From 040c3b57bdf92f057fb3390923303187c6e74a78 Mon Sep 17 00:00:00 2001 From: reon Date: Sun, 17 Nov 2019 12:47:36 +0800 Subject: [PATCH] addded edit --- ...=> BT2101_Default - EDIT-checkpoint.ipynb} | 1864 ++++++++--------- ... Reon.ipynb => BT2101_Default - EDIT.ipynb | 1864 ++++++++--------- 2 files changed, 1832 insertions(+), 1896 deletions(-) rename .ipynb_checkpoints/{BT2101_Default - Reon-checkpoint.ipynb => BT2101_Default - EDIT-checkpoint.ipynb} (59%) rename BT2101_Default - Reon.ipynb => BT2101_Default - EDIT.ipynb (59%) diff --git a/.ipynb_checkpoints/BT2101_Default - Reon-checkpoint.ipynb b/.ipynb_checkpoints/BT2101_Default - EDIT-checkpoint.ipynb similarity index 59% rename from .ipynb_checkpoints/BT2101_Default - Reon-checkpoint.ipynb rename to .ipynb_checkpoints/BT2101_Default - EDIT-checkpoint.ipynb index 9246240..a39ffdd 100644 --- a/.ipynb_checkpoints/BT2101_Default - Reon-checkpoint.ipynb +++ b/.ipynb_checkpoints/BT2101_Default - EDIT-checkpoint.ipynb @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -377,7 +377,7 @@ "[5 rows x 24 columns]" ] }, - "execution_count": 309, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -436,7 +436,7 @@ "0" ] }, - "execution_count": 311, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -507,7 +507,7 @@ "Text(0, 0.5, 'Frequency')" ] }, - "execution_count": 312, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -562,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -623,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -631,7 +631,8 @@ }, "colab_type": "code", "id": "U3IJzhwwe5KK", - "outputId": "cb61e112-a3ec-4a37-c1a0-0ffc9ebcbf89" + "outputId": "cb61e112-a3ec-4a37-c1a0-0ffc9ebcbf89", + "scrolled": true }, "outputs": [ { @@ -683,9 +684,16 @@ "print(marriage_target)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Chi-square test of independence" + ] + }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -753,7 +761,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -897,7 +905,7 @@ "19 PAY_AMT6" ] }, - "execution_count": 316, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -909,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1196,7 +1204,7 @@ "max 426529.000000 528666.000000 " ] }, - "execution_count": 317, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1223,18 +1231,9 @@ "\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Relationships with Target**\n", - "\n", - "To find out the relationships between the features, we calculate the absolute value of R with the target for all attributes. (R = Correlation Coefficient)\n" - ] - }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1242,7 +1241,8 @@ }, "colab_type": "code", "id": "awXnqvLOS-wB", - "outputId": "a77b53b8-011e-4f53-b7b7-20d80bbc1777" + "outputId": "a77b53b8-011e-4f53-b7b7-20d80bbc1777", + "scrolled": false }, "outputs": [ { @@ -1378,7 +1378,7 @@ "BILL_AMT6 0.005372" ] }, - "execution_count": 318, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1409,65 +1409,10 @@ "source": [ "## Data Preprocessing\n", "\n", - "In this part, we will conduct some feature selection (for models that do not have embedded feature selection). Additionally, it was previously mentioned that our data had a bit of noise, so we will also clean up the data to allow us to correctly apply ML models. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Filter method for feature selection\n", - "The filter method for feature selection entails selecting relevant attributes before moving on to learning phase" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "#importing libraries\n", - "from sklearn.datasets import load_boston\n", - "import statsmodels.api as sm\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.feature_selection import RFE\n", - "from sklearn.linear_model import RidgeCV, LassoCV, Ridge, Lasso" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We compute the Pearson Correlation between each input attribute and the target attribute. Those with correlations below a threshold are excluded from the learning phase.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 319, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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zh7VuRtgsv33nLhZrR8NPC5fQvX2r9GXp0oGAn2cR8PMsfF5syPIN6Win0VnfTv07tydg9lcEzP5K32/i8piSzzN3gZ7ntWE2y5+0GUDQzr2UL5W+KcT9X2pHwI8zCPhxBj7PP8vyDVv0LMdPWrPYOdb8ukjP8urQuGVu+fOza+mvBP3xA0F//ECtKhWT7YxI1YVTKK/iUOgZcMiDoV4TtJBEbyJLlMPQezTmnz6x/SCnDOBivdVS8TKo4mXQThxMfwZ7eQpa89RtjBaS6J6dJcph6PMa5p+n2Oa5fR1VoRoYDPpxqnx1CM/EwKzM1M3t66iK1eOzVMhklrCTqCLetlmO2KmXfmMw//Bx0nbKb20n7zIo7zJox5PcpP7pZvMqHh+negOIuEKWCTtp2051k6mbPmMwz7azD+dPuA+XRTuRhXVz+RwUKgKehfX9oNqzaKZEr5GipTB0HIzlz/+lrzMiLa6ch4JFwMNaftUGaCcPp+25d2+hSlXS68jggCpVCe1mJqboXz6LKlQUPL3AwQFDjUZJ67pYaQydh2Ke/1WSzoin6so5ff/xLAwODqjqDZNppyFYFs1KV2dEmjypmwKp1c0wzAtm2taNgwOGfmOxHNyW+c6IXJKlf5um+H/mi/9nvvjUr8Xy4N36ufLUOdxcnJPtjLAn4nb86z1o3xHKedu/kClyTsLPsNafJJ0RaXAJ2+l2JdDvY5Lc8kzJ7q/9/BP9JmLzNE2zqNSu7KTfCuBX6+9tAQ8gxFqOC/oNY1bbf+rTM3zhXCo1exHXwoWYfvE4KydNY8fcxF9mkXF5HAxMbP88I/5Yi8Wi0bWOkYpFCvJN0D6qFfeiReXSdK9rZMKyLbSZ9ReezvmY0UMf2bBwTygXbkXyw9YD/LBVP0DOGdgeZ8c8jPhjLbEWC2aLhefKedOzXvo/wDRtUIfgvYdoPXwsTvnyMe2t+CvHXca8R8C3n3Ltxk1+/CuAciWL0+0N/cpj/46t6dm2BV/8spAH0dGMnT4LgGJehfhhUsZvndC0ppHgIydoM+ELnBzzMm14/BcxdP1oFv4fvwnAF4vXsHrXIR7GPKbZ29Po0aQBY7q0IuTsRV7/9g8i7z9k86ETfBOwgVVT305/EM2CZdNiDN1Hg0GhheyCm9dQL3RAu3YBzoToJ+vOI8DJBVW+BjzfActvUzP8f09J00b1Cd69n9YDRuntNCF+OnKXl98kYM4srl2/wY/zF1OuVAm6jXwL0Ds1enbQ+/lWBwXToUVjsvp13bRRA4J37aV1v+F6tvfeis82fAwBv3zLw+hoXnvfj5jHj7FYLDSsU4s+L7XPovLrE7x7H637j7DWzdgE5b9OwC/fcC3iBj/O/0uvmxH6PtS/a0d6dmzD7kMhfPXzPFCKBjWr89HYVzOepWGCdnLKx7R3E7TTiDcJ+NnaTgus7TTK2k5dErVT86xpp6YN6xG8Zz+tB72q1834+JE4XUa9RcDsr/Q8C5dSrpQ33V7VZ0T079yenu1b8Yf/ajbv3IuDgwMebq5MfzfpSJ40Z3m2LsF7DtB6yBg9y7j40TFdXhlHwI8zuHb9Jj8u+ptyJb3p9tq71ixt6dkupdsUpZPFgmXJjzi85gfKgGXXRrh2AUP7/mgXTqEd3YOhy1DI54TDMP0bR7Xb17H8NAUcHHAYa/02uOgHmH//0u6omXTnWTobh9cmg+FJnosY2vdDu3Baz9N5CDg64zB0Qnyen6eiHdqBqlQTh/e+ATS04wfQju7NXJYM1o12cAeqYi0c3v8WtCzK8tcPOIz5RK+XnRvg6gUMHQeghZ1CC9mNodtwPcvL78dn+fFjvZ3ett4EP/oB5t+yoJ3Sm61ZR5SxNpjNaA/vYf49C79kw2LBsvhHHEZ/bG2nDXo7dbC2U8geDF2G6XUzPEE7zf7Eug9bv8Qr+gHmeTOytm40C5Y1CzAMeAeUAe3QNrh+BdWsC9qV83DyEIZWvcAxH4ae1mPA3Zt650RWlR+4EEPfsfq5+/A/cOMKqslLaFfD4NRhKFYGQ4/X9HN3xZrQpDOWnyahndgPZSpjGDlZ34fPhsKptF2IsMtiwbLqdxwGj9f3kwPBEHEZQ4tuaFfOoZ04iKFNH3B0wqGPfmzV7t7EskC/2u0w/APwKqY/Pm4WloA5aKdDsqCSrNnWzMcwcJzeTget7dS8K9qVc2A6hKF1b72deo3Wn3P3pt45kVXlr5qHw+B39brZv1WvG5/uaJfPoZ04gKFtX2vd6OdR7c5NLAtmoqo3QpUxolxcoa4+o8b892y4duHfnwVoWqcawYdCafPmZJzyOTLtlQFxj3WdMA3/z/T34V8s8Gf1P/v098GvTaRH8+cZ07MD89dtIWj/EfIYHPBwdWH6q0/ri1pEDlsBjFFK/Yk+kOCupmlXlVKBwLQEN7JsDbyf2cKydcqGpmlLlVKjgI2app1RSp0n81M24oaaKKVaATM1TauhlFoErNA0bZH1sfzAOaAM0ItUpmwklJuG5tibspGT7E3ZyCnJTdnICalO2chm9qZs5Jg0TNnINslM2cgxWfnGPbOSmSaRI3JTFlKZspHdsr5jP+Oy4P1Elkppysb/Z6lN2chm6Zqy8bSlNmUjG6U6ZSObpWvKxlOW6pSN/8fsTdnISTJlI/v9qEWmWufWz8nN0G8+HI7+zRl5ATRN+1HpV62+Rb/A/wAYqmnaPutzhxH/JRJTNU37lUzKqiOvi1LqUoK/k+2q1zRtdhaV+UR5pdQh9Ju0xAAvK6Vc0O8CGnc5XtO0+0qp7eh3VQcYopTqkmA7jTRNS/h/EEIIIYQQQgghgOy/38HToGlail/2oOkjFkYn89hcYG5W5smSDglN01JsG03ThiSzvEyC310TPWb3OYnWOQ84J/NwkonMmqZ1S/Dnb6ltXwghhBBCCCGEEE/Hf6GTRwghhBBCCCGEEP8yuWeyXAqUUjXQv383oUeapjXMiTxCCCGEEEIIIf5/MeSmezf9R/wrOiQ0TQsBaud0DiGEEEIIIYQQQmQNmbIhhBBCCCGEEEKIbPevGCEhhBBCCCGEEELkJLman/WkToUQQgghhBBCCJHtpENCCCGEEEIIIYQQ2U6mbAghhBBCCCGEEKkwyJdsZDkZISGEEEIIIYQQQohsJx0SQgghhBBCCCGEyHbSISGEEEIIIYQQQohsJ/eQSIPvFn2U0xHijO77cU5HsPHd4lzUp+XimtMJ4jVsmtMJbFiO7c7pCPEMDjmdIJ5myekEtjQtpxPEs+SiurGYczqBDdW+c05HiJeb2ik37b+Q+17fwr7Y2JxOkCsplcsmquei13cuq5lcRQsPy+kI/3m56JPPf4bUqRBCCCGEEEIIIbKddEgIIYQQQgghhBAi28mUDSGEEEIIIYQQIhWG3Dad6j9ARkgIIYQQQgghhBAi20mHhBBCCCGEEEIIIbKdTNkQQgghhBBCCCFSIVfzs57UqRBCCCGEEEIIIbKddEgIIYQQQgghhBAi28mUDSGEEEIIIYQQIhUG+ZKNLCcjJIQQQgghhBBCCJHtpENCCCGEEEIIIYQQ2U6mbAghhBBCCCGEEKmQq/lZT+pUCCGEEEIIIYQQ2U5GSGTQtlMXmb52J2ZNo0ddIyMa17Z5PCbWzHvLthB69QaezvmY2dMH7wJu7DhziZkb9vLYbCavgwPjWj9Lo3LeAAz+dRXXox6QL68DAHMGtqeQq3OW5h74y3fU6NiWqIjrfFKjUZZu+4ltJy8wfc0OzBaNHvUqM6JpHZvHY2LNvLc0iNArN/B0cWJm75Z4F3DjzoNoxi7aQMjlCLrWMfJBpxeTbHv0/HVcvBXJijd6pTmPpmlM899M8PFzODvmYVrftlQt8UyS9UIvhuO7aB3Rj2NpUqUsvl2bo5Tif2v/IejoaZRSFHJ1YVrfthTxcOVs+E0m/hnIsUsRvNn+BYY1b5C2LItWExxyEmfHvEwb1p2qpYsnzXL+Mr6/LiM65jFNalTCt28HlFKcuHgVvz9W8OBRDN6FPPl8RE9cnZ24c+8BY39YRMj5y3R9vg4f9O+UtixL1hMcekbPMrAjVUsVS5rlwlV8/1hJdEwsTaqVx7dna5RSfLs6mKX/HKSAqwsAY19qTtPqFXhsNvPRgtUcu3gNs9nCSw1rMLLNC2nLsziQ4NBTep5Bne3nCbuC7+8riH78mCbVKuLbqw1KKd6es5Rz4TcBiHoQjZuLE/4TR+l18/MSQsKu0LVRbT7o0y4ddXMa57x5mTaoU/J18/sKfZ+pViGubgDmb97Lwq17cXAw0LRaRcZ18wHAdCmcyYvWcC/6EQalWDxhOPnypu1QnNk2A5i/ZS8Lt+7DwWCgafUKjOvqk6aybTL8vSE+w4COVC1Z1H6G+aut7VQe3+6t9P1mzTaW7jgUv990akrTahW4fPMOHaf+TJkiBQGoVcabyX3app5l2SaCj53V26l/O/tZLl7Dd8EavZ2qlsO3m09cfQDMDdrDjOVb+GfqmLhcACFhV+n71Xy+HPISbWob05AliODjZ3HOm4dp/dpTtaS948w1fBeutR5nyuHbrYV+nFmznaCQU/pxxs2Faf3aU8TDNT7Lhav0/WoBXw7ulGqWuDy56bgX8CRLXqb1aZN8lj8TZOmiZ/li5Va2hJ4lbx4HShbyYGqfNrg7O3H51l06fvZb/D5TuhiTe7RMPcvyrfFZeremaokiSbNcCsf3z/XxWTo3tWbZxpZjCbL0boW7sxM7ToYxc/U/8ef2jo1pVLFk2uomE3nWHT7Jd+t3cTbiFn+90Zfq1n1u5YETzN2yL+75J6/eYOnYflTxTrrtnMyiaRrTVgQTbArTXzc9fahqJ2PopQh8l2wkOtZME2NpfDs1RinFnQfRvLMwkMu3I/Eu4M7Mfm3wcHHSt7tyW5LtHr9ynY8DtnAv+jEOBsWo5vVpV6uiTVlTlm/Ff/8J9vmNtLuNzGY7G3GbiUs3cuzydd5s04hhTerabM9ssdDzm8U84+HKD0M7xbdNwnrq1TLlLI9j9SwvNYnPsmBdfJb+bfFwcSLq4SMm/LWeq3eiiDVrDG1Sh24NqgJw5XYUH/29iWt37oGC2UM64V3QPdm6zWy9rDxo4petBwBwcczLR12aUbl4Ya7eieL9xRu5EfUApRS9nq3GwBdr2e632dhO567f5u2FgXHbvXTrLq+3asigF2tne90AzNt2iKV7j6EUVCpaiKkDO6X6nuJpnzuFSK//xAgJpdREpVSoUuqIUuqQUqqhUmqLUspk/fuQUmqpdd3/KaU+TPTc79JTntliYcrqf5g9oC0rR/dgTcgZTkfctlnn7wMm3J0dCXyzN4Ofq8GXG/YA4OnixPf9WrN8dA+md23Ke8u22Dzv8+7N8X+1O/6vds/yzgiAnb8t4Ju23bJ8u0+YLRamrPyH2YPas/KNXqwJOZ20bvafwN05H4Fv92Xw8zX4MnAXAI55HHjdpz7j2z5nd9sbQs/i4pg33ZmCj58j7MZt1vkOw69nK/yWbrS73sdLN+LXqxXrfIcRduM2206cB2BY8/oEjB+M/7hBNK1aju/X7wTAw8UZ364tGNq8ftqzhJwkLOIm66a9hd+gLvjNX2E/y/wV+A3qzLppbxEWcZNtR08B8NG8AN7u3prlfq/jU7cqcwO3A+CYNw+vd/FhfM+UP8DZZAk9Q9j1W6yb/Cp+/drj9+c6+1n+XItf3/asm/wqYddvse3YmbjHBrVoiL/vCPx9R9C0egUAAg8cJybWzPKJI1ny3nAWbz/I5Zt30pDntF43fmPw69cRv0Wr7edZtAa//h1Y5zdGr5vQ0wDMfLkH/hNH4T9xFK3qVKFV7crxddOpOeO7tUpf3UTcYt3k1/Dr3x6/P9cmk2Utfv06sG7ya4RFxNfNbtN5go6YCJg4kpUfvsLQVnrnX6zZwoTfljOpb3tWfvgK88YOJI9D2g/DmW2z3SfPE3TkJAG+I1j54SiGtkx/p2TwsTOERdxm3Uev4NenHX5/JZPhr0D8+rZl3UevEBZxm23HzsY9Nqj5s/i/Nxz/94bTtFqFuOUlC3vGLU+tM0LPcpaw67dZ98EI/Pq0wW/JBvtZFq/Hr3cb1n0wgrDrt9l2/FzcY1dvR7LTdOrVRPgAACAASURBVJ5iBdxtnmO2WJi5cisvVC6bag6wHmeu32bdxJfx651CliUb8OvVmnUTX7bJMqxFAwImDMX/3SE0rVqe7wN3JMoSzAuVy6QpS1ye3HLcO3GOsBt3WPf+MPx6tsTv7032s/y9Eb+erVj3/jDCbtyJy/J8pdIsHz+YgHGDKONVgJ837Yl7TsnCnvi/MxD/dwam2hmhZzmvt9N7Q/Dr4ZNCliD8eviw7r0hejvFZSnF8nEDCXhnAGUKe/Lzpr0AeOZ35vthL7F83ECm92nNe4vsvy6yOk/FooX53+CO1C/rbbN+p7qV8X97AP5vD+Czvm3xLuCeYmdETmUJPnFe3zfGDcCvW3P8ArbaLzNgC37dmrNu3AB93zh5AYA5W/bTqEIJ1o0fSKMKJZhj/dAWbAqzu13nvHmY3qsVK9/ux0/DOjF91TYiHz6KK+fopXCiomNS3EZms3m45MO3UxOGNqljd3t//HOY8kUK2CyLyzJ+IH7dWuDnv8V+Fv/NepbxA/UspjDbLO8O0rNs2Q/Awp1HKF+kIP5j+zFvVDc+X72dmFgzAO8v3sCwJnVZNW4Af43pRUHre9KnVS8lCrozb2RXAsb25RWfBkzy3wxAHoOBdzu8wKp3+vPn6B4s3HWE0+G3ktZNNrVTWa8C+L/ZB/83+7D09V445c2LT7VyOVI34XfvMX/HYZa83osVb/XDbNFYc+C43TITeprnzv8PlFK5+uff6F/fIaGUeg7oCNTVNK0m0BK4aH24v6Zpta0/PazLPgCGKqXKKaXKAi8DE9NTZsjl65Qq6E7Jgu445nGgXfXyBJ0Is1kn6MR5utSuBEDrqmXZde4ymqZRtVhhirjnB6BCkQI8ijXHHfyzw+ltO3hw63bqK2ZQyKUIShVKUDc1KhB0/LzNOkHHz9OljrVuqpVj19kraJqGi2Ne6pUpRr48Dkm2e//RY+b9E8KoZnWTPJaaoKNn6Fy/KkopapUpTtTDR1yPvGezzvXIe9x79IjaZYqjlKJz/apsCtE/6Lo65Ytb72HM47gXeyE3F2qUKkoeQ9pfRkGHjtP5udp6lvIliXoQzfU7UbZZ7kRxL/oRtcuX0rM8V5tNB48BcO7aDepXKgPA81XLs35/KAAu+RypV7FMmq+0AwQdOUnnhjX1LGW9iXoYzfW7ibLcjeJedAy1y5XQszSsyabDJ1PcrlKKh49iiDVbeBTzmLx5HMifoA6TzXPYROdGtfQ85UoQ9eBRMnkeUbtcST1Po1psOmyyWUfTNAIPHKN9g+qAtW4qlEpn3Zjo3LCGtW5K6O2UbJYndVMjLsuf2/bzcpvncbSWWchNf83/c/wslbyLUNl6ddjT1QWH9Ow/mWyzP4MP8HLrpLnSIyjkFJ2frZ4gwyOu3030erp7T6+bstYMz1ZnU0jK+01GBB09TecG1RK8tqOTyRJD7bLeepYG1dgUciru8c/8g3jnpWYkPocvCD5Aq1qVKOSWtqs+QSGnMpUlyXEmcZaaFSmUjitQueq4d/QMnetZs5ROIUt0THyWelXZdFTP8oKxTFzHXa3SxfQrthkUFHqGzvWrWLMUIyo6huuR9xNluW+bpX4VNoWesWYpbZvF2sZVvYvEjWipULSQ9dwe+9TzlH+mIGWtI0SSs/qgifZ1Uh9VkxNZgkLP0LluZb3MUkWt+4adMh/FULt0Mb3MupXZFKp3cAYdO0eXunrnc5dEy+1tt4xXAcoU9gSgiLsrhfI7c+v+Q0Dv+JuxZgfj2j2f4jYym62Qqws1Sj5j9zV07e49tp4Io3uDaona5iyd6z1pmzRmqVclPkvoWbrUq6JnSbBcKcX9R4/RNI0HMTF4uDiRx2DgdPgtzBYLz1cqBUD+fI44Wy8IPa16qVO6GB4uTgDUKvkM4dbXlpd7/rhRBvnzOVLOqyARCY4fOdFOT+w6fYlShdzxtn4oz+66ATBbNKIfxxJrthD9+LHNyLrkPM1zpxAZ8a/vkACKATc0TXsEoGnaDU3TriS3sqZpkegdEN8C3wEfaZqW+uXbBMIj71M0wQu+qEd+IqJsDzjhUQ8oau14yONgwC2fI3cePLJZZ/2xc1QpVgjHBB/AJwZspesPf/PDlgNompaeWLlCeOQD27pxz09EooNxwvqLr5voFLf7zaa9DHmxJs7p+FD5RETkPYp6usX9/Yynm83BHPRe5mc8bNdJeML7es12Wnw8m1UHjvN62+fTnSEuy50oihb0iC+ngDvhdyJts9yJ5JkEPc7PFPAgwtppUdG7CEGHTgAQuC+Ua7fuZjzL3SiKeiYox9Od8ESdI+F3ongmUd1FJPgAvHDrPrpM/ZmJf6zk7gP9TV3rOpVxzudIU99Z+Hz4LUN9GuKZP/XRPhF3oihq8/92SyZPwsxucXXzxP7TFyjklp8yRQqlWmbas6Shbgq4x2U5H3GL/acv0vvzuQya+Tsh5/VDUljETZSCEd8spPv0Ofyyfgfpkdk2Ox9xk/2nL9D7818Z9NUfhIQle6hMPkPiuvF0IzxRp0j43cTt5G7TTguD99Nl+hwmLlgdt98AXL55l26fzWXQrPnsO32R1ETcSVQfHsllSVQf1ixBIaco4uFG5URXjsPvRLHxyEl6v2A7FS/FLHfvUbRAGo4znq4260QkWOfr1dtoMflHVu0/zuvtX4zPEnIqXVkglx337ibK4uGaTN0kzOJqUzdPLNsTSuMqZeL+vnzrLt2+/INB3/3FvrOX0pDlfhqzJGgnDzci7tqex+Ky2Bm1sv7Iaap4e+GYJ/XzVVbmSc66wyfpkIZpPjmRRS8z4fZcCU/UWRUeeY9nPGzXebKf3rz3AC/rey0v9/zcuqcfT/T9P+XtHrkYzmOzhVLWc/LCHSE0r1I2bntp2UZGsqXk05XbGNfueQyJPuRFJHrfmbYs8e+/kmSxdsL0f74mZyNu0XTqXDp/tQjfTo0xGBTnb9zGzSkfb/y+mm6zFvHF6u2YLZZsq5e/9x2jcaXSSZZfvhXJ8SvXqZlgekFOtNMTaw6fon2tStmaJWHdPOPhytDGdfD5dB5Np83F1Slfmkb1Pa1zpxAZ9V/okFgPlFRKnVRKfa+UaprgsQUJpmx88WShpmmLgAKAu6Zpf6S3wLR0E9jrTEjYi3gq4hYzN+xhcqfGccs+796c5aN7MH9YJ/ZfuMaKw6eSbCO30+zVjkq8jp1VUuhiPX71Bhdu3qVl1bQNnU6SyV5bJAplr+8n4Rpj279I0Eej6Fi3Cgu2H8xQjuSzpH2dKUO6sWjzLnp8/D33ox+R185okkxlSdQOdtvK+m+fxnUJ9HuNZe+/jJeHK5//rQ8JDzl/BYNSbJn2Bus/Hs1vm3Zz8Ubqo3Ls7TtpqptEK63eezRudERG2d0fEteN3X1GX8dsthD5IJo/xw9lXDcf3v7lbzRNI9Zs4cCZi3w+tAvz3xnMxsMmdp44l3RDyebKXJuZLZo11xDGdW3B278sS3fHZ2qvldRy9nmxLoGTXmHZhOF4ubvyuX8QAF7urmz6+DWWTRjGhK4+vDtvOfcePkqyHZty7CxLUzspxcOYx8zesCvug39C061XftIzesV+lsTrpNx+Yzs0JmjyK3SsV4UF2w7EZ+nUNF1ZIJcd9+wsS1OWRBX448bdOBgUnerqV3q93POz6YMRLHtnIBNeasa78/V7s6SYJQ3HkLQcp3/cuAcHBwOdrFcznzh17SYz12xncve03Zslq/Ik53DYVZzy5qFiscK5MkvG99OUS03tOdcj7/PeXxuY2tMHg0EREXmPwJDT9H++ZrrKzUi25Gw5fo6Crs5Us3PfDvvnx7S8hlIuc7vpApWLe7F14jCWvdmHKcuDuRcdg9mssf/cFcZ3eJHFY3pz6VYkAftPJF9OFtbL7jOXWLb3OO+0s52+e/9RDG8uWMv7nRrj6uSYrrKysp2eiIk1s/n4OdrUiJ92mN11c/dBNEHHzrLh3UFs8R3Kw5jHrNgbmup2nta5U4iM+tff1FLTtHtKqXpAY6A58JdS6j3rw/01TduX+DlKqRJAUUBTSrlqmpbkMoxSaiQwEuCHl7szwid+rnVR9/xxwzQBrt29T5FEQ5+LuufnmrVHO9ZsIepRDB7O+azr3+ONPzcwvVszShVM0ENp7RXNn8+RDjUqEHL5Op1rV+LfJEndRCZTN3fv2a0bew5fCCf0yg1azliA2aJx8/5DBs9ZwbyXX0r2OQu3H2TJrhAAapQsyrUEV2fD70RRxCNRJk9Xm97h8DtReLknHfbWoW4VXp2zjNfbpn6TxrgsQbtYsk3fDWuU8bYZ1RB+O5Iinrbz74oW8CD8dmSCde7iZe2lLlfMizlvDwXg/LUbBB+xna6Qapat+1jyj/7Bokbp4lxLMDoj/E5kkqF+RT1tRymE34nCy3pFtXCC+un5Qh1e/WExAKv3hdK4annyOjhQyC0/dcqV4GjYVUoWtp0TC7Bwy16W/HMgPo/N/zuKIgl65wGKJhpRkjAP6Pdo2HjoBEveH5HGGkmQxaZuiiXKYqduEo3gCL8diZf1ykjRAm60qm1EKUXNMt4YlOL2vQcULeBOg4ql427+1KRaBY5dvMZzKVzRyMo2K+rpRqvalZPkKpjK1I2FwftZsuOQnqFUorq5E0URj0Tt5Jm4nSLxsuYs7B5fVs/na/Hq7CWAfq+PJ1NJqpUqRsnCBTh//RbVE920c+G2AyzZecSapahtfdyNooh7WurDlYs37nD55l26fv5r3PLuX8zjr3cGEnrhGu/M0+/vcvveQ4KPncXBYKBlTdub39lmKca124mOM4mzeLgRnmC6gX6cSVr3HepV4dWflvF6uxcJvRjOO/NW6lnuPyT4+Dm7WSCXHfe2H2LJ7idZnrHNcvee/Sw2ee/Z1E3A3lC2HjvL3Fd6xL1xdsyTJ24UQrWSz1CysCfnr9+meqKbsy3853CCLEWTZrG7zyRop7tReHkkzHKMrcfPMndUd5s38dfuRPHGbyuZ3qcNpazTAuzWTRbnScnaQydTnK6RE1mSlplwe/fiprXGlZlopEb43fh9o5CrC9cj7+Plnp/rkffj7nPwjIdrstu9Fx3DK7+t4o3WjahVSt9Xjl+5QdjNuzSe8gv3Hz0m1mJh//krdLpjtLuNzGRLzoGwq2w+do7gE2E8ijVz90E0jSb/RDFPN2qUKGLz3iptWe7j5ZZMFuuoRf/9x3i5WT2UUpQu7EmJgu6cvX6Loh6uVPH2omQhffSIi2Nevly7g/k7juhZnkKbAZiu3uCjv4OYPbSTzcjKx2YzY+evpWPtSrSqXp6FO4+wZI8+lfVp5knJNlMYVb29WH/0dLZksVc3O09fwruge9x6raqV59C5y7yUaMoPZM+5097547/ov3A1P7f5T9SppmlmTdO2aJo2CRgDdE/lKbOAycBiYFIy2/xJ07T6mqbVT9gZAVC9uBdhtyK5dDuSmFgza4+eoXnlUjbrNDeWJuCQPmd6/bFzNCyrz7eMfPiIVxcE8lbLZ6lbKv5NU6zZwu37+rSFx2YLW09eoEKRpB/gcrvq3kUIu3mXS7esdRNymuaVbYfdNa9cmoCD1roJPUvDcsVTHCHRp2E1tk4YyMZx/Zk/ojNlCnmk2BkB0O/FOviPG4T/uEH41KjA8n3H0DSNw+ev4OaUL8lB08vdlfz5HDl8Xr+fxfJ9x2hRvTwA56/HX93fHHqacqnMkU2SpUUj/CeNwX/SGHzqVGX5zkN6ljMXcXPOF9fZEJfF0438Tvk4fOainmXnIVrU1q8I3rQO67NYLPy4egu9mj2bvixN68fdhNKnViWW7z6iZzl3Wc+S6IOll4ebXi/We6As332EFjX1TrKE9y7YeNhExeJeABQr4M6uk+f1OamPYjh8/grlitqfPtGvWYO4G1H61DKyfNdhPc/ZS8nnccrH4bOX9Dy7DtOiVvwbxp0nzlK2aCGbKQUZqpuaRpbvDrHWzSXcnJ1SqBtrlt0htKipZ2lR08hu03kAzoff5HGsmQKuLrxQtRymyxE8jHlMrNnC3lNhVCia8pXLrGyzFrUqsftk0lyp1k2TenE3m/SpWYnle47GZ3DKF9fZEJ/BlfxOCTLsOUqLGvoH6ITzVDcePknFYvp+cyvqQdyQ4Is3bhN2/RYlCiX9UNevcV383x2C/7tD8KlRkeV7Q21f2/ayJHxt7w2lRfUKVCruxfapY9g46RU2TnqFZzzd+Hv8YLzcXdkwaVTc8ja1jXzYs5XdDgDbLBVsszinMYu1XmyOM0fPUO4Z/Tiz4aORbJw0io2TRtGmViU+7NHSbhbIZce9F2vH3WzSp3oFlu+3Zgm7gpuTo/0sTo4cDrNm2R+fZduJc8zZvJfvhnWOm8cOcOtegn3m5h3Crt+mRCEPEuv3Qq24myr6VCvP8n3HrVmuWrPYfmDwcs+v10vYVWu9HKdFtSdZzjNn8z6+G/qSTZbIh9G8+sty3mr/AnXLJv3mpKeVJyUWi0bgkVO0T2G6Rk5kSVLmgRN6mReupVzmhWt6mQdO0MI6YrJ51bIEHNCv3AckWN6ialm7242JNfP6H2voXNdI25rxV7abVi7Dtg+GsXPSCI5Mew1nx7zM6NvmqWRLztttn2ez71A2vjeYL/u25oVKpdg1eST+Y/viU60cy/c/aZtUsoRZs+w/TgvrzRabVy1LwH79ZocBCZYX83Rj12l9qtONqAecu36bkgU9qF6yCJEPo+OmDCilGNPqWfzf7KNneQr1cuVOFG/MX8unvVtRxiv+/a+maXy4NIhyRQoypLF+g8l+z9WMu7Hk08qTGn26RsVsyZJc3RTzdOXwhXAexuj3Adl15mLy77ey4dwpREapf+N9ChJSShkBi6Zpp6x/TwE8gerAuMQjJJRS7QBfoAngAhwGXtI07VhyZZj/nJGkkraevMCn63ZisWh0rWPklaZ1+CZoH9WKe9GicmkePY5lwrItHL92E0/nfMzo0YKSBd35cesBft52mFKF4j8wzRnYHmfHPAyau4pYiwWzxcJz5byZ0LZRkmG6o/t+nMGa0g1fOJdKzV7EtXAhIsMjWDlpGjvmpnvWSpzvFk9Osmyr6QKfrtmh1009I680q8s3G/dSzduLFlXK6HWzdDPHrV+JOqN3S0paR4q0nLGAe48e89hsxt0pHz8P6WDTMXP5dhSv/rHW/td+utg/GGqaxpRlm9h+4jxOefMytW+buCtoXWf8jv+4QQAcvXgN30XrePQ4lsaVyzLR+nV8b/66gnPXb2FQiuIF3JnUoyXPeLpxPfI+vb6az73oGAxK4ZIvLysnDNFvBuduvzNJ0zSmLFzF9qMncXJ0ZOrQblQvo9+RvKvft/hPGqNnOX8Z37l/8+jxYxpXr8TEfh1RSvHHxh0s3LwbgFZ1qvJW9/ivc2w5YQb3Hj7S687FiZ/fGkKF4tahn4+SzkPUNI0piwPZfuwMTo55mTqgI9WtX0HaddrP+PvqowyOhl3B949Vepaq5Zlo/ZrNCb8t58TlcBQK70IeTO7bDi8PN+5HxzBx/krOXL2BBnRtVJPhrRIMvTTYn2aiaRpT/lwbn2fQS/F5ps7Gf+Ko+DzzluvtVK0CE3u3jasD33nLqVnWmz5NbL8BoOXEWdyLttaNsxM/vzGACsW8QLMkn+WvdfFZBnZKvm5+X6nXTbUKcXUTE2vmgz9WcuJSOHnzODC+mw+NjPobixW7Q/h5/T8oFE2qVYj7OlBrwXbzZFWbxcSa+WD+KmsuA+O7tqSRsYz9wiwp1M2S9Ww/flZ/PQ3oEDeKoeunv+D/3nA9w4Wr+M5fpbdTlXJMtH716ITfV3DiUgRKgXdBDyb3aYeXhyvrD53gm9XbyGMwYDAoxrRvTHPrh3Us9m/8q2kaU5ZuZPvxczg55mFqv3bxWT7/Df93h8RnWbBWz1K1LBO7t0zSCdrS70eWvDMoSQeN74I1NK1W3varNu20k6ZpTPn7SZa8TO3bjurWTmfbLPrXfj56/Fivl+7616i9OTeAcxG3MSgoXtCDST1b2czfTTZLSu2U3ce9ZPZfPUsQ203nccqbh6l9EmT58g/83xkYn+XPQGuWMkzsqmdpM+0XHsea8bBeFXzy9Z7rj5zkm3U7yWNQGAwGxrR5juYJPxzbeX1rmsYU/81sN4XpWXq3jvt6yq4z5+P/9gBrFv2rLR/FxtLYWIaJXZvpWab/as1ivcFcqWJM7uHDjxt38/OmvZTyiu9EmzOiW6o3Rc1sno0hp5kasIVb9x7i7pyPysUL8/NI/Zu09py+yMw1//DnG31SzJCTWfTXTRDbT1rL7OlDdetNf7vO+hP/N/X1j14Kx3fJJn3fMJZm4pOvs7z/kLcWBnL1ThTFPN34qn9bPK1f+zlleXCS7a44aOKDJZso/0x8B9u0nj5UsXaoP1Hvo9ns8xtpdxuZzXY96j69vlnMvUfW15BjXla+3d9mGsKeM5f4ddshm6/9nLJ8q942jnlts3y9CP+xfeOzLN4Yn8X6lax37j/krQXr4rMMaIenixMRkffwXbyR61EP0DSNl5vV4yXrNKQdJy/w+ertaEA1by8md22OYx6HZOs2s/Xy4dIgNhw9QzHrvXjyGBRLXu/N/vNXGPjjMioVLRR33B7bphFNrfdveVp5UmqnhzGPafHpb6x/dxBuCW4AnN11A/DNht2sO3IKB4OBKsW9+GRAh1TvX5Md584nHNoO/8/d9vJDxwK5+sPzJzG3/3V1/l/okKgHfIPeCRELnEafarEU/YaXTz6J3UD/No7DQA9N00Ksz+8GjNE0rUVyZdjrkMgpme2QyGr2OiRyTDIdEjkimQ6JHGOnQyLHJNMhkSOS6ZDIMbnpeJzMB90ckUyHRI6RdrIvN9UL5L7Xt7AvDd9G8v9Sbvv6gtz2+hb2Oaf925iyw3+xQ2JSvtzdIeH36N/XIfFfuIfEfsDe7b+bJfMUm7GLmqYtA5ZlcSwhhBBCCCGEEEKk4D9xDwkhhBBCCCGEEEL8u/zrR0gIIYQQQgghhBBPm1zNz3pSp0IIIYQQQgghhMh20iEhhBBCCCGEEEKIbCdTNoQQQgghhBBCiFQYcts34PwHyAgJIYQQQgghhBBCZDvpkBBCCCGEEEIIIUS2kykbQgghhBBCCCFEKuRqftaTOhVCCCGEEEIIIUS2kw4JIYQQQgghhBBCZDvpkBBCCCGEEEIIIUS2k3tICCGEEEIIIYQQqTDIt35mOemQSANDgxY5HSHOd4tz16CW0b0m53SEON/vW5LTEeJogX/ndARbHh45nSCexZLTCeLltu+Szk15HBxyOkG8PHlzOoEt11z0espN74xy0/4LuWu/yW11k5s4Oed0gni56fyUm47BAJqW0wni5abXU26qF4DbN3M6gRDplrs+3QohhBBCCCGEEOL/BRkhIYQQQgghhBBCpEKu5mc9qVMhhBBCCCGEEEJkO+mQEEIIIYQQQgghRLaTKRtCCCGEEEIIIUQqDOSim6r+R8gICSGEEEIIIYQQQmQ76ZAQQgghhBBCCCFEtpMpG0IIIYQQQgghRCoMMmMjy8kICSGEEEIIIYQQQmQ76ZAQQgghhBBCCCFEtpMpG0IIIYQQQgghRCrkan7WkzoVQgghhBBCCCFEtpMREllE0zSmzp5H8N5DOOVzZPrbr1KtQlmbdR5GP2Ls9K+5cDUCB4OiecN6vDO0LwC/LlvN0sDNODgYKOjhztSxo/B+xivN5W87eYHpa3Zgtmj0qFeZEU3r2DweE2vmvaVBhF65gaeLEzN7t8S7gBt3HkQzdtEGQi5H0LWOkQ86vZhk26Pnr+PirUhWvNErAzWTsoG/fEeNjm2JirjOJzUaZfn2E9M0jWm//03woWM4OToy7ZX+VCtbMsl6X/+1iuXb9hB5/wH7f52R5PHA3QcZO+tXlkwZR/VypTIWplw1DK16gzKgHd6OtnOd7eMlK+qPF/HGEvAznDgQ95Bq3h1VoQYohXbuGNqGvzKWwWrb+QimB4dg1jR6VCvNiPoVbR7fd/km04OPcvJGJDPa1qNNxeJxj40M2Mnha7epW7wQP7zUMFM54vKERTB9W6iep2opRtSrkDTP9lBO3ohiRps6tKmg5zl+/S4fbwnh3uNYHJRiVP2KtEuQNcNZgo/GZ7FXN9uO6lna1o3LAjBy+S5r3RTkh06Zr5vc0E7bzoczfcsR/VhTvTQjnjXaPB4Ta+a9wP2Eht/B09mRme0b4O2RnxizhckbDxIafgeDgveb1eTZkvoxbvWJi/y05yRKQZH8TnzWrj4FnPOlnuXcVaZvOqTXR82yjGhYJWmWNXsIDb+tZ+n0HN4e+XlstvBR4F6Ohd/BbLHwUrUyjGxUhauRD3h/zW5u3I9GKUWvWuUYWK9S2url1EWmr92pZ6lrZETj2kmzLNtC6NUbeDrnY2ZPH7wLuLHjzCVmbtjLY7OZvA4OjGv9LI3Keds8d/TCQC7ejmLF6B5pyhKXZ/UOPU+9yoxoYifP35ut54R8zOyV4Jzw5wZCLl+na51KfNAx/pywNuQMs7cexGzRaGosybg2aTtmP43z08h5q7ke9YBYi0a90kX5sNOLOBjir7Fomsa0FcEEm8JwzpuHaT19qOpdJEm20EsR+C7ZSHSsmSbG0vh2aoxSijsPonlnYSCXb0fiXcCdmf3a4OHipG935bZkt3svOoaOMxfQslo5PujcFIDBs5dxPeoB+fLqb7l+Hv4Ss4P2xW+jV8uUsz2O1bO91CQ+24J18dn6t8XDxYlfth5g1UETAGaLhbMRt9n+0ct4ujgR+fARHy3dxKnwmygUU3r6ULt0saT1lEVZ7j6I5oOlm7h48y758jgwpWdLKhYtBMDEJRvZevw8BV2dWfF2f7v7jKZpTFsWRPDxs3qufu2pWvKZpLkuXsN34Vo9V5Vy+HZrgVKK/63ZTlDIKZRSFHJzYVq/9hTxcOWXy4+SBQAAIABJREFUoD2s2nfMWkcaZ8Nvsn3KaDzzO9vNkWw2/80EHz+Hs2MepvVtS9US9rKF47tonTVbWXy7Ntezrf2HoKOn9WyuLkzr25YiHq5pLj9pPW0i+NhZnPPmZVr/dlQtWdR+PS1Yo2epWg7fbj4oFX9nvrlBe5ixfAv/TB1DAVeXdJaf9e0U9fARE+av5urtSGItFoY2b0C3hjWkbjK4D287dYnp63Zhtlis56daNo/HxJp5z39r/DG4R3Pr+ekyMzfu5bHZQl4HA+NaPUujcvr7itUhZ/hp22EUUMTNhc+6NaNAfqc0148QCaU6QkIpZVZKHUrw8551+RallEkpdUQpdUIp9a1SytP6WBml1NFE25mslBqX4O9x1ucdVUodVkoNSvCYl1LqsVJqVIJlu63lX1BKXU+Qp4xS6rxSqrB1vRJKqeVKqVNKqTNKqVlKKUfrY82UUppSqlOC7a5SSjXLcA1aBe87RNjlawTO+YqP3xiB37e/2F1vaLeOrP3pS5Z98ykHjpkI3nsIgCrly7B01lRWfP85bV5syIy5C9NcttliYcrKf5g9qD0r3+jFmpDTnI64bbPO3/tP4O6cj8C3+zL4+Rp8GbgLAMc8DrzuU5/xbZ+zu+0NoWdxccyb5izptfO3BXzTtttT235iwYeOEXbtOutmfojfy735eO5iu+s1q1uNvz55x+5j9x9G80dgMDUrlM54EKUwtOmH5a//YflpEqpqAyhczHadyFtYVv6KFrrHdrl3OVSJ8ljm+GH5eTKqWBkolbYPTfaYLRpTthxhdudGrBzQgjUnL3P6ZpTNOsXcnJnWqjYdjN5Jnj+0XgU+bV03w+XbzbP1KLM7PcvKfs30PLfs5PGpTYdKtp0NznkcmN6qNiv7NeOnTg2Zvi2UyEePM5dlSwizX2rIyv7NWXPyiv0sLevQoZKduqlbnk9b10myPONZcradzBaNKUGHmd3leVYObska0yVO34y0Wefv0DDc8+UlcFhrBtetwJfbQwFYGnIegOWDfJjT/UU+Dz6KRdOItViYvuUIv/V8kYCBPlQq7MGCQ2fTkMXClA0HmN2jMSuHtWHN8QucvnHXNkvIOdyd8hI4oj2D61Xiy61HAAg0XSTGbGH50DYsGdSKxYfPcPnuffIYFO82r82q4e34c4APCw+eTrLNZLOs/ofZA9qycnQP1oScSXoMPmDC3dmRwDd7M/i5Gny5QX9de7o48X2/1iwf3YPpXZvy3rItNs/bcOxcuo/B+jlhO7MHtWPl6z1ZcySFc8JbffQ863cDT84JDRifqLPhzoNovgjcxdyhHVj5Rk9u3nvIzjOX05gl689PM3u3wn9MT1a83pPb96MJPGq7zwSfvEjYjTusGzcAv27N8QvYajffxwFb8OvWnHXjBhB24w7bTl4AYM6W/TSqUIJ14wfSqEIJ5mzVO4SDTWEpbvd/63fRoGzSTtDP+7bGf2xf/Mf2JfTydX0b4wfi160Ffv5b7Gfz36xnGz9Qz2YKs8327iA925b9AAxvWjeujLfaPk+Dct54uugfEKavCOZFY2lWjxvIsrF9KVekoO3/J4uz/LR5H5WLFSbgrX5M792KaSuC47bVtV4V/o+9+w6Potr/OP6e9J5ASAgtQOgJCFIEC70jSBcQAcWGFQsqoldBaXrVe69cvSpey1VQpISAQGihCkiTloSehJoC6SGk7fn9MZvsbrJJNkiK/r6v5+FRds/ufDhz9szMmTMzXz72gNXlFNoZHUNcUgrhbz7OnHEDmbN8s/Vcyzcz58EBhL/5OHFJKeyKjgFgap8urH79UUJfe4Sewc34bOMevY763EXoa48Q+tojvDS0O12aN6rQYERRtmsphM+aypyx/ZmzYov1bCu2MOfB/oTPmkrctRR2nYzVs/XuzOpXpxA6YzI9g4P4bNPeCi3fIkvUeb2e3nqCOePLqKefNzFn3EDC33rCop4Arqaks/dULPVqeVV8+ZW0npbu/p1mdX0Jfe0RvntuPB+EbSc3v6Bi2f6idVPRNlxgMDB3/R6+mDiAtc+OZv2J89a3Ty7ObJz+IFO6hfDRlgMA+Lg589mE/oQ9M4oFI3owM1Tv7/ILDCzYsI9vpwxh9TOjaFm3Nkv2R1W4joQoZMslG9lKqQ5mfxaavTdRKXUHcAeQA4TZslBN06YB/YG7lFJtgR6A+UNUxgL7gAmFLyiluiqlOgBvA8vM8sSafa8GrAJWK6VaAC0BD2Ce2XdfAt60JWdFbN13iOF99TMrHVq3ID3rBonJlj94VxdnurUPAcDJ0YHgZk2Jv34dgG7tQ3B10c8Itm/dnPhryTYv+/ilRAJ9vWhU2wsnB3sGt2tORHSsRZmI6FhG3KkftA4ICWLf+SsopXBzcqRTk3o4O9iX+N6snDy++/U4T/W6fQebxZ3dtYcbxeqpMkUcOs7w7nfp66lFU9JvZJOYUvKAo0OLpvjX8rb6Hf9avo7HhvbF2fEPDNTUbwopiZB6DQwFqKgDaC0sR6xJuw5Jl0Gpkp93cAR7B7B3BHt7yEovWcZGxxNSCPRxp5G3O072dgxu0YCI8/EWZRp4udGqjjd2WslnHd3dyA93p9s32ep4QiqB3sXzJFjJ41UiT5NaHjTx0c80+Xu44OvqRHJ2zh/IUqxuWtYvpW68rD4G6u5Gfrg73p66qQnr6Xh8sp7Bx5ihVUMizl21KBNx7iojgvVZQwNa1GffhSSUUpxLTqdboD4jwtfNGU9nR04kpKAUKOBGXgFKKTJz8/C34SzL8avJBNbyoJGPB0729gxuHUjE2SuWWc5eZkRIEz1Lq4bsu5CAUgpN08jOyyffYCAnvwBHezvcnRzw83AluG4tANydHAny9SIxM7v8LJeTCKxt1ge3bUbEyTjLLCdjGdHB2AcHN2VfzGWUUgTXq4O/lzsAzf1rkZNfULTjnZWTx3d7j/NUj4oNah2/lESgr7fZNqFZyW3CyThTnpAg9p2/bNomNA4osU24mJxOE18faht3fO9u1oDNUTGUp7K2Tx4uTgDkGwzkFRRQvMlHRMcyvGNrNE2jfWAAGdk5JKVnWZRJSs8iMyeXDo3roWkawzu2ZmukPrARERXDiI6tARhR7PXSvjfyUiLXM7O5p0XZs+YiIs8zvFMb/Tsa25itUxtThsjzjOikzwYaYfa6ufVHTzOkvT6DKvNmLgdjrjC6SzCgD/R4GWcgVVaWc4nJdGuuzz4M8q/NlZR0rmXcAKBzUAO8Xcv+jUccP8PwLiF6rib1yci+SVJapmWutEwyb+bSoWkDPVeXELYePwOAh4tphlV2bh7WntK3/vBJhhjXcUVEnDjH8M7BZtlySEovli09k8ycHDo0qa9n6xzM1uNnrWez0l/bnuXsH6ongPdDI3jlgV4lfkM2Lb+S1pMGZOXkopTiRk4u3m4uONhV7Crzv2rdmLOlDZfcPgURceqCZdZTFxjRQZ+JOiC4aVEfXNr2SVG43c7Tt9s5efh72j575M/OTqvZf/6Mbss9JJRSucBrQKCmae3LKw/MAp5RSqUbP5+mlPrO7P0JwCtAQ03TSp7qK10f4KZS6hvj9xYALwFTNU0r/KUcBdI0Tetfge8tV8K1ZOr5+Rb9PaBObRLKGFRIz8xi2/7D3N2+bYn3VmzcTo/OtlSjcdnpNwgwm+4X4OVOYrEdioT0rKIyDvZ2eDo7kXrjZpnfu2jrAR657w5cb9MBVU2QkJJGQG2for8H1PaxOiBRmqjYi8RfT6V3x5LrrUI8fVDpZu0jIxU8a9n22cvnUXGnsHvh79i98HfU+Si4Hl/+50qRkHmTAA/T6HqAhwuJWeUfhFWWhKxsAjxNO6u3mudYQgp5BkWgt/sfyGKlbjLL/t1UlpqwnhIybxLgaZ7BtUR9JGRmE2DcMXGws8PT2ZHUm7m0quNNxLmr5BsMXErLIioxlfiMbBzt7Xi7TwdGfL+Vnl9u4FxyBqPbNrEhi2k5AAGeriUGDxIyswnwMsvi5Ehqdi4DWjbE1dGBnp+tpe8Xv/Bol1b4FLtE5HJaFtEJqdxRz5fymPevAAHe7iRmFOuDM24QYNyxM/XBloNlm6JiaFPPFyfjAfiiiIM8ck+7CvfBeh5Tu7eax6xMaXnMBfp6E3MtlcspGeQXGNgaHUt8sZ1r61kqZ/sE8MS36+i+4H+4OzsxICTI4r3EjCwCfEzLrevtQUKxg8aE9EzqeluWSTSWuZ55Az/j+vLzcifZ2LYS0zOtfq/BoPhg3W5mDLnHatY3l29l5D9/5D9b9uvf4V3RbKZ6K5GtWD+QnZvHrlNx9G+nH2BcTE6jtrsLby7fwqh//cjfVmzlRm6e8d+TVSlZWtWrw5YT5wA4djGeK6kZJNjQXgolpmUSUMvTtEwfzxKfT0jLpK75uvDxJNGszD/X7aLP7M/55VA0zw+xvBw1OzePXSdj6H9HxWcX6m3AhmzelmUSzer1n+t30+fdL/jlcDTPD7LeZmzKkppBgI/p7H1db08S0ixnziWkZVC3WN7EVL1MxPEz+Ht70trKZTo2Lb+S1tPE7h05n3Cdnu/8h+Hvf8uskX2wq+CR1l+1bgrZ2oYT0k3bHoAALzfrfbCXWR/sYm37FEubAH375Ghvx9v338OIz0Lp+dGPnEtKYXTHW5+pK4QtAxKuxS7ZGGetkPHg/yhQ5lCdpmmegKdS6lwp7zcCApRS+4GfAavLK0UIcKhYrnTgAmB+Efpc4K0KfK8NSp7FLm3UO7+ggFfeX8SkBwbSqJ7l9WRrInYReeY8j40ZZvWz1pds5Qy6VryMlSJlDPlGX73Ghetp9AtuWmqZPyNlZbaBrZs4g8HAwu9Def3hEbchibWlWltLVtTyQ6tTD8Oi1zEseg2tcSto1KL8z5XC+lKrb4j1duRJyrrJzM1HmNe3vdXZAjZnsfrDueWv+0NqwnqymqF4X1NKdzSqbWMCPFwZu3Q7C7Yfo0O92tjbaeQVGPjpWAwrJ/Zmx5ODaVXHm8UHTt1aluJlrGXR9NkVdprG9qeHsemJ+/n2wGkuppp2ArNy85getoc3+nTAw7n8mVC2ZbG2jTD9/5nEZD7evJ/Zw7oDEH31OheS0+nXpuJ9sC1tpbS6KY23qzNvD7uPl3/ewqT/rqG+j6fFPRtKz3L7t0+FFj9yPzten0RufgG/nbecHWO9HdpQB+X8pkr7zI/7jtOjdRPqmR3cFPpg/ADCXnqIH54ezaHYK1YHcmzKZuPPfXt0DB2b1Cu6XKPAYCDqShLjurVj1fQJuDo58tU2fVfJ2vq5HVme6NWZtOwcRv7zR5b8eow29f2wr8ABpfU2UbxM2ftdL97fnYjZ0xjaqQ1Ldh22KLf9xDk6Nm1Q4cs1oLT9CFvalsmLQ+4j4u2nGNqxDUt2/17hDEXLsfJa8d+O9fWnkZ2bxxeb95U40P3jyy9epuLraffJGFo38GfHnKdZ9eoU5q7cSubNis12/KvWTSFb27D17bZWbhnL7VMKH285wOxh9wLo2+2D0aycNoIdr0ygVd3aLN51tMwcQpTFltMu2cZLJWxR2HxL2z9TxjJl7b+NRx+IAPgJ+C/wcQWWX9ohRNHrSqldmqahaVr3Ur9I054EngT4fO6bPDm+5H0OlqzdxPKNEQC0axHE1aTrRe/FX0vG39f6Ge+3P1lM4wYBTBkxxOL1Pb8f5/Nlq/n+/bdxqsDlAAFe7hY7OPHpWfh7ulstE+DtQX6BgYycXLzLuGnc0QsJRF65Rr8Pl1BgUFzPymbKV2v47vGyr/usiZZs2smKbfo1mm2DAolPTi16Lz45Fb9SLs0oLutmDmcuXmXye4sAuJaWzjMffslnM56s+I0tM1LQvGqbGqWnjz5LwgZayztRl89Dnr5xVudPoDUIQl08U84nrQvwcCHe7MxyfOZNm6bMV5YAd1fiM0xnRyuaJzM3j2m/7OeFbq1oH2DjrJPSstSguqkJWQI8XIjPMM+QXSJDgKcr8Rk3CPB0Jd9gICMnD28XJzRNY2avO4rKPfTTDhr7eHAySZ+hFGg8SzSoZQMWHzhtQxZ9OUVZMrLx97DcMQvwdCU+/QYBnm56llw9y7roOLo3DcDR3g5fdxfubODLifgUGvl4kFdg4MWwPQxtE0j/lg1tq5fifXBaKX2w8Wx08T44Pi2TF37azIJRvQisrZ/RO3oxgcir1+j3jx9NffA3v/Ddo0NtzGM6A6bnsZxOG+Ctl7F1mwDQu3VjerfW753z84Fomw4wK2P7ZM7Z0YHerRsTER1L7LVUlh88CUC7Bn7Emw0yJaRlFk09Llqut4fFGcuEtMyis/2+Hm4kpWfh5+VOUnoWtY1tq663h9XvPXIhnkMxV/hx73Fu5OaRV1CAm5MjLw++h7reHizdc4zl+yNJu3ETd2dHizqxLVsWfp6lZCt2QLL+6BmGtDedrazr7UFdbw/aB+o39LPT4Ptfj7AtOoZ2Df0rJYuHixPzH+wH6Afw/d//joa1y97WLt11mOV79fu8tAusR3yK6Wx2QmoG/l6WN34M8PYkwXxdpGYUrT9z93dqw9NfruL5waaDy/W/R1foco2lu39n+b7jerZGAcSnFstWbCZegI+Hxdl4PVvJG1fe37ENT3+1iucH3Wt7Fot6CiA+1XTJZkKalXry8SShWF4/bw8uXkvl8vU0Rn7wTdHro//+HctemWQ1q/XlV856Ct1/gsf7dkXTNBr71aKhrzfnE5K5o3G9Ep/7/1Y3hWxtwwFebsSbzYiIT79Rcnvg5U58eiYB3u56H3zTfPuUxQs/bWHByJ5F26eT8frxTuHfB4U0ZfHuY+Vm+auwq8aTdn9Vt+2xn5qm2QPtgGjgOlD8SKA2cM04YyFL07QgrJsAPKJpWiywBmivaZqtp38jgc7FcnkBjYDiMzLmUca9JJRSXyqlOiulOlsbjACYOGwAq/+9kNX/XkjfuzsTtnUXSimOnDyDp7sb/rVLHgz987tlZGRlM+vJyRavR52L4Z1FX/HZ2zPw9bHtALlQ2wb+xF1P41JyOrn5BWw4frZop7FQ79aNWf27vpO/KfI8XYPql3kGanzXEHa8PoktMybywxPDaeLr/accjACYOKAHoQteJ3TB6/TtfAdhu/br6+lMDJ6uLqXeK6I4TzdX9n65gK2fzGbrJ7Np37zJrQ1GAFyJhVr+4O0LdvZowV1QZ2wcXU5PRgtsCZqd/tnAlqhrV8v/XCna1vUhLjWLS2lZ5BYY2HDmMr2DSt4Juqq0retNXFoWl9JvmPI0tS1PboGB59cfZHirhgxq/seerqFnKawbY5bTV+jdtORduqtCTVhPbQNqEZeSacpw6hK9gyx3EHsH1WN1lH596qYzV+jayK/ong038vIB2BOnP2moua8XdT1cOHc9nWTj9NA9FxIJql3yLHOJLPVq61lSM8ktKGDDyQv0LrbOezerz+rIWD3LqUt0DfRH0zTqebmx70Kifn1ybj5HryYTVNsTpRR/Cz9AkK8Xj3RpZWWppWSp70dccjqXUox98Ilz9G5t2S/0btWY1UeMfXBUDF2b6n1wenYOTy/ZyEv97qJjoKltjb8rmB0zJrLlpQn8MHWY3gfbMBgB0LaBn75NKMxz/Jz1bcIRs22C8Rrmslw3DoilZefw4/4oxnQqf2e4MrZPWTl5JBkvQckvMLDz9AWa+vnwULe2hD43htDnxtA3uAlhh0+ilOLohXg8XZxK7Oj7ebnj7uzE0QvxKKUIO3ySPsZZgb2Dm7L6sD64sdrs9T7BTa1+79/HDyDijUfYMnMKrw65l+EdW/Py4HvILzCQkpXNQ/fcwc/PP8gdjerSpVlDwg5F698RV062OGO2Q9H0MV6W0ju4KasPRevZzF4HyMjO4cD5yxav+Xm6E+DtQUySfr8mDxdnHuzaltAXJ9A3JKhSsqRn5xTdC2XF/kg6N61fdN+P0jzUvWPRzfr6tmtO2IFIPVfsFTxdnfEr9iQKP28PPVesfr172IFI+rTTdxdjk0z3ptp24hxBdWtb1tG5S/Rpa/n0pjKz3XcnoTMmEzpjsp7tYJQpm4tziYNUP69i2Q5G0adts5LZIs8W3WDU5iwW9dTCsp5cbKynts1pWd+P3fOeY8s709jyzjTq+niy8tUpZR5wl1x+5aynej6e7Dut34fnWkYWMYnJNPItf1/t/0PdQMXacNv6fsRdT+dSSoZx+3Se3q2Kb58CWX1Ev8dJie3T0k281K8zHQNN+xt1Pd04l5RadInWnvNXCPLzQYhbpVmbemZRQNMylVIlfoGapm0HZiilDmqa5oh+gN9VKdXT+P5B4HWl1FZN02qj36RysFLqnKZpzwDDgHFKqXTjoMF4YAewRinVymw5c4B8pdR7xr8/AnRWSj1nViYWfSDiOnAA+EQp9T/jIMnnQLpS6hXj0zRmKKWGGj/3G1AfmKSU2l5aHahzh8udkauU4r3PvmHXoaO4ODsz/6WnaNdS3/iMeG4mq/+9kPhr1+k1+TmCGtUvmgExcegAxg7qw6Oz5nE69gJ+xkGMen6+/OedV0ssx3DYeswdpy6wcP0eDAbFyE6tmNarI4u2HCCkgR992jQhJy+f11dsI9r4yLkPx/WjkXFks9+HS8jM0c/oeLk4s/iR+2nubxpMuZySwdPfb7D62M9nH5xdXtWU6bGlX9Oy13141PElPSGRte/MZ8/X39/Sd312cHm5ZZRSvPftcnYfjcbF2Yn5T00sGlAY+cb7hC54HYC/Lw1j3Z6DJKak41/LizG97ua5MZYzWia/9wmvTRxhdUBCbVxZfuBmbbHrNw7s7FBHf0XtWY/W4wHU1Tg4cxTqNcZu9DPg4gb5eZCVjmHxbNA0tEET0Rq1ABTqXCRqazn/du+yN+Q7YhNYuPOE3n5CApnWpSWL9p0kxN+HPkEBHE9I4YVfDpCek4eTgx113FxY+3BvAB5esZuY5Exu5OXj4+LEe/06cF/jMq65NBjKrZodsQks3BWFQSlGBjdiWucWLPrtFCH+3vRpGsDxhFReWH9Qz2NvRx13Z9Y+1Is1py7x1tajNDM7oJ3ftz1t/Er599swB1rPEqnXTXAjK3WTygvrzOvGmbUTC+vmV2JSzOqmb/uy66acPFW6nuxL3kgQYEdMPAu3H8OgYGRIY6Z1bcWiPVGE1K1Fn2b1yMkv4PXwg0QnpuHj4sSHQ7rQyMedy2lZPBG6BzsN/N1deW9ARxoY7+/w09EYfjhyFgc7O+p7ujF/YEfLezo4WJ8xtuP8VRZG/K7XR7umTLs7mEW7TxASUIs+zRvoWdb9RnRiqp5lWDca+XiQlZvHmxsOcO56OgoY2bYJj93VmkOXkpj04zZa1vEuOiB+sUc7ehYbdMGjZHvacfoCC8P36lnubMW0nneyKOIgIfX96NO6sd4Hr9pOdPx1vQ8e04dGtb34fMdhFu86SqCv6VrnryYNwddstsfllAyeXrrR+mM/S5mlsOP0BRau34vBYGBkR+M2YetBQurXMW0TVm4j+qoxz4N9TduEj5ZabhOmDKG5fy1m/Ly16MzYM706MuSOYjvDpbTf27198nFz5pnvw8nNL6BAKboG1Wfm4HtwsLd87OfcdXvZfToOF0cH5o3tS1vjoxlH/usnQqePB+DEpQRmLd9KTl4+3Vs15s3Cx1lmZfPS0o1cTc2gno8n/5g4CB/jYz/nhu20+r2FQg9GE3k5kbeG9+RGbh6Tv1hFfoGBAoPi7haNeO3+e1mwdhe7T8Xh4uRome2fPxL64gRTtp+3mLIN72nKtiTclO3hwUWXZ4QejGb3qTg+mjjIIlP0lSTeXhFBXkEBDWt7MW9sv6LHmM4N23HbsxyJu8rMZZuxt9No5l+b98b0xduYccbScPafv0xq1k18PVx5bsh9jO52h0VepRRzV25hd3SMnmvCYNoaB+xGfvAtoa89oue6oD8yMScvj+5tgnhztP7IxulfryYmMQU7DerX9uadsf2L7hUQ+tsJdp+M4aMpVi6NtWH7pJRi7qqt7D4Zi4ujI/MmDKSt8XGSIz/8H6Ez9BNOJy7GM+vHcL3OWjflTePjHKd/s4aYJP2ysfq1vHhnTD+L+xgUKaUPLpFlRWE9OTDvocG0DaxnpZ6uMmvJBj1LcFPeHN2vxKBfvzmfs/yVyaU/2tLK8UJlrafEtExmLV1PUnoWSsHj/e7igc4hpgXbsO2usrop5Tiq2tpwasn71+04fZGF4fv0fao7WzKtRwcWRRzStweF26fQHabtwZjexu3T7yzefaxoJgTAV5MG4evhyk8Hovnht0h9u+3jwfwRPYr6IXP2E177y00nWORex8ZrrKvH81nX/nR1bsuARAFw3OylcKXUTOOARD30p2s4A1uAN5VSqcbPBQOfYpop8Xel1BLjexrwKvAYkGf88xH6fR5clFIzzZZ/B/CTUirY+PdHKGVAQil1zXgPis/Q72VhB6xHH4TIsTIg8QD6k0F6/9EBiapS2oBEdfmjAxK3ky0DElXFpgGJqlTOgESVsmGHr8r8gftLVIqalMeGneEqU8qARLWxMiBRbWrSLbVrUvuFmtVualrd1CTO1XeJYAk1aftUk/pgKPXAu1rUpN9TTaoXsDogUZ3+igMSn3rU7AGJZzP/fAMS5d5DQilltUdUSvUq53NRQO9S3lPAB8Y/5S3/GBBs9vdvgW+LlWli9v8X0WdfWPuu7cB2s7+voTrv3ieEEEIIIYQQQvw/ddvuISGEEEIIIYQQQghhq4o93FwIIYQQQgghhPh/SM7m335Sp0IIIYQQQgghhKhyMiAhhBBCCCGEEEKIKieXbAghhBBCCCGEEOWoSQ+3+quQGRJCCCGEEEIIIYSocjIgIYQQQgghhBBCiConl2wIIYQQQgghhBDlsEOu2bjdZIaEEEIIIYQQQgghqpwMSAghhBBCCCGEEKLKyYCEEEIIIYQQQgghqpzcQ0JltNiNAAAgAElEQVQIIYQQQgghhCiHPPbz9pMBCRuohLjqjmDi5lHdCSx8dnB5dUco8kznsdUdocjnWRerO4KFgl++qu4IJgZV3QlMlKG6E9Rcqgatp5rGw7O6E5jUpDasyaTLP4Wa1GYAcm5Wd4KaKbeG9cF29tWdwMRQUN0JTLQadnTq6V3dCYSoMNl7EEIIIYQQQgghRJWTGRJCCCGEEEIIIUQ5aticmL8EmSEhhBBCCCGEEEKIKicDEkIIIYQQQgghhKhycsmGEEIIIYQQQghRDnnKxu0nMySEEEIIIYQQQghR5WRAQgghhBBCCCGEEFVOLtkQQgghhBBCCCHKYSfP2bjtZIaEEEIIIYQQQgghqpwMSAghhBBCCCGEEKLKySUbQgghhBBCCCFEOeQpG7efzJAQQgghhBBCCCFElZMBCSGEEEIIIYQQQlQ5uWTjNlFKMX/pWnYeO4WLkyPzHxtLSJMGJcr9c+VGwn49TPqNbA59/m7R6wdOnWfB0l84fSmej6ZNYGCXdhVffug2dkbH4OrkwPwJgwhuWLdEuciLCcz6MZybefn0aNOUWSN7o2kan2z4lYgTZ9E0DV8PN+ZPGIS/twfnE67z5k8bibqUyPQh9zK1d5eK5/rfSnYeicLFyYn50yYS0rRRyXpZ9gthu/aTnnWDQ998WOL9jb/9zov/+oblc2fQNiiwQhlsNem/n9Ju6CAyEpN4r123SlmGOaUU8z74iB2/7sHFxYWFc94mpE3rUstPm/4Kly5f5pcVPwGwYfMW/v35Ys7FxLL8+29oFxJ8y1l2nbnIgnV7KFCKMZ1a80SPDhbv5+YXMHPlNiKvXMPHzZmPH+xHg1qe7Dl7iY837ycvvwBHB3tmDOxKt6CS7d7mDBv26hk6tuKJ7lYyrNpO5NVr+Lg68/HYvnqGc5f4ePMB8goKcLS3Z8aAu0pkeHbpRi6mZLDm2TE2ZrnEgvB9FBgMxiztS2YJ3WGsDxc+HtObBrU8OXYpiXfW7jYtt9ed9GvThJy8fCZ/s47cAgP5BgMDgpvyfO+Of7osALvOFuZRjOnYkifus5Jn9U5TWxnTmwY+nhy7nMQ7a381llI821PPA5B+M4e31/zKmcQUNA3mPtCdDo38qyULQIHBwNjFa6jr6c5/HupvU70opZi/urAPdmT++IGl98E/mfXBI/Q++O9rd7A98jyODvY08vVm3viBeLm6cOzCVd5ZvqVwITw78G76tWthW56wHaY84wYQ3LBknUZeSmDWT5tMeYb3NObZxfYoszzj+uPl6sKe03F8vO5X0+9taHe6tSjZp1dF3VxOTmPo+9/SxL82AO0b12P2mH7VkuUPraeaVDeV0GZSs7J58X/rOH4xgZGdg3lrVG/b6mXNTnaeisPV0YH5D/YjuIG1LInMWr5Fz9KqMbMe6IGmaaTeuMkrS8K5nJJOg1pefDxxEN5uLgDsP3eJBWt3kV9goJa7C/+bNrpKM2Rk5/D6sk1cTc0gv0DxaI87GdVF334/+d8wjl6Ip2OT+vznkaGWWdbuMmUZ27fsLPkFepZh3U1Zlm40ZXloIN5uLmyNPM+izb+haRoOdhozh3WnU5P6ALR941NaBPgCUN/Hg08fHV5KHe1g58lYYx2V0WZ+3qzXUesmzHpAbzPhx87w6eZ9nE9MZtlz42nbSG/7xy7E887KrUWff7Z/V/q1bV76eqqEujmfmMKbK7YQdTmJ6QO7MbWHvp28mprBGz9v4VrGDTRN48GuIUy6r0Olthkovd2mZ+fw9oqtnEm4jobG3PED6WBchxZ1VAn9TKErKekM++A7nh1wN1N7d7a6noQoyy3PkNA0TWma9r3Z3x00TUvSNO2XYuXCNE3bW+y12ZqmXdY07YimaVGapk0we+9bTdNijO8d1TStr9l72zVN62z29zuNOQYW+/66mqYt1TTtvKZphzRN26tp2kjje700TUszfn/hn7K30jbYeewUcQnXCF84gzmPjOLd71dbLderQxuWvf1sidfr+/qw4PGx3N+tvZVP2bD86BjirqUQPmsqc8b2Z86KLVbLvbtiC3Me7E/4rKnEXUth18lYAKb27szqV6cQOmMyPYOD+GyTvsq83VyZNbIPj95iB7PzSBRx8UmEf/w35jw+jne//tlquV4dQ1j23itW38vKvsn3G3dyR/PGt5TBVnu/XcKiQaMqdRnmdu7eQ+yFi2wKW8l7b73B7Pnvl1p209ZtuLu5WrzWslkzFn30AV063vmHchQYDMxdu5svJg9m7fNjWX/sLGcTUyzKrDx0Ei9XZza+NJ4pd7fjo02/AeDj5sJnEwcS9vxYFozqxcwV2249w7pf+eLhQax9dgzrj58rmeHwKbxcndg4fZyeYfN+U4aHBhD27BgWjOzJzFXbLT63OSoGNyfHimVZv4cvJg5g7bOjWX/ivPUsLs5snP4gU7qF8NGWAwC08K/F8ieHE/r0SL58eCCz1/5KfoEBJwd7vp4yhNCnR7Jq2kh2n73E0YuJf6ospjx7jXlG6XmSiuX5/TReLk5sfGEsU7q15aMtB83yPEDotBF8OXEgs3/ZQ77BAMCC8N+4r3kD1j03mlXTRhDk511tWQC+/y2KZnV8bKqTQjtPxhB3LZXwN6YyZ2w/5pjtTJt7d+UW5oztT/gbU4m7llrUB9/TsjFhr05h9YzJNPGrxeKtevtuEVCH5S9OJPSVSXz55Chmr9hCfoHB6ndb5oklLimF8JmPMGdM3zLyRDBnTF/CZz5CXFKKWZ5AwmZMYvUrD9Okjg+Lt+rtysfdlc+mPkDYjEksGD+AmT+GV1vdADSq40PoK5MIfWVSuQfclZnl1tdTTaqbymkzTg4OPD/obl4d2r3cDEVZTsXp9fLqJOaM6sOc0O3Ws4RuY86o3oS/Okmvl1NxAHy1/RDdmjck/LXJdGvekK+2HwL0g7d3V2/n0ylDWfvKRP7x8OAqz7B07zGa+dcm9MWH+O6pUXywbje5+QUAPNqzIwvHDSg9y4yHmTOqN3NW77CeZfV2PcuMh/Uspy9YZnl1kp5lx2EAujVvSOj08YROH8/cMX15e2VE0Xc5OzoUvffplKFWl7fzZKye67UpzBndlzmhEVbLvRu6jTmj+xL+2hSLOmpR15dPJg2lc1PLkwgtAnxZ/sIEQl+ayJePjWD2yohSf0+VVTfebs7MGtaDR3tY7mM52Nnx2v338ssrE/np2TEs3XucswnJllmqsN0uWLOT+1o1Zt2MSax6cQJBdWuXrKNK7GcA3g/bTvfWTax+51+RXQ3/82f0R3JnAW01TSs8SuoPXDYvoGmaD9AR8NE0rWmxz/9DKdUBGA58oWma+RHDq8b3XgQ+LyPDBGC38b+Fy9SA1cBOpVSQUqoTMB5oaPa5XUqpDmZ/rB+9V0DE71EMv6cjmqbRoVkg6TeySUxNL1GuQ7NA/H28SrzeoE5tWjWqh512a3dKiThxjuGdg9E0jfZN6pORnUNSeqZFmaT0TDJzcujQpD6apjG8czBbj58FwMPFuahcdm4emjGHr6cb7QIDcLC7taYSceg4w7vfpddLi6Z6vaSklSjXoUVT/GtZPwj51/J1PDa0L86Oth9U3oqzu/ZwIzml/IK3ydYdOxkxdIheN3e0Iz0jg8SkayXKZd24wTc/LOXpx6davN4sqClBTf74IM3xS0kE+nrTqLYXTg72DG7XjIjoWIsyESfjGNGhJQADQoLYd/4ySimC69fB38sdgOb+tcjJLyjasapQhstJBNb2MmVo24yIk3HFMsSaMgQ3ZV+MMUO90jNk5eTx3d7jPNXD9kGbklmCiDh1wTLLqQuM6NDclOX8FZRSuDo54GCv/1Zy8gso/Dlrmoa7s95+8wsM+o6VDT/1mpRFz3NNz1PLCyd7ewaHBBFx0kqe9i2MeZqY8jg6FPUj5nkyc3I5GBfP6Dv1detkb4+XWX9UlVkA4tOz2HHmIqM7trStUgqXdeIcwzsZ++DGZfTBN3NNfXCnYLae0Pvge1s1KVpf7RvXIz5V/6yrk6NpPeYVoNm4siIizzG8cxtjnnpk3MwlKT2rWJ4syzyd27A18pwxT2PLPGl6nuAG/vh7ewDQPMDX+HvLr5a6uRU1bj3VpLqppDbj5uxIp6YNcHa0r0CW8wzvVJglwFgvVrLk5NKhcT1jvbRha+T5os+P6NQGgBFmr687cor+bZtRv5YnAL4eblWeQdM0snLyUEpxIzcXbzeXov7o7uaNivpniyxRMQzv2FrPEmhjlo6tTVmiYhjRUZ+BOcLsdXdnp6L9vezcPJvbrSnXeYZ3NGszpeW6aZ7L1Gaa1a1NU/9aJb7X4veUn2/RR1dV3fh6uNGuUd0S+79+Xu5Fsx7cnZ0I8q9ForGtV3W7zbyZy8GYK4w2zrBxcrC3mLlQVEeV2M9sOX6Whr7eNDfOphHiVvzRSzY2APcDK9AHBX4EzIfARwNrgQT0QYEFxb9AKXVG07QbQC2g+Gm6vYDV+d/GgYcx6AMhuzRNc1FK3QT6ALlKqaKBDKVUHLDoVv6BtkpITSegtumMWkAtbxJT0q0OPlSGxPRMAnw8i/5e18eThLRM/Lw8TBnTMqnrbVkm0axD+uf63aw5GImHizPfPvPgbcmVkJJmWS+1fUhMSSt18KG4qNiLxF9PpXfHtnyzzvrI+59VQmIiAQGmKXMBdf1JSEzE36+ORbl/ffY5Uyc9hIuVjcxtyZGeRYC3uymHtzvHLiWWWsbB3g5PZydSb+RQy92UaVNkDG3q1cHJwfadTsvvN7VVqxkybhDgVU6GqBja1PMtyrAo4iCP3NMOV0fbu7qEdNNyAAK83Dh2KalkXuNvy8HeDk8XU5ajlxJ5K2wXV1IzeX9Uz6KNeIHBwJgvwriQnM5Dd7WhvZVprTU5C0BCRlaxPO4cu2wlT2FbsTPmyc6hlpsxz5rdep6RPXCws+NiSga13Vx4M2wXJxOSCalXhzcGdS13VktlZAFYGP4bM/p1ISs3z6Y6KZSYVqwP9vaw3gdb9NMeRTuy5lbtj2RQB9OAyNG4q7y1bBNXUtJ5/6FBReux7DxZpeQx1Zmex8OsjCeJaZY7z9byFNp07CxtGvjh5FD276sy6+ZychqjPvoeDxcnXhh8L52DGpb4TFVlubX1VJPqpvLbjK0Si20T6np7kJBeLEt6JnUtyriTaDz4u555o6isn5c7yVnZAMQmpZJvMDDli1Vk5eQy6d72DDceAFZVhon33MGz3/5Cz3lfk5WTx8cPDcSunNv26/t4Fc3iUbSPVyJLZnZRuS0nzvGPjXu5npnN52aXieTm5zN20TLs7ex4vFcnq5cg6e3XbJk+pbQZb8sy1tpvcUcvxPPW8s1cScng/fEDSv09VWbdlOdycjrRl5O4IzDAmKVq2+3F5DRqu7vw5vItnLx6jZAG/rwxsi9uxQa1KqufuZGTx3+3HeCrp0bzzfaDNtebEMX90ZkdPwHjNU1zAe4Afiv2fuEgxY+YzWIwp2laR+CMUsranOFB6LMdrLkXiFFKnQO2A0OMr4cAh8vJ3b3YJRvNyilfLqVUidducbLD7Vt+sZFuK0UsSrw45D4i3n6KoR3bsGT375WYyzYGg4GF34fy+sMjbkuWmsbq+ijWaKJPnebCxUv071P+Nbe3nMPqqza0HbMiZxKS+XjTb8webvuU3PIzFCtTzm/sTGIyH2/ez+xheoboq9e5kJxOvzbFJ2fdQpZi68VamcIi7Rv6s/bZ0fz85HAW7zpKTp5+9tjezo7Qp0ey7eXxHL98jTPGKZ5/lixgvR3YkrkwcfuG/qx9ZhQ/P/EAi3cfIyc/nwKDIurqdcZ1bs2qp0bg6ujAV7uPVUuW7acvUNvdhZD6dax88laWZcvvyLLM51t+w95OY1hH00FS+8b1WPvaFH5+8SEWb91ftB7LzGPDNsmW/vnzLfuxt7djWEfL+9ucib/Ox+t3M3t0X8pTWXXj5+XO1reeYNUrk3j9gV689sN6Mm/mVEsWuMX1VEl5bqluKrnNVISyUjO21UvZ31tgMBB5KZH/PDqMxY8N5z9bDxCbZH1mZGVl2H3qAq3r+7Hjzamsmj6euWE7ybyZW+ZnrO+/2bKPV/4eV7+2zVj3ysP8e9IQPtls2o3fOnMKy58fx9/HD2Dh2l1cuJ5aMpeV7yvRZqzVow07yO0DA1j7yiR+fn48i7cdLPX3VJl1U5asnFymL9nAGw90x8PFSV9OFbfbAoOBqCtJjOvWjlXTJ+Dq5MhXEftLfL6y+pl/b9zD5B4dcXd2Kvsf8Bej1fA/f0Z/aIaEUuqYpmlN0Acb1pu/p2laXaA5sFsppTRNy9c0ra1S6oSxyEuapj0BBKEPPJj7u6ZpHwD+QGl3F5yAPiCC8b+TgFXFC2ma9ilwH/qsicI7Mu5SSlm/IM70uSeBJwH+89o0nhxe8pq+JVv3smKH/sNv27Qh8cmmzjo+JQ2/Sp4dsXT37yzfdxyAdo0CiE/NKHovITUDf7Oz3gABPh4kpFmWMR8dLXR/xzY8/dUqnh907y3lWrJpJyu26fegaBsUaFkvyan42Tg7IutmDmcuXmXye/rklmtp6Tzz4Zd8NuPJSruxZWVbsmw5P6/Sx9jahQQTH59Q9F58QiL+fn4W5X8/eowTUSfpM2Q4+QUFJCcnM+nxaXz/VVlXMlVMgJc78WZnuOLTsvD3tJzGGuCtlwnw9iC/wEBGTi7ers7G8pm88ONmFozuTWDtW2vzegbTSLyewb1kmfQyMvy0mQWjehVlOHoxgcir1+j3jx8pMCiuZ2Uz5Ztf+O7RMn/6BHi5EW82xTI+/UbJ+vByJz49kwBvdz3LTVOWQs38fHB1cuRMYgptG5jWq5erM12aBLDr7GVaWLnWs6ZmMS3LPI+VtmJsTwFe7uQbysrjwJnEVOp6uVHXy71olsaA4CZ89Wv5AxKVkeXwhUS2nbrAzjOXyMkvICsnl9dW7eCDUT2tZli6+wjLfyvsg+ta9sFpmdb7YIt+2vLM2eoDkeyIOs/X08ZY3WFvVtdXX4/x12jbKKBknl+PmuUJKJmnWH8f4ONJgtnU24S0DPy8zfNEsSP6PF8/NdoiT3xqBi98u5YF4wcSWMq9NqqibpwcHIpmZ4Q0qkujOj7EJqWUqJsat55qUt1UUZuxxdI9x1i+P1LP0tDfYpugZylWL8azvKYyWfgZtxu+Hm4kpWfh5+VOUnoWtd31q4vrenvg4+6Km5Mjbk6OdG7agJNXr9HEr1aVZQg9FMXjvTqhaRqN6/jQsLYX55OSuaP4utl7jOX7o0xZUiuaxdROSmTxsLwnFUDnoAZcXL6FlKxsarm7Fq37Rr7e3BXUgOjLSQT6+rB0z1GW/6bvyuvt12yZqVbajLenZa5i7bc8zerWxtXRkTPx14tuelnVdVNcXkEBL/6wgaEdWpKUfoOR//zRlKUK222npvWp6+1Be+MMjQHtmvHVDv2EYlX0M8cuxLPp2Bk++mUXGdk5aBo4O9oz8b4/dm8z8f/P7bj3xRrgQ/RZEObGoV+GEaNpWizQBP2yjUL/UEq1Mpb7n3GWRaFX0Qcz3gK+K75ATdPs0S8Hedv43YuAwZqmeQKR6PetAEAp9SzQF/Ar/j1lUUp9qZTqrJTqbG0wAmBi37sJfXc6oe9Op2/HEML2HEYpxZFzF/B0dan0yzUeuu9OQmdMJnTGZPq2a07YwSiUUhyNvYKni3OJwQY/Lw/cnZ04GqtfRx12MIo+bfXJIeZnCLZFniXIv/yDk9JMHNCD0AWvE7rgdfp2voOwXfv1ejkTo9eLjQMSnm6u7P1yAVs/mc3WT2bTvnmTP/VgBMDEcWMJW7aEsGVL6Ne7J6t/Wa/XzbHjeHp4lLhc46EHx7B783oi1oex9JsvadI48LYORgC0beBH3PU0LqWkk5tfwIbj5+jd2vLeFL1bN2b1kdMAbIo8T9emDdA0jfTsHJ7+PpyX+nehY+OSO942Z6jvR1xyuinDiXP0bm25nnu3MssQFUPXpvVNGZZs5KV+d9Ex0JRh/F3B7JgxkS0vTeCHqcNo4utd7mBEUZbr6VxKyTBmOU/vVsWzBLL6yNkSWS6lZBTdeOtyagYx19Jo4ONJclY26dn62cmbefnsPX+FoDrl/w5qUhaAtg3qGNtKBrkFBWyItJKnZSNWHz1jzBNL16b1THkMhXkyjXk88PNwI8DbnZhr+r1l9sVcsemGkpWR5eV+ndn28ni2vPggH43pRdem9UsdjAB46L4ORTcN7Nu2OWGHjH1w3BU8XZys98EuThyNM/bBh0x98K6TMXy17QCfTh2Oq9nlKpeup5nWY3I6MUkpNCilD33o3vaEvvwwoS8/TN+QZoQdjDbmuWrMY7kD6uflrm8T4q4atwnR9AkpzBPLV9sO8umjD1jkSc++ydP/DeOlIffSsanlndyrum6SM29QYFyPF6+nEpeUQkPfknVT49ZTTaqbKmgztnronjsIfXECoS9OoG9IEGGHCrPEl5Ml3lgv0fQJCQKgd3BTVh+KBmC12et9goM4FHOF/AID2bl5HLsYTzOz/Z2qyFDPx5N9Zy8BcC3jBjFJKTSqbWXd3H1H0U0l+4YEEXb4pJ7lQjlZLhizHD5Jn+CmpiyHT+pZzF6Pu5ZaNOsl6nIieQUGfNxcSLtxs+heTClZ2RyOu0oz46D1Q/e0J/SliYS+NFFvM4fN2oyrcym5HE1t5nA0fYKDSm0HAJeSzX5PKcbfk9kJj6qom9IopfjbigiC/GvzSPc7q7Xd+nm6E+DtQYxxH37f2Uum9VQF/cwPz41jy1uPs+Wtx5nU406e7NtVBiPELdGsTb+z6YOalqmU8tA0rSEwWin1L03TegEzlFJDjU/WeFkptddYvimwWSnVXNO02UCmUupD43thwHql1Beapn0L/KKUWmG8T8RhYKZSaqOmaduBGYCv8bsHmuX5DtgC/ADsA75VSv3H+F4g+k0um5hntPXfatgTWm4lKaV474cwdh8/XfTYz7ZN9es1R779L0LfnQ7A339ez7p9R0hMzcDfx5MxPbrw3Ij+HD9/kef//T3pWdk4OTpSx9uDX+a9XHI5KUklXitc/txVW9l9MhYXR0fmTRhYdCZk5If/I3TGZABOXIxn1o/h5OTl0711U94c1QdN05j+zRpikpKx0zTq1/LinTH9qOvjSVJ6Fg/+4wcyb+Zip2m4OTuy9vVHim6CqQWUfVNFpRTvfbuc3UejcXF2Yv5TE4sGFEa+8T6hC17X62VpGOv2HNTvu1HLizG97ua5MUMsvmvye5/w2sQRpQ5IPNN5bJlZyvPY0q9p2es+POr4kp6QyNp35rPn6+/L/6AVn2ddLLeMUop3F/6dXXv24uriwvzZfyt6dOfwcRMJW7bEovylK1eY9sLLRY/93Byxjffe/4jklBS8PD1p06oF//3M+q1SCn75qswsO05fYOH6vRgMBkZ2bMW0Xh1ZtPUgIfXr0Mf4qMjXV24j+up1fFyd+fDBvjSq7cXn2w+zeOcRAs12dL+aMgTfss4wGKz/nHacvsDC8L0YDIqRd7ZiWs87WRRxkJD6fvRp3VjPsGo70fHGDGP66Bl2HGbxrqME+pp2Vr6aZJnhckoGTy/dWPKxn8r6Xbt3nL7IwvB9GJRi5J0tmdajA4siDun1UZgldIepPsb0plFtL9YcPcPi3cdwsLPDTtN4umcH+rVpwqn4ZN5YvQODQWFQikEhQTzTy7aNdrVlKWXbsOPMRRaG/6bn6dBCz7PtsJ6nVSA5+fm8HrrTLE8vGtXyYs3Rsyz+tVge48BXdPx13l6zm7wCAw1reTJvePcSMxmqKkuh/bFX+WbPCeuP/fQqOWCi98ER7D4Vi4ujA/PGm/XBH31P6CuTAGMf/NNGYx/chDdH6n3wwPn/JS+/AG/jGbHCxzSuORjF4ogDONgbs/bvRr92Zo+/K6UNK6WYG7qN3afi9DzjBhSdXRz58Q+EvvywMY/+CMec/Hy6t2rCmyN76XkWfGPMo58raB9Yj9lj+vL5lt9YvPUAgX6mOvjqiVH4erqBZv0cR2XVzaZjp1kUvhcHOw07OzueG3g3vUPKvgKz2tZTFecps26quM0A9Jv3XzJv5pJXYMDL1ZnFT4w03QSvoOSNkJVSzA3boWdxcmTe2L60NT6mcOQ/fyT0Rf0q4BOXEpj18xa9Xlo15k3jI0hTs7J5aUk4V1MzqOfjyT8eHoyP8fGJ/91xmNCDUdhpGmO6hDC52COmKztDYnoms37eQlLGDZRSPN6rEw8YL295+D8riElK4UZOHj5uLrw3pg/3tWxszLKT3aeN68Y8y79+InT6eFOW5VtNWQofJ5mVzUtLN5qyTByEj5sLX20/RNjhUzjY2+HiaM+MIffSqUl9fo+7yuxV27DTNAxKMfm+DozuWvJx9Eop5q7ebqwjB+aN7W9qM/9YQuhLE01t5ufNxvbbmDeH621my4mzzAvbQXJmNl6uTrSu78fix0ey5lA0i7cfNPXR/brSr63Zb9tQYJmhEuomKSOLBxf9TGaOcf/XyZG1L0/kVPw1Jn2+ipYBvkUzBV4cdDc9WzeplnYbfSWJt1dEkFdQQMPaXsybMLjoUaEWdVQJ/Yy5f2/cg5uTU4nHftoPferPehVBqZbVqntrB89VZFxKwp+uzv/wgESx13qhDxg8B/wKNFRmC9A07TDwNDAYywGJTsBSoA3wNcYBCeN7o4FnlFJ9zQYkngP2md+4UtO0B4CnlVKDNU2rB/wD6AokoT8R5HOl1DJjxjAgxiz63MLlWWPLgERVKW1AorqUNyBRlf7ogMTtZMuARFUqb0CiSpUyIFEtStkxF9h2k4b/r6wMSFSbmtSGSxmQEDVMTWozYHVAQlDz+mC7it+wutIYalCbqcobxtnCoXKfSFdRMiBR9f6MAxK3fA+J4oMRxte2o99gEqw8HUMpVVPqwDgAACAASURBVHgpxW/FXj8EtDL+9ZFi760EVhr/v5e1Msb31qBfPoJS6iqWl4cUz2jb/GQhhBBCCCGEEEJUij/62E8hhBBCCCGEEOIv7083/eBPQOZXCiGEEEIIIYQQosrJgIQQQgghhBBCCCGqnFyyIYQQQgghhBBClEMu2bj9ZIaEEEIIIYQQQgghqpwMSAghhBBCCCGEEKLKySUbQgghhBBCCCFEOeSSjdtPZkgIIYQQQgghhBCiysmAhBBCCCGEEEIIIaqcDEgIIYQQQgghhBCiysk9JIQQQgghhBBCiHJomtxF4naTGRJCCCGEEEIIIYSocjJDwgZqz9bqjmDStWd1J7CgNq6s7ghFPs+6WN0Rikxzb1TdESx8uuEf1R3BxM6+uhOIPxulqjuBpfhL1Z3ARM7U/Dlocv6nVI5O1Z3AxK4G/Z4KCqo7gSX7GrTtNtSgbUJNajMAebnVnUCICpMBCSGEEEIIIYQQohw1bAjqL0GG7IUQQgghhBBCCFHlZEBCCCGEEEIIIYQQVU4u2RBCCCGEEEIIIcohZ/NvP6lTIYQQQgghhBBCVDkZkBBCCCGEEEIIIUSVk0s2hBBCCCGEEEKIcsjTtm8/mSEhhBBCCCGEEEKIKicDEkIIIYQQQgghhKhycsmGEEIIIYQQQghRDg25ZuN2kxkSQgghhBBCCCGEqHIyICGEEEIIIYQQQogqJ5ds3C5N2mDXZwxodqjje1D7N1u+37AZdr3HgF99DL98A6ePWL7v5ILdo2+hzh5FbV1e4cUrpZj/4zp2Hj+Nq5Mj86eOJrhx/RLlImMvM+ubVdzMzaNHu5bMmnA/mqZx8uJV5ny/hhs5uTTw9eGDJ8bi4epCauYNXvzPjxyPvczIe+7krYnDKhYsKAS7/uP0ejm6G7U33PL9Ri309/0bYFi9GE4eLnpL6z0arXk70DRUTBRq87IK10txSinmffARO37dg4uLCwvnvE1Im9allp82/RUuXb7MLyt+AmDD5i38+/PFnIuJZfn339AuJPgPZ7Jm0n8/pd3QQWQkJvFeu26VsgylFPNXbWVn1HlcHR2ZP3EwwY0CSpSLvBjPrCXruZmXT4/gIGaN6oumaXyybhcRx8+i2Wn4ergxf+Jg/L09Sbtxk7eWbuDitVScHe2ZO2EwLer7VTzbys3sjDynt+eHh1rPduEqs35Yx828PHqENGPW6P5omsa/1+9ixZ4j1PJwA+DFYT3pGdK82pd/LPYK7/y0wbgQeHbIffRr36rac1VEZWe4kpzGsHmLeXZId6b27WpDli3sjDJmmXh/KVnimbXEmCW4GbNG90Mzu03211t/48Owbfw6/wVqebgZ2/A6vQ07ODD3oSHltuFd566wYPMBCpRiTPvmPHFPW4v3c/MLmLl2D5Hx1/FxdebjEd1p4OPB5dRMhn65lia1vQBo36AOswfr/+7cggLmbTzA/gsJ2KExvVcHBrQOLDOHKc9lFmw6qOfpUEqeNb8SGZ+Mj6sTH4/sYcrzxRrLPEMs+6Bnf97GxdQM1jz5gGQB/rntd9YcP0/azVwOvTbBphwWeTbuN+ZpwRP3trOSZzeRV43tZlRPGvh4FL1/JS2TYZ+H8WyP9ky9W/+3fL8/iuW/n0Epxdg7WzK5q23bqcrI8t1vkaz4/QyaptHSz4d5D9yHs4N9+VnOXGTBhr16lo6teKJ7h5JZVm0n8uo1PcvYvjSo5cmec5f4ePMB8goKcLS3Z8aAu+gW1KDoM/PW72F/7BXsNI3pfbswILipbXVz5iIL1u3R83RqzRM9rORZuY3IK9fwcXPm4wf76XnOXuLjzfvJyy/A0cGeGQO70i2oAdm5+by0bDMXk9Ox0+zo3TqQlweU3d+ZslxiQfg+CgwGY920L5kldIcxiwsfj+ltrJvLfLzlAHkFBhzt7ZjR/y66Ben7iRtOnOeLnUcoUIqeLRoxY8Bd1VIvAP/cvJ81R86QdjOHQ3+balMOizy3ud08+f0GkjJukG8w0KlxAH+7/17s7co/n3urdZN64yYv/rSZ45eTGHlnS94ael/RZzYcP8cXO36nwKDo2aoRMwbatn+46/QFFqzfQ4HBmKXnnSWzrIgwtZlxZll+3Mzxy4mMvLMVbw27r8R3P/tDOBeT01nzwoM2ZRHCmj/9DAlN00ZqmqY0TWtt9loLTdN+0TTtnKZphzRN26ZpWg/je49ompakadoRsz9/7KhS07Dr9yCGlZ9h+GYuWutO4Ftspzg9BcOG71HRB61/xb33oy6dveUIO4+fJi7xOuHzX2LO5BHM+WGN1XLv/rCGOZOHEz7/JeISr7PrxBkA3v5uNS+PHkDYnOfp2zGYrzfuBsDJ0YHnR/Tl1bGDKh5K07Ab+BCGZZ9g+PIdtOAuUKeeZZn0ZAxrv0FF7rd8vUEQWsNmGL6ag2HxbLR6TSCwZcUzFLNz9x5iL1xkU9hK3nvrDWbPf7/Uspu2bsPdzdXitZbNmrHoow/o0vHOUj51e+z9dgmLBo2q1GXsjDpPXFIK4W89wZzxA5mzfLPVcu/+vIk54wYS/tYTxCWlsCs6BoCpfe9i9cxHCX3tEXqGNOOz8D0AfLl5L60b+LN65qMsePh+5q/aegvZzhGXmEL429OYM34wc5aFWy337rKNzJkwiPC3pxGXmMKuqPNF703ufRehMx8jdOZjFT7orqzlt6jvx/JXHyV05mN8+cw4Zv8UTn6BodpzVURlZ3h/1Va6BzezMYuxDf/tKeaMG8Scnzdaz/LzRuaMH0T4354ytmFTlqsp6ew9FUu9Wl5Fr325aQ+tG9Rl9czHWDBpKPNXbSkzR4HBwNyN+/liXB/WPjmM9VGxnE1KtSiz8uhZvFyc2Pj0CKZ0acNH234veq+Rjwehj99P6OP3Fw1GAHzx6wlqu7mwYdpw1j41jC6B/jbVS4HBwNzw/Xwxvg9rnxrG+kgreY4Y8zwzgil3teGjCNNgcKNaHoQ+MZTQJ4aWGADYfPICbk62n8v4/5Cld8uGLHt0sM05LPJs2McXE/qxdtpw1kfGWMlzRs/z7CimdA3mo4hDFu+/v/kA3Zs3KPr7mcQUlv9+hmVT7yf0yQfYfuYSscnp1ZIlIT2LH/afZPljQ1nz1HAKlGJ9ZIxtWdb9yhcPD2Lts2NYf/wcZxNTLLMcPoWXqxMbp49jyt3t+Gjz/7F33+FRVPsfx9+zm94hlYQaCC10UVCkhN6kCwIKWIArCJbrTxQLIArXelWwIOjVK0U6SG8BAlIElBY6IaGEJJDey+78/pglm00hGwIkeL+v5+F5zM6ZnY9nJpmzZ845q7UhPJwc+GZEd9ZOHMLsgR15c9Wu/H3mhR2lqrMDmyYPY93EJ3m4VqH2yO3yrNvLvFG9WDfpSTYev1A0z5EzuDnas+XVp7Q8Ww+a84zswdpJTzJ7UCfeXLEzf59n2zVnw8vDWDlhEH9ejiXs3GXrsmzcx7yR3Vk3cTAbT0YUXzcO9mx5eSij2wbz2fZDpiz2fDO8G2snDGL2gA68uXo3AEkZWXyy9Q9+HN2LdRMHE5+eyf6I6Aqrl5CGtVj6j4GlHr/YPPfguvn8yS6snjCY3yYOITE9iy3WXsN3WDd2NnomdXmY/yvU2ZCUkcUnWw7w47N9WDf5SeLTMtl/8ZqVWX5n3qjerJs8lI0nbpPlteGMfqwpn205UCBLa/6v56PFvve28Aic7GxLzfB3o1Tyfw+iB75DAhgO7AWeAlAUxQHYAHyvqmpdVVUfAiYBgQX2WaqqaosC/06VK4FfbUi8CcnxYDSgnvkTpW4zyzIpCXAzGlS16P6+NcDZDSJP33GE0KOn6f9oCxRFoXndGqRmZHEjKdWizI2kVNKysmlRtyaKotD/0Rbs+Ev7X78Uc5PW9WsD8Fjjumw9Eg6Ak70dDwXVxt72DgbT+NeBxDhIuqnVy6lDKEGWPfkkx8ONa8XXi40t6G1Abwt6PaSX3qgqzY7dYQzo2xtFUWjRrCkpqanE3bhZpFx6Rgb/WbiYF1+w7J2vG1iHwNq1yp2jNBf27CMjIbH0guUQevIC/R8O1q6Z2v6kZmZxIznNosyN5DTSsnJoUSdAu2YeDmbHCa0Ty8XBPr9cZk5u/hPnizHxtK2v1VGgryfRCSncTEkvW7YT5+n/SBMtW50AUjOzS8iWTYs61bVsjzRhx4lzZa6H+3l8RztbbPTan93s3Lwyf5d1RdfLvc6w/dg5qnt5UK+a1z3IEmDOcvx8/vaPVu3gn/07WZyLItdwfPJtr+ET0fHUrOJKjSqu2On19Gpcm9DzVy2znrvKgKbabah7o5ociIxBLe7vXgGrj13Mf4KvUxSqODmUXim38lQtmKcWoeeuWOY5f4UBzeqa8tSyKk96Ti4/HzzF+EJPzv/XszQP8Mbb1cnqHOY8N6lZ1c2cJ7hO0TznCuW5dD0/z/azl6nu4Uo9L4/88hdvJtM8wBtHWxtsdDoeruXLjjOlf9C9F1lA+zCUlWcgz2gkK9eAj4tlJ3+xWa7d0LJUdcPORk+vJnUJPRNlmeVMJANaaA8pujeuw4FL11BVlcbVvPBxcwagnk8VsvMM5OQZAFj919n8J+Y6nUIVZyt/n67eoKanuzlP07qEno4slCfKnCc4kAMRpjz+xedxtLOhjWl0gp2NnsbVvIi14j5ZtG4CCT1reX5Dz15mQIt65rqJiL5t3VxJTKW2pztVnbVz82igP9tOlf6h+17UC0DzGr539vt0j64bFwc7APKMKrkGo1X37fLUjZOdLQ/V8isykuhKQgq1PT3M56lugJXnKY6angXqpWm9ollORzKgZcEs0eYstasVO6opPTuXn38/wfhOrUqvECFK8UB3SCiK4gK0A57H1CEBjAT2q6qaP0RAVdWTqqr+dM+CuLqjphb48JiWCK7uVu6soOs0CHX36nJFiEtKxa+q+Zi+VdyITbL8AB+blIJvgaeAvlXciTN1WgQF+BB69AwAWw6HE5OQXK48ALh6oKYkmH9OTQLXKtbtey0CNeosusmfoJv8CWrEKYiPKXek2Lg4/Px883/28/UhNi6uSLkvv/mO554ZgYOjdQ2WB1FcUip+HgWuB3dXYpMtO7Fik1Px9XA1l/Fwzb9mAL5YH0bnad+y/vApJvXWhvI18Pdh+3Htw+fxqOtEJyYXeV+rshW8Vj1KylawjJtFtsVhRxgwewFvL9pAckZmpTn+schrPPHhfPrPXsC0YT3zOygqOldFZ8jIzuGH7fuZ0KvokNASsySn4lfo+rTqGjaVCT1xHh8PFxoG+Frs0yDAh+3Hbl3D0do1nFTyNRybmoGfm7kB7efqRFxqRollbHQ6XO1tScrMBuBachqDftjAqF+2cviy9vcoJSsHgDlhRxn8wwZeWRXGzTTrzldsagZ+rs7mPG7OxKVmFi1TUp6kNAYtWM+oX7Zw+HJs/j5zdh9lTJvGOJahg/p/Icud0o5VII+rE3Gp6SWWKZgnIyeXH/adZEIHy07+IB8PDl+OJSkji8zcPMIuXOO6FR9070UWXzdnnn00mC5fraDjF8twsbelXd0AShObko6fu3kqiJ+78+2z6HW42tuRlJFtUWbrqUs0quaJnY2eFNM5nBN6mMHfreKVpdu5mWb5O3r7PAXqprg8BcqUmCf8Eo2qeWFX6MNdSmY2u85G5U8RuH2WQufJzYm4lGKyuLmYszgUVzeRNPLT6qZmVTcu3UziWmIqeQYjO85cJsaaa+Ye10tZ3Yvr5pax/91I+49/wdne1qppPnerbgqq6elueZ5ORxJTqAO++CwZlvXi5lz8NeNe4JqxtyMpI+u27ztnxyHGPN6sTH+DReWhKEpPRVHOKopyQVGUN4vZ/u8CMwnOKYqSVGCbocC24ofkl9ED3SEBDAA2q6p6DkhQFKUVEAz8efvdGFZoykbpXfa3VUx36e0fqJj3bNkeNSJc+7BeDsU9wSmc6nZlPhgziCU7DzDk/W9Iz8rGtpw3huITgNUVU8UbxasaxjlTMM55A6VWA6gRVO5ExT3oUgp1d58+e47LV67SrXNIuY9XmRV3JgrXRWn19UrfDoTOeJG+rRuzKEz7tRvbrQ3JGVkM/PgnFoUdoVGAr1XzLUs9bpEyxVzPpmxPPd6KLdP+waopz+Pt5sLHq0MrzfGb1w5g3dtjWfZ/Y5i/dT/ZuXmVIldFZ5i7cQ+jQh7B2d6unFmsuIbRRvXM27qPSb3bF9k+tmtbkjOzGPjRjyzafYRG1X3R60t+LFb8XzWl1DIKCt4ujuyYOIhVz/dhSteHeGPtXtKyczAYjcSkZtCyug8rn+9DiwAvPgkt7dZ2mzyF4pdUd94ujux4aTCrXujLlK6teWONlud0TAKXE1LpauUaFv8rWcqj+IEXha/f4u/bc8OOMqpNY5wLDZeu6+XBC4824fnF2xi3eBsNfKtgoyv9ke69yJKcmU3o2Stse2kwu14eSmZuHr+duFh6llJLlPQ3xvzf5+MS+HzbH0x/Qvv9NhhVYlLSaVnTj5X/GESLGj58suWgFUey8ve72HtlgTyxCXy+9SDT+1v+vckzGHl9eShPt21CjapulKb402TF3xqLuknk8+2HmP5EOwDcHe15r287Xluxk2f+sx5/Dxer7tn3sl7uxL24bm6ZP6o3u18fSU6egYOXSp/OcjfqpjB3R3vee+JxXlu2nWd++A1/D1crz1PpN21r2oMFnb5+k8vxyXS1cg2Wv5uKnpJR3ikbiqLoga+BXkBjYHjh5QtUVX311kwCYA6wqsDmzAKzDKxbwKkUD3q31nDgC9N//2r62YKiKKuBIOCcqqq3JuUvVVX1pdu9saIo44BxAN8O7sTYtsElF05NQnGtYv6FdqkCaVaOMKhWB6V6XZQW7cHWXpuakJONuqf0DqfFoQdYvkdbk6Jp7QCLUQ2xiSn4eFje3PyquBObmFKgTDLepieHgdW8WfDaswBExtwk7PhZ6/LfTmoiiltVc724eljd8aLUb4l6LQJytd5iNeIkSkAg6pXzpexZ1KKly1m2ag0ATYMbExNjfrIVExuHj7flYnV/HTvOyVNn6Ny7P3kGAwkJCTzzwj/4ZcF3ZT52ZbN4z58s338cgKY1/YgpMIomNjkVHzcXi/J+Hq4WT4Zjk1LxdrcsA9DnoUa8OG8lk3o/jouDPbNG9ga0m3+39+dR3bP0EUOLw46wfN9RU7ZqxBS8VpNS8XF3tSjv52E5Cig2KSU/m1eBJ0hPPtacF+eVvlDs/T5+XT8vHO1tOX/9Bk1qljyXuaLr5X5lOB4ZzdajZ/ls7U5SM7NQFAV7Gz0jO7YummX/MXOWQtenj7s117ArV24mci0+mYEf/Zj/+uBPfmLpP0fh7ebCrJF9ANM1PONbqle1HIpucQxXJ2JSzE9bY1Iz8HF1LLaMn5szeUYjqdm5uDvaoShK/pO44Gqe1KjiQmRCKsF+VXG01dO1QQ0AejSqxcpjpX+Yyz9WgadxMSnpRYbK+7lZm8eVyPhUTl6/SXhMAl3nrsJgVIlPz2L0L1v5+Znu/9NZmvh73vaYt83j5mTxJFq7bpwKlXEmJiW9UB57jl+7ydbTUXy24zCpWTnm35eHGzG4ZRCDW2od+P8O/dNi9M79zOLp7EiAhwtVTVMjujWsxdGrN+jX9PZrxPi5OVs8+Y1JTsenwMgWiyzuLuQZjKRm5+DuaG8qn8bkX7cxe1Anapo+5Hs42eNoa0PXhrUB6BEcyMo/rWvnaHkK1E1yetG6cdfKlJhnyTZmDw7Jz3PLtN/CqOXpxqjHrJt6VOQ8pZR0ntLwc3fWsmQVzJLO5F+3M3tgR4ssIQ1qEtJA6+BbdvgMeivmJdzLerkT9+K6Kcje1oaQhrUIPRPFY3WrW5HlzuumJCENaxHSUJtOuOzQafRWdDYWqZeUEuolOc3qLMcuxxIefZOuny4y/Q3OZPSC3/j5hbvy2VTce48AF1RVjQBQFOVXoD9Q0hIGw4Fp9zLQAztCQlEUT6AzsEBRlEjg/4BhQDiQP6FJVdWBwBigalneX1XV71VVba2qauvbdkYAxERBFW9w9wSdHqVhK9SLx607zsafMX7/Hsb501B3r0Y99YdVnREAIzq3ZfW0l1g97SW6tGzM2v1HUVWVYxev4Opon9/ZcIu3hyvODvYcu3gFVVVZu/8onVs0AiA+RftjZTQa+W7DLoZ2sm6F5duKjoQqPuZ6afww6vlj1u2bkoBSsz4oOm3fmvVRb16/oxgjhz3J2qWLWLt0EV1DOrJm/UZUVeXo8RO4urjg4205X33E0CHs3baR0I1rWfyf76ldq+bfojMCYET7Vqx+Ywyr3xhDl6ZBrD0Url0zkdG4OtgX6WzwdnfB2d6OY5HafMK1h8Lp3ESbmxoZZ56Os/PkBQJ9tV+xlIys/LmXK/Yfp3XdGhbrTZSYrcND+QsddmlWn7V/nNSyXbpWcjYHO46Z5oCu/eMknZtqjfCC6whsP3aOoGqlf8vH/Tj+1ZtJ+YtYXktI5lJsAgFVb99ZU9H1cr8yLHz1GbbPmMD2GRN4ptPDjOv+WJHOiPwsU55j9ZTn6NIs6I6z1Pf3Ye+syWyfPoHt0yfg6+HKyv8bg7ebS6Fr+Jh2Dd+mcdbE35OoxFSuJqWRYzCw6VQkIUGWDdaQoOqsOaEtprn19GXa1PJFURQS0rMwGLVr4kpiKlEJqVT3cEFRFDrVq84fUVoH6oHIGOp6WTcVsIm/J1EJqVxNSjXliSKkfo1CeWqw5vhFU54o2tT2KyFPCtWruPDUQw3Y/fIQtr80iIWjelDb07XUDoD/hSzl0cTfi6iEFK4mmvKEXyKkfqHrpn7xeRaO7sX2SUPYPmkIzzzSmHHtmjLyYdP9PF2bhhKdnMb2s1H0Di79Kea9yFLN3Zlj126QmZuHqqocuHSdQCuu4Sb+3qYsKeTkGdh08iIhhUbDhDSoxZqj2rSqracu0aaOP4qikJKZzYuLtvBq10doVdO8uLiiKHRqUJM/IrWn2wcioqnrbd0U0iYB3kTFJ5vznLiY/6EwP0/DAnnCI2hjWrMmJTObF3/ZzKvdHqZVLcvFzr/cfoi0rBze6vWYVTny6ybedJ7yDGw6GZHfkWCum5qsOXqh+LpZvJVXu7amVU3LaWrxpulgyZnZLDl0miGtSv/2p3tVL3fqXlw36dm53DBNv8szGAk7d4U6XiV3TudnKUfd3I7FefrjFEMeKvlb4sxZfLQsCbeyXCg+y18FsgT63zbLU22C2T3lGba/PpKFY/tT29NdOiMeLAFAwUWCrppeK0JRlFpAHaDgkFoHRVEOK4pyQFGUAXcj0IM8QmII8F9VVcffekFRlN3AOeAtRVH6FVhHouyr45SFasS4Yxm6wRNBp6CeOADxMdo3Z8RchosnwK8muv5jwcEJpW5TeKwPxp8+vGsROjStT9iJc/Sc+jkOdnZ8+Kz5GxoGzpjL6mnagJD3nu7H1B9Xkp2bS/sm9enQVFvEZuMfx1m8Uxu+2K1lYwa1My9S03XKp6RlZpNrMLDj6GnmvzqGev5WrPauGjFuXYLuqVdAp0M99jvcvI7SoR/q9Sg4fwyq1UI3eIJWL/WaQft+GOdPRz1zBGo3RDd2GqCiXgyHC9Z18txOx8fbsXvvPrr1G4SjgwOzpr+bv63/sJGsXbrotvtvC93JzI8+IyExkfGTX6NRgyB++GZOuXMV9vziH6nf6XFcvDyZfeU066bNYt+Pv9zVY3RoHEjYqQh6zpyPg50NH44wrxI/8OOfWP3GGADeG9qNqYs2kZ2bR/vGdejQWFuY79/rwrgUl4BOUfCv6sa0odoHgojYeN5cuAG9TkddP09mDi/76vMdgusSduoiPd//DgdbWz58uo85279+YPWbz2vZhvVk6sL1WrZGgXQwfTvDp2tDOXM1DkWBgKruTH+qbBnu1fH/jLjC/G0HsNHr0CkK7w7tkf/1lw9CvVSWDPlZGtclLDyCnu/Pw8HOlg9NI3MABn70I6unaIvSvje0B1MXbSA7J4/2jQPzr+GSaNfwevSKQl0/L2aO6H3b8jY6HW93f5ixv+7AaFQZ2LwuQd4ezNl9jOBqVelcvwaDW9Rjym+/0+PbNXg42PPpAG2tjMNX4pgTdgwbnYJOUZjWqw0eps6P1zq35M3f9vGvbYep4uTAh32LX+m82Dw9HmHsklt56pnyHCW4mqc5z9q99PhmDR4Odnw6sL0pTyxzdh/DRqcrkudO/C9k+XTHETaER5KVm0fIVysZ3KIeLxVaT6HEPD3bMHbJdoxGIwNbBBHkXYU5u/4i2N+TzvVrMrhFEFPW7qHH16vwcLTj04EdS33fl1fsIikzG1udjnd6ti31qeu9ytI8wJvujWozZME69DodjXyrMrRl6d+WZaPX8Xbvxxj7yybtPLVsQJBPVeaEHibY35vODWsxuFUDpqzaRY8vl+LhaM+nQzoDsPiPcC4npPDt7j/5drc2xWnBM73xdHHktW6P8OaqXfxr8wHt92lA6XWZn6dvO8b+vEmrm1YNCPKtypwdhwn296Jzo9panpU76fHvX7U8Q7toeQ6a8uz6i293ad+ss2B0b3INBubt/otALw8Gf6uNhB7ZJpghrW//AVOrm0cZ+8tmjKrKwJb1CfKpwpzQI1qWhrUY3LI+U1bvpseXy0x1E2Kqm1OmujnKt7uPmuqmJ54ujszefIAzMdpDhgkdW1Dbio6je1Evni6OfLrlABuOX9R+nz5ZxOCHGvBS56Kd08XXzd29blRUJi7eQo7BiMFopE0df4a1bnRP6wag62eLScvO1drdp6OYP7o39XyqMHvjPs7ExGvnqVMralvROaJleZyxP2/U6uUhU5bthwgO8NayPNSQKSt20uPzJVqWYV3NWT5dVCBLJPPH9KGej5Xrwf1NWTEwpUIVHOVv8r2qqt8XLFLMbiXNenoKWKGqqqHAazVVVY1WX3cHeQAAIABJREFUFCUQCFUU5YSqqtYN4Swpc2mrR1dWiqLsAv6lqurmAq9NBhoBXwKfAw2BWCAV+FhV1e2KoowBPgEKflfOBFVV95V0LMOnL1WeSmpj3Q30vtlT/FdFVgT9K59UdIR8/3CuUXqh++jrTf+u6AhmuruxPon4n1LZ7lMxV0svc7+U9ataRMVQHtgBqfeerfXrxtxzlemThsFQepn7SV+J7t3GSnRPqEzXDFS6e4L+ydcqV6C7YKNXtUp0ARbV++b129a5oiiPAtNVVe1h+vktAFVVZxdT9i9gYkmfkxVF+QlYr6rqivJkfmBHSKiq2qmY174q8GOxj7RM37bx0z0JJYQQQgghhBBCVE6HgCBFUeqgPaB/ChhRuJCiKA2AKsD+Aq9VATJUVc1WFMUL7dsuPy5voAe2Q0IIIYQQQgghhLhfCn+b14NGVdU8RVFeArYAeuBHVVXDFUV5HzhcYMmD4cCvquV0ikbAPEVRjGhrUf5LVdWSFsO0mnRICCGEEEIIIYQQ/wNUVd0IbCz02nuFfp5ezH77AOu+FqgMZFKjEEIIIYQQQggh7jsZISGEEEIIIYQQQpTiwZ6wUTnJCAkhhBBCCCGEEELcd9IhIYQQQgghhBBCiPtOOiSEEEIIIYQQQghx38kaEkIIIYQQQgghRCkUWUTirpMREkIIIYQQQgghhLjvpENCCCGEEEIIIYQQ951M2RBCCCGEEEIIIUohMzbuPhkhIYQQQgghhBBCiPtOUVW1ojNUemr02UpTScZTBys6gqWzJyo6gZm3X0UnMHPzqOgEFib2erWiI+Qb5ete0RHyeXvYV3QEC/Z2+oqOkM/WrvL0VzvYV67BfG49H6noCGaV6R6urzzXr3iAtOtS0QnMjIaKTlB5qcaKTmBWmf7uVTKGJQsrOoIFux+2/u0GFGz19q/UF2D3G9EPXJ1XrlaeEEIIIYQQQghRCelk0sZdV3kegQkhhBBCCCGEEOJ/hnRICCGEEEIIIYQQ4r6TKRtCCCGEEEIIIUQpZMLG3ScjJIQQQgghhBBCCHHfSYeEEEIIIYQQQggh7juZsiGEEEIIIYQQQpRCkTkbd52MkBBCCCGEEEIIIcR9Jx0SQgghhBBCCCGEuO9kyoYQQgghhBBCCFEKmbFx98kICSGEEEIIIYQQQtx30iEhhBBCCCGEEEKI+06mbNwlqqry4Zz5hB08jIODPbOnvEJw/boWZTKzsnll+kdcjr6OXqcj5LFH+Oe40QDM/noBB/86oZXLziYhMZlD65eU6fizlm8lLPwijna2zHqmL41rVitSLvzydab+so6snDw6BNdl6pPdURSFuRvCWPH7X1RxcQLglX4hdGxSj1yDgfcWbeDUlRgMBiP92jRlXI92VufaExnH7LATGFSVIcG1GNs6yGL74WvxzA47ybmbKXza8yF6BPnnbxu3Zj/HYhJp5e/Jt/3aWH3M2+Y5f4XZG/ZpeR5qyNgOLSy25+QZeHPlTsKjb+LhZM/nQ7sSUMWVfReu8vm2P8jNM2Bro+f1Hm1oGxhQ5uOrqsqsVTsIOxWBo60ts0b2onENvyLlwq/EMHXRRrJy8+jQOJCpg7qgKApfbdhD6IkLKDoFTxcnZo3shY+7K8kZWbyzeBNXbiZhb6vng+G9CPL3vuN6KuyZH76mad+epMbdYGbTtnftfUviEdKJOjOng15P3KIlXJv7TZEynv36UuP1V0FVSQ8/zfkJk3Br9yh1ZkzLL+NYry7n/vESCZu33HEWp8c74P32O6DTk7JiGYnz51lsdx04CK//exNDbAwASYsWkrJiGY5t2uL95tT8craBdYl57WXSd2y/4ywO7dpTZcrboNORvmo5KT/Ot9ju3G8gHq+9gSEuFoDUXxeSvmpF/nbF2ZlqazaRGbqNxNkz7zjHLfaPPo7b61NBpyNjzQrSf15gsd2x7wBcX/4/jKY86csWk7lWy1Plq++xa9qcnKN/kvjqi+XOYtOmHU6vTAGdnux1q8he+EOx5Ww7dcPlw89JeX4YhjOnsOveB/sRY/K36+vWJ/W5oRjOn73zMHWboOsxHBQF9a89qPs2WW6vWR9d96fAtzrGVfPg9JH8TUqXISj1mgGg7lmHeurQneewyDMCdKY8v28smqfHcC3Pyu+K5gky5Qm7C3kCg7X/d0WHenQP6v7NlttrBKHrPgx8qmNc/T2c+dOcpfNgrW4UBfXSKdStv/59slS2PBWcRVVVZi3dRNjJ81qbZswAGtf0L1IuPCqaqT+t1u6VTYKYOqwXiqLw2vfLuBQbD0BqZhaujg6sfvdFcvLymL5wHeFR0eh0Cm8N7cUjDeqUPduyLYSFm7KN6l98eysqmqn//Y2s3Fw6BAcxdWgPLduCFeZsGVm4Ojmw+u3xFX78pLQMXpm/nBNR0Qxs24J3nuplXZblWwkLv6C1aUY9UXLb87+/aecpuF5+2xNg4c5DLN59CL1eR8fgIF4f1CV/v+iEZJ6Y+R0Te3fguW6PliFPxbeF71WWnDwD05dsJPzydXSKwltDuvNI/Vql1k1BSpPW2Ax/ERQdhj2bMW5aarFd17EPus79wGiE7Ezyfv4Crl9GadwK/eDnwcYG8vIwLJ+PeuZomY4tRHGkQ+IuCTt4hKhr0WxZOI9jp88y49/fsuzbT4uUe3bYANq2bEZObi7P/vNdwg4eoUObh3hr4gv5ZX5ZtZ7T5y+W7fjhF4m6kcDm6S9yPDKaGb9uZukbzxYp9/6vm5gxvDfN6wQw/ptf2XPqIh2C6wEwqnMbnutq+WFzy5+nyckzsPbtcWTm5PLEzHn0aR1MgKdHqZkMRpUPdh1nwcBH8XVxZNjSMELq+FHP0zW/TDVXR2Z1a8F//iz6//vsQ/XIyjWw7GRUmeqi5DxGPli3lwVj+uDr5syw71YT0rAW9Xyq5JdZeeQMbo72bHn1KTYev8BnWw/y+bCueDg58M3IHvi4OXM+NoGxP29k1xtPlzlD2KkIom4ksvmdsRyPus6M5dtY+tozRcq9v2wrM4b1oHltf8bPW8Ge05fo0DiQ57o8wuQ+7QH4ZfcRvtm8j+nDevD9tv00DPBhzgsDiYiNZ+bybfznpafuvLIK2f/TInbN/Z4x/51XeuHy0ukInP0B4UNHkHP9Os02rydh6zYyz53PL+JQpzYBkyZy4olBGJKTsfXyBCDl9/0c69oTABsPD1ru30PS7t3lyuL93nSuPTeavNgYai5fRXroDnIuXrAolrZpAzdmzrB4LfPgAS4P7Ke9jbs7tbfsIOP3veXKUmXqe8SNexZDbCx+S1aQsSuUvAjL352MLRtL7GzweOkVso/8cecZCuVxm/IuCROfxxAbi9d/l5EdtpO8S5Z5srZtIuXjD4rsnv7Lj2Q4OOA0aNhdyeL0z7dJe2UcxrgYXBf8Su7enRgjIyzLOTlh/+RI8sKP5b+Us3UDOVs3aG8TGITLv74qX2eEoqDrORLjos8gJRHdC++injsKN6+byyTHY/ztR5RHe1juW68Zil9NjN9PBxsbdKOmoF44ATlZ5cvT62mMCz+DlAR0L7yHevYo3Iy2zLP2B5RHe1ruG9QMpVotjPNMeUa/Wb48ioKu5wiMi/+t1c1zb6OeP2ZZNykJGNf9B6VNoboJqItSvR7G+dMBtLqpWR8un3vws1S2PJUgS9jJ80TFxbN55mSOX7rKjEXrWfrWuCLl3l+8nhlP96N5YHXGz1nInvALdGgSxOfjhuaX+Wj5ZlwdHQBYsUfrbFs7bSLxKWmMn7OQZW+NQ6ezfsBwWPgFLduMlzh+6Rozlmxg6ZQXipR7f8lGZozsQ/M61Rk/d7E52wtDzNlWbMXV0d7qY9/L49vZ2jDpiRDOR8dxIfqGlVkuEhWXwObpEzgeeY0Zv25i6RvPFZNlEzNG9NHanl+b254Hz0YSevwsa94eh52tDfGp6Rb7fbRiG+0b1ytD3VSetvC9yrLi978AWPv2OOJT0xn/9a8se+M5dDorVzZQdNiMfIncz96ExJvYvDsH49H9cP1yfhHjwZ0Yd2v3RaV5W2yGjSfvi7chLZm8Oe9CUgJKQG1sXp1F7usjrDvu34giq0jcdZVyyoaiKAZFUY4qinJSUZTliqI4Fdg2UFEUVVGUhqafHRRFOaMoStMCZd5QFOW727z/aEVRzpv+jb4bmXf8fpD+3UNQFIUWjRuSkp5OXHyCRRlHB3vattSeNNnZ2tI4qC4xN24Wea8NoWH06dKhTMcPPX6O/m2aoSgKzesEkJqZxY3kVIsyN5JTScvKoUVgdRRFoX+bZuw4dvtGgqIoZGbnkGcwkp2Ti62NHmcH626eJ2ITqenhTA13Z+z0OnoFBRAaEWNRJsDNiQZe7uiK+VLfR2t442x39/rMTly9QU1Pd2pUdcPORk+vpnUJPR1pUSb0TBQDWtQHoHtwIAcirqGqKo39vfBxcwagnk8VsvMM5OQZypwh9OQF+j8crJ2n2v6m85RmUeZGcpp2nuoEaOfp4WB2nNA+jLsUqPvMnNz8JwwXY+Jpa+ohD/T1JDohhZspljf28riwZx8ZCYl37f1ux6VlCzIvRZJ9+TJqbi431/xG1R7dLcr4Pj2CmP/8jCE5GYDcm/FF3sezb2+SQndizLzzD3MOzZqTezmKvKtXIDeX1I0bcO7Stczv49KjJ+l7dqNm3XkWuybNyLscheHaVcjLJWPzBpxCupS+o4lto2B0VT3J2vf7HWeweL/gZhiuXM7Pk7l1I/YdO1u9f86hA6gZd+ca1TdqivHqZYzRVyEvj9wdm7BrH1KknOPYl8he9CNqdk6x72PXrRc52zcWu81q/oGQGAdJN8FoQA3/A6VBS8syyfEQdxVU1eJlxbsaatQ5UI2Qm4MaewWlXpPy5Qm4leeGKc9BlAaWI8PMeYyWebz8UaPOFsrTlDvmXwcSbpjr5tQhlPrFZblWpG5ABRtb0NuA3hb0ekhP+XtkqWx5KkGW0GNn6N+2hXavDKxRcpsmM5sWdWto98q2Ldhx9LRlGlVly5Fwej+sXbcXr9+gbcNAADzdXHB1dOBkVDRlEXrsLP3bNjdlq05qRnYJ7a1sWgTeytacHccsOzpVVWXLn6fo/XDZfsfv1fGd7O14qF5N7G2tb3eFHj9L/zZNTW3P6qRmlNT2zC7Q9myan+XXPUd4ocdj2JmO6enqnL/f9qNnqe7lQb1qXmXIU3nawvcqy8WYm7RtUBvQ6svV0YGTl62/hpXABqhx0XAzBgx5GP/Yja7lY5aFsjLM5e0d8v9bvXwRkrTPNuq1SLC1037fhSinStkhAWSqqtpCVdUmQA7wjwLbhgN7gacAVFXNAl4BvlE0AcB44K3i3lhRlKrANKAN8AgwTVGUKsWVLYvYm/FU8zEPkffz8iS2mA9Jt6SkpbFz/x882qq5xevXYuK4dj02v+PCWnHJqfh5uOX/7OvhRmyS5R++2KRUfD1cC5RxJa7AH8fFuw8z4MP5vP3LOpIzMgHo3rIhjvZ2dJz6JV3encuzXdrg4exoVabYtCz8XMxl/VwciEvPLNP/190Um5KOn7v5Zufn7kxcod74gmVs9Dpc7e1Iysi2KLM1/BKNqnlhZ6Mvc4a4pELnyd2V2EI3qNjkYs5TgXP5xfowOk/7lvWHTzGp9+MANPD3Yftx7SZ2POo60YnJRd73QWFfzY+caPPNNef6deyqWU5rcQgMxLFuIE1+W0XTDWvxCOlU5H28BvTj5pq15cpi4+tL3nXzU8G8mBhsfH2LlHPp1oOaa9fj9+VcbPyKDsl07d2XtA3ry5VF7+ubPy0EIC82Fr1P0SxOXbvjt+I3vD77Er2vqd4UhSqvTyHp84/LlcEij4+PRR5jXPF5HDp3x2vJGjw++gKdb9HpSXeDztsHY5xlFsXbMos+qCE6Hz9y94WV+D52XXqSs21Tidut4uaBmlKgMzolEVxLH1EGoMZe1TogbOzA0QWldkNwq1q+PK4eqMmF81h3y8vvgLhbeVw9UFPvrG64FoEadQbdy5+ie/kT1IhwiI8pfb8HIUtly1MJssQlpeJXtVCbJtGyYyM2MQXfKgXKVHGzuFcCHDkfhaerC7V9tVF0Dar7EXrsDHkGA1dvJnLq8nViEsvWYRKXlIqfxXFdS2hvFczvWjTbhct4ujpT28fzgTr+7bNY0fYscJ4i4xI4cuEKwz7+kVGf/5cTkdq9PyM7hx+27WNC77I9nKtMbeF7laVBgA+hx8+RZzBy9WYSp65cJyaxDO09Dy/UhAIjYBJvoHgUvQZ0IU9gO/sn9E+OJW/x10W2Kw+1R718AfJyrT+2ECWorB0SBe0B6gEoiuICtAOex9QhAaCq6mbgOjAK+DcwXVXVkh7n9gC2qaqaYCqzDehZQlnrFX5IQMlDevIMBv4581OeGdSXGv6WDfSNO/fQveNj6PVl+7CrFnlKQf7T89tEzE/4VPtWbJkxgVVvvYC3uwsfr9TmuZ+IjEanKOyaNZmt70/kpx0HuXLTuiflxR2vIr8sx5o8xVQjBavxfGwCn289yPT+7e9ahiLnqdgM5jKv9O1A6IwX6du6MYvCtHm7Y7u1ITkji4Ef/8SisCM0CvBFX4YhqJVKMaNlijxJttHjUKcO4YOGcu7Fl6j72cfo3cw3flsfH5waNSRpZzmma2hHKjVL+s5QIrt04nL/vmTu+x3ff1l+6Nd7e2NXvwHpe/fc8yyZu3dyrWdnYob0I+vAfjw//AgAl2EjyNwbZtGBUH6l58nas4u4J7pwc/gAcv7Yj8f02Xfx+AWjlJJFUXCc/AaZc4pOo7tF37gpZGVhvHShxDJWhikmi5W7RoSjXjiB7tm30A0ah3r1ojaH927nsTZQRDjq+RPonpuKbvB41KsXwFj2kWG3zWJt3VTxRvGqhvGrNzB+9QZKrYZQI6j0/R6ILJUtT8VnKW+b5pYNh07Q+xHzCIRB7VriV8WNJ2d9z+xlm2hRt0aZ75VqMUcufNzi8xfOdrLMoyMqw/Etj1P0NavaNKbEBoORlIwsfv2/Z3l9UBde+2Elqqoyd30Yozq3wdnBrox5Kk9b+F5lGfRoC/w83Hjyox+YvWIrLepUR2/tdI2CBygliXHnOnLfGoNhxQL0fUdavoV/LWyGPE/ef7+0/rh/Izqlcv97EFXqNSQURbEBegG3VlMaAGxWVfWcoigJiqK0UlX11kpKrwB/AOdVVf3lNm8bAFwp8PNV02uFjz0OGAfw3UczGPd00XnOi1ZvYPmGrQA0bRjE9Thzj2PMzXh8vIp/kvTep3OpFeDP6CH9i2zbGBrGuy//o5i9ilq8+zDLTXPJmtbyJybJ3Msfm5SCj7uLRXk/D8te9NikVLzdtZ5ZLzdz2SfbteTFb5cBsOFwOO0b18VWr8fT1ZmWgdU5GXWdGl6lP2Hzc3EgJs08IiImLQsfZ4fb7HFv+bk5E5NsHhERk5yOj6uTZRl3rYyfuwt5BiOp2Tm4m+ZXxiSnMXnJNmYPDqFmgSc3pVm850+W7z8OQNOafpbnKTkVHzdrzpNlGYA+DzXixXkrmdT7cVwc7Jk1sjeg3QS7vT+P6p7uVmesTLKjr2Pnb168zK5aNXJiYi3K5ERfJ/XPv1Dz8si+fIXMixdxDKxD2lFtbQCvfn2J37gZNS+vXFnyYmOwqWYe8WDj50deXJxFGWNSUv5/Jy9fiufrb1hsd+3Zm/TtW6GcWQyxMeYRD2ijNww3CmVJNmdJW7kMj1deB8C+eUvsWz2E69DhKE7OKLa2GDMySP7yszvPExdrkUfnUzSPWiBPxurluE765x0f73aMcbHofCyzqDcLZHFyRh9YD5e5P2rbq3rh8tEc0qZMwnDmFAB2Xe/CdA2AlEQUt6rm5p1bFUhLut0eFtS9G1D3mubuDhyLmhBbyh6lSE1EcS+UJ7Usedaj7l1vyjOufHlSE1Fc76xulAYtUa9FQK42Yk29eBIlIBD1yvlS9nwAslS2PBWUZfHOgyzfqzXpmtb2JyahUJumwJNkAL8qlqMmYhNT8C5QJs9gYPtfp1leYMFIG72eN4eaF2sc8dECavmUPupn8a5DLP/dlK2Wv8WoitjE1OKzWbTJzO0tLZuR7UfPsPytsaUeuzIc3yKLRduzWqEsxbQ9C43g0M6TS/62bi0aoCgKzWoHoFMUEtMyOB55ja1/neaz1TtIzcxCURTsbW0Y2enhUvJUbFv4fmSx0et4c0i3/G0jPv3Jqms4X+JNlKoFFj2v4o2alFBiceMfu7B9ejL5XdFVvLCZOI28Hz6GG9dL3E+Isqisj1AdFUU5ChwGLgO3lksfDtxarvlX088AqKoaDYQC35by3lY9LlJV9XtVVVurqtq6uM4IgJED+7BmwZesWfAlXdq1Ye3WnaiqytFTZ3B1dsLHs+gfiC9+WEhqegZTXyq6AFHE5askp6bTMrhhKf8LmhEdW7N66lhWTx1Ll+b1WXvwOKqqcuzSNVwd7S1uPgDe7q4429tx7JK2LsLag8fp3ExbL6HgvLbtx87mf0NDtSpuHDgXiaqqZGTncCwymkA/64b3NfH1ICopnavJ6eQYjGw6f42QwKJDuu+XJgHeRMUnczUxhZw8A5tOXCSkoeXKxCENa7HmqDb1YWt4BG1M6zikZGbz4i+bebXbw7SqVbZh5yPat2L1G2NY/cYYujQNYu2hcO08RUbj6mBfpLPB291FO0+R0dp5OhRO5ybaAkeRceabxs6TFwj01a6xlIys/DUtVuw/Tuu6NSzWm3iQpB09hmNgbexr1kCxtcVrQD8Stm6zKJOweSvu7bQVt22qVsExMJCsKPPip14D+5d7ugZA1onj2NWqhU1AdbC1xbV3H9JDd1iU0Xubb+zOnbuQc9FyUUeXPk+QWs7pGgA54SewrVUbfUB1sLHFqWcfMneFWpTReZmzOHbqTK5pgcn4t14nukcI0b26kPTZR6SvW1OuzgiA3FMn0Neohd4/AGxscezem+ywnZZ5PM157Dt0Ju9SROG3uSsMZ06iq14LXbUAsLHBtksvcvbuMhdITyO5TwdShvQkZUhP8sKPW3RGoCjYhXQnZ/vmYt+/TKIvQVVf8PACnR4l+BFtUUtrKAo4mqaV+VRH8akBF8PLl+da4Txt7jyPb/Xy5YmOhKo+4G7K0vhh1HPHSt0NgOQElJr1QdFp+9asjxpfjsZwZcpS2fJUUJYRIW1Y/e6LrH73Rbq0aMTaA0e1e2XEFVwdHYpv0zjYcSziinavPHCUzs3N7af9pyOo4+eFXxVz53xmTg4ZpjVk9p26iF6no56/T+nZOj3M6rfHs/rt8XRp3oC1B46Zsl0tub3lYM+xiKumbMfo3LyBOduZCOr4eVpMd6jMx7fIUrDt2awBaw+eMLU9r5Z8nuztOHbJlOXgCTo307J0btaAg2cjAYiMjSc3z0AVFycW/nM02z+YxPYPJvFMyCOM69Gu2M6IInkquC18P7Jk5uSar+HTEdo1XM36b1VTL51F8Q0ALz/Q26B7pCPq0f2WhXzMD4WUZm1Q465pPzg6Y/PyTPJW/Yh64ZTVxxSiNJV1hESmqqoWKygpiuIJdAaaKIqiAnpAVRTlDdU8Lspo+nc7V4FOBX6uDuwqb+CObVsTdvAI3Z8ej4O9PbOmTM7fNuCFl1mz4Etibtzku4XLCKxZnUHjXgW0To0n+2gL9m0IDaNP5/ZFhnRZo0NwPcLCL9Jz+jc42Nny4dN987cNnDWf1VO1XvD3nurJ1F/Wk52bS/vGdekQrH016aerQzlzLRYFhQBPd6YP154gDO/QmrcXrqPfB9+jAgPbNqNBgHWdCjY6HW93asrYtQcwGlUGBtckyNONOQfOEOzjQedAP07EJjJ5/SFSsnPZeSmGuQfPsu5pbTG6p1fs5VJCGhm5eYT8sJWZXVvweK3SGw4l5tHreLtvO8b+vAmj0cjAVg0I8q3KnB2HCfb3onOj2gxu1YApK3fS49+/4uFoz6dDtUUDFx8M53JCCt/u+otvd2m93wtG98bTxbr1NG7p0DiQsFMR9Jw5Hwc7Gz4cYX5SM/Djn1j9xhgA3hvajamLNpGdm0f7xnXo0FhbhOvf68K4FJeATlHwr+rGtKHatRMRG8+bCzeg1+mo6+fJzOGlf11XWTy/+Efqd3ocFy9PZl85zbpps9j34+0GIpWDwUDE1HdpvGQhil5P7JKlZJ49R403/kna0eMkbt1G0s5deHTsQIuwHagGI5Hvf0heovYEz75Gdez8/UnZd+CuZImbOYOAH/6jfe3nyuXkXDhP1Ukvk33yJOk7d+DxzGicQ7qAIQ9DcjKxb5lHSNgEBGBbzY/MPw7elSwJs97H59sFoNeTvmYluRcv4D5hMjmnTpK5KxTXEc/g2KkzGAwYk5OJf6fYpXTuDoOBlE8+oOqcBaDXkfnbKvIiLuAyfhK5p0+SHbYT56eexr5DZ23hrJRkkqab83jO/wV97UB0jk74bNhJ0sx3yDlwhwtuGgxk/HsWLp9/B3o9OetXY7x0EYcXJmI4E05uwc6JYti0eAjjjRhtUczyUo0YNy9CN+JV7SsTj+2FG9EoHfujXo+Ec8egWm10QyeCgzNKUHPo2B/jd++BTo9u9Jva+2RnYlwzv8hCk3eUZ9NCdCNfM32FoylPpwGo0ZFw7ij410Y39CUtT/0W0HEAxu/e1fKMecucZ3U586hGjFsWoxv+ivYVpMd+h5vRKB36oV6PgvOmuhkyARyctK8b7dAf4/fTUM8cgdoN0Y2bDqqqrU1w/vjfI0tly1MJsnRoEkTYiXP0fOdLrU0zekD+toEzv2X1u9pXBb83oi9Tf15Ddk4u7ZsE0aGJeXrIpsMn8xezvCUhJZ2xX/2CTlHw8XDjX88NurNsJy/Q8725WrZR/czZPpyX/xWe7w3vzdSf12r38eB6+d+coGULp3frO5sucS+P3/XtL0nLyibXYGA+XRWoAAAgAElEQVTHsTPMn/z0bT/sdmhSj7DwC/Sc9rWW5ZknzFkKtj2H92Lqf9dpbc/gevltz0GPteCdX9bRb+Y8bG30zBrd747awPl5KlFb+F5lSUhNZ+zcJaZr2JV/jS462vq2jEbyFs3F9tVZoNNh2LsFNToKff9RGCPPoR47gL5Lf5RGLcFggIxUDD98AoCuS38UnwBtCodpGkfe52+VadTd38EDOiuiUlOKm+NU0RRFSVNV1aXQa+OBVqqqji/w2m7gHVVV95h+/glYr6rqitu8d1XgCNDK9NKfwEOqqpY4XkmNPltpKsl46i58sLmbzp6o6ARm3vdmwbw74mblAmD3ycRer1Z0hHyjfCvPVBJvj8o1isTeruwLpd4rtnaVZwCdg33l6jt36/lIRUcwq0z38DKufSQEAO2s/7age65ca6T8zZW3c/Ruqkx/9yoZw5KFFR3Bgt0PW/92n9/3+Fav1Bdg+9irD1ydV54WZ+mGA6sLvbYSKNMX4Jo6HmYCh0z/3r9dZ4QQQgghhBBCCCHuvsr12Mmk8OgI02udinntq0I/j7Hy/X8EfrzDeEIIIYQQQggh/sc8cMMPHgAP0ggJIYQQQgghhBBC/E1UyhESd4OiKE2BwqvuZauq2qYi8gghhBBCCCGEEMLsb9shoarqCaBFqQWFEEIIIYQQQohSKDJp466TKRtCCCGEEEIIIYS476RDQgghhBBCCCGEEPeddEgIIYQQQgghhBDivvvbriEhhBBCCCGEEELcLYosIXHXyQgJIYQQQgghhBBC3HfSISGEEEIIIYQQQoj7TqZsCCGEEEIIIYQQpZCn+Xef1KkQQgghhBBCCCHuO+mQEEIIIYQQQgghxH0nUzasoatE1aTTV3QCS0ZjRScwM6oVncCskp2nUb7uFR0h339jkys6Qr7euc4VHcGCr23l+VvjYFd5rmFHh8pTLwCu6ekVHaFy0leea0bcRiVbIr5SpTEaKjpB5WWoRHUj56lEOneXio7wt1ep/mb9TcgICSGEEEIIIYQQQtx30iEhhBBCCCGEEEKI+65yjYMVQgghhBBCCCEqIaWSTXv7O5AREkIIIYQQQgghhLjvpENCCCGEEEIIIYQQ951M2RBCCCGEEEIIIUohEzbuPhkhIYQQQgghhBBCiPtOOiSEEEIIIYQQQghx38mUDSGEEEIIIYQQohQyZePukxESQgghhBBCCCGEuO+kQ0IIIYQQQgghhBD3nXRICCGEEEIIIYQQ4r6TNSTuAVVV+fCreYQdPISDvT2z33qN4Pr1ipR74f/e5UZ8AgaDgYeaBfPeKxPQ6/V3fMxZy7YQFn4eRztbZo3qT+Oa1YqUC4+KZup/fyMrN5cOwUFMHdoDRVF4bcEKLsXGA5CakYWrkwOr3x5PUloGr8xfzomoaAa2bcE7T/UqU649UXHM3hOOQVUZ0rgmYx+yrIfD1+KZvTecczdT+bRHS3rU8wfg9I1k3t91grTcPPSKwvjWQfQK8r+jutlz/gqzN+3XMrRqwNj2LSy25+QZeHPVLsKv38TD0Z7Pn+xCQBVX9l28yufbDpFrMGCr1/N690doGxhgse/ExVu4kpjKbxOHlDmXqqrMWrmNsPCL2jl7ui+Na/gVKRd++TpTF24wnbO6TB3cDUVRmLtxDyv2HaWKixMArzzRkY7BRa8za3iEdKLOzOmg1xO3aAnX5n5TpIxnv77UeP1VUFXSw09zfsIk3No9Sp0Z0/LLONary7l/vETC5i13lMMaz/zwNU379iQ17gYzm7a9Z8e5xbtzCE1nv4+i0xO1cDEXvpxrsT34gxl4Pf4YAHpHR+y9vdgU2BDPxx+jyQcz8su5BNXjyNgXidm4+Y6zuId0otbM6Sim83S9mPNUtV9fqr/+KqqqkhF+mosTJgFgF+BP4GefYOdfDVA5M3I0OVeu3nEWANeOHfGf/h6KXk/Cr0uJ++bbopn79sHv1VdAVck8dZrLk1/GoXFjqn/4AXpXF1SDgbi5X5O0bn25sji174DP2++AXk/y8mUkfj/PYrvbwEF4TXmTvNgYAJIWLiRl+TIAvP7vDZw7hYBOIeP337nxwcxyZVHqN0f3xGhQdBgPhaLu/s1y++O90T3cGYwG1PRUjCu+g6Sb4OGF/unXQKcDvR7jvi2oB7eXK0u58txi74j+tc9Qww9h/O0/5csS1Axdn2dAp8N4eBdq2DrL7e16oWsdYsqSgnHVfC1LtVro+z0L9o6gGjHuWot64sDfJktly6MENUPX25TlSDFZHuuFrnUn8zWz+ntIige/mkWznDxY5uOrqsqspZsIO2lq04wZQOOaRdsA4VHRTP1pNVm5eXRoEsTUYb1QFIXTV64zY9F6snPzsNHpeHdEH5rVqU5EzA3e/mkNp65c5+X+XXiuezvr8yzfar5fP9O3+DbW5etM/WUdWTl52v36ye7a/XpDGCt+/8t8v+4XQscm9cjJMzB9yUbCL19Hpyi8NaQ7j9SvVSFZAM5ei2X6kk2kZWaj0ykse+M57G1L/qigtWO2E3bKlGVknxLaMTFMXWRqxzSuy9TBXVEU80z8H3cc5NO1O/l91mSquDjxw46DrD8cDoDBaCQiJp69sybj4exYet2sCiXsdASOtjbMGtGbxjV8i+a5EsPUxZu066ZRIFMHdUZRFL7auJfQE+dRFAVPVydmjeiNj7sLP4T+wfrDp0x5VCJi49n7wcTb5qlMWQpSGrZEN+A57Xf7wHbU0NWW2zs+ga5NV+13Oy0F49KvIfGGttHDC92wCSgeXqCqGOZ/YN72P6TgtSvuDumQuAfCDh4m6uo1tixawLFTZ5nx+VyWffdFkXJfTH8LF2cnVFVl8nsfsnnXXvp06Xhnxwy/QFRcPJtnvMTxS9eYsWQDS6e8UKTc+0s2MmNkH5rXqc74uYvZE36BDk2C+PwF8wfqj1ZsxdXRHgA7WxsmPRHC+eg4LkSX7Y+Owajywe6TLOjfBl8XR4Yt20NIHV/qVXXNL1PN1ZFZXVrwn78uWuzraKNndrcW1PZwIS4tiyHL9tCupjdu9rZlzGDkgw2/s2BUb3zdnBn2/RpCGtSink+V/DIr/zyLm6MdW14exsYTF/ls2x98PrQLHk4OfDOiOz5uzpyPTWDsL5vY9frI/P22nbqEk13Z8hQUduoiUXGJbH7vHxyPjGbG0s0sfX1MkXLvL93CjOE9aV47gPHfLmPPqQg6BNcFYFTIIzzXpc0dZwBApyNw9geEDx1BzvXrNNu8noSt28g8dz6/iEOd2gRMmsiJJwZhSE7G1ssTgJTf93Osa08AbDw8aLl/D0m7d5cvTyn2/7SIXXO/Z8x/55VeuLx0Opp9PIv9g4eRGX2dDts3EbN5K2lnz+UXCX/H3CFTZ+xzuDdtAkD83n3s7tQNAFsPD7oc3seNneWoG52O2rM/4IzpPAVvXk9SofNkX6c2/pMmEm46Tzam8wRQd84XXPtiDilhe9A5OYFqvPMspjwBH7xPxMinyb0eQ9C630jeto3s8xfyi9jVro3vhAlcGDQYQ3IKNp5aHmNmJpdffY2cyEhsfH2ov2E9KbvDMKak3HEWn2nTufbsaHJjYqi1chXpO3aQc/GCRbG0jRuIe3+GxWsOLVvi2Oohop7oA0CNJUtxfKQNmX+U/UMUAIqCrv9zGH74EJLj0b80C8PpIxB3zVwmOhLD3KmQm4PSphu6XiMxLvkSUhMxfPseGPLAzh79q59iOHUEUhPvLEt585joug9FvXT6zjMUzPLEGAz/mQ0pCehfnInh9J9wo2CWKAzfvKNleaQLuh7DMS6dAznZGFZ8C/Gx4OqBfuIHGM4fh6yMBz9LZcujKOieGI3hP//Ssvzjfe2auRFtLnM9EsO37xbKMhdyczCs/M6cZcIHGC6cKHOWsJPntTbNzMkcv3SVGYvWs/StcUXKvb94PTOe7kfzwOqMn7Mwv03z2cptTOjbiQ5Ngth94hyfrdrGz/98FncnR6Y+1ZsdR8t2PYeFXyTqRgKbp7+o3a9/3czSN54tmufXTcwY3pvmdf6fvfsOj6rK/zj+PjPpPYEUklASeg0dFAhNiog0Oyq4sojuqutaQMECFrCt6666VuygiBIB6RAkKB0k9B5aSIP0nszc3x93nMmkk0QY/H1fz+MjM/fM3E/unZl77rnnnBvGtP99y+ZDJ4m2XCiYNKQP999g34j+/a+/AbB01gNcyslj2nvf8t30+zEYqj7h+aOylJrMzPh8Ga9OHkO78GAyc/NxMlbfkTru0CnOpGWw+rlpepbv1rDoickVs3y3hjl3jiSqRSjTPljM5sOniO6g12OSMrLZevQ0Tfx9rOWnDO3DFEvdZuP+43z5885anXDHHU7Q88z6K/vOJDFn8ToWPX5PxTyL1zHn9uF6ng9/YPPhBKI7RHL/kF48Oqo/AF9t2s3/1mxh9u3DmTKkN1OG9NbzHDjBl5t215jHkbJYKQOGCVMxfTBHPx7883VMB3dCSpmLE4kJmP79lP7dvn4EhtGTMH/1LwCMEx/FvP4HzMfiwcWt/vUIISwccsiGUsqklNqrlDqglFqslPIos2y8UkpTSrWzPHZTSh1RSnUuU2a6UuqDKt67q1Jqq1LqoFJqn1LqjobOv+GXbYwdMRSlFF07tiM7N4/US+kVynl56n9WqclESUkp9Wlwi40/yti+USiliIoMJye/iLSsHLsyaVk55BYW0TWyKUopxvaNYkP8UbsymqaxZs8hRvXST6o8XF3o0apZtS3kVdmfkkkzX0+a+nriYjRwY+swYk+l2JUJ8/GgbWMfDOX++Bb+XrTw8wIgyMuNRu4upBcUXX6GxDSaBfjQNMAHFycjN3ZqSeyRM3ZlYo+cZlzXNgAM7xDBtoRENE2jQ5PGBPl4AtAqyJ+iUhPFpSYA8opK+GLrfqZFd7vsTNb17j/O2N6d9H0WEUZOQRFpWbl2ZdKycvV9FhGu77Pendiw/1gV71g3Xt26UpBwmqKzZ9FKSrj44zICRgy3KxN8z0SSP/sCU1YWACUXL1V4n0ajR5EZuxFzQWGD5ivvxOYt5KfX4wTtMvh370Zewmnyz+jbJjFmKSE3jqiyfNiEcSQu+bHC86FjRpO6fiOmgoI6Z/Hq1pXCMvsp/cdl+JfbT0H3TCSlzH4qtewn9zatUUYj2XGbATDn59d7P3l07Urx6TMUnz2HVlJC5vLl+A63z9No4p1c/PJLTFl6Q0PpJT1PcUICxadP68+lpFJ68RJOAQF1zuLWJYqSM2coOXcOSkrIXrECzxtuqN2LNVCurihnZ5SLC8rJCdOlizW/ripNW6FdSob0VDCZMMdvQXXoab/KU4egpFj/97njKF/L324y6Y0RAE7O1Oug0BB5AMIiwMsX7fi++mcJb4mWnqJfUTOZMO/bhmrfwz5LQtksJ2xZLiXrJ7kAOZmQmw2e3tSZI2VxtDzhLdEulcmyv7Ish+2z+FSVJatOWWLjjzC2b1dLnaYpOQWFlddpCoro2vL3Ok1Xa0ODUpBnqTPkFhQR5KtnaOTjRecWYThdZm/U2H3HGNunS5njdRV5CovpGmk5Xvfpwob46o/XJ5Mv0rdtCz2btyfe7m4cOHuh2tf8UVl+PXyKNmFBtAvXr+L7eXlgNFR/mnB59ZgwWz1mn60h/bUlG3hi7KAqf+5W7jnMqB4dqs1hl6dXRz1Pi1DLtqksT7EtT6+ObNiv5/Fyc7WWKyguqfRuCiv3HGFU93bXVBarZq3QLiZBegqYSjH/9guqU2+7ItqJA7bv9pljKD/LhY3gcDAY0Y7F64+LC63lhKgvh2yQAAo0TeuqaVonoBh4sMyyu4BfgDsBNE0rBB4D/qd0YcA04Jkq3jsfmKRpWkdgJPC2UsqvIcOnXLxIk6BA6+OQwMakpFVewZ3y5LP0GzsRTw93RgzsX+d1pmbmEFKmdTnY35uUTPsDVEpmDsF+Zcr4eZNarszuE2dp5O1Ji6BG1FdKXgEh3m7WxyFebqTmXf4J2b6UDErMGs18PS8/Q3YeIb5etgy+nqTm5NmXycknxNLw4GQ04O3qQma+fePH2kMJtG/SCBcnvRLzTuwu7ru+M+51aKj5XYV95udNSrlKRUpW+X3mY7fPFsbtZty8T5i1YAVZ+XU72XVtEkLxBVsFqDgpCZcm9l0u3SIjcW8ZSadlS+i8Yil+gwdVeJ/G48Zw8celdcrgqNyahFCQaLtCWXghCfcmFbujAriHh+PRrBlpcb9UWBY6YSyJS2IqeVXtuVSyn5wr2U9uLSPpsGwJHVcsxdeyn9wiIynNzqb1/I/otG4VTZ+fpQ8LqAfnkGC7PCVJSTgH23dHdY2IxDUyglZLvqfVjzF4D6zYA8w9Kgrl7EzxmTMVltWWU3AwpclJ1selyckVsgB4DR9B82U/0eS/7+IUondxLtz7G/nbtxH561Yif91K3i+bKT55ssJra0v5BEBWmQa7rHTbyVolDD0HYz621/aEbyOM/3gN49PvYf55Wf16R9Q3j1IYb7oX88oF9cpQZZbsdJSvf5XlDT0H6VfiyguPBKOT3sjyJ8jiaHmUjz9klbmIkp2uP1dVlh4DMR+vJEtY3bOkZuYQEmB/7EvJsO9BlZKRTbBdvcd2fHz69ht544e1DHn6X7zxwxoeG1/LBsqq8mTlEFLuWFx5Hcu7TBlvUssc0xdu2sW4Vz5m1lfLrcfrtmFBxO47RqnJzPmLmRw6l0Ryhv37XqksZ1LTUcDUd7/hllc/Yf66rTVtFksW+/VUXo+pPEvs/uME+XnRLqzi7zXoJ+KbD59iWFTbGrPoeXIJ8S+fx74RICUrl2A/L7syqWXKvL1iM0Nmf8BPuw/zyCj7enlBcQmbjyQwrEubayrL75RvI31o1e8yL9k3QJdj6DMU8+E9+msDQ9EK8jDcNx3j429iuHkSKEc9jfxjGZRj/3ctuhY+SZuBVgBKKS+gHzAFS4MEgKZpq4EkYBLwb2C2pmmV1uI0TTumadpxy78vAKlAYGVl60yr+FRV443mv/kym5d8TXFJCdv2VHJAr/UqK660/Bo1rZIy5Qqt2HnA2juivirZDJWkql5aXiFPr9vLK0OjKvSiqHuGcmVq2C7HU9N5a90OZt88AIDDSZc4m57NDe0jLjuP/XorPle7faaXurN/d9a88CBLZkwh0MeL12Ni6xaksu1abr3KyYhbRAQHJ9zOsYcepuW/XsfoY6sQOQcF4dG+HZn1GZLgiCrZNpXtE4CwCWO5sPwnMNt3YXQNDsKnfXtSY39u8CxV7afDE27nxEMPE2nZT8rJiHef3pyd8zIHRo7GrVkzAu+47YrkcW0RwYnb7+TsI48Q/vqrGMp8bpyCAmn29luce/Kpyr8Q9chSfj/lbowlYfAgzowZTf6WXwl57XUAnJs1x6VlS05F9+fUgH549L0O95696pGlsier+DXs2h8VHom2qcz4/KxLmP4zA9Mbj2HoEQ1evnXPUs88qu9wzEd+sz9RbugsVex3FdUPFRqJtrnc3CLefhhvfQjTko/q+ZlxoCwOl6ey73YVJaP6ocIi0TavsF/gVb8s1R37qov0e4lvN+3k6dtHEvvqE8y4bSTPfVm/xvL65rlzQHfWzPkbS575K4G+Xrz+gz43zITruhLi58Ntr81n3vdr6RoRjrGGM4o/Kkup2cyeU+d4/b6xfP34ZNbHH2XrkYQaslS2HlWLMvoJ9Ydrt/DIqAFVvv/PB07QPSKs1kMSKv27Vfky1W+/x24aQOzsBxndoz0LNu8pl+dkrfM4Uhbbm9cyKKB6RKOatkLbaOn1aTCiIttjXvYFprenQ6NgVO/BtV+3ENVw6DkklFJOwI3A77PAjQNWa5p2TCmVrpTqrmna79/Qx4AdwHFN076q5fv3BlyACpfDlFIPAA8AfPD6yzxw753li9hZELOcxT/pE/l1btuapFTbfAvJaRcJalx1jwNXVxeG9OvLhl+30a9X99pEB2DhzztZ/Kv+53duHkpymasHKRk5BPnZd5MM8fchJbNMmcwcAn1tZUpNZtbvPcLiZ6bWOkN1QjzdSc6xdQtPzi0kyNOtmlfYyy0u4cGfdvBo37ZEhVR9dabaDD6eJJdpbU7OyiPI27NiGUtPilKTmZyiYnwtc2gkZ+Xy6LfrmDdhEM0sV2viz6VwMOkiN/z7G0xmjUt5BUz+7Ce++MvoGvMsjNvN4i361cfOzZrY77PMHGu3Ums2v/L7LJtAS4+Pxj62v+O266N46MPFtdom5RVdSMIl1DZZmEuTJhQn2w+tKb6QRM6e39BKSyk6e46Ckydxj4wgd6/eiNZ4zGgurVyNVlpapwyOqvBCEu5htolM3UKbUFhu2/wubPxY9k2fWeH50LFjSFqxqt7bpriS/VRSyX7KLbef3CIjKL6QRP6BgxSdPQtAxuo1ePXoTto3i+qcpyQp2S6Pc5MmlKTaXwktTkomf89vUFpK8bnzFJ06hWuLFhTs24fBy4uIzz4j+c1/kf/bb3XOAXqPiN97PAA4hYRQWi6LOTPT+u+s7xbR+KnpAHgNG0bh3r1o+foY97y4Tbh17UrBrp11yqJlpetXoX7nG4CWXbF9XLXqhGHIeEwfzrEN0ygrJwMt5TyqRbs6TQrYEHlUs9aoiHZw3XBwcQWjE4biQsyrv2mYLD4BaNmZFcqplh0xDBqL6ZOX7beNqzvGSU9iXr8Yzp2o8LprNYuj5dGy0+2vmvoEoFXSU0e17Ihh4Bh9fpKqspyvfW+jhRu3s/gXS52mRSjJ6fbHvkrrNHb1nmwCLWWWbt3LzDv0SbhH9ujI81/ZT+RaqzybdrHYMsdD5+ahJJc7FgeV6X0JEOJn3zO1bB2rsY+t7G39uvHQ+/qEuk5GA0/fOsy6bOKbn9M8qOIV6yuRJcTPm16tmlsnu4zu2JJD55K5rp39xZeFcbtZvFU/9ndu1oTkcuupbZZzFzNIvJTF+Nc+tT5/yxufs+iJSQRaMq7cc6jG4RoLN+9h8dZ9tjwZ5fL4lMvj601KZq5dmUCfij1wb+rRnoc+WsIjN9p6Jqz87XC1QyQcKUtltMxLtiEYAH6N0LIrDilXrbtguOFWTO89Z/1ua1mXIDFBH+4BaPt3oJq3QWPDZWUQojKO2kPCXSm1F9gFnAXmW56/C/jW8u9vLY8Ba2+HWKDiNO+VUEo1Ab4C/qJpFWdl0TTtI03Temqa1rOmxgiAu8ffzI/z3+XH+e8ydMB1LF2zAU3T2HvwCN6engQ1sj/A5OUXWOeVKC01EbdtJ5HNmtYmutXEQb2ImTWNmFnTGBrVlqXb4tE0jfhT5/F2d7VrbAAI9PXG082V+FPn0TSNpdviGVKmG9zWI6eICGlkN4ygPjoF+3ImK4/z2fkUm8ysOp7I4IjKu+WVV2wy88jKXYxtG87IVnW7uwZAp9BAzqRncz4jm+JSE6sOnGRwu2Z2ZQa3bc6Pe/WxlWsPJdAnIhSlFNkFRTy0YA3/vKE33ZvZusbf2bsDm568m/X/vIuv77+ZFo18a9UYATAxugcxT08h5ukpDO3ShqU7Duj7LCERbzdXa2PD7wJ9vfB0cyHeMq/F0h0HGNK5NYDdWMT18cdo3aRuHX1y98bjHtkC12ZNUc7ONB43hvS16+zKpK9ei2+/6wBwCvDHPTKSwjJd7BuPH/unG64BkPnbXjwjI/CwbJuw8WNJWVXxDiKerVri7OdHxs5dFZaF3TKu3sM1QN9PbmX2U8C4MWSU208Zq9fiU2Y/uUVGUnTmDLl74zH6+uJk+R3y6d/PbjLMusiPj8clogUuTcNRzs743XwzWevs82SvWYvX9Xoeo78/rhERFJ89i3J2psXHH5KxZAlZK1bWKwdA4f59OLdojlN4ODg743PTTeRtsK8kGQNt3w+voUOtwzJKki7g3rs3GI3g5IRH7971GrLB+ZOoRiHgHwhGI4ao69EO7bYvE9oCw/ipmL54A/LKdEP3CdDnjgBw90Q1b4uWVv148j8yj3nRu5hefRjTa49gXrkAbc/mOjdGAJB4yj5Ll75oR8pladIcw9gpmL7+l/22MRox3P0Y5t9+QTuwo+4ZHDGLo+Upn6VzX7Qj9ldn9Sz3Y1rwVsUsEx/D/NtmtIOXl2Xi4D7EPPcQMc89xNCu7Vm6ba+lTnMOb3e3Kuo0LsSfOmep0+xlSJR+ghbk583OY6cB2HYkodKT/BrzDOxJzMypxMycytCoNizdvs92vK6qjuVa5ni9fR9DLN3py87xsD7+KK1D9d+jguIS8ov0cfhbDp/CaDDQqpJj+ZXI0q9DJEcvpFBQXEKpyczO42dp1aRxxSzRPYiZcT8xM+5naJfWda7HtAkN4pe5j7J+9t9YP/tvBPt588NT91kbI3IKCtl54py1zlPlfhrQnZjp9xEz/T6Gdm7F0p0H9TynL1i2TSV5XF2IP31Bz7PzoHUdp9NsDW8bD5wkMtj2uckpKGLnyfMM6VT13cwcKUulzp1ABTaBgCC9gblbf7QD5RrfwyIw3PYgpvnz9Dlgfnf2BHh4gad+jqBad0ZLOXd56/+TUAbl0P9dixy1h0SBpml292ZUSjUChgCdlFIaYAQ0pdR0zdZ/zWz5r1pKKR9gBfCspmn1v1dXOQP79iJu206GT5yCm6src5/+p3XZuCkP8+P8dykoLORvz8yhuKQEs9lMn25R3DlmVJ3XGd2pNXEHTjDy+Xdxc3HmlUljrMvGv/IhMbOmAfD8XaOY+cVSikpKGdCxlXXGZYBVuw4yqmfF4Ro3zPoPuYVFlJhMbIg/wseP3lPpAbM8J4OBWdEdmbp0O2ZNY3yHprRu5M0724/SMciXIREh7E/J5NGVu8guKmFjQgrv7jjG8omDWH3iArsvpJNZWELMEX3237lDo2gfeHndl52MBmaNup6pX63CbNYY360trYMCeCd2Fx1DAxnSrjm3dG/LjCU/M4XC5o8AACAASURBVOI/i/Bzd+XNW4cAsHDHQc6mZ/P+pj28v0mvjH1y7ygaeV1G97hqRHdsSdyhk4x88QPcnJ155Z6brMvGvzqfmKenAPD8HSOZ+bV++7IB7SOtM1O/uTSWI+dTUQrCAnyZfZm3ZLUymTg18zk6fPM1ymgk5ZtFFBw9RtPpT5C7dx8Za9eRufFn/AZG0zVuA5rJzOkXX6E0Q79659o0HJfQULK3NPhXqVJTFn5Km0H98WrciHnnDrP8hbls+bRWnaIum2YysX/GTPou/gZlNHJ24bfkHD1G26efInNvPCmr1wIQPmEciTEVJ7N0bxqOe1gol36teSxujUwmTs98jraW/ZRm2U9h058gb+8+MteuI2vjz/gOjKaLZT+dLbOfzs55mfaLvwWlyNu3n9SvF9Y7T+JzzxP51ZdgNJK+6DuKjh0n+PF/UrB/P9nr1pOzaRPe0QNou2EdmslE0ivzMGVm4jd+HF69e+Pk50/Arfodfs4+8SSFhw7VOUvai3MIn/8ZGI1kf7+Y4hPHafToPyg8cIC82A34T5qM55ChYCrFlJlF8tN6D4nc1avx6HsdzX9aARrkb44jb2Mdhz8BmM2Yl32G8f6Zlts3boTU8xiG3YZ2/hTa4d0Ybrxbv4vG3Y8BoGVexPzlm6igMAw32WZhN2/+Cepb4atHngZnNmNe/jnG+2botyDdswlSEzEMvQUtMQHtyB4MIyeCqxvGu/5hy/L1W6hOfVEt2qE8vKF7NACmHz6EpDrOPeJIWRwtj9mM+acvME6ebrntZ2VZ7gIXN4x3PmrJcgnzgt+ztEV5eNlnST57WRGiO7Umbv8xRj77H71OM3mcddn4l94n5rmHAHh+4mhmfvEjRcUlDOjUmuhO+sncnHvHMG/RKkxmMy5OTsy5R68TpWXlcPvcj8gtLMKgFF9t2Mby2X/Hy7363pvRHVsRd/AkI2f/T89zj+0ixPi5HxMzU+9Z+vydI5n51U8UlZQwoENL6x2x3oyJ5UhiCgpFWCNfZt+lH6/Tc/KY+u43GJQiyM+bVyePrXnb/EFZfD3cmTykD7e/9ilKKaI7tmRgp+obA6I7tCTu4ClGvvihnuVuWz12/GufEjPjfj3L7SOYuWAFRcWlDOgQSXSHyBr/zvX7jtGvXQQeri41lrXliSTu8ClGvvyxnucuW71o/OufEzP9Pj3PbcOYuXCVvm3aRxJtGYL77+WbSEjNwKAgNMCXF26z9V5Zv+84/dq2qHUeR8piZTZjXvIJxgee17/bOzZAyjkMI+9EO3cS7eBOfW4IVzeMk58EQMu4iPnTefptfJd9gfGh2aCUXn5b/W9LLQSAqmo89NWklMrVNM2r3HPTgO6apk0r89wm9EaFzZbHnwM/aZr2fTXv7QKsApZrmlbxXpyV0JJPOsxGMh+6Mid9tXZwT81lrpTAivfhvmoCKl5VuJq2T3ruakew+jIlq+ZCV8iogMufKPWPFFyPSVIbmpvL5c1C/0dyd3Oc7QIQOaFnzYX+P7rMOxeIq6Qh7t7SgNQNtetheEWUyl0DqmQyXe0ENmYHyuJgtHX173XYkJzeWuJYPzgNYG/TFg5zXliZrudOX3Pb3FGHbFTmLqB8v+cfgImX+T63A9HAfZZbi+5VSnWt6UVCCCGEEEIIIf7/Usqx/7sWOdZlJ4vyvSMszw2q5Ln/lnt8Xy3e+2vg63rEE0IIIYQQQgghRD1dSz0khBBCCCGEEEII8SfhkD0kGoJSqjP6XTTKKtI0rc/VyCOEEEIIIYQQ4tp1rQ6LcGR/2gYJTdP2AzI3hBBCCCGEEEII4YBkyIYQQgghhBBCCCGuOGmQEEIIIYQQQgghxBX3px2yIYQQQgghhBBCNBQlk0g0OOkhIYQQQgghhBBCiCtOGiSEEEIIIYQQQghxxcmQDSGEEEIIIYQQogYyYqPhSQ8JIYQQQgghhBBCXHHSICGEEEIIIYQQQogrToZs1IZmvtoJbBwpCzhWvyVH2zYOJNDP9WpHsBpV4nm1I1itTM+72hHsjPT3uNoRrBpp2tWOYGU2OU4WAFxcrnYCm+Liq53Axiy/wVUyOND1Hwf6bgOQnnK1E9j4Nb7aCWxKS652AnEtcqTj05+U3GWj4TnQEVIIIYQQQgghhBD/X0iDhBBCCCGEEEIIIa44GbIhhBBCCCGEEELUQEZsNDzpISGEEEIIIYQQQogrThokhBBCCCGEEEIIccXJkA0hhBBCCCGEEKIGBhmz0eCkh4QQQgghhBBCCCGuOGmQEEIIIYQQQgghxBUnDRJCCCGEEEIIIYS44mQOCSGEEEIIIYQQogYyhUTDkx4SQgghhBBCCCGEuOKkQUIIIYQQQgghhBBXnAzZaCCapvHKOx8Rt20Xbm6uzHv6MTq2aWVXpqCwkMdmv8rZxGSMRgODr+vNE9PuAyAxOZVZr79NemY2vt5evDHrSUKCGl/W+ucuXkvcwRO4Ozszd9LNdGjWpEK5g2eTmPnlMgpLSonu2IqZtw1HWfoefb1xJws37cRoNDCwY2uenDAUgKPnU5j9zUpyC4swKMV3M6bg6ly7j87mM6nMizuASdO4tUMzpvZsbbd8V+Il5m0+wLGLObw5sjsjWoValz2wdBvxyRl0Dw3g/Zv71HpbVMhw/DzzVm/DZDZza/e2TB0QZbe8uNTE0zGbOHjhIn4ebrx162DC/L3Zdz6NF5b/Yi3390HduKF9C4pKSpn02QqKTWZKzWaGd4jgkcHda5VF0zTm/rCOuIMncXdxZu49o+nQNKRCuYNnk5j59QoKS0qI7tiSmbcMQynFuys38/2Wvfh7eQDw2M0DGdixFftOX+CFb1dZVgJ/H9WfG6La1nobefSPJnDWs2Awkv39d2R8/KHdcu/xE2j81NOYUpIByFzwNdnff4d7n74EPj3TWs45siXJj/+DvA3ra73uygQOGUzneS+iDEbOfL2QE/951255x5fn0Lj/9QAY3d1xDWzMqsh2NOp/PZ1enmMt59W6FbunPkTyytX1ylOVe+e/R+fRI8lJTeOlzn3/kHWUFTR0MJ3nvoQyGjnz1QKOl9sunV6ZQ2D/foBtu6yI0D8HHWc/R/DwG1AGRerGOPY/82y98/gPHkTky3NQRiPJC77h/DvvVSjTeMxomj/5OJqmkXfoMEcfehiAFs/OJGDYEADOvvUfLi5dXq8s3oMGEv7iCyiDkUvffEvKe+9XKON3802EPP5P0DQKDh3mzMOP4hwWRuQnH4LRgHJyJu2zz7n01YJ6ZVGtOmMYdQ8oA+Y9m9A2/2S//PqRGLoPBLMJLT8Hc8wnkHUJAMO9T6LCW6KdPY55wVv1ymFdX5soDDdP1vPsjEXbtMx+ef9RGHoN0fPk5WD+/gPIvGgr4OqO8fF/oR3ciXnZZ/XPMnoSGAyYd26sPEvPwWA2o+VlY/7hQz2LX2OM9/wTlAGMTpi3rEHbUb/fGUfKAqBad8Fw0716nl0/o8XZfydUvxsteUx6niUf2/JMfAwMBjAYMW9bi7Zjw9XJ0qQ5xjF/AVd30MyYf16Ktn9brda5+ehZ5v30i36s7tWBqYPsj6vFpSae/m49BxPT9GP1xOGE+fsA8NHPu/lh52GMBgMzb+5P/zbNAJj1fSybjpwhwMudZY/daX2v/67dTuzhBJRSNPJ0Z+5tQwny8awym6ZpzP1uDXEHj+vH7kljK69jnblgqWOVEN2xNTNvH1GmjrWDhT9b6lidWvHkhGEs37GfT9dtsb7+WGIK3z/zAO0rqRfYZXGQeoSeZT1xhyxZ7r6piizJzFxgydKhJTNvucG6XQA+3bCdN5du5Ne5j1pz7Th+hnlLNlBqMuPv6c6X/7i72izWPEtiiTt8CndnJ+ZOHEWHpsEV85xLZubCVXpduH0kMycMQSnFf1f+Quz+4/rnwtuDuRNHEeTrZclzlnkxsZSaLXkeueuayVKeIx0TrkVKxmw0OGmQaCBx23dx5vwF1iz4iPhDR5nz7//x3fsVK5N/uWMCfbt1obikhL88Pou47buI7tOT19+fz9jhQxk/cijb9sTz1sdf8PqsJ2q//oMnOZOazurZf2Pf6UTmfLuKRdPvr1DuxW9WMWfiTURFhDHtvW/ZfOgk0R1bsf3oaWL3HeXHWQ/g4uzEpZw8AEpNZmZ8vpRX7xtLu/BgMnPzcTLWrmONyazx8s/7+WRcX4K93Llj0WYGR4bQKsDbWqaJtztzb+jGZ3tOVtxW3VtSWGriuwNnar0dKmYw8/LKLXxy70iCfTy54+NlDG7bjFZB/tYyP+w5io+bK2v+cTsr95/kX+t38tZtQ2gd5M/iB8biZDSQlpPP+PdjGNSmGS5ORj6dPApPV2dKTGbu+fQnoluFE9U0qMY8cYdOciY1g9XPP8i+0xeYs2g1i568r0K5FxetYc5dI4lqEca0979j86FTRHdsCcCkwb25f6h9A03r0EAWP/UXPWtWLuNfnc+gTq1rt68MBgKfn03i/ZMpTUmm2eIl5MVuoPjkCbtiuatWkPbSHLvnCrZv4+z4Mfrb+PrSYs0G8n/9hXoxGOjy+ly23nIHBReSiF6/iuTVa8k9esxa5OCzL1j/HTH1fnw7dwLg0i9b2DRoGADOfn4M3bWFtI2b6penGls/X8DP737EfV9+WHPh+jIYiHp9Hr9OuJ2CC0kM2rCa5NVrySmzXQ7Msm2XyKlT8O2ib5eA3j0J6NOL2P6DAYhetYzG/a7n4q9bqDODgZavvsyB2ydSdCGJrmtWkL5mLfnHjluLuEVE0PTRh4m/eTylWVk4N24EgP8NQ/Dq0ok9Q0ZgcHWhS8z3ZGzYiCk3t85Zmr7yEifuupuSpGTarlxG1tr1FB63ZXGNaEHww3/n+LgJmLKycWqkZylNTeXY2AloxcUYPDxoF7uWrLXrKE1JrVsWpTCMnoTpi9chOx3jtDmYjuyBtAu2MklnMH34ApQUo3oNwTD8TsyL9cYc7deVaM4uqJ5D6rb+yvKMvR/T/Fcg6xLGh+diOrwbUhNtZS6cxvTuTD1Pn2EYbrwb8zf/sS42DL8dLeFww2QZ8xdM8+dC9iWMf3+l8izvzbJkuQHDjRMxf/NfyMnA9P4LYCoFF1eMj72hvzYn49rP8nuem+/D9Nk8/XPz0EuYDu+BtLJ5zmD637N6nt5DMYy4C/Oid/Q8H8625Xn0NUuezCufpbgI0/fvw6UU8PbD+PeXMR3fB4X51a7SZDbz8rI4PplyM8E+Xtzx3vcMbt+CVsEB1jI/7DyMj7sra566h5Xxx/nXqq28NXEEJ1LSWRV/guX/vIvU7DymzF/GyicmYjQYGN+jHXdf15mnF9s30Nwf3Y1Hh+vH0a9+3cf/Nuxk9vhBVeaLO3iCM6mXWD3nYfYlJDLnmxUsmvHXCuVe/GYlc+6+iaiIcKa9u5DNB08Q3ak1248mEBt/lB+fnabXsbL1OtbNvTtzc+/OgN4Y8fD7i6ptjADHqkfEHTrFmbQMVj83Tc/y3RoWPTG5Ypbv1jDnzpFEtQhl2geL2Xz4FNEd9CxJGdlsPXqaJpbGJYDs/EJe/G4tHz10O6EBvtY6aU3iDifoeWb9lX1nkpizeB2LHr+nYp7F65hz+3A9z4c/sPlwAtEdIrl/SC8eHdUfgK827eZ/a7Yw+/bhep7v1/PRg7cS6u9TqzyOlMWOIx0ThLBwyCEbSimTUmqvUuqAUmqxUsqjzLLxSilNKdXO8thNKXVEKdW5TJnpSqkPqnjv5kqp3Zb3P6iUerAhMm/4dTtjR+itml07tiM7N4/US+l2Zdzd3OjbrQsALs7OdGjTkuQ0vcXx5JlzXNddv3Lfp1sXNvxauysKv4vdd5SxfTqjlCIqIpyc/ELSsnLsyqRl5ZBbWETXyHCUUozt05kN8UcB+Hbzbv464npcLD0fGnnrVwp+PXyKNmFBtAvXW3X9vDwwGmr3sdmfkkEzP0+a+nriYjRwY5tQYk8l25UJ8/GgbWMfDJU0Nl7XNBDPWvbEqDJDYhrNAnxoGuCDi5ORGztFEnv0rF2Z2KNnGddV780yvEME205dQNM03F2crAfiolKTdRIbpRSers6A3mBTajJDLRtLY/cfZ2zvTpb9FEZOQRFpWfYnYWlZufp+irDsp96d2LD/WBXvqHN3cbZlLSm9rAl33LpEUXL2DKXnz0FJCTkrV+A59Ibav4GF14iR5G3ehFZYeNmvLcu/ezfyEk6Tf+YsWkkJiTFLCblxRJXlwyaMI3HJjxWeDx0zmtT1GzEVFNQrT3VObN5Cfno9TkIug3+PbuQmJFi3y/klP1a/XW4Zx/kfYgD9So3R1RWDiwtGV1eUkzOFaWn1yuPdvSuFCacptORJ+3EpASOH25UJuWciFz77gtKsLABKLuq9ADzatCFr6zYwmTDnF5B36DD+QwbVOYtHt64UnT5N8dlzaCUlZCxdju+IYXZlGk28i4uff4kpKxuA0kt6Fq2kBK24GADl6oKq5e9blcJboqWnQkaa/vft34ZqZ3+lV0s4DCX6OrVzJ1G+tgZS7dQhKKrfd8hO01Zol5IhPVXPE78F1aGnfZ5Th8rkOY7ytZ0EEhYBXr5ox/c1XJaM37NsRbWvJsvZEygfSxaTST/hBnByrv+sYo6UBSyfmxTb52bfNlT7HvZ5EsrupxO2/VQ2j7EB8tQny6VkvTEC9AaR3Gzw9KYm+8+l0qyRL00DfPVjdVQrYg8n2JWJPZzAuO7tABjeqSXbTiaiaRqxhxO4MaoVLk5GwgN8aNbIl/3n9AbFnhGh+Hq4Vlifl5uL9d8FJSU1XvGMjT/K2L5R+rE7Mpyc/KJq6lhN9WN33yhbHStuN38d0c9Wx6qkN8aKnQcY1atTTZvKoeoRl5clzJZln62x+LUlG3hi7CC79a3YfYhhUW0JDfAFbHXSWuXp1VHP0yKUnILCKvIU2/L06siG/XoeLzfbZ6WguMRatVux5zDDurQm1NJoUps8jpTFjiMdE4SwcNQeEgWapnUFUEotAB4Efu9ucBfwC3AnMFvTtEKl1GPA/5RS0UAoMA3oWfFtAUgCrtc0rUgp5QUcUEot0zTtQhXlayUl7RJNAm1DLEICG5GSdomgRgGVls/OyWXjlh1MumUsAG1bRrA27lcm3TqWdZu3kpdfQEZWNv6+PpW+vrzUzBxCyrQuB/v7kJKZQ6CvrSKQkplDsJ+3XZnUTP2Aejo1nd0nzvGfZT/j6uTEUxNuoHOLUM6kXkIpmPrOQtJz8xnVowNThl9fu22SV0iIl7ttm3i5sS+5jlds6iglO5+QMgf+EB8P9p1PK1cmjxAfvRuck9GAt5sLmflF+Hu6EX8+lWeXbuZCZi6vTRhoPVibzGZu/XApZ9Ozmdi7PVHhNfeOgEr2k583KVk5BFq64QGkZOUQ7Fe2jG0/ASyM282yHfvp2KwJ08cPwddD38bxpxN5dsFKLqRn8dqkm2vdk8UpOJjSpCTr49LkZNyioiqU8xo2AveevSg+fZqL816hNDnJbrn3qNFkfv5prdZZHbcmIRQk2lrqCy8k4d+jW6Vl3cPD8WjWjLS4ir0yQieM5dT/rkDPhSvEvUkTChJtP1P6dql8qJB7eDieZbZLxs7dpP2yhRsPx4NSnPr4U3LL9GSoC9eQJhRdsH0Gii8k493dfj+5t4wAoMvyGJTRyNk33iJj48/kHTxEsyf/SeIHH2Fwd8e333XkH62+slwdl5AQistmSUrCs5t9FtdIPUvrH39AGQ0k/ettcn7We884hzah5Ref4RrRgsSX5ta9dwSgvP2twy8AyE7Xh2BUUd7QIxrzH1ixUz4B9nmy0lFNW1Wdp+dgzMf2Wl6sMN50L6ZF76Fa1XyiVHOW8tvmUvVZeg3CfCze9oRvAMbJM6BRMOZVC+rVI8GRsuh5Aip+bppW87npWUmeSU9BQDDm1d/UvXdEQ2T5XXgkGJ30E58apGTnEVLmOBji48W+cykVy/iVP1YXkpqVR5dmtq7wwb6epGTXfNX47TXbWPbbUbzcXPn8r2OrLVuxjuVdRR3L/vhuq2NdYveJs/xnWSyuzk48NWEYnVuE2a1j9e5DvPvgHTXmdqR6RGpWDiFl65VVZrEvk2ppzIndf5wgPy/ahdkPZTidmk6pyczk/y4gr7CYewf1ZGzvztQkNSuXEP/yeXLL5ckl2M/LrkxqmYaCt1dsZtnOg/rn4uE7LHkyKDWbmPzOt+QVFXNvdHfG9q7+N9GRspTlSMeEa5VyyMv517ZrYZNuBloBWBoQ+gFT0BskANA0bTV6Q8Mk4N/oDRWV1g40TSvWNK3I8tCVBtsGFb/KVbW4l5aaeOKlN7h3whiahupd86Y/dD874w8w/q+PsjN+P8GNG+FkNNZ+7ZX8kpRff6VlLG2uJpOZ7PxCvn3qLzw5YSiPz/8BTdMoNZnZc/Icr/9lHF8/MZn18UfZeiSh4hvVMlNtexI0lEp/YMtvl2qKRIUHsfzvt/DdA2P5eHM8RSX6VSijwUDMQ+PZ+Pid7E+8yPGU9ErepZI8le6D8mWq/izd2b87a154kCUzphDo48XrMbHWMlEtwlg+ayrfPXUfH6/das1as0p2SrkMeRtjOT10EGfHjqZgy68Ev/q63XJjYCAubdqS98vmWq6zujgV81S2TQDCJozlwvKfwGy2e941OAif9u1Jjf25/nkcRWW/J1Vsl/AJ47iwzLZdPCNa4N2mNas7dWN1x64ERven0XX1nPOi0u+yfR7l5IR7ZAT7x9/GkQf/Tuu33sDo40PmpjgyNsQS9dNS2n3wHjm79qCZTA2bRauYxTWiBcdvvYPTf3uUZm++htFHr7CXXEjiyLCRHOwXTcBtt+DUuPbz99QuSxVFu1yPCo1A+2Vl3ddXlzxVBFJd+6PCI9E26fMFqL7DMR/5zb7y2tBhqto2XfujwiLt5y7ISsf03xmY3vwnhu7R4OX7J8lSeZyqvt8qqh8qNNJ+bpKsdEzvPIPprccxdB8AnrW7mPGHZAF9uMatD2Fa8lGVr7V7+8o2foU6TCXHRlS1x/DqPDaiL7FPT2Z019Ys2Lr/svPV7tit/99ax5o+hScnDOPxT36wKx+fcB43F2dah9V8ccOR6hHV1StryltQXMKHa7fwyKgBFZabzGYOnkvm/Wm38fHf7uD9NVs4nVpzPas2n4VK92WZQo/dNIDY2Q8yukd7FmzeUyZPCu8/MIGPH7yV99durTGPI2WxX0Ft016JY4IQOkftIQGAUsoJuBH4fUa6ccBqTdOOKaXSlVLdNU3bY1n2GLADOK5p2lc1vG9TYAV6Q8dTlfWOUEo9ADwA8MHrL/LAPXeWL8KCmJ9Y/NMaADq3a01Smm3Cl+S0SwQ1rrx3xPP/eofm4aFMvs3WIh/cuBHvvDQLgLz8AtZu2oK3V/XdsBZu2sXiX3/T19+8CckZ2dZlKRnZ1slvfhdiadEvWybQ0jIb4u/NsK5tUUrRpUUYBqXIyM0nxN+HXq2bWycZiu7YikPnkrmuXUS12UDvEZGca+sun5xbSJCnW42va0ghPh4kl7lSkpydT5C3R7kyniRn5xLi60mpyUxOYTG+7vZdPFsG+uHu4szx1Aw6hQVan/dxd6VXixA2n0ikdXDl+3th3G4Wb9Fblzs3K7efMnMI8rXvzhri50NKZtky2dYW9cZlenvcdn0UD324uML6WoY0xt3VmeNJaXSqZNKt8kpTknFqYivnFBJCaar9FS1zpu1qW9biRTR6crrdcu+Ro8hbvxZKa9sIUrXCC0m4h9muHLmFNqEwOaXSsmHjx7Jv+swKz4eOHUPSilVoDZDHURRcuIB7mG3SV7fQJhQkJ1daNmzCWPZNf8b6uMnoUWTs2o0pTx/HnbI+Fv+ePbi09fKGhpVVlJSEa6jtc+MSGkJRuTzFF5LI3r0HrbSUorPnKDh5EvfICHL3xnPu7Xc49/Y7ALR9/10KTtWuobMyxUnJuJTN0qQJJSn2n5mSpCTy9vwGpaUUnztH0clTuEa0ID/e1juhNCWVwmPH8OrTm8wVdWsk0LIzUL6NbE/4BKBVcvVcRXbEMHAMpk9fsXW3/wNoWen2eXwD0LIrydOqE4Yh4zF9OMeaRzVrjYpoB9cNBxdXMDphKC7Ur8DXJUt2uSw+jSrP0rIThsHjMH30YuXbJicDLeU8qkVbtAM7rvksUMl+8glAy67Yy0G17Ihh0FhMn7xcRZ5MS552aAfruG3qm8XVHeOkJzGvXwznTlR4XWVCfLxILnNlODk7lyCfcsdqXy+SM3MJ8fWyHas9XAn29bR7bUpWHkGX0Y39pqg2PPTFCh4Z1tvu+YU/72Txr3oVs3Pz0HJ1rByC/Modu/3LH7ttPShC/H0Y1q1dhTpWgCXnql0HGdWzY5UZHakesTBuN4u3xtuylK1XZuZUrHv6lat7WrbLuYsZJF7KYvxrn1qfv+WNz1n0xCSC/bzx83THw9UFD1cXerZsypHEVFoEVaxnLdy8h8Vb95XZNuXy+JTL4+tNSmauXZnASobQ3NSjPQ99tIRHbuxfeZ4LaRXyOFKWqjjSMUGI3zlqDwl3pdReYBdwFphvef4u4FvLv7+1PAbA0qgQC1ScWr0cTdPOaZrWBb1BYrJSqsK0t5qmfaRpWk9N03pW1hgBcPf40fw4/x1+nP8OQ/tfx9I1sWiaxt6DR/D29Kh0uMbbn3xFTl4+Mx+eavd8RmYWZsvVzI8WLuaWUcMqvLa8iQN7EjNzKjEzpzK0S1uWbt+PpmnEJ5zH293NrishQKCvN56uLsQnnEfTNJZu38+QLvoMykO6tGX70dMAnE65REmpCX8vD/p1iORoYioFxSWUmszsPH6GViG1u3rYKdiPM5l5nM/Kp9hkZtWxCwyOqH6ypobWKTSQM5eyOZ+RQ3GpiVUHTjG4bTO7MoPbNuPHvXqlae2hBPpEhKKU4nxGjj4/BJCYmUPCxSzCQDfM8gAAIABJREFU/LxJzysgu0DvZFNYUsrWUxeIbFz11bGJ0T2IeXoKMU9PYWiXNizdccCynxLxdnO1674HEOjrhaebC/EJ+vjYpTsOMKSzfneSsuMP18cfo3UTvXHk/MVMW9b0LBJS0gkLqN0Vu8L9+3Bp3hynsHBwdsZ71E3kxdpPAGYMtDXCeA4ZSvFJ+0lIvW66mZwV5a6Q1VHmb3vxjIzAo1lTlLMzYePHkrJqTYVynq1a4uznR8bOXRWWhd0yjsQlMQ2Sx1Fk7tmLV2QkHs2aoZydCZ8wjuTVayuU82rVEhc/P9J32LZLwflEGl1/HcpoRDk50fj668g9VvchEgA5v8XjFhmBq2U/BY4bS/qadXZlLq1ag18/fYiXU4A/7pGRFJ45AwYDTv5+AHh0aI9nh3Zk/Fz3yUfz98bjGhGBS1M9i//Ym8laa58lc/VavK6/DgCjvz+ukREUnT2Lc5MQlGWsrtHXB89ePSk8WXGS3VpLPIUKCAa/xmA0YujcF+3Ib/ZlQppjGHMfpgX/hrycyt+noZw/iWoUAv6Bep6o69EO7bYvE9oCw/ipmL54A/JsJzHmRe9ievVhTK89gnnlArQ9m+tX8Tx/EtW4bJbr0A6Xy9KkBYbxf8X05Zt2WfAJ0OdrAHDzRLVoi5ZmP2zsms0C+uem7H7q0hftSPk8zTGMnYLp639Vk8cD1bwN2sV65KlPFqMRw92PYf7tl8tqoOkUHsSZi1mcT8/Wj9XxJxjc3v7Cx+D2LfhxzxEA1h44SZ+W+rj7we0jWBV/guJSE+fTszlzMYvONUwyffqirYFl4+EEIgP9KpSZOKgXMbOmETNrGkOj2rJ0W7x+7D51Hm9318rrWG6uxJ+y1LG2xTPEcpeKIVFt2X5Ub3Q9nXKJEpPJeqHHbNZYs+cQo3pW3QXekeoRE6N7EDPjfmJm3M/QLq3rnKVNaBC/zH2U9bP/xvrZfyPYz5sfnrqPQB8vhnRuze5T5yk1mSkoLmHfmQu0DG5UIQvAxAHdiZl+HzHT72No51Ys3XlQz3P6gmU/VZLH1YX40/p8YUt3HrRum9NpthPzjQdOEmm50DSkU6tyeZJoWclFKEfKUiVHOiZco5RSDv3ftchRe0hY55D4nVKqETAE6KSU0gAjoCmlpmu2vmlmy3+1omnaBaXUQWAA8H19Ag/s25O47bsYfvdU3FxdmTvjMeuycVMe4cf575CcepEPvl5EZLNwJkz9B6A3atw2egTb9+7n3x9/AUrRq0snnn/soctaf3SnVsQdPMHIF97DzcWZV+692bps/NyPiZmpN4A8f9eNzPxyOUUlJQzo2Mo64/KE67vy7FfLGfPShzg7GZk7eQxKKXw93Jk8pA+3vzYfhSK6YysGdm5daYbynAwGZg3sxNRl2zCbNcZ3aErrRt68s+0IHYP8GBIZwv6UTB5dsZPsohI2nk7h3e1HWX63fieAe77/lYSMXPJLShn86TpeGhpF/+a1m6vBmsFoYNao65j61WrMmsb4bm1oHeTPO7G76RjamCHtmnNLtzbMiNnEiP98h5+7K2/eqq9/z9lkPv5lH04GAwaleO6m6/D3dONocjrP/LgJs1nDrGmM7BjJoHKNHFWJ7tiSuEMnGfniB7g5O/PKPTdZl41/dT4xT08B4Pk7RjLz658oKillQPtI62zUby6N5cj5VJSCsABfZt95o5711Dk+XrcNJ6Ml6+0jrJWdGplMpL40h7D5n+m3/fxhMcUnjhPwyD8oOnCAvI0b8Lt3Mp6Dh4KpFFNWFinP2HpIOIWF4dwkhIId22u3vhpoJhP7Z8yk7+Jv9HkHFn5LztFjtH36KTL3xpNiOQkPnzCOxJiKk1m6Nw3HPSyUS79ubZA81Zmy8FPaDOqPV+NGzDt3mOUvzGXLp9V20KozzWRi3/SZXP+9vl3OLPiGnCNHaffMdDJ/22ttnAi/ZTzny03ymbh0OY0H9GPIrxvRNEjdEEtyucaDy2YycfKZ5+j07QKU0UDKN4vIP3qM5tOfJCc+nvQ168jY+DN+g6LpEReLZjaT8OLLlGZkolxdiVq6BIDS3FyO/u1RfWK+emQ5/+zztFz4pX7bz0XfUXjsOCFPPk5+/D6y160n5+dN+AyMpt3G9WAykfjSXEwZmXgM6E/Y88+id1lVpH7wEYVHjtY9i9mMecWXGCdNB4PCvCcO0hIxDJmAlpiAdvQ3DCPuBBc3jHfot0DVsi5hXvg2AMYps6BxE335E29jXjof7UT13clrzLPsM4z3z7TcwnEjpJ7HMOw2tPOn0A7vxnDj3frdGe7Wj1ta5kXMX75Z93VWm+VzjPc/o99ubtfPepYbbtW3zeHdGEZN1P/2if+wZLmE+as3UUFh+q1ULfvJHPcTpJz7c2T5Pc/yzzHeN8N6u1hSEzEMvUXPc2QPhpETwdUN412/57mI+eu3UIGhGEbdrfeNVwrzLyvqv23qmqVTX1SLdigPb+geDYDphw8hqfq7ZTkZDcwaM4Cpny7Xj9U929E6OIB31u2gY1ggQzpEcEvP9sz4bgMj3vgaPw833rxLv3DTOjiAEV1acvO/v8FoMPDs2AHWybef/GYtOxIukJlXyOB5X/DwDb24pVcH/r16GwkXMzEoCPXz5oVxA6vNF92pNXEHTjDy+Xf1OtakMdZl41/5kJhZ0wB4/q5RzPxiqX7s7tiK6I76hNkTru/Gs18tY8yL7+t1rEljrScOu06cIdjPh6aB/hVXXFkWB6pHRHdoSdzBU4x88UN9u9w9ypbltU+JmaHf7e3520cwc8EKiopLGdAhkugOkdW+b8uQxvRvH8m4V+djMChu7RtF69DAal+j54kk7vApRr78sZ7nrhtteV7/nJjp9+l5bhvGzIWr9Lpw+0iiLY1f/16+iYTUDP1zEeDLC7cNs+RpRP/2EYx7/XMMSnFr387WhpxrIYsdRzomCGGhqhqbfTUppXI1TfMq99w0oLumadPKPLcJeFbTtM2Wx58DP2maVmXjglIqHLikaVqBUsof2A7comlalTU+Lem4w2wk86G6d7H+QxyuZCKrq6XR5TVW/KEcKQtw6tGXr3YEq8Npl3mLqj/QynTHyQIw0r+WjUhXQKN63uGmIXk51X4+nSuh85TqT16uKMsdQhzCNXpl5oqo791b/sRUj941F7pS/Ooxf0xDKy252gnsOdL5grkeDdh/ctqm9Vc7gh2nV7/90x0YTrRv7UBfhopaHT5+zW1zx6lx1uwu4NVyz/0ATESf+LK22gP/svSyUMCb1TVGCCGEEEIIIYQQ0vbe8ByyQaJ87wjLc4Mqee6/5R7fV4v3Xgd0qUc8IYQQQgghhBBC1JP0IRRCCCGEEEIIIcQV55A9JBqCUqozUH52uSJN0/pcjTxCCCGEEEIIIa5d1+qdLBzZn7ZBwjIvRNcaCwohhBBCCCGEEOKKkyEbQgghhBBCCCGEuOKkQUIIIYQQQgghhBBX3J92yIYQQgghhBBCCNFQZAqJhic9JIQQQgghhBBCCHHFSYOEEEIIIYQQQgghrjgZsiGEEEIIIYQQQtTAIGM2Gpz0kBBCCCGEEEIIIcQVJw0SQgghhBBCCCGEuOJkyIYQQgghhBBCCFEDGbHR8KRBojbM5qudwEbTrnYCe/KtvCa4uhivdgSrYGfH+dkZ6e9xtSPYWZ2Rf7UjWEX7ul3tCFbBZuerHcGOMjhO50LN6DjfbUpKrnYCx+VI9QhHY3Cgz3BW+tVOYOMbcLUT2CsuvNoJHJPJdLUT2HNynDqWELXlOLUqIYQQQgghhBBC/L8hzWhCCCGEEEIIIUQNlPQOb3DSQ0IIIYQQQgghhBBXnDRICCGEEEIIIYQQ4oqTIRtCCCGEEEIIIUQNZMRGw5MeEkIIIYQQQgghhLjipEFCCCGEEEIIIYQQV5w0SAghhBBCCCGEEOKKkzkkhBBCCCGEEEKIGsgcEg1PekgIIYQQQgghhBDiipMGCSGEEEIIIYQQQlxxMmRDCCGEEEIIIYSogTLImI2GJg0SDUTTNF5592Pitu/Czc2VedMfo2OblnZlCgqLeGzOa5y9kITRYGDwdb154oHJAMx77xO2792vlysqIj0ji53Lv6lzlrmL1xJ38CTuLs7MvXc0HZo1qVDu4NkkZn61nMLiUqI7tmTmbcNRloFRX/+8k4WbdmE0GBjYqRVPjh9apyybT6cyL24/Jk3j1o7Nmdqztd3yXYmXmBd3gGMXs3lzZA9GtA61Lnvgx63EJ2fQPbQR74/pU6f1A2w+fp55q7dhMpu5tXtbpg6IslteXGri6ZhNHLxwET8PN966dTBh/t7sO5/GC8t/sZb7+6Bu3NC+BUUlpUz6bAXFJjOlZjPDO0TwyODul51L0zTm/rDOtp/uGU2HpiEVyh08m8TMr1dQWFKi76dbhqGU4t2Vm/l+y178vTwAeOzmgQzs2OqycwC49RuA/4xZYDCQt2Qx2Z9+bLfcc8x4/B6fjik1BYCcb78mb8n31uXK05MmP66iIHYdGfNeqlOGsnwHD6L5S7NRRiOpC74h6d3/VSgTMGY04U/+E03TyD94mJN/ewQAl7BQIv/1Bi6hTQCNI3dPpvjc+TpnCRo6mM5zX0IZjZz5agHH//Ou3fJOr8whsH8/AIzu7rgGNmZFRFsAOs5+juDhN6AMitSNcex/5tk656iNe+e/R+fRI8lJTeOlzn3/0HUBNBk6mB6vvoIyGjn55dccevsdu+Ue4WFc9/47OPv6ooxG4me/xIV1GwgZNJCus5/F4OyMuaSE356fQ0rcL1WspXYChgzi/9g77/AoqrYP32c3vRdIISGNXkMTKRKK0jsKIiAWBOwNXgv6KiiIFXsFsYIC0qUJCZCg0ksgCaGkAamk97I73x+zZHezCYQEFb/33NfFxe7MM3N+OWd2zjPPec6Z1oteQ2g1pP74E8kffWq2v9Xr83G/rQ+gtpN1E08iW7bHqWMH2r69GK2zE4pOR9IHH5O5YVOjtFjQshOaYVNAo0E5Gomyb4vZbtF7KKJbGOj1UFyIfuPXkJ99w4oXrTqjGXkvaDToD+9Bidxsvr/vcDQ9BoJeh1JcgH7dUsi7DG5N0E55GjQa0GjR7/8N5WB447S0DkUz9gEQGvQHw1H2bDTf328kmp63q1qKCtCv+VzVcgVbe7Rz30c5dRD9xuX/mBbtmz9DegoASt5l9N++3Sgt1XrG3K/qORRRu55bBhnbac0XlnUzZwlKzEH0G7/512lRFIU3NkUSGZ+MvbUVb0y6g/Z+XhZ2MRczmbdmF2WVVYS1CWTemDCEEOSVlDFnxXYu5Rbg5+7CkqnDcHWwI7+kjJd/CedCdj62VloWTryDVj6e1efT6fVM/HgV3i5OfH7/KHM9m6OMeibefnU9VTpVz+h+Rj0rdxj1TBmKq4MdCZm5vPTLLmIvZfHU0F48GGb0H37Yd4I1h2JQFJgY1oPpt1vexxVF4Y3VO4iMOav6DtPH1u7jJacy7/tNBt+hFfMmDTX6eLsPsnLPIbRag483YTAVVTrmr/yVmOQ0NELw4qSh9GwddO02WxdOZGwC9tbWvDF1eO1+zIV05q3YqrZZ+xDmTbi9WgvA8oiDvLtxD78vehx3JwfCT57l4y37EBqBlUbwwvjb6d7C/6pajHoiiIxLUNtsygjaN/euXc/KbaqediHMmzAIIQQfbd1HxMmzCCHwdHbgjSkj8HJ1qj7uZEoa97y/gvfuG83QLm2urWXDbiLjEtV2mjyU9v61aclg3s/bDVqCmTduIEII3tm8lz0xCVhbaWnu6cqiyUNxsbdj85E4lu85XH38mbQsfnlmGu1quTZrQ7TqjGaEoT84Ukt/0Gc4mh4DDL/tQvTrv4K8bPAJQDvmAbC1B0WPfs9GlFMH6lWmRHItZEDiBhF54AjJl1LZ8cOXnIiLZ8EHn7P6s3ct7B6YNI5eXTtTUVnJA3P/S+SBI4Td2p0XH3uo2uaHdb8Sd+58w7XEnCc5K4ft8x8hOimVBT9vZ9VzD1jYvfbzNhbcM4LQYD9mf/YzUbHnCevQkgNnkoiIPsOGeTOxsbYiu7C4QTp0eoWFe6JZNr433k723L0qkoHBPrT0dK628XW2543BXfjmqOXf+0D3lpRV6lh9KrlB5asa9Czc+gfL7h2Gt4sjdy/dxMA2AbT0cq+2WXs0Hhc7W3Y8NYmtJ8/z3q5DLJk4iFZe7qyZNRYrrYaswhLGf76eAa0DsLHSsvy+ETjaWlOp0zNt+a+EtfQntHn9OoMrRMaeJzkzl+2vPKy206rtrJp7v4Xda6t2sOCeYYQG+TH789VExSYQ1kENdk0f2JMHb294sAYAjQb3ea+QOesBdBkZ+Pz0CyV7IqhKMG+Tkh1b6ww2uD3+NOVHDjZOh4meoMULOT1pChVpaXTY/it5v+2k9MzZahPb4CCaPfEYMaMnoMvPx6qJ0bls8fEHXPrgYwoio9A4OICib5SW0LcX8/uESZSmpjEgfDvp23+jMP5Mtcmpl16t/hwycwaunTsC4NGzBx633kLEbQMBCNu2iSZ9+3D59z8aruca/PntCvZ88hX3f//lX1bGFYRGQ4933yJi3ERKU1MZuvs3Lm7bQYFJ3XSc+wzJ6zdxbvm3uLRpzYA1K9nUuQflOdnsnTyN0vQMXNu1ZeDaVWxoH3qV0q6BRkObNxdxbOI9lKemcctvW7m8/TeKTa6Zs/+dX/3Z/6EHcO6ktpOupJSYx5+iNCERG29veoZvIydiD1UFBQ3XY4oQaEbci/6Hd6AgB83MV1Hij0FWarWJkpaM8tUCqKxA9BiIGDwJ5ZfPb1z5o+9H981iKMhB+8jr6OKOQtYlo01qMrrPXlbL73k7mqH3oF/1MRTmovtyPuiqwMYW7ZNvoYs7AoV5Ddcyfga6pQshPxvtE4vRxR6GTFMtSeg+ekHV0mswmpHT0K/4oHq3ZujdKAmxDSv/RmqprED3wXON12GqZ9yD6JYtUvU8XoueS0no9r9o1DNiKvqVH1bv1gyZdOPq5h/QEhmfTPLlPLb/516iUzJYsH4Pqx6fZGH32vrdLJgwkNAAH2Yv30RUfDJhbYNYtucIvVr6M3NgD5buPsyyPUeYM6IvX+0+TFvfJnw8fSQJmTm8vmEv38waX32+H/adoIWXB0VlFbXrmTuN6AsZLNiwl1WPTbTUs2GPUc83m4k6k0JYm0CjngHdWbrnCMv2HmXO8D64Otgyb3QY4bEJZuc5m57NmkMxrHpsItZaLbO+30ZYp1YEeXma2UXGnCM5M5vtCx4nOvESC37awqrnH6Imr/20lQVTRxIa7M/sT1YSFXOOsI6tOBCfSMSJeDa8PFv18QpUH++XfUcB2Pjfh8kuKGb2JytZ/cJDaK4yGhwZm0ByVi7bX55JdHIaC9bsZNWz91pqWf0bC+4eSmhQM2Z/+QtRcYmEtQ8BIC23gD/jk/B1d6m279U6kEEdWyKEIP5SJs9+u4ktL1n+jRZ64hJVPS89ZKJnmqWeNTtZMGmIQc/aaj0PDrqFJ0fcBsAPe4/w2Y4/mD9pCKD6k0s2R9K3bdA1dQBEnk5Ur58XHyQ6JY0Fa8NZ9dQUSy1rd7Fg4mBCA32ZvWw9UaeTCGsXTJ/WgTwzoh9WWg3v/RrJ0vCDzBkVxuju7RjdvR2gBiMeX76p3sEItT+4D903b6r9wcOvqfd0k/6ItCR0n/+3Rn/wiXrPW/sFZGeAsxvaRxeiO3cSykrqV7ZEchVuyjUkhBA6IcRxIcQpIcQaIYSDyb7xQghFCNHW8N1OCHFaCNHJxOY5IcQX1yjDRQhxSQjxydXs6kv4HwcYO1iNanZp35aComIys3PMbOztbOnVtTMANtbWtG/VgvSsyxbn2hIRychBYQ3WEhF9hrG3dkYIQWiwH4WlZWTlF5rZZOUXUlRWQZcQf4QQjL21M+En1AeJnyOP8tCQPthYq/EqT2fHBuk4mZFLgJsjzV0dsdFqGN7Kj4iEdDMbPxcH2jRxRVPLkrW9mzfF0aZxMbOTl7II8HChuYcLNlZahncMISI+xcwmIj6FcV3UzIIh7YPZn5CKoijY21hhpVV/IuVVuupVdYUQONpaA1Cl01Ol00MDsrciTp5lbM+OJu1UTlZ+kZlNVn4RRWXldAk2tFPPjoSfPFPHGRuGTcfOVKUko7t0EaoqKdm+BYeB9c+IsW7XAY2HJ2V//H5D9Dh17UJZYhLlKSkolZXkbNiE+9AhZjZe06aQ8c136PLzAai6rI4m27duhdBqKYiMAkBfUoK+tKzBWty7d6UoMZGSZFXLxXUb8Bk+tE57vzvHcXHtekAdHdHa2qKxsUFra4uwsqYsK6vBWurDuag/KMnJ/UvLuIJn924UJSRSnJyMvrKS5LXr8R8xzMxGUcDaWQ1A2ri4UJqmZtjkRp+iNF39nB93Gq2dWk8NxaVbV0qTkigztFPGho00uUo7eY8fR8a6DQCUJiRQmpAIQEVGBhVZ2Vg38azz2OvGLwRyMiA3C3Q6lFMHEG26mtsknYZK9WFIuXge4eJx48r3b4FiUr4+ej+iXXczEyUx1lj+hXMIV0P5Op0ajADQWjd+afHmLVEup0NOpqrlxB+IDreYazkfY9SSctaoBcAvGJxcUc6caJyOG6HlRtO8JUp2hrme9jX0JNTUY3Kd+gWDsxvK2eh/rZaImATGdm+n9omBPmqfWGA+IJJVUExReQVdAn3VPrF7O8JjEqqPH2d4UBtnsv18Zg69WjYHIMTLg9TcAi4Xqg9R6XlF7D2dxJ23tLfUE5vI2G5tVT0B9dTTra1RT2wi47q1VfWYbPd0cqBTc2+sNOYu+PnMXEKb+2BvY42VVsMtrQMJP37aUteJeMb2ClV1hfhTWFJeh49XTpeQ5qquXqGEn4gH4OfIIzw0tK/Rx3NRfbzzaVn0ahNcvc3ZwZZTKalcjYhT5xh7SwdVS1Azg79Zmx9TQZdgP1XLLR0IP2kMFr+1PoI5YwaY3V4cbW2qMyhKKyrrfeuJOHm2UXqc7Gyr7UorKs1cuxWRRxncuRWeTg7Uh4hT5xnbvb3hem5muH5qaCkwaAlqZrie2xN+6hwAfdsEVfugoYG+pOcVWZSx5Vg8I7pePVPDDP8W6m/7Sn9wsrb+IM68P7jSH2Wnq8EIUIPSRfng6Mz/IkLc3P/+jdyUAQmgVFGULoqidAQqgIdN9t0D7AMmAyiKUgY8DXwmVPyA2cCL1yjjdWDvjRKccTkbX6+m1d99mnqScbnulNuCoiJ2/3mQ3t3MRwUvpWdyKT2jOnDREDLzC/FxM0aavd1cyMgz76wy8grxdnM2sXEm09ChJWVmc+RcCne//Q3T3/+Bk8lX75DqIqOoDB8n++rvPk52ZBaXNuhcDSWjoAQfF2NAxcfFgcwaDkVGQTE+LmpKnpVWg7OdDXkl5QCcuJjJ6E/XMvazdbw6qm9156DT6xn/+Xpue2cFfVo0I9T/+rIjADLzCvFxN20nZzJqOBUZ+YV412jLTJO2XBl5hHGLl/HSii3klzSsbrXe3ugyjIGiqowMtF6WaYUOdwzB55dNNHnvQ7TehpRMIXCf+zx5SxqfrnwFG18fKlKN11xFWhrWvuYpoHYhIdi1CKH9pnV02LIR14EDqrdXFRTQ6uuv6LhzG81fUaehNBR7X19KLxm1lKWmYe9rmRoLYO/vj2NAAFmGqQe5h46Qte8PhsedYFjcCTIjdlNkMmL/b8fe14fiS8YR05LUNBxq1M3JN98meNKdjIs5zoA1Kzn8nOVtufmYUeRGn0JfUWGxr77Y+fpQZtJO5alp2Ppapg0D2Pn7YR/YnJwoywCaS9cuaGysKU1MarAWy5O6oxSYBKcLcsHFvU5z0S0M5dwNeKi8cj4XD/PpHwU5CNe6y9f0GIDe9IHf1QPtE4vRPvcR+shfG54dAeoDvamW/OyrBl80twxCf/q44WCBdtR09Ft+bHD5N0wLgJU12icXo31soUUgo8F68mrouVo73TIQfbxJ3Yy898bWzT+gJbOgGB+T9HhvVycyajzAZRQU4W1m41jdp2cXldDU0N83dXEkx+BvtPFtwq5TasZf9IV0UvMKyTA8pL65OZK5I/rWOiiSWVCEj9v16nEi02Bjoafo6n10Kx8PDiddIq+4lNKKSiJPnSUt1zJTy8J3cHeuw8cz9y+u+A7VPt5by5i+5FtOJqn38Tb+3kREx1Ol03Pxci6xKWmk51w9Uywzr4a/6VqXH1PD3zRoiTh5Fi9XZ9rWMsK/68QZRi5axsNfrWXhPcOvqqNaT34RPu7mZWXUCEhk5Bfhbdqubs5kmth8sCWKQfO/4NcjcTxhyJbIyCtk18mz3N23S710VGsx/btdnerQYqrXyUzLFdYdjKFfuyCL7duPxzOya9t6axIu7pBv2h/lqNvqQNO9P/qztQSA/UJAa6UGLSWSG8DNGpAwJQpoCSCEcAL6AjMwBCQAFEXZDqQB04H3gfmKotQ5TCiE6A54A7/dMJVKreXUalql0zFn4bvcO34UzZuZO81bd0cxJKwPWq224VIUSzE1tdQitzoSrNMrFJSU8fN/7mfu+EE8+/W6Ws95TR21bv17Q3e1aqhPXRhMQv292PzYnayeNZalUScor1RHC7UaDesfGc/uZydz8tJlzmbk1HKWa2ir7ZqxsKm7LSff1o0drz7Muudn0NTFibfXR1y3htpLtRRXunc3l4YNIv2uMZTt/xPPRW8B4HT3FEr3RZoFNBpNbb+bGnqElRa74GDiJkzi3COPE/Le22hdXBBWWpxv7UnKgoWcGjYKu4AAmt5tmWJ7I7VcwX/COFI3/aquAwA4Bgfh3LoV2zt2ZXuHLjQNuw3P3n/9ug5/G7XUjVLj1xR01wQSflrFhg5d2DNxCn2+/NTsONe2beiy4BUOPj33hmupq528x48lc/OW6na6go23F+0/+4jYJ5+t89gGiqth/YWJAAAgAElEQVRFWx2WnXsjmgWj/L7tLy2+rr9PhPZFNAtBifrVuDE/B93HL6Jb8iyabv3A0aXWYxshpnbLrv0Q/iEoe9X1PETvIehPH7uBa2s0XAuAbvGj6D56Ed1PH6EZfR94WAZxG62nruuk620I/xbGuuk1RA0I/JV18zdoqXn/UJXU6K9r9bWuft6ZA3qQX1rO+A9+YsXv0bRr1hStRrAnLhEPJwc61DGgUHsfXQ89DfRzWnh58FD/7sz4ehOzlm+mjb+PRRYF1FVPNWxq9R3U/3U6verjPTeDuRMG8+yytSiKwoQ+XfFxc2Him0tZvGYHXUKao9Ve/TGhdv+pPm0mKK2o5Mud+6sf+mtyR2hrtrz0EJ/MGM9HW+u3xtDV/DmjzdV95KdH9iNi/sOM6t6OFVHqNJbF6yOYM7o/2usY4Kjdz65f3Zjyxa4DaDWC0d3amW0/kZyGnbUVrXyb1FvTdf22Q/si/EJQoszXPMLJDe1dj6Bb99UN7isl/8vc1GtICCGsgOHAdsOmccB2RVHOCCFyhBDdFEU5atj3NHAQOKsoyg9XOacGeA+4F6gzL10IMQuYBfDFmwuYNe1uC5sVG7awZosa0+jUphVpmcZ07PSsbLw8ax9teeW9Twj0a8Z9d4212Ld1dyT/ffLhWo66Oiv3HmbN78dULYHNSM8zRrUz8grMFuUB8HEzj6hn5BXS1NW5et/gLmqaYucgPzRCkFtUgsd1Tt3wcbIj3WREIL2oDC9Hu+v+2xqDj4sD6SYZEekFJXg5O9SwcSS9oAgfV0eqdHoKyypwtbc1s2nR1A17G2vOZubS0c+YCeNib8stQT5EnbtEK+9rp/OujDzCmj/UkaROAb6k55q2UyFerubpbz5uLmTUaMumhrZsYpL5MbFPKI98ueaa5deGLiPdmPEAWHl7o8syj3rr842jokVrV+NmeIC0De2KbbfuOE+6B+HgiLC2Rl9SQv6H7zVIC0BFaho2zYyLm9r4+lJpSO83tSk6egylqorylAuUnj+PXUgwFalplJyKoTxFnZaTu30HTt27kfXTqgZpKU1Nxd7PqMWumS+l6bUHX/wmjCXaJAPAd9QIcg8fQVespgZn7IrAvUd3sv/c3yAtNxulqWk4+vlVf3do5ktpmnndhEybwp671Njx5UOH0drZYevpSfnly9g386Xfj9/y58OPU5SU1CgtZalp2Jm0k20zX8prXDNX8B4/lvjnXzLbpnVyInTl9yQsfpuCI0drPa7BFOQgXDyMPp+LOxTWEi8PaY/oNxr9t4uN0yRuAEp+jnk6vYsHSoFlloNo0QHNgLHoli2svfzCPJSMi4igtigxDVsvRsnPNtfi6olSYFkXomUnNIPGo/tifrUWEdgaEdQOeg8BWzvQWqGpKEO/beXfrgVQM10AcjJREmIRfkHq1JgGouRnI9zqq2eCZd0Et4Veg411U16GfnsDF8b+G7WsTMjilwPqvk7+XqSbjA5n5Bfh5WLud/jUGGXOyC+mqcE38XRyIKugmKYujmQVFOPhqGZoOtnZ8MakO9S/TVEY/NZ3+Hu4svXEWXbHJhAZn0R5pY7i8gomfbyaSkOwspO/l1mafP30FFVnRVjoMckYrYs7b2lfPX3k/d3HqjMhVu45xJrf1XtTp8Bm5r5DbiFebjV8B/eavoOJj+fuwuCutft4L0w0TnWb8s5yAr0s/ZqVUUdZ86eaxdUpwMfc38wvxMulPv6mExcu53EpO5/xb39Tvf3Od75j1Zx7aWpyjh4tm3NhRR65RSXVi3jXrceX9Fzzsiz0uDqTYdqueYXVbWbKyO7teOSrdTwx/DZiLmQw5zt18cfc4lIi4xLRajTc0dl8ofaV+46z5oC6QH2n5t6km/7d+UV4uda4ftycatRNkZmWDYdi2BubwPKH77IIVGw7Hs+I68iOAFAKcsynnrl4oNTSH4kWHdD0H4Pu60Xm9z1be7TT56LftQYuNnytu387tWVU/dsQQgwDPgS0wDJFUd6ssf9+4B3gSirsJ4qiLDPsuw+4skr7QkVRvmusnps1IGEvhLiSGxkFfG34fA9wZXWrnw3fjwIoipIqhIgAfuXqPApsVRTlQl0ZDIbzfQV8BaBciq81BDh13EimjhsJwJ79h1ixYQsjB4VxIi4eZ0eHWgMSH3z9I4XFJSyc+4TFvoSUi+QXFtO1w/XdYACm9O/BlP49ANh76iwr9h5mRPf2RCel4mxvW90RXaGpqzOOtjacSLxE56BmbDwQzdT+atrpoNDWHDiTRM/WgSRlZFNZpau1E7gWHb3dSM4r5mJ+MV5O9mw7e4m3h17/2ygaQ8dmTUnOLuBibiFezg5sO5XA23cOMLMZ2CaADcfP0aW5N7/FJnJrsDqX72JuIT4ujlhpNVzKKyTxcj5+bs7kFJdipdHgYm9LWWUVfyak8lDf+k2xmRLWnSlh6ny9vafOsSLyiLGd7Gyrgw1XaOrqhKOdSTsdPMXU/urxWflF1fa7TpyhlW9TGkJFzEmsA4PQ+vmjy8jAYdhIsl+YY2ajadIU/WU14GY/YBCViWpHlP2icWTbccx4bDp0bFQwAqDo+AnsQoKwDWhORVo6HuPGVL9B4wq523/Dc/wYLq9ag5WHO3YhIZQnJ1OVX4DW1RUrTw+qsnNwua0vxScanv6ed/Q4TiEhOAQEUJqWhv+EcRye9aiFnVPLFti4uZFz0LjydenFSwTeOxWh/QiEoEmf3pz/4qsGa7nZyD56DOcWITgGBlCamkbgneP54yHzYGrJxUt49+9H4spVuLRuhcbWlvLLl7F2dWHA6pWceG0Rlw80fjHUwmPHcQgOxi6gOeVp6XiPG0vMw49Z2Dm0aIGVqyv5h4ztJKyt6fzd16Sv/oXMTdfqPhpAaiJ4eoNbEyjMRXS8Ff3aGksc+QSgGXU/+h/fg+LC2s/TUC4lIDx9wL2puqhm517oVpu/gQTfQDRjZ6D77i0oNknRdvGAkkKoqgQ7B0Rga/SNyd64eB7RxNeoJbQPup8+MrdpFoTmzpnovn7DTIv+J+MbXET3/gj/Fg0ORjRWC/aOUFGuOuoOzoigNuhrvIWiQXpM2ym0D7qfa9Ez4SF0Xy82r5ufa9ZNSIODEX+3likhTZk6tR8Ae+MSWfFHNCNCWxGdkoGznY3Fg2JTF0fVd0lOp3OANxuPxDG1rzr1dWD7YDYciWPmwB5sOBLHoA7qookFpeXYWVthY6Xll4Mx9AhuhpOdDc8O78Ozw9U37xw8f5FvIo+ZvWVj7+kko54L19CTkk7n5t5sPHqaqX06G/UcPc3MAd3ZcPQ0g9oHX7Pqs4tK8HRyIDWvkF3HT7PyPw+q9TTgFqYMUH20vSfPsGLPIUb06EB04qW6fTw7W04kXKRzsB8b959g6sCeAAwKbcOB+ER6tg5SfTyd6uOVVlSiKAoOtjb8EXcerUZDy1r8iin9ujGln+rL7Y05z4qoo4zo1o7o5LS6/RhbG04kpdI50JeNh2KY2q8brZs1Zd+ix6vt7ljwBWvmTMfdyYHkrFwCmrghhCD2QjqVOh1ujrUHdCz1HGNEt7aqHvt66jG86SQpK5egpuoUht2nzhNiGGja+cqs6uPnrdhK/w4tLIIRAFNu68KU29RpHXtjE1jx+3FGdG1DdEqa4fqpocXF4OMlp9I5wJeNR2KZajg+6nQiy3Yf4vtHJ2FvY212nF6vsOPEGb5/zHLR16tSsz/o1AvdmhpvMfMNRDP2QXTfvW1+39Nq0Ux5Gv2xqAYHpSU3B0IILfApMBi4CBwSQmxSFKXmSsSrFEV5vMaxHsCrQA/U/JojhmMbtYDZzRqQKFUUxWyilhDCExgEdBRCKKgRHUUI8ZxizE3TG/5djd5APyHEo4ATYCOEKFIU5YXGCO5/aw8iDxxhyLTZ2NnZ8sZzT1bvGzfzKTYs/ZD0rMt8sWI1IQH+TJj9DKAGNSaOVBfs2xIRyciB/eqc6lFfwjq0JDLmPMPmf4adjTWLphk72PFvLGX9vJkAvDJ5GPN++JXyykr6tW9R/eaGCb278PKPvzJm4VdYW2l4Y/qYBmmy0mh4aUAnZm7cj16vML5DAK08Xfh4/2k6eLkxKMSHkxm5PPnrIQrKK9mdmM4nB+LZPE19K8G0X/aRmFNESWUVA7/+jdfv6MJtgde3VoOVVsNLI3oz84ft6BWF8V1b08rLnY8jjtChWRMGtQ3kzq6teX79XoZ+uBo3e1vevUst/2hKOkv3RWOl0aARgv+O7I27ox3x6Tm8uGEver2CXlEY1iGEAW0Crrt+wjq0IDL2PMNe+wI7a2sWTRtZvW/8m1+z/oUZALxy9zDm/fgr5ZVV9GsXQlh7tZ3e3RjB6YuZCAF+Hq7Mn1y/OZYW6HTkvPEaXp8vA62W4g1rqTx/DtdHn6Qi9hSleyJwnnIv9gMGqYsg5eeT/fK1lmhpBDodSfP+S5uffkRotWT9tIrS+DP4PTeH4uPR5P22k/zde3DtH0bnyHAUnZ6U1xZRlauO+qYsWEi7NT+DEBRHnyTzx4Y/tCg6HdHPzaPPLz+pr/1c8ROFp+Np++Jz5B07Tvp2NUPK/87xXDQskniFSxs306RfXwb9vhtFgczwCNJ37Gx4vdSDGSuX03rAbTg18WTxhTg2v/oGfyyvM2GsUSg6HYf/8wID165CaLUk/LiS/NPxdJr3PDnHjnNp2w6Ovvwqt364hLaPPgyKwv5H1fti65kzcA4OouN/nqXjf54FIGL8JMovWy7yW18t8S++TNfVK0GjIe2nVRTHnyHk+bkUHD/BZUO9e08YS8YG8wdH77Gjcet9K9Ye7vhOVp272CeeoehUTANrpgZ6PfqtP6K5dy4IDcqxKMhKRQwcj5KaCPHH0Qy5G2xs0UwyBFHys9H/9OHVz3s95W/+Fu39z4PQoD+6FzIvobn9TpRLiSinj6qvJLW1Q3vPU4DhNZY/LkE0bYZmxFQ1LVcI9Pu2QMaFxmnZuBztQ+raLvpDuyHjovpGhovnUWKPoBk5DWzs0E571qjlBrxS84Zq8fJDO2GW+gYfoUG/e4P5Gygao2fGPIOePaqewRNRLiagxB1BM+KKnmeMer57p5EVcfNoCWsbRGR8MsPe/l71XSYak1jHf/AT65++B4BXxg9g3updap/YJpCwNoEAzBzQnWdWbGftoVh83Zx5f5raJyZk5vDCqp1oNYIWXh68flf9Fm0OaxNI5Olkhr3zA3bWVuZ6PvyZ9U+p2V+vjOvPvDXhlnr6d+OZlTuMeqaqi/5mFRYz6ePVFJVXoBGCH/adYPOzU3Gys+GpH7eRV1KGtUbDy5OH41rLQ3hYx1ZEnjrHsFc+Uetp+hijrkVfsv6l2aque0Yw77uNqq4OLQkzvBZ8Qp+uvPzDJsa89jnWVlremD4WIQQ5hcXM/GgFGo3Ay9WZN+8fd+06ah9CZGwCw15fip2NFYumGP2Q8W9/y/rn7le1TBrMvBXbVC3tg6vfsFEXO0+cYeOhU1hptdhZW/HeffXzQ8PahxAZl8CwhUvVurmnDj0TBzNv5TbV/20XQlg7NVj0/ua9JGbmohHQzMOVVycOvmaZdWppF0xkXCLDFi9Xr5/JxuyT8e/9wPo56ttIXrnzdub9vEOtm7ZBhLVVtSxcF0FllY4ZX64F1IUt59+lZvocTriIt6sTzT3drk+UXo/+1+/Q3vec4bWftfUH96i/7clqf63kZaNfsQTRsRciqA3CwQm6qQvv69Z+Wf36Y8m/ip7AOUVREgCEED8DY4H6vBppKLBTUZQcw7E7gWFAI6LgIBqyNsBfjSFA4FRj22ygm6Ios0227QVeVhQlyvD9W+BXRVF+qWc59wM9akZ/alJXhsQ/gT7uJnvnb/zJf1qBEY+GZQj8JXhe/yKXfyWX5i7+pyVUk5Z587wiKq2i8p+WYMb23JunbsJc/97pVVfD29r62kZ/IwMea7iTeqNRKm+ia/hm0nKz8f8gxfevQvTu909LMHIz+cR/5VtdGkJFw99YdcO5mdpJp/unFZih7I/6pyWYYbXwx/93N7/Mnu1vogvQEq+DsVetcyHEXcAwRVEeMny/F7jV9HnY8Iy8GMgCzgDPGGYXzAXsFEVZaLD7L2oiwbuN0fxvWNTyCvcA62tsWwtYvtRXIpFIJBKJRCKRSCSS/yGEELOEEIdN/s2qaVLLYTWDLJuBIEVROgO7gCvrRNR/Rejr4KacslEzO8KwbUAt2z6q8f3+6yznW+Db6xInkUgkEolEIpFIJBLJTYbpOoh1cBFobvLdH0g1NVAUxfRVSUuBt0yOHVDj2D0NlFrNvylDQiKRSCQSiUQikUgkkn8EIcRN/a8eHAJaCSGChRA2wGRgk6mBEMLX5OsYIM7weQcwRAjhLoRwB4YYtjWKmzJD4kYghOgE1FzNrVxRlFv/CT0SiUQikUgkEolEIpH8UyiKUiWEeBw1kKAFliuKEiOEeA04rCjKJuBJIcQYoArIAe43HJsjhHgdNagB8NqVBS4bw//bgISiKCeBLtc0lEgkEolEIpFIJBKJ5H8ARVG2AltrbHvF5POLQK2v1FMUZTmw/EbqkVM2JBKJRCKRSCQSiUQikfzt/L/NkJBIJBKJRCKRSCQSieRGId/ifOORGRISiUQikUgkEolEIpFI/nZkQEIikUgkEolEIpFIJBLJ346csiGRSCQSiUQikUgkEsk1qOerNSXXgcyQkEgkEolEIpFIJBKJRPK3IwMSEolEIpFIJBKJRCKRSP525JQNiUQikUgkEolEIpFIroGcsXHjkQGJ+qDX/dMKjOj1/7QCc7Taf1qBEUX5pxXctFjb3DzJUHY2N88143mTXTNhrnb/tIRqIvPL/mkJ1fR3/acVmKPcTPfhm0nLzUZ5+T+twIjm5rkHS2/6X0JO1j+twBw3j39agZHKin9awU2LsJKPdpJ/HzdRDymRSCQSiUQikUgkEonkfwUZRpNIJBKJRCKRSCQSieQayLds3HhkhoREIpFIJBKJRCKRSCSSvx0ZkJBIJBKJRCKRSCQSiUTytyOnbEgkEolEIpFIJBKJRHINhBzOv+HIKpVIJBKJRCKRSCQSiUTytyMDEhKJRCKRSCQSiUQikUj+dmRAQiKRSCQSiUQikUgkEsnfjlxDQiKRSCQSiUQikUgkkmsgX/t545EZEhKJRCKRSCQSiUQikUj+dmRAQiKRSCQSiUQikUgkEsnfjpyyIZFIJBKJRCKRSCQSybXQyCkbNxoZkLhBKIrCok+/JvLgEexsbVn83BN0aNXCzKa0rJynX3uHlLR0tBoNA3v1YM7M6QCs2xHBO199h3cTDwCmjh3BxBGDr6v8N9buJDLmPPY21rwxbRTtm/tY2MWkpDHvxy2UVVYS1qEF8+4cjBCCT7ZG8csfx3F3cgDg6dH96d+hJZey8xi1aClBXqqu0CA/5k8edlUtUUkZLN4TjU6vcFfHQGb2bGO2v6JKxws7jhCTkYebvQ1LRtyCn6sjFTo983cdIyYjD42AFwd0pmfzpgBsOX2Brw6eQQjwcrTjreE9cLe3rVfdRJ27yOLt+1U93Voz87ZQSz0bIolJvYybgy1L7hqIn5sz0ZeyeHXz71dqmMf6d+WOdkEAFJSV88qm3zmbmYsQsHBMP7o097qmlr+qna6QmpPP6EVLeWxEPx68/dZ61Q+Abe/bcJk7DzQaSjb8QvF3y8z2248ah/NT/0GfmQFA8eqVlG78BQD3j77CplMoFcePkvvMI/Uu82o49+9Ps/mvILRacn5eReZnn1vYuI4aic8zT4OiUBobR8qTT2HXvj3+ixaidXZC0enI/ORT8jb/2igt7gMHELJwAUKrJX3FT1z8+FMLmyZjRhE491kURaE4No74Rx4HIOjleXgMHgRAypIPubxxc6O0+N4+kO5vLkJotZz//kdiP/jYbL+Dvx+9P/8Ya1dXhFbLifmvk7ozHJ8B/eky/2U01tboKys59soCMiL3NUrLtbj360/pNGoYhZlZvN6p119aFqh1082kbuJqqZten3+MjaFujs9/nTRD3YSa1M3xG1A3omUnNCOmgdCgP7oXJcr8GhR9hqHp1h/0OpSSQvTrl0F+NgCae+ci/FugpJxFv2JJo3RUl9c6FM2o6aDRoD+0G2XvJvP9t41A02Mg6PUoxQXo134JeZfBrQnaac+oL13XWqH/YwfKwV2N1zL2AbVuDoaj7Nlovr/fSDQ9b1frpqgA/ZrPVS1XsLVHO/d9lFMH0W9c3jgtbbuimTBTrZf9O1F2rTXfP2AMmt5DDFry0a/8GHKz1PYd/6DR0Nsf/Xfvopw80Hg942eodXNgF0r4OvP9/ceg6XWHsW5+/sSgpyOacSZ6vPzQf/8eyqmDjdMy7kFD3exCiVhfQ8toNLeaaFn1KeRmqTvdmqC5+1GEWxNQFHRLFxr3XQVFUXhjUySR8cnYW1vxxqQ7aO9n2a/GXMxk3ppdlFVWEdYmkHljwhBCkFdSxpwV27mUW4CfuwtLpg7D1cEOgIPnL7J4cxRVOj3ujnZ8//CdALy0Zhd745LwcLJn07NTLfVsjjLqmXj71fVU6VQ9o/sZ9azcYdQzZSiuDnaExyTw8c4DCCGw0gheGN2P7kHNiEvN4rUNeygqq0SrEczu343hndX+PepMCou37FP9mB7tmNm/m5mGiiodL/wSTsylLNwc7FgyeTB+7i4AfLX3KGsPx6HVCOaNuo3bWgUA8MMf0aw5FIsCTOzRjul9Vd9o+8nzfBpxiISsXFY9fCcd/ev2bRRF4Y01vxl9mntH0T7A17KOUtKY98NmyiqqVJ9m4hDVp9kSyS+/HzP6NGMG0r9jSyp1Ol5ZsYXYC+nodHrG3NqJWUP71qnDTM+6CCLjEtQ2mzKC9s29LfVcSGfeym3qNdQuhHkTBiGE4KOt+4g4eRYhBJ7ODrwxZQRerk6EnzzLx1v3qW2m1fDC+EF0D/G/tpYNu4mMS1TrZvJQ2vvXpiWDeT9vN2gJZt64gQgheGfzXvbEJGBtpaW5pyuLJg/Fxd6O6JQ0Xl2z60ohPDa0N3d0anXNuqmTlp3QDJsCGg3K0UiUfVvMdoveQxHdwkCvh+JC9Bu/ru6vJJIbhQxI3CAiDx4l+VIqO777jBNxZ1jw4Zes/uRtC7sHJo2lV5dOVFRW8sB/XiXy4BHCenYHYPiAvrzyxKyGlR97nuTMXLa/8jDRSaksWLWdVXPvt7B7bdUOFtwzjNAgP2Z/vpqo2ATCOqiBk+kDe9b6ENu8iRvrX5hRLx06vcLCiBMsm9AXb2d77l65m4EtfGnp6VJtszYmGRdba3Y8OISt8Rd5b18MS0b25JeTSQBsnH472SXlzF7/B6unDECvKCzeE83m++7A3d6WdyNPseJ4Ao/3blcPPXoWbv2TZfcOxdvFkbuXbmJgmwBaNnU36jl2Bhc7G3Y8OZGtpxJ4b9dhltw1kFZe7qyZNQYrjYaswhLGf7GBAW0CsNJoWLz9ALe19OODSYOo0Okoq6yqV/38le0E8Na6cPq1b1HrvjrRaHB5/r/kPDYDXUYGTb5fTXnkbqoSz5uZle3cRsHbCy0OL/5hOSV2djhMuPv6yr2KHr+Fr5EwdRqVaem02ryJ/J07KT97rtrEJigI70cf5dyEO9HlF2Dl6QmAvrSUlGeepSIpCStvL1pv+ZWCvZHoCwoarKXFmws5NWkK5alpdNmxhZwdv1Fy5my1iV1wMM2ffJwTo8dTlZ+PdRNVi/sdg3Dq3JGjg4aisbWh8/pfyA3fja6oqEFShEZDj3ffImLcREpTUxm6+zcubttBQfyZapuOc58hef0mzi3/Fpc2rRmwZiWbOvegPCebvZOnUZqegWu7tgxcu4oN7UOvUlrj+fPbFez55Cvu//7Lv7QcUOum+7tvsdtQN0N2/8alGnXTYe4zpJjUTf81K9lsqJtIk7oZsHYVGxtTN0KgGTUd3XdvQ0EO2tkL0J0+ClmpRpu0ZHRfvgqVFYhbBqEZMhn9GjXQpfy+FcXaBtFjUMM11NQz5gF0X78BBdloH1uELu4IZF4y2qQmofv0JVXPrXegGT4F/U8fQWEuus9fBV0V2Niiffod9djC3IZrGT9DfUDNz0b7xGJ0sYcttXz0gqql12A0I6ehX/FB9W7N0LtREmIbWBmmWjRoJs5G99mrkJeNds676E4ehIwLRpuLiejefVbV0ncYmjH3o//uHZRzJ9G984xq4+CE9uUvUE4fa7yeO2eh+2K+queZt9GdOggZF402lxLQLZmr6ukzFM3o6Wrg4dwpVecVPfM+Q4k/3jgtE2ai+2KB2k7PvI0u5lANLYno3v+PUcuo6eh/eA8A7ZQn0e9ai/7MCbCxA0Vfr2Ij45NJvpzH9v/cS3RKBgvW72HV45Ms7F5bv5sFEwYSGuDD7OWbiIpPJqxtEMv2HKFXS39mDuzB0t2HWbbnCHNG9KWgtJzXNuzhqwfH0szdmeyikupzje/ejql9OvPCqp1165k7jegLGSzYsJdVj0201LNhj1HPN5uJOpNCWJtAo54B3Vm65wjL9h5lzvA+9Grpz6D2wQghiE+7zLMrt7NlzjTsra1YPGkwQU3cyCwo4q6PVtO3VXMcba1ZuDmKZQ+MVv2Yz9cysF0QLQ0DRQBrD8fhYmfLjjlT2Rp9lvd27GfJ5CGcy8xhW/Q5Nj81mcyCYmZ8s5mtz9xDQlYuaw7FsuqRO7HWapn13a+EtQkkqIkbrbw9+GjKUOZvjLx2m8WcJzkrh+3zH1F9mp+3s+q5Byzr6OdtLLhnBKHBfsz+7GeiYs8TZhhMmT7oVh68wzxoveNoHBVVOja+NIvSikpGv/4lI3t0wM/T7ep64hJJzspl+0sPEZ2cxoI1O1n17DRLPWt2smDSEEKDmjH7y7VExSUS1j6EBwfdwpMjbgPgh71H+GzHH8yfNIRerQMZ1LGl2mapmT249O4AACAASURBVDz77Wa2zLu6Xxx5OlG9fl58kOiUNBasDWfVU1MstazdxYKJgwkN9GX2svVEnU4irF0wfVoH8syIflhpNbz3ayRLww8yZ1QYrXyasObpqVhpNWQVFDH+vR8Y0L4FVtoGzMIXAs2Ie9H/8A4U5KCZ+SpK/DGz/kpJS0b5aoH6W+8xEDF4EsovloNEEkljuCnXkBBC6IQQx4UQp4QQa4QQDib7xgshFCFEW8N3OyHEaSFEJxOb54QQX9Tj/MeFEJvqsrsewv84yNjBalSzS/s2FBQVk5mdY2Zjb2dLry6qTBtra9q3CiE968ZEGSNOnmVsz44IIQgN9qOwtJysfPMHn6z8IorKyukS7I8QgrE9OxJ+8kwdZ2wYJ9NzCHBzpLmbIzZaDcPb+BNxPs1c6/k0xrVXI/RDWjVjf0oWiqJwPqeAXgFqRoSngy3OttacyshFUUABSip1KIpCUUUlXo529dNz6TIBHi40d3fBRqtleIcQIk6nmOuJT2FcqBpdHtI+iP0JqSiKgr21FVYa9SdSXqXjyqK6ReUVHE5O586urQGw0WpxsatftsZf2U67TpzBv4kbLX2b1EvLFaw7dEZ3IQXdpYtQVUnpb1ux7V//h6GKQ/tRSoqvq8yr4dClCxVJyVSkXECprCRv82Zchwwxs/GcMpnL33+PLl8NNFRlq7+jisREKpKS1G0ZmVRdzsbKw4OG4tytC2WJSZQlp6BUVpK1YSMew8y1+EybQuo331GVnw9A5WVVi0Pr1uT/uR90OvQlpRTHxuE+aECDtXh270ZRQiLFycnoKytJXrse/xHm2UqKAtbOzgDYuLhQmqZmtORGn6I0Xf2cH3carZ0tGhubBmupD+ei/qAkp4EPrteJR426SamlbjCpG+u/sm78W6DkZKojwjod+pP7EW3NRzOVxDiorFA/XziPcDUGSJWEWCgva3j5NWneEiU7HXIzVT0n/kS062GuJyHWqCflHMLF8JvR6dRgBICVNTR2ZfHmLVEup0POFS1/IDrcYq7lfIyJlrMIV5Pfr18wOLminDnROB0Aga1QstIhOwN0VeiPRiE69TTXcu6kUUtSPMLN0+I0IrQPStzRarsGE9AK5XKaUc+xfYiONfWcMupJPlOHnt4opxupJ6ClqiWnAVq8/UGjNbZRRVm9tUTEJDC2ezu1fwz0UfvHAvO+JaugmKLyCroE+qr9Y/d2hMckVB8/rrs6UDHOZPuW4/EM7tiCZu7q79/TqdqlpEeIH672tfsTEbGJjO3WVtUTUE893doa9cQmMq5bW1WPyXZHW5vqVfpLKyoRqJ+DmroT1ER94PZyccLTyZ6c4lJOXswkwMOV5h4u2FhpGd65JRFxSeZa45IY103NRh3SoQX7z19CURQi4pIY3rklNlZa/D1cCPBw5eTFTM5n5hHa3Bt7G2ustBpuCWpGeGwiAC283Ak2GbS5GhHRZxh7a2cTn6aMrPxC8zrKL6SorIIuIQaf5tbOhJ+4uk8jhKC0vIIqnZ7yikqsrbQ41sPPijh5lrG3dFD1BDUz6KnNx6qgS7CfqueWDoSfVAcZnEzKUNtGxazNyo3br6rl1HnGdm9vuJ6bGa6fGloKDFqCmhmu5/aEn1IHX/q2CaoOMoQG+pKepx57pc0Ayit11ddPg/ALUX/nhv5KOXUA0aaruU3SaeNv/eJ5Y//wv4wQN/e/fyE3a4ZEqaIoXQCEECuAh4Eruav3APuAycB8RVHKhBBPA58JIcKAZsBsoIflaS3Pf6PIuJyNb1Ojc+DT1JOMyzl4edb+wy0oKmb3n4eZPn5U9badUfs5HB1LkH8zXnzkQXy96v9gmZlXiI+7MQvB282ZjPxCmro6GTXmF+LtZmrjQmaeseNYGXmETQdP0iHAl+fGD8LVwR6AS9n5THhrOU52Njw5sj89Wjavux6KyvBxtjfWg5M90em5NWxK8XFWHQIrjQZnW2vyyipo08SViPNpjGjjT3phKbGZeaQXltLZx4NXBnVh3A/h2FtpCXR34r+D6td8GYXF+Lg4GvW4OBJ9yTx1NKOgGB9XR6MeOxvySstxd7DjxMVMXt60j9S8It4aH4aVRsOF3EI8HOx4aWMUpzNy6ODbhBeH3YqDjfU19fxV7VRSXsHXu/5k2eP38E349aUNa7280GWkV3/XZ2Zg3bGzhZ3doCHYdO1BVUoSBUveRG9yzI3E2sebilRjdL4yLQ2HLubtbRscAkDLdb+ARkvG+x9QuHevmY19aCjC2pqK5OQGa7H18aU81RhQq0hNx7mbeWdt3yIYgM6b1yO0WlLeWULu7j0Ux8QSMPcZLn3xFRp7e1z79qYkvuEBQHtfH4ovGUeSS1LTaNLd/EH35JtvM2jdatrMmoGVowPhY++yOE/zMaPIjT6FvqKRD1A3EQ6+PpTUqBvPWupm4LrVtDbUTcRfVDfC2d08nbUgR52CUYe9pnsY+rPRDS7vmnpcaurJRjRvWbeeWwaoI9tXcPVAe9/z4OmNftuKhmdHgBpcMNWSn41o3uoqWgahP20Y6RcC7ajp6H7+BNGyY4M1GLV4mk8FyctGBLauW0uvwejjjliep1s/i2knDdLj5mGuJz8bEXAVPbfegT7uqOV5uvZD2dO4cRa1bkzaKS8bEXiVdrr19motomkzlNJiNPc/h/DwQjkbjf7XH+uVJZFZUIyPSV/o7epERkERTU368IyCIrzNbBzJNAQJsotKqm2bujiSU1wKQFJWHlV6Pfd9uY7i8gru7RvK2O7XzrDMLCjCx+169TiRaXjotNBTVFptt+vUed7f8SfZRaV8cb/RD7xC9IUMKnU6AjxciU/PrvZRwODHXMg0s88oKKquOyutwY8pKSMzv5jOAcZpAt6ujmQUFNPK24MPdx4gr6QMWystkWdS6ODX9Jp1YlFH+YX41PBXMvIKaerqbNSWV4i3m7OJjTOZJkGLlXsPs+nASToE+PDcnXfg6mDPkK5tiYg+Q/95H1JWUcnzd96Bm6PRt6xbTxE+7uZlZeQX1fCxivA2bVc3ZzJNghYfbIli06EYnOxs+fZxY+bnrugzvP9rFNlFJXwxc0L9tJj+3a5OqhaXmlpM9TqZabnCuoMxDOvSuvr7ieQ0Xl71G6m5Bbw1ZVjDsiMAXNxRCkwGTwtywT+kTnPRLQzl3F/XX0n+d7kpMyRqEAW0BBBCOAF9gRmoAQkAFEXZDqQB04H3UQMVf8/QXLUIy011vae2SqdjzqL3uHf8SJo3U9cPGNirB+E/fsmmpR/Qp1tnXnj7w+srvrbyLWwsja5onHxbN3a8+jDrnp9BUxcn3l4fAUBTFyfCX3uUdc8/yPPjb+e57zZSVFpet47aNtYQUpfWCR0D8XGyZ+LKPSzeE00XXw+0GkGlTs/P0YmsnTqQvbOG06aJK0sPxdep4Vpl1UfzFcmh/l5sfnQCq2eOYem+aMqrqtDpFWLTsrm7R1vWzR6HvbUVy/bV7wb9V7XTJ1ujmD6wJ462DRnZreU6raGhLGoPmaNv5/I946g4+Cdu8xc3oJz6yrm2HmGlxTYomHOTJpPyxBP4v/0mGhejU2Tl1ZSAD5ZwYe5/6ncR1Kmlto01tVhhHxLMyfETOf3wY7Ra8g5aFxfy9kaSGx5B6K8bafvFpxQePoqi0zVCi6UYpYaWoLsmkPDTKjZ06MKeiVPo8+WnZse5tm1DlwWvcPDpuQ3XcTNS673WvG4C75pA4k+r2Giom9416salbRtCF7zCocbWzbWlGE0790E0C0bZt7VxZV6voLr0dLkN4ReCEmmy1kl+DrqPnkf37jNouoWBk+uN1VKHGNG1H8I/pHq9C9F7CPrTx27c3OV6/LarTXv0RwS0RAk3X0cBF3dEs0CUuEZO16hTUB16uvdHNG+BErHBUo9vwA2YPlJvKYjuYWqAa7dBi0aLCGmHftN36D54Djy9ET0H1qvYmvczVYq5mFr70GsMCOr0emIuZvL5A6NZOmMsn4cfIinr2i5i7f11PfTUY8T6jo4t2DJnGp/cO4KPdpoPImQVFPPCqp0smjAQjUbU3oXV9KtqMxGijjpVsyAeCuvKjOWbmfXdFtr4eFZnhF4PV/NXrqrN8P/kft3YseBR1r34EE1dnXh7rbo2wsmkVDRCsOeNJ/nttcf4NvwAFy7Xo81qK8uirq6u+emR/YiY/zCjurdjRZQx6HdH59ZsmTeDT2aM46Nt115nqPa/uz7Xs7nNF7sOoNUIRnczBtFCA33Z/Nx9rH56CkvDD1Jez2nDtSmyoM7+qrfaX/2+rYFlSSR1c7NmSAAghLAChgPbDZvGAdsVRTkjhMgRQnRTFOXK3eJp4CBwVlGUH65xajshxGGgCnhTUZQNNQ2EELOAWQBfLH6VWVMt5zGu2LiVNVvVeYedWrckzWT6RXpWNl6etae8vbLkMwL9mnHfnaOrt7m7Gh+mJo4YzLtLr/UnqCPla/5QR486BfiSnmucJ5+RV4iXSYQawMfNhYw8U5uC6qhxE5OI/8Q+oTzy5RoAbKytsLFWL5MOAb40b+JOUlYOHWtZtAjAx8mO9ELjKEB6UanF9AofZ3vSC0vwcbanSq+nsLwSVzs1He6FAcaR+Sk/7yXQzYnTWWoqfIAhoj2stR9LD9VvpNnHxZF0kxTL9IJivJwdLG3y1UyKKr2ewrIKXGssmNmiqRv2NlaczczD28UBbxdHQg0LPQ1pH8Sy3+sOSPwd7RSdlMpvx+N5b+NuCkvLEEJga6Vlav+rJQqp6DIz0HobF9bUeHmjyzIffVHy86o/l6xfg/MTc6553oZSmZaOTbNm1d+tfX2pzDTXU5GWTsnRY1BVRcWFi5QnJGAbFERpdDQaJyeCv/mG9Hffo+RY4xzz8rQ0bJsZr3WbZj6Up5tnhlSkplFw5ChKVRXlKRcoPX8e+5Bgio6f4MIHH3PBsLhim88/oTQhscFaSlPTcPTzq/7u0MyX0jRzLSHTprDnLjVWe/nQYbR2dth6elJ++TL2zXzp9+O3/Pnw4xQZprX8f6EkNQ2Ha9RNC5O6ya6jbvbfgLpRCnLVEeYruHig1JJVIEI6oOk/Bt3yRcZpEX8BSkFODT2eKAW16GnREc3Acei+eq12PYW5KBkXEUFtGrxYopKfba7FtQ4tLTuhGTReXU/BoEUEtkYEtYPeQ8DWDrRWaCrK0G9b2TAtednqootXcPNEyc+xsBOtQ9EMnoju45cs6kV07YsSvR/0jQg01qXHtS49ndEMvgvdJy9b6unSV11Ys5F6VC0m7eTmaT6KeqW8Vp3R3HEXuk//W61Fyc+GS4lqGjignDxoyDwJr7WslUnZ/HL0JwA6+XuRbjI6nJFf9H/s3Xd0FNXfx/H3zKb3ENJIT+i9Cii9iyIgRcCGBXsHRbGBCtjAgv5siFhABDH0XgPSOyT0hBQglfRAyu48f0zIZlNIKEL0+b7O8Uh27u58MrPZuXvnFrxKXfMAfIrvMpvL5OLprJfxcHIgJSsXTxdHUrJyqVV8R93b1Qk3R3scbKxxsLGmbYgfx86nElzBsIS52w+xYFeUOU/G1eYx96Aol8ep/B3+tqF+xC9YR3ruRdwd7cm5VMBTs5fxQp8OtAj0Kd6HXke5LDErt3wOFycSM/VeEkVGcz3G29WpzDE1P3dI20YMaat/yf1szQ58St25v5K5m/ew4G/92tosqA6JZeorXq6Wr+Pj5kxSqV6epXtQ1C61z2F3tOLpb+YDsHxPJJ0bh2FtMODh7EirUH+OxJ4noHYF52zLPhZs1+tgeh3Lcl9eZX4vH1dnkkqf14xsi14vl93VphFPf/8Xz9/ZyeLxtmEBxKdmkp6TVzIZZ0mWrQdYsPOwniXAm8TSv3dmDl6uZc6bm1OZY2PZA2fR7kg2R0Uz66mhFd7kDPP2wN7GmpOJqTStYIL0KmVdQHGpZW6DcHGvuBdcaGOUzgMwzZ76j16v/i0qu+Esrl1N7SFhryjKAWAPEAf8WPz4SGBe8b/nFf8MgKZp54ANQHVmWgnUNK0tMAr4XFGUcrMAapr2vaZpbTVNa1tRYwToK2Es+u4zFn33GT3vaM/itRvRNI0DUcdxdnSocLjG57PmkJ2bx4RnHrV4vPR8Exu27yYs8Mqz9wKM6tKG8NcfI/z1x+jZvD6Ldx1B0zQOxpzF2c7WoosagKerE452NhyM0ccWLt51hB7FM/OWHmO37uAJ6vnqXfcuZOdhNOldLeNT04lNuYD/FSYVaurjTmx6DgmZuRQYTaw8nkD3UMvGi+6hviyK0udxWHPyHO0DPPXxgoVF5BW38m6LTcagKtT1cMHbyY7TaVlcyNN7ZmyLSya0luWX+Erz+NUmNi2ThPRsCoxGVkZG071BoGWe+gEsOqiPH1wTdYb2IfpY0IT0bIqKf/ezGTnEpGbi5+aEp5MDPq6OxKTqDSU7Ys4RVrvyY3IzztNvLz/IuknPsG7SMzzYrR1P9Lm9Wo0RAIVRhzEEBGGo4wdW1tj36U9+xEaLMqqHuSunbZceFMVEV+u1r0XewYPYhARjE+CPYm2N24ABZK61nHAsa/UanG7vCIDB3R3bkBAK4uJQrK0J/uE70v/6i8zl13/XOXv/QexCQ7ANDECxtsZz0EAurLbMkrZyNW533A6AVS137ENDuRQbC6qKlbv+vnBo3AjHxg1J37S53D6qK23ffpzDQnEMCkS1tiZoyGDOrlxtUSYv4SzeXTsD4FK/HqqtLfmpqVi7utBt/lwOvjeZ1J3XPvN+TXWhzLEJHDKYhDLHJvcKx6brjTw2Z6NRanmDW20wGFCbdSh/x9onCPWe0RjnfAa52RW/zo2ScBqltg+4e+p5WnREKzv0wDcYdfDjGH/5FHJLTQDrUkufOwLAzhEluAFaiuWcQFefxbdUltvRovZYlqkTjDpkjD4paKkspt9nYJz6DMYPn8O07Fe0vRHX3BgBQNxJFE9fqOWlN2607ly+ocUvBPW+pzHOnAw5meVeQm3dBW3vlmvPUFp8mTytOqFF7i6fZ9jTGGdOqThPq05o+25AnvhT5bMcqSjLUxh/nGqZJe4UODiBo36TRanXDK30RKFljAr2IPylkYS/NJKeTUJZvPeofn2MTcTZzqbcF0VPF0ccbW04GJuoXx/3HqVHE72LeffGISzaexSARaUe79E4lL0x5ygymrhYUMih+ETCvCoeTjuqY3PCXxxB+Isj9Dz7jul54qrIE1ecZ98xejQOMefZd0zPU+rx2NSMkp4FUWeTKTSacHOwo6DIyPO/rmBg6wb0a25ePaupnxexaRkkXMiioMjIykOn6N4w2CJH90bBLNqn9xxdE3ma9qH6/AjdGwaz8tApCoqMJFzIIjYtg2bFN1MuT+55LiObdZEx9G9RvZUaRnVtS/iEMYRPGEPPFvVZvPOQuU5jb2sxXAPA09VZP0aX6zQ7D9GjuT78oPR8E+sOHqdeHb2u4evuwo4TZ9A0jbz8Ag6eOUeoT/k5UwBGdW5N+GujCX9tND2b1WXx7kg9z5lzxXkqqGPZ2nDwjD5f2OLdkSV1rNI9ZzYeOU2ot/4+iU1JN5+z4uE0FQ0hGdWpJeFjHyR87IP0bFqXxXujit/P54rfP2WyuBTX92KLs+yNokdT/SvJlmMxzNy4m68fHYh9qSHBCWmZFBmL66YXsohJScfP/Rp7rp2LAQ/z9Upp2l6f1LI0n0DUu0dj+v2Lf/56Jf7fUirqbnWrKYqSo2maU5nHPIAEIBm9Q5Gh+P9BWvEvoSjKbGCZpml/XsW+qnyOFh9V5UHSNI33Z3zPlt37sbO1Zcqrz9OsgX5BGfTkyyz67jMSU1LpNnIMoYF+2FjrHy6Xl/ecNvNXNm7fjcFgwNXZiYkvPkloBY0SpqMVV5g1TeODBWvYejQaO2trJj9wV0kvhsEf/liySsaRuPNM+G0Z+YVFdG4UypvFSy+N/2UJxxKSURTwq+XKxBF34unqxJoDx5ixfAtWqoqqKjzXvzPdSy8vFH2sXJbNMYl8uOkQJg0GNwniqfYNmLEtiibe7vQI8yW/yMj4VXs4mpyJm50Nn/ZvR4CbI2czcxkTvg1VAS9He97v0xo/F731ed7BGH47cAorVaWOswNT+rbGreyyny4V90jZfDKeD1ftxKRpDG5Zj6e6tGTGxn00qVObHg0CyS8qYnx4BEfPp+Fmb8unQ7sR4O7CkoOn+OHvQ/rvrig83bUlvRoGAXA0MY13lmyl0GjC392ZyQM7W/aqqF1+aad/8jyV9tWKLTjY2lisxJE84aMK81xme0cXXF55AwwqF5f8Rc6s73B68nkKjx4hP2Ijzs++jG2XHvoEZ1mZZE6dhDFWv9vv8cOvGIJDUe0dMGVmkPH+WxTs+LvSfSUnX6x022XO3bvh9+47YDBw4Y/5JH/1Nd6vvMzFw4fJWqt36azz9ls4d+uqL+8542syli7FbfAgAj/9hEulVsGIGzuOS1EVz8qflV91S797zx6Evj8RxaCS9PsfxH8+g6DXxpF98GBJ40TIpHeo1b0bmslE/OdfkrJoCYqtLa3X6l0bi3JyOPXq6+RGXnl1gPj8K89dUKd3T1pP/QDFYCD6t7lETvucZhPGc2H/Ac6uXI1Lg/q0/2I6Vk6OoGnsf+c9Ejduosm4l2ny8gtkl+qhsWHwcPJTUyvdV0Tm9U2s+NjcWdTv1gmn2h5kJSWz9N0pbJtVdc+vinR1rXoSW98yxyaqgmNzW6ljc6DUsWlc5thsrOLYDHvhyksfK/Wao975AKgKpn0RaBFLUXvci3Y2Bu34ftSHx6N4+0O23vNIy0zDNFdfScLw2JtQ21dfnSAvB9PiH/XJFStTWFjlsVEatNSX/VRUTHs2oW1ahNprqJ7n6F7UxyageAeW3BnTMtIw/fqpeflSNEDBtH012u4Nle+oGkOSlIatUAc8bF6CdEM4ap/haAmn0aL2oo55C8Un0HxsMlIxzbZcsUpp0xXFP6zqZT/zKx9eCKA0bqMvs6mqmHasR1u7APXOUWjxp9CO7EJ95j2UOkFQ3FNBS0/FNHOy/uRaXhhe/BDjxMeqNyysGt3hlUatUQcV59m5Hm3dn6j9Rup5InejPj0RxTdIH+cNaOkpmH4sHj7n7onhhakY3xtTdZ5q3N1TGrVGHVi87Oeu9WjrFqL2G4EWf1rP8tS7ZbKkYpqlZ1Hqt0C952FQFLT405gWfHvFu6pKF30SZU3T+GDxZrYej8XOxprJw3rStHiZxMGf/074S/o9qCMJSUyYv06/PjYI4s2BXfVlNnMv8vKcVZzPyMbXzZnPHrgTt+JlP3/cvI/wPVGoisLQdk14qLM+L9G4uavYFX2WjNxLeDjZ81zv9gxp17hUngi2nojFztrKMs8X8wh/cYQ5z4L15jyXlyHNvcjLc1eb89zfDzcHO2Zu2svifcexMqjYWRsY1/8O2gTXYcn+47y1YD1hxV+C0TSmDOlBozq12Xw8lg+X/63XY1o35KnubZixbhdN/Dzp0SiE/MIixv+5nqPnUnGzt+PTEb0JqKU3Cn27cS/h+45hUBVe738HXRro9ZgHvg8nIy8fa4PKa/1vp2OYXudcFxnN5GVbuZB7ERc7Wxr61uaHR+4Gt/KNOJqm8cH81WyNOq2fswfupmmQ3sNx8JQfCJ8wRj9GseeY8Osy8gsL6dw4jDeH99XrNLMXc+xsEgoKfh6uTBx5J56uzuReKuDN35Zy+nwqGjC4Q3Me693RvONKJkrVNI0PFq5j69EYPc/IO2la3NNk8MezCX9ttJ4nTl/2M7+wUK9jDemJoii8OGsRMcnpqArUqeXKu8N64+3mzMx1O1m8JxIrVcXO2opxA7uZl/2s5HNP0zQ++GsDW4+f0d8/I/qW9GIYPO1Xwsc+qGeJT2TCvNX6+6dhMG8O1pcg7TvlRwqLjLgWN3y0CPJl4tBeLNkTxQ8bdmNlKK6b9u5Ar2bmBiz2bK8wT6XqNdeX/VRUtP1b0LYsRek+GO1cDBw/gPrQq+Dlb254zEzTGyeqyTBx9n+uO0FWj1Y178tzKS4b9v/rjvm/qUHiSaC1pmlPlnpsM/CWpmlbin+eTRWNC4qiuAN5mqblK4pSG9gODNQ0rdJvCtVpkLhZKmuQuGUqaJC4ZSppkLglKmmQuFWqapC4marTIHGzVKdB4maqqkHiZrreBokbqToNEjdTVQ0SN1U1GiRumuuZI+WfUEWDxE11DePz/zE1rLvx5QaJGqEm1Ylr2t9TBQ0St8z1rmpzI9W083S1DRL/sP9kg0Sv1jXog6I8l3X7/nXHvAZdIas0EigzoxQL0YddXI1GwB5FUQ4CG9HnkLgBi5oLIYQQQgghhBCiumrkpJZle0cUP9atgse+LPPz6Gq89jag2XXEE0IIIYQQQgghxHX6N/WQEEIIIYQQQgghxH9EjewhcSMoitIMKDuDWr6mae0rKi+EEEIIIYQQQlSqhs3D81/wn22Q0DTtMNDyVucQQgghhBBCCCFEeTJkQwghhBBCCCGEEDfdf7aHhBBCCCGEEEIIcaMoqgzZuNGkh4QQQgghhBBCCCFuOmmQEEIIIYQQQgghxE0nQzaEEEIIIYQQQoiqyCobN5z0kBBCCCGEEEIIIcRNJw0SQgghhBBCCCGEuOlkyIYQQgghhBBCCFEFWWXjxpMGieowGW91ArOalAXAyvpWJ6iZNO1WJ7BgZ1tz/tTt7WpOFpOxZp0nb1PN+Xvq6nqrE5htzrx0qyNYGHarA9RUNW1crVqDOoEWFt7qBGY17TzVsOulqMSFlFudwMy11q1OYKYaoLDgVqcwMxhudQIhrloNuloLIYQQQgghxL9ETWqMEOJfqubcqhRCCCGEEEIIIWqqmtbL7D9AekgIIYQQQgghhBDippMGCSGEEEIIIYQQQtx0MmRDCCGEEEIIIYSoiqyyccNJDwkhhBBCCCGEEELcdNIgIYQQWR8YSAAAIABJREFUQgghhBBCiJtOGiSEEEIIIYQQQghx08kcEkIIIYQQQgghRBUUWfbzhpMeEkIIIYQQQgghhLjppEFCCCGEEEIIIYQQN50M2RBCCCGEEEIIIaoiy37ecNJDQgghhBBCCCGEEDed9JC4QTRNY/L/ZhGxez92tjZMHfccTeqFWpS5eCmflz6YRty5RAwGle4d2jL2sQcsyqyK2M5LH0xjwVcf0qx+3ava/5S/1hMRFY29tTVT7r+TxgE+5cpFxicyYc4KLhUW0aVxKBPu7WkxOcusDbv4dPEm/p78HO5ODiWPH449z8jPfmPa6Hvo27LBFbNsiTnP1PUHMGoaQ5uHMKZ9I4vtBUVGXl+xi8ikdNzsbZg+oCN+ro4UGk28s3o3UUkZGE0m7mkSzBMdGnE+K483VuwkNfcSiqIwvEUoD7apX+1js+VUAlNX7cBo0hjauj5jOrUon2dRBJHnUnFzsGX60O74uTlz6GwK7y79+/IR5tmurejVKLjkeUaTiWE/LMHb2ZFvRvWuVhZN05iycB0RUaext7Fmyv13VXye4hKZMGc5lwoL6dI4jAlDelmep/U7+XTxRv6e8gLuTg5k5l3irbnLiU/NwNbKig9G9adeHc9qHyOr9nfg8NJ4UA3kL/2L/N9+rLCcdbfeOE2eTtZj92E8FoVNn7uwHTW6ZLshrD7Zjw7HePJ4tfddEYfOXfB68y0wGMhcMJ/077+z2O4y+F5qj3+doqREADJ++42sBfMBqP3qazh26w6qQt7ff5PywfvXlcW5W1f833sXRTWQ9vs8kr7+plwZtwF34fPKy6BpXIw6SuxzL2Dt50fozO/AoKJYWZPy02zSfp1zXVlq9ehG/cnvoRhUzv32O7Fffm2xvd77E3HvdDsABnt7rGt7EFG3MU5Nm9Dw46kYnJ3QjEbOfD6D5EVLrisLgG/P7rT+cDKKwcDpX37j6OczLLY7+PvR4ZsZ2Li6ohgMHJj4PufXrsenW1daTHwL1doaU2EhB96ZRFLE1uvOU5kHf/yaZnf3Izs5hfebdfjH9nOZUrcZav8HQFEx7duMtmWZ5fbb+6G27gomI1peNqbwmZCZBoD64DgU/zC0uJOY5ky/MXnqt0C9+yFQVUy7N6Jttjz3Sqf+qG27g8mElpuFaeF3kJEKbrUxPPAyKCoYrDBtW422a931Z7lntH5sdm9A27TYcnvnu1Db9dCPTW4WpgXf6lkus7XHMHY6WuQuTIt/ur4sDVuhDn5Mz7JzHdr6vyy3d70HtUMvPUtOFqZ5X0F6CkrdpqiDHjUX9PLD9Ms0tCO7ri9Po9aoQ5/Qz9O2NWhr/7Tc3mMQasc+5jy/fQ7pKQCoA0ejNGkHgGnVPLR9W64/y5Axepbta8tn6T7QMsucL8xZ7nnYnGX1PLR91fvb1jSNKUu3EHE8FntrK6YM60ljP69y5SITkpmwYB2Xiox0aRDEhAGdURSFjLxLjJ27mrPpWfi5uzB9VF9cHeyITk7nzT/XEXU2hRf7duDRLq1LXqvXhz/jaGuNqqpYqQoLnr/vH8+z63QCz/2yAr9aLgD0bhLKM71u43xGNm/MX0dqdp5e12nXiAdvbw7AlhNxTF2+Va/HtG3EmK6tLTIUFBl5/c/1RJ5Nwc3BjukjeuPnrr/+95v3sXDPUQyqwoS7O9GpXqD+u3/ym/67KwpWqsqCZ4cCcPRcKpOWbCa/0IiVqvL2PZ1pHuBd4TnbcjKeqcu36fW9Ng0Z06Vl+VwLN5rrV8N74efuTEbeJV6at5bDZ1MY3Ko+b93dqeQ5Kw+f5rvN+zGaNLo2CGBc3+p/Zv9TdSyAXSdjmfrXeoqMJtwd7fnlxfurzrJoIxFHY/QsI/rS2L/8cYyMT2LCvFV6vbxRCBMGdUdRFD5ZuplNkdFYWxkI8HBl8oi+uNjbcfZCJnd/NJtgr1oAtAjyZeLQXtU+RoQ1Re07EhQFbf8WtG0rLbcH1kftMwK8/TH99R0c3VuySek5FKWu/p7UtixFi9pd/f0KcQXSIHGDROzeT+zZ86z+aQYHj51k0pffM3/Gh+XKPTL0Hjq0bEpBYSGPjJ9ExK59dLlNv7Dk5F3kt0UraNGw3tXvPyqa2JR0Vr01hkOx55m0YC1/vPJguXLvzV/DpPv60iK4Dk9+9ydbjsbQpbHecHI+PYvtx8/gW3wRu8xoMjF96WbuaBhSZQ6jycQHa/cxc3hXvJ3tue/XdXQPq0Pd2q4lZRYejsHFzprVY/qz4mgc0zYfYvo9HVl9PJ4Co4nFj/TlYmERA2at4q5GgdgYVF7r3pLG3u7kFhQy9Je1dAzytnjNK+ZZsZ2ZD/bF28WR+35YQvcGgdT1dDfn2X8CFzsbVr8wjBVHopm2bg/Th3annpc7C564BytVJSU7j8HfLqJbg0CsVL1j0a87owir7UZOfmGVOS4rOU9vP8mhM+eYNH81f4x9uFy59+avZtKIfvp5+nYBW45G06VxGFDxefp+zTYa+nkz4/EhRCel8f6CNfz03MjqhVJVHMa+Sc5LT2BKTsR55jwKt27EdCbaspyDA7bD7qco8mDJQwVrllOwZrn+MqH1cPrwy+tujEBV8Xp3ImcfeZjCxESCFv5F7vr1FJw+ZVEsZ8Vykt+bZPGYXatW2LduQ+yAuwAI+P0P7G9rz8VdO685S8Dk9zk18n4KzyfSYMUSMtes49LJkyVFbEOC8X7uWU4OuhdjZhZWHh4AFCUnc2LgvWgFBagODjTcsIbMNWspSkq+5iwNPpzM/mEjyT93nnZrVpC6ag25J8xZTr49seTf/o8/gnOzpgAY8y4S+dyLXIyOwcbbm9vWr+TChk0UZWVdWxZAUVXafPoRGwcN4+K5c/TZuIazK1eTdfxESZkm414mLnwJp2bNxqVBfboumMvS5m3Jv5BGxIgHuJiYhGujhnRb+AeLG7e4wt6uz/bZc9j01feM/uW7qgtfL0VBvfshjD9/DFkXMDw5CeOxfZByzlzmfCzG796FwgKUdj1Q+4zAtEBvXNL+XoFmbYPStseNy3PPIxh/nAJZaRienYzx6F5IPmsuc+4Mxq/f1PO074V65yhMv38J2ekYv3kXjEVgY4vhpU/052anX3uWQY9inDkZMtMwPDcVY9Qeyyxnz2Dc8YaepUNv1P73Y5r7Rclmtc9wtOioazwYpbOoqEOewPjtRMhIw/DyxxiP7IKkhFJZojFOH6dnub0v6oCH9IaHU0cwfvqKXsbBCcOE/6EdP3D9eYY/jfGrt/Q8r36G8fBOSIw3l4k/jXHLy1CYj9LpTtRBj2D66WOUJm0hIAzjh8+DlTWGlz7Uj+uli9eeZdhTGL9+uzjL9PJZEqIxfvJK5Vk+ekHP8uJUjFF7q5Ul4ngssakZrBr3AIfik5i0aDN/PDusXLn3Fm1i0r3daRHow5M/LWXLiTi6NAhi5qa9dKjrz5hubfhh015mbt7H2Dtvx9XBlgkDurA+KrqCvcLsJwbj7mh/0/IAtAnx5ZvRAyxex0pVee2uO2js50VufgFDv/yDjnX9CantxgdLtzDzkQF6PeabhXRvFEzd4i+kAAv3HMXFzpbVY+9nxaGTTFu9g+kj+nAq+QIrD51i6YsjSM7K5bGflrLi5ZEYiusxsx+7p9zvPm31dp7p3pYuDYLYfDyWaat38PPjA8v93kaTiQ+WbmXm6Lv0XN+G071hEHW9StWv9h7Dxd6W1S+PYMWhU0xbs5Pp9/XCxsrA8z3bcTLpAqeSL5SUz8i7xCerd/Dn0/dSy9GeNxZuZPvps3QM86vw3JU7Z/9QHSsr7xLvzV/D908Pp04tV9Kyc6vOcixGf/+88SiH4s4zaeF6/nhxVPksC9cxaVhvWgT58uTMcLYcO0OXRiHcXj+Il/t3xsqgMm1ZBD+s38XYu7sAEFDbjfCx5ev4VVIU1H73Y5ozDbLSUR9/G+3EAUg9by6TmYZpySyUjn0tn1u3OYpPIKbvJ4KVFepD49FOHYaCS1ef499OVtm44WrkkA1FUYyKohxQFOWIoigLFEVxKLVtsKIomqIoDYt/tlMU5ZiiKM1KlXlNUZRvr/D6gYqirFEU5aiiKFGKogRfb+b123YzsHc3FEWhZaP6ZOXmkZxmWWmzt7OlQ0v9C4KNtTWN64aSmJpWsv3Ln+fx2PCB2NhYX/X+Nxw5xcB2TVAUhRbBdci+eImUzByLMimZOeRcKqBliB+KojCwXRPWHzZ/mfkofANj7+lW7u9sTsQ+ereoj4ezA1U5fP4Cge5OBLg5YWMwcGfDQDacOmdRZsOpswxqEgxAnwb+7IhLQtM0FEXhYmERRSYT+UVGrA0qjjZWeDrZ09hbv8A52lgT6uFCck71KlqHz6YSWMuFAHcXPU+TUDYci7PMczyOQS30RqA+jYPZEX0OTdOwt7YqaXzILzJaHJfErFw2n4xnSOvq99QA2HD4JANva6qfpxA/si/mV3Ke8s3n6bamrD9U6jz9tZ6xAy3P0+nENDrUDwIg1NuDc2mZpGZVfcEEMDRqhikhDtO5BCgqonD9Smw6dy9Xzn7Mc+TPmYWWX1Dh69j0vpOCdSuqtc8rsWvegsLYWArj46GwkKzly3HsVc3Wfw0UW1sUa2sUGxsUKyuMaalVP68SDq1akn/mDAVx8WiFhaQvXoprX8veMB6jRpI6+xeMmfqX+6I0/W9aKyxEK9CPlWJrg6Je38etS+tWXDxzhkuxcWiFhSQtWkztO/tWWt578CCS/loEwMXoaC5GxwBQkJREQUoa1rU9ritPrTatyYmOITc2FlNhIXELw/Hv38+ykAbWzs4AWLu4cPF8EgDph45wMVH/d+bRYxjsbFFtbK4rz5Wc2rKNvAvX+CX6avmHoV1I1u8WG42YDu9AaWh5N1OLOQqF+ntDiz+N4mquwGvRUZB/Ayt4AXXR0hIhPVnPc3A7SqO2lnmio8x54k6huBR/0TEa9cYIACvr66+EBdRFS0uCC5ezbENp3K5MlshSWU6iuJZ6n/qFgLMb2slD15cDILAeWup5SEsCYxGm/VtRmt5mmeXUEXOW2BMobuX/ZpQWHdGO7Sspd82C61vm2ReB0tzyzrB28jAU5uv/PnMcxa22vsEnEO3kETCZoCAfLSEGpVGba88SVObY7I1Aada+iizFx8YnQD9ul7OcrX6WDVExDGzdUL8+Bvro18cy17GUrFxy8gtoGeSrXx9bN2R9ZHTJ8we1bgjAoFKPezg50CzAu+R6Xl3/VJ7KeLo4lvTAcLS1IdTTneSsXA4nJBNYy5WAWi7YWBm4s3ldNhw9Y5n16BkGtdZ7r/ZpEsaO02fRNI0NR89wZ/O62FgZ8K/lQmAtVw4nXLlRXEEht/hGS86lArwqqfsdTkgh0KNUrmZh5XMdi2VQy/rFuULZEa3ncrCxpk2QD7ZWBovy8ReyCPZwo1ZxI0nHMD/WRsVcMa/F/v6hOtbyvVH0btGAOrX0G2Eezo5VZzlymoFtGutZguoUv3/KZMkqrpcH19GztGnM+iP6zZc7GgRjZdDfsy2CfEnMyCm3j6tWJ1S/FmSk6r2bInehNGhlWSYzDZITQNMsHlY8fdFiT4BmgsICtKR4lLpNrz+TENTQBgngoqZpLTVNawoUAE+V2jYS2AqMANA07RLwEvA/RecHPAm8cYXX/wX4RNO0RsBtwDXesjRLSkvD19NcWfGpXYuktLRKy2fl5LJxxx46ttK7PkWdiuZ8SirdO7St9DlXkpyRjY+buTXX29WZpMxsy4yZ2Xi7OZvLuDmTnKGX2XD4JF6uzjQs0x0xKSObdYdOcN8dlt3wKpOUcxGfUhcvH2f7co0HSTkX8XHRy1ipKs421mRcLKBPfX/sra3o+r+l9PxuGY+0a4Cbva3Fc89m5nI0KYPmvtX7MpWUnYuPi/nC4ePiSHJ2nmWZrFx8XB3NeexsyLioV7QOJiQz4H9/MfCbcN696/aSCs2Hq3Yyrlc71KusoCdnZuNT5hxU6zxlljpPbk409LPs9tfAz4t1B/U704diz3EuPZOkDMvXrYzq6YUpObHkZ1NyEoqn5esb6jVE9fKhcFtEpa9j07MfBWtXVrq9uqy8vSlKNLfWFyUmYu1dvpujU5++BC1Zhu+XX2Hl4wvApQP7ydu5g9C/txP693Zyt26h4PTpa85i4+NDwTlzloLz57H2sez+aRsagm1oCPUWLaT+0nCcu3Ut2WZdx5eGa1fRdPcOkr7+9tp7RwB2vj5cOmtu3Ms/dx5b3/JdUQHs/P2wDwrgwpa/y21zadUS1caaizFnrjkLgIOvD3lnzXe2886dx97X16LM4Q8/Jnj4EAZGHqDbgrnsfa38x3LAPXeTfugIpoLr/EJXQyjO7iXDLwDIuoDi4l5pebVNF0w34gt2ZXlcyuZJs2gAKZenXTdMJ8y9oHCtheGFjzCM/wrT5iXX3jsCUFxrQUapLJlVZemO6XLPA0XBcNeDmJb/ds37t8jiVstyKEhmmmXjR9ks7XthOrqv/Ou06lztIQlXzOPqUTLkAYD01Cvn6dgHU1RxV+qzMaiN24C1LTi6oNRvDu7VH7JXLoubB6SXOjYZaRU2xpiz9C6V5YxllnrNwb12tfabnJWDj5tTyc/erk4klfkCl5SVg7erZZnk4jJpOXl4Fl/vPV0cuVCNGxeKAo//uIShM/5g/s4jNy3PgbhEBn/+O0/MWsLJpPJ1xbMXsjh6PpXm/t4WdRQorsdkWjaMJGXl4FOcw8pQXI/Ju0RyZm7J43o+R5KKG1UUBR7/aRlDv17A/F3mXkev33UHn6zaTo+Pf+GTldt5qU/FQybK5XJ1JDm7bK5S9SuDirOtDRl5+RW+HkCghysxqRmcTc+myGhi/dEzJGZW/4v4P1XHOpN8gay8Szz85RyGfvwTi3cdrkaWHMssrk4klfldkjJzymRxIrmC3/evXZF0LjVk+OyFTO6d9isPff0He6ITypWvlIsbWpa5RwpZ6eDsVq2nakkJegOElQ3YO6EENwSXWlU+T4jq+DcM2dgCNAdQFMUJuAPoDiwBJgJomrZKUZRHgYeAu4CJmqZVWGtSFKUxYKVp2tri596AJkdAK/+QQsVfVouMRsZO+YwHB/UnwNcbk8nE1G9nM3Xcczdy9xbj4aBcY2dJmYsFhXy3dgcznx5ebvvU4l4ThmreWagoR7kyFebQe1eoisKmpweQdamAB3/fSMcgbwKKKwS5BYW8uHgbb/RoiZNt9XqRVLSv6mS+fORa+Hux9Jl7OZ2SwYRFEXSu58/26HPUcrSjSZ3a7DpzvoJnX12esu+Tisugn6c125j5zH3lto/p1YEpf61j8EezqO/rSSN/bwyGajaWVNSoUjqEomD/wmvkTX6r0pcwNG4Gly5hijlVaZlqqyCPVuag5GzcQPayZWiFBbiOGInPRx+T8PCDWAcGYRMWRnQXfTyq/08/k9e2HRf3XOM4x4oOYdm7BlZW2IYEc3Lofdj4+lIvfAHHevTBmJVF4bnzHOvdDytvL0J//IGM5SsoSr3GHhtVnadSvAcPJHnpcv0uZSk23l40/t+XRD33UvX+OK42T5m/pqCh9xLz+x8c++obPNq1peN3X7OiY5eSfbs0bECLSe+waXD5z55/raoPi7lo89tR6oRgmjXl5gaqLE/LTih+oZi+f8/8YOYFjF+OB2d3DA++og9ryMn857O06oTiH4bp24n6zx366I0TmZU39F93lkrCKG26ogSEYfqqzGegizuKbyCmY/v/mTiV5WnXDSWwLqYvXtdLHduPKagehrGfoOVkosUcA5Pxxoap5PNCadsNJaAupi/fMGcJrIfhlY/NWYzVy3Lt18dr77kz5+kheLk4kZaTx+MzFxPq6U7bUL9/NE9jPy/WjX8YR1sbNh87w/O/rGDVq+bu97n5Bbw4ZyVv3HUHTnY2FR/6MruorA6oVbDl8lPnPDEYLxdH/Xf/aRmhnm60DanDvF2RvN7/dvo0DWPl4VO8Hb6RWY/eU+51KnlHWJappL5XGVd7W94Z0IlX5q9DVRRaBