHxQK1PGEoMoWtqJ1KFoGWhWGsja62/6ZOJ3sKscrfIvE8fv/3qG0GZf3pclNfLMQq4yRFj23IvE6nLNaYzfcZGAbA2Vmz87TSkJnsuPsHAMvug8Hxzj6qGh2MNEzWIrx9yqxbwKjZD3lCNgx14zJKCZycGDAc0vvx5PVrRSS9Xrq3SK+3a+Vt2xRsG///u7uwVaczw1h3KSyXeF2qAxzztEYKgYHcfJ79WkLKHRTXVl+PpEBEwhjA8+dh4wM+04jeP1gCkZqpdgR72xTN0DSR2dHBSEMwJlYp416PJtZ7tx/Ktj6kqvg+B8/DB7jTOY4OmDgYw5bOqObCtkmuFC4hpPHBWbadnPqX2Zo0LItkijjrng4KgItt3gU3T3cE+gFRME2WmU3Z7sA5RhgTmVb1ABjETSYMzs/Tt6blUqyC3CYcijHbhL9TTodGo8L1NXU6FDqdZktPWPrKF0jbdjEr+33RwUhDzGZ8VSeezTj0evFtjvJ04/scLKt9p508bPtVzGb8vuvhcP+mOOQci+1NKAjw65eX9arU96XToeA4BBYL1LLIGr/KgtXpUJhMkr1TAA6n7GgY6pNopbbr7CxdZ2DbOAPl2MnT0eH762yiJAjQP2O5RJPI7WfLsnA2V91rSRDw2Nk7QYBjECYT7Epp6tCFWTI1l1ZJU8+jDkYaIqrMxjR88mvlEK9DhjER61cxHrOjC0Z8P1lbEIb473V3xewLjqfPb85FKWaDorqnKHJGyaHQ72cbqkVLV1JnMJ2uNUAA+Px3uxR6vXa0gFZNXp8L3xfQ6WAQkyTojrJcCri9ZTAYiNrs/NEVOV4sLOEcS0+Xl811S+I9m/0eAqB2qqkmCR2MNES3i3qAMBTQ7R5/mjZJN8AYztY5pr8/a+FdLgW4bk0X0wJcl8LlJYHZDIV/QmBpptczGk9jZ8E5DniTnymW2iiMRvHZnm6X7thzG8ZaAySzoYbRnA6oCfJakXPOYTTKP/RwMsEMclXdWVHG4/RARCIEvjar9FQVUhR/e5tuftbt0kazdDoYaQhCsoczVUHUVrhOkk4FuCjXeimVk6UtOLa/VwUc9HdYy818znc2HKl3kuJiWbIxzeyOFUJILpv5YyKvG+lyCYUn11bZKi4JQ5Er24PZUtFYdkQGJEGwdg6WnXquS1vRbfVAH42HhxBiwzVSRsF1nc4MA+ckbNcuB4PmfQ/KRuok0v5d0248jyfa2wsBMBpxOD839FwZRfLMCyIkf1knSpzmpGwWi/xOYp7X/ERo7HRr5/rTzqvSlE50jkbcf9fBcGisbLo7HQIXF8ZRbsyGkSxKHA6rmceiKRcVi3aV7hANkseu3nFI4Ym3kqrbyYtMwN33bzp2dGYkgTAUcHsbwmBwHN0eceKlJvwfXLdaxXsYon9EE+1+UXo9tFPGiZtrwWJbTyWaNdg2qva65VIcbXt6HIyJjfZVVa0XzgvCzqK0jdxxZFvpfmtT1cnWIj+/jMF5x4wORhIQQoorm76ScnCcXQOmNlqLFyVuVLtt48C0psSxbU6JapLJE6QzhsFIdJO2rHaLcosQBDi9OZpNlV5B/b5ats+ysLNoMtl1MI26DOdpQ40Dhx1W+/4XWTvrENUeMjoYiSEMUUF/fW0eTZeH61IYDNYTHPt946g2ysmE7yxwQSBgPGYHJ5zUlMNyKWA2YyuxnvTpyZqBkucEyzlmUKP3XpP2/VWwWPDV8L8oQmC51/O48qBP09x0MAXA98tx1p/Jvpkm11XP2BRF1dBOgjPIDv9eqBK9SseAixi/d0Zs+mrKo983GhdQVUWSoGyxEHByUv3cE027mM0YjMeb94Q0onIczJgl3RNoD5+dFSUEYDzebfHlHGA6xXbg8/N6BdpBgH4S0mJ+X33SciliA5EonAPc3IRwdaVu5hd1MN0m70YfhRCobY0bDJL9c3Zfe0QbSUXoYCQG6Th5LFmRh0DaxiHnu2geBkHAdwKRKL6P1uRJIxika2WcSd82afqHIECjv8HAAM4FeB6WcgjBTGWZpQTP4zCZ7G7gjoMDAIv+LlXnVMbKNfPr943MIGgbQgDOzor/rXlxXQonJ5DYdSU5PTV0iUYBHYwk8NACkcWCryznD3FWRpJNt2XpoPKhoaI5mM85DAbJZZR+n0IYikSvC9sGCILsa5nPOQghYD4XG4HLZMLBcdAMbd/sRVwWSOL7YjV8Lu8mjTNX1PUb8zkvTZze6VDgXKQGlRI5niBppEaVdLt0JVSPOuxKPU2v17x/x6GggxHNxsyYxQKHPl1cHJb/x2BgQBBsKvWlOZXmYaHSsi4EZi4cJ/4eJwRt7H0fS7bRCb/dLr0v+WRvlJwDzGbx1yMDhcvL4tq0MMzesDkHuLtjcHmZb7kXIl8La9li/14PdW1R514AuD8wkZXOhNJm3WwtSzvsloEORh44Qoidk6RsWTykbhvLInB1ZcJsxiEMxcpkTZ9KDofoJNZ9yqSqG2jW6wgh4Lok9rSvauCVBWOoL0kqGWWhWkYp0obchr1UOvcKIYBzvKa2ZjofssNuGei3ThO7KBcx9WkaNBs7ToHuMbNcChiN2Cr7AICbjpzzkveEaZrxvjq7ryu+qZW56SwW6SWjNDxPPR3heRwsS/35IISAbRNlN1QU/VYzZ4oQddM0zWGic9gPHEIw5RnFMI7Lg0TTXsJQwM1NuBGIAGAwPJvFt5RmoTIFeG2uVYxOh5aWOeAcVun9vOQ5NBQ5YOSZqOz7Ap49C/c2UxRCgO9zuLkJ4cmTJTx5soTb2xB8/0hMnzSx6MyIBk5ODDBNNDQyTXI0/gia9jOdslStgeehNiOPJ063S++/L35TJAQ1RvtAKYHBgCoJLKvEMAhwrrb5M5b/vXRdkigOj/8d2OabpIORHk6yw8116UbpiDGcobUdnDImwPMY2DZv1MhQUx06GEkAhWEMBgPj6M1q5AThfr/pK9E8JLBbI3uTm8/zbaBoPW7AZMJ3NBW2jaW8Mp5pOSRvMtn1GjFNLAOpTJ6lFAqXIDodsrNxJ+F5uKGbJlMecyHfy9GIKX1WABiQLBZ8Y4hgGGIpbjtAnE452DYKQCnFQCatxBYEAm5u2MEJ7DXZ6GAkAekQ2Ok8rNkTGk1dqHZfFOnSoBQ3uMEAO1+EgErmFfV6OOzR8zbFt45DYbkU4HnZ4pVut3gmstNBP5Q871EYAtzeMjg5EdDtZkdB2FlkAmOhsn5kPl8HI2GIXUNJ1xgE+O+uS5RnAkV/vuY40MFIAo5D4YUXjm/GhEbTFlQfrX1ckCklpRlxpf2OODdRy8KOrjTfE9ME6PWK/4GUEjg/N+HmJnmzT2I04vd+GGqbeh4tSBhi5osQAqNReikOAAPO+Vz95+tg5PjQwUgKhBAIAg6Gsb+tsqZaOMdadBiufQh0INluZKCQVcrodA5XZz8cYvlhOt0t5biuLE/kv0+j9zsAmrQxhmWvPEHJ3R0HSkllDqHLZbJ2Zx/CELPXel0+HnQwkgKmF3GWxfm5fqvaynIpdk6G0ynAxYWpF6uW0+8b4PvJY+Vtu7qNsi76fQN6PbpjB1/03pxMGMxmu8ENpWjyh27K6j9vPGZwdZX9HluWupDVNPEw53nl+LHEcYj2A21D3L+JbTi46R02BcPAem6SS2NdyHRn2SwWHGYzTNX2erQ0K+e6GY9308CM4aKtJ/a2G8sicH6Oc0i221tl5qAqpC5MCOwis+3qsmlxLfRFGI9ZYtkHnVZ5bg+UMASlLptulyqbvcmW4LJdWaMc0xDTOglDsbKvl5+PaeJn1uQoEL1Sp0BItYthFosFh9GIgRDYfpun5z8Lz9v0cAgCBhcXkKtroQ1wnpwGVulk0DSPbVO4usJTdxhi5gAnt1azKHKOnR3b94dhYFmlrUF5GO66JcdRxLMkCATYdvprHAcFwFndO4axLq1VdeDWg0yLER39ESUMcQL1ZIKt001kI9v51GlACLEKRADgXgRW3uYa59yo2rrXJtIWuxZkHu/9ETgEAV+lRDW7oPU6vS9pVDd5VQhsDY0LVBnDLpM8rqZ1omr9XuQ2U/keQjCLldaRZJpYHpWBQlV6n31Evw+VpEAkihAANzdMae5S2ejMSIvZXiDK3Mtwsdg9GR4acn5I3ObSpPBRCBxgFt1ADAPHiR9a9ikOmeqVmQzXpeC67RcNz+c882Q/HrPVELY2kUcISki+9UI1+KOUwMXF7gBB0yT3af7N982y1LIp0ddmBV39Pj14HVHdhKHIDESi3N0xuLqq9xnQwUhLIYTAcLh2eOz3yx2P3evRjZqh1MccIsOhAWG4aZZk2+gk2xTbgQiAdKdkcHm5nxV508znWD6MgmZaAOfn7RYNq2QXGEuf6NsUeTJrnQ6BxUIoBSSUQq7257QBgnGcnBjw/HmySBl/Jr7OsnDYXJx3imGgGPhQ16kmUc2qSZp4BnQw0mKkoZIQUPoCbxg45dbzZI3+cGuwhkHg8tIE38duBdNstgODMZH48AuBC8OhDvQLgt1ARBKGeKK6uGjvsqJiqoWvE+A41V5LlSyXeP2el/3aqsc/WBaBiwsT7u7i3VVNE+D01FyVf3o9414suzaSw2e6upO6bJVeLHANAcADDTYwtDP4kQJsWb7nXNyvgfjv0WzVYpG/7LJY8Fr/9vauGhoAqHZcdpJZ0yEiT2ttICslXYXvQl1kCSiDIP/8kziWS7GaAFuma2re8oWEc7FqzcVMQrmZShXyXPdyif/Lot+ntZiHWRaBqysLgoCD560/W9clsfdKnc+z73O4vWU776+0z2/bPJwwFDCZxOueoshp2ONxsXu+6PDGouhgRKMpmayWw0NuSVQJpFQ6M5LwfVT0RwM60wTlWSpZOI7avBj5u4TAWvu2r8d4zKHTwW67uurq+2rGoved4xDo9eqfu2XbtPC9UQU4HTh9123TPJwgwOutelozQP0NADoY0WhKxrIIGEbyyeKQHUWrxPPwhLqNnKVyerr/e4fmY+mbj+uuHZcnE56YDcKUPoPz83o2qX1/BecAjx7FT9N9qIzHasf/NszDkRON62rKq1vXpldFjaZkcLCYEbt5oPDvcDcDFUFbkTozdh+lbwzjMdu7Pdq2KQyHyddnmrDyFlLx9QgCUZufTRmZobxCxmPG97myhggA7rNjzZVY5/N8AxH3pe51Sgcjmg1wvgXPNRRLs4ttU7i8NKHXo2BZKL47PTXug5TDDUayToa2XUzjEQQis0bNeTlGdr2eARcXxsZiaxgAgwHd8MhQ3bjr2uDL6CI5ZL1S2aha20sYUxdAl40QopAIdR/QFbm++0WXaTQrtls2ez16sF0fZbNc4mIgu3W63WwBo2mSo3v/LAuDqqh7b/Tfzs6K/b2qwW9ZiyNqF9a6kLgAUfWa6grcTTP5vdfkp4iJJGZG6j9MMFa/oBStCEK4vDRrOUDpYKQEqpodUydxafLZjEO3W50t96GwWPCtDQDT9+fnx2FglpdOh4JtY7vgcrk2Pdun9VL1+6p4zA7p2cXZIejDUSTL8dCf5Shxxo9ZHNK9Ekeali2OMMRsZBlzlbLQwcieSNEd9tIfbgqesXjVdRiKB72AyTkm2wjRjEthWzAMAv1+eVkf1yVKLYh1zo1xHLUptXWbozkOel8whj4cjEGi98s2Wjy9xnEIzGbqrzcMyD2EsCzK6sDLG4wAYMa8jvtG35l7Ihcr9EVo+GL2wDDi7eBt++FttFE8L9nFkrFsTxGNGuh5kz01tk5vj06HKmVimnIENQw09+t2qZLY0HXL9Ww5dHAYo/rru91qzeHSoJQ0thYHgahFuKszI3vS61HgXNy3cx7ug04IgbOztUsipdhV8NDbALMeQj37rjwGA7pyqN2m0yGpXTBlIwSacp2eGrHtxpLBgLaiVCevMymTIwXUeRECXT3nc7762XJ0RLfb3Lj5shgOjUyfEQDMiBACcHsbrhyxXbdep+dul0IQFBeOOA65X6+KaGWq9x3RwciemCZu4seAdEmULpPHUn7YR9ODG018yosQaOykKTeJ5bI5R9CyIQRNxOTcJLwPCXQ6tJb3ebkUMJuxVTaMUtwAzs4ozOdiY6O3LJx9VGfZKA2cqGuC7/ONYYCWVdzSXAgRG+AwtvZfOTs7bN2U41A4O8OSa9LBglL8m+WcMETAfA5gmgxOTup5DzD4USsdbmMYeLhU9VXZpo6t4Dh20RKRJ+Fj2YiLcOibmmQ2YzCbcWCs+JAtyyKroWPb9HrNnAzDUMDNTbhR+x2POfT7FAaDw+/eMU1S+98RZ7jGOQpFKYX7ll/clCht7zMi9SRlMBolZ1oA8P25uUHdVFvfDxVcl8L1NQqyo14esiyS1k4ehvgenJ9D5QEJZq/TM2BxuC5ZZbkdJ9v0bxvbrkcXp4ORLSYTDp7H4fraavpSNID2x7MZ+p7gadRQEtROpwwmk/VJRor8hBC5XRRPTgwwjPVC1eT0UCF2AxHJdMrBMLK1F5pNwlCklmJw0w3h6sp8MJqLMBSxAfg2QmDX3aG3sFOK9vjRtUHFKh4A34PbWwbX19Vv2jIgCQLs6IsGJaYpg2TMKMq1IBoodjpqQvEoda0nhX7Lpz71KXjppZfAdV14+eWX4Utf+lLq6//1v/7X8A3f8A3gui580zd9E3z+858vdLF10O1qb4224Pscnj/HtHkYov32s2fhhq/Dcing7i6Em5sQJhM06REi2TmziIsiIXhSf/TIghdeMOH62mpsw8dhbcn/PptpD4q8qJiWMZbfJOuQyWPkNp8360xaFXneg7IM+VQgBDMc5+cmvPCCCY8e4f+9urLg/NyE83MLTk9NGAyMnYwVIVheVMWy6nOMzr2ifvazn4VXX30VPvrRj8JXvvIVeMtb3gLvete74MmTJ7Gv/5Vf+RV43/veB9/93d8Nv/qrvwrvec974D3veQ/8+q//+t4XXwWmSVpTB37oTKe7i4E8iQFgav3ZsxAWC6znT6ccnj8PUzubklqYVWm6fJflLRGGxcycHjKep7bpqL7uGMhj5CYEHHQnYRxySnMe6nZIBcD1iNJ8GZl+H3VZWZgmwNlZfXYVROQMaV9++WX4lm/5FvjkJz8JAACcc3jxxRfhB3/wB+FDH/rQzuvf+973wmw2+//bu/+YNuo3DuDv3pVrYWvLWGmBWTWgc2abIULAMheiaUKyZepfI5lBNOo0w8SMRJ1jWuN0kGWaJQu6bP6Yf0wbNdtiNoJOlJhNjBEhWQRnJuhmtBWiQt1w0Pb5/lHbrawFrt/2zrs+r6R/7PgcPPes9B7uPp/ncPz48fi2O+64A5WVldi/f/+Cfubk5CRsNhsmJiZgtVrlhMs0zO+fSVo4xHq6jI0lv11RUBCd45FsX0EAHA5lOgpmw+RkeN7npZSUaPf41PD77zML6r2Qn29AYWFu3Nn+44+QrCtBDodR0/NGZguFCGNj8nq/G41AcbF2bu9PTUVvgc9uTxCbuJ2pOXELPX/LugQwPT2N/v5+eDyeK99AEODxeNDX15d0n76+voTxANDQ0JByPABcvnwZk5OTCS+We1LNDTEa526PPD1NKSv/RYvU6xWQCfNdMjWbc7MJ2/9joSdRPZ1s5yNnbowgZK4p139FOr9CWvu9y8+PPj/LbjeisFCEzSaiqEiEwxG9xaP05HxZb6Hx8XGEw2E4nc6E7U6nE36/P+k+fr9f1ngAaG9vh81mi79cLpecMJlOpLq3uWiROOeHnyBE74tGC4/oNoMB8W1aJkmpG1xFj5HnO8m10Pk/uTQxWM6xqtkMLFvSKbC0Ork5umJQiC8BV62xmyo/dR7PPvssJiYm4q8LFy6oHRJTgdks/NvHwABBiDbtWbpURF5e9D5pqpNy7MPRahXhdBpRXByd5GWxaLdd/9UKC0UsXiwkfFhKkgFLl+bOao9MMpvn7265aJH2+7jIIYqGBRXuogjNF/jJGAzyV6XpMQ9KknUD1G63QxRFBAKBhO2BQAAlJSVJ9ykpKZE1HgBMJhNMJpOc0JhOmc2pG0vZbCKIrqy5j139uPo5CgaDQbXnSWRLbHXP4sUCwuHocefSiTLTYsslJybCSSctLl4syFqBoBdzdcQFooVIUZFR811YUykoEBL6jszFbDbk9DO8MkHWb5gkSaiqqkJPT098WyQSQU9PD9xud9J93G53wngAOHnyZMrxjC2UIES7TjocRixdGr3XmUu3KaKFlrYbTv1XCEK0k3JxsREWS/R2ntUq6OqKmlyxjrh2u/Hfp3dHC5BYa/niYqOuT8CiaPi32Jp7nCSl12qfJZL9N2Nrayuam5tRXV2Nmpoa7N27FxcvXsRDDz0EAHjggQewbNkytLe3AwCefPJJ1NfX45VXXsH69evh8/nwzTff4MCBA5k9EpazRJFPyCwzjMbMPo1YD/LyokUJkHt5ycszwG434u+/I5iaiiSs0DMarzyjJxeL1UyTXYw0NjZibGwMzz//PPx+PyorK9Hd3R2fpHr+/HkIV5WSdXV1ePfdd7Fjxw5s374dN998M44dO4ZVq1Zl7igYY4yxLBDFaDFmtQqYmYk9t4ifgJxpsvuMqIH7jDDGGGPak5U+I4wxxhhjmaaJdQaxizfc/IwxxhjTjth5e76bMJooRoLBIABw8zPGGGNMg4LBIGw2W8qva2LOSCQSwa+//gqLxZLRWcuTk5NwuVy4cOECz0XJIs6zcjjXyuFcK4dzrZxM55qIEAwGUVZWlrC4ZTZNXBkRBAHXXXdd1r6/1WrlN7gCOM/K4Vwrh3OtHM61cjKZ67muiMTwBFbGGGOMqYqLEcYYY4ypKqeLEZPJBK/Xy8/ByTLOs3I418rhXCuHc60ctXKtiQmsjDHGGNOvnL4ywhhjjDH1cTHCGGOMMVVxMcIYY4wxVXExwhhjjDFV6boY6ezsxI033giz2Yza2lp8/fXXc47/4IMPsGLFCpjNZqxevRpdXV0KRap9cnJ98OBBrF27FkuWLMGSJUvg8Xjm/b9hV8h9X8f4fD4YDAbcd9992Q1QR+Tm+q+//kJLSwtKS0thMpmwfPly/hxZILm53rt3L2655Rbk5+fD5XJh69at+OeffxSKVru++OILbNiwAWVlZTAYDDh27Ni8+/T29uL222+HyWTCTTfdhEOHDmU+MNIpn89HkiTRW2+9Rd999x09+uijVFhYSIFAIOn406dPkyiKtHv3bhoaGqIdO3ZQXl4enTlzRuHItUdurjdt2kSdnZ00MDBAw8PD9OCDD5LNZqNffvlF4ci1R26uY0ZHR2nZsmW0du1auvfee5UJVuPk5vry5ctUXV1N69ato1OnTtHo6Cj19vbS4OCgwpFrj9xcHz58mEwmEx0+fJhGR0fp448/ptLSUtq6davCkWtPV1cXtbW10ZEjRwgAHT16dM7xIyMjVFBQQK2trTQ0NET79u0jURSpu7s7o3HpthipqamhlpaW+L/D4TCVlZVRe3t70vEbN26k9evXJ2yrra2lxx57LKtx6oHcXM8WCoXIYrHQO++8k60QdSOdXIdCIaqrq6M33niDmpubuRhZILm5fv3116m8vJymp6eVClE35Oa6paWF7r777oRtra2ttGbNmqzGqTcLKUaefvppWrlyZcK2xsZGamhoyGgsurxNMz09jf7+fng8nvg2QRDg8XjQ19eXdJ++vr6E8QDQ0NCQcjyLSifXs126dAkzMzMoKirKVpi6kG6uX3zxRTgcDjz88MNKhKkL6eT6o48+gtvtRktLC5xOJ1atWoVdu3YhHA4rFbYmpZPruro69Pf3x2/ljIyMoKurC+vWrVMk5lyi1LlREw/Kk2t8fBzhcBhOpzNhu9PpxPfff590H7/fn3S83+/PWpx6kE6uZ3vmmWdQVlZ2zRueJUon16dOncKbb76JwcFBBSLUj3RyPTIygs8++wz3338/urq6cO7cOWzZsgUzMzPwer1KhK1J6eR606ZNGB8fx5133gkiQigUwuOPP47t27crEXJOSXVunJycxNTUFPLz8zPyc3R5ZYRpR0dHB3w+H44ePQqz2ax2OLoSDAbR1NSEgwcPwm63qx2O7kUiETgcDhw4cABVVVVobGxEW1sb9u/fr3ZoutPb24tdu3bhtddew7fffosjR47gxIkT2Llzp9qhsTTp8sqI3W6HKIoIBAIJ2wOBAEpKSpLuU1JSIms8i0on1zF79uxBR0cHPv30U9x2223ZDFMX5Ob6xx9/xE8//YQNGzbEt0UiEQCA0WjE2bNnUVFRkd2gNSqd93VpaSny8vIgimJ826233gq/34/p6WlIkpTVmLUqnVw/99xzaGpqwiOPPAIAWL16NS5evIjNmzejra0NgsB/Z2dKqnOj1WrN2FURQKdXRiRJQlVVFXp6euLbIpEIenp64Ha7k+7jdrsTxgPAyZMnU45nUenkGgB2796NnTt3oru7G9XV1UqEqnlyc71ixQqcOXMGg4OD8dc999yDu+66C4ODg3C5XEqGrynpvK/XrFmDc+fOxQs+APjhhx9QWlrKhcgc0sn1pUuXrik4YkUg8ePWMkqxc2NGp8P+h/h8PjKZTHTo0CEaGhqizZs3U2FhIfn9fiIiampqom3btsXHnz59moxGI+3Zs4eGh4fJ6/Xy0t4Fkpvrjo4OkiSJPvzwQ/rtt9/ir2AwqNYhaIbcXM/Gq2kWTm6uz58/TxaLhZ544gk6e/YsHT9+nBwOB7300ktqHYJmyM211+sli8VC7733Ho2MjNAnn3xCFRUVtHHjRrUOQTOCwSANDAzQwMAAAaBXX32VBgYG6OeffyYiom3btlFTU1N8fGxp71NPPUXDw8PU2dnJS3vl2rdvH11//fUkSRLV1NTQV199Ff9afX09NTc3J4x///33afny5SRJEq1cuZJOnDihcMTaJSfXN9xwAwG45uX1epUPXIPkvq+vxsWIPHJz/eWXX1JtbS2ZTCYqLy+nl19+mUKhkMJRa5OcXM/MzNALL7xAFRUVZDabyeVy0ZYtW+jPP/9UPnCN+fzzz5N+/sby29zcTPX19dfsU1lZSZIkUXl5Ob399tsZj8tAxNe0GGOMMaYeXc4ZYYwxxph2cDHCGGOMMVVxMcIYY4wxVXExwhhjjDFVcTHCGGOMMVVxMcIYY4wxVXExwhhjjDFVcTHCGGOMMVVxMcIYY4wxVXExwhhjjDFVcTHCGGOMMVVxMcIYY4wxVf0PEODz5I72xbMAAAAASUVORK5CYII=", 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", 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" ] }, - "execution_count": 10, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -319,13 +440,6 @@ "scatter.visible = True\n", "fig" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/src/biaplotter/_tests/test_artists.py b/src/biaplotter/_tests/test_artists.py index 4142482..4c4977b 100644 --- a/src/biaplotter/_tests/test_artists.py +++ b/src/biaplotter/_tests/test_artists.py @@ -62,12 +62,19 @@ def on_color_indices_changed(color_indices): assert np.all(sizes == np.linspace(1, 10, size)) # Test size reset when new data is set - new_data = np.random.rand(size, 2) - scatter.data = new_data - assert scatter.size == 50.0 # that's the default + scatter.data = np.random.rand(size//2, 2) + assert np.all(scatter.size == 50.0) # that's the default sizes = scatter._scatter.get_sizes() assert np.all(sizes == 50.0) + # test alpha + scatter.alpha = 0.5 + assert np.all(scatter._scatter.get_alpha() == 0.5) + + # test alpha reset when new data is set + scatter.data = np.random.rand(size, 2) + assert np.all(scatter._scatter.get_alpha() == 1.0) + def test_histogram2d(): # Inputs diff --git a/src/biaplotter/artists.py b/src/biaplotter/artists.py index 0ad4bd5..8878d4d 100644 --- a/src/biaplotter/artists.py +++ b/src/biaplotter/artists.py @@ -129,6 +129,7 @@ def __init__(self, ax: plt.Axes = None, data: np.ndarray = None, categorical_col #: Stores the scatter plot matplotlib object self._scatter = None self.data = data + self._alpha = 1 # Default alpha self._size = 50 # Default size self.draw() # Initial draw of the scatter plot @@ -152,38 +153,42 @@ def data(self) -> np.ndarray: @data.setter def data(self, value: np.ndarray): - """Sets the data for the scatter plot, updating the display as needed.""" - if value is None: - return - if len(value) == 0: + """Sets the data for the scatter plot, resetting other properties to defaults.""" + if value is None or len(value) == 0: return + + if self._data is not None: + data_length_changed = len(value) != len(self._data) + else: + data_length_changed = True self._data = value - # emit signal + + # Emit the data changed signal self.data_changed_signal.emit(self._data) - if self._scatter is None: - self._scatter = self.ax.scatter(value[:, 0], value[:, 1], s=self._size) - self.color_indices = 0 # Set default color index - else: - # If the scatter plot already exists, just update its data - self._scatter.set_offsets(value) - - if self._color_indices is None: - self.color_indices = 0 # Set default color index + + if self._scatter is None or data_length_changed: + # Create the scatter plot if it doesn't exist yet + if self._scatter is not None: + self._scatter.remove() + + # Create a new scatter plot with the updated data + self._scatter = self.ax.scatter(self._data[:, 0], self._data[:, 1]) + self.size = 50 # Default size + self.alpha = 1 # Default alpha + self.color_indices = np.zeros(len(value), dtype=int) # Default color indices else: - # Update colors if color indices are set, resize if data shape has changed - color_indices_size = len(self._color_indices) - color_indices = np.resize(self._color_indices, self._data.shape[0]) - if len(color_indices) > color_indices_size: - # fill with zeros where new data is larger - color_indices[color_indices_size:] = 0 - self.color_indices = color_indices - self.size = 50 + self._scatter.set_offsets(value) # somehow resets the size and alpha + self.color_indices = self._color_indices + self.size = self._size + self.alpha = self._alpha + # Adjust the axes limits based on the new data x_margin = 0.05 * (np.max(value[:, 0]) - np.min(value[:, 0])) y_margin = 0.05 * (np.max(value[:, 1]) - np.min(value[:, 1])) self.ax.set_xlim(np.min(value[:, 0]) - x_margin, np.max(value[:, 0]) + x_margin) self.ax.set_ylim(np.min(value[:, 1]) - y_margin, np.max(value[:, 1]) + y_margin) + # Redraw the plot self.draw() @property @@ -244,6 +249,30 @@ def color_indices(self, indices: np.ndarray): self.color_indices_changed_signal.emit(self._color_indices) self.draw() + @property + def alpha(self) -> Union[float, np.ndarray]: + """Gets or sets the alpha value of the scatter plot. + + Triggers a draw idle command. + + Returns + ------- + alpha : float + alpha value of the scatter plot. + """ + return self._scatter.get_alpha() + + @alpha.setter + def alpha(self, value: Union[float, np.ndarray]): + """Sets the alpha value of the scatter plot.""" + self._alpha = value + + if np.isscalar(value): + value = np.ones(len(self._data)) * value + if self._scatter is not None: + self._scatter.set_alpha(value) + self.draw() + @property def size(self) -> Union[float, np.ndarray]: """Gets or sets the size of the points in the scatter plot.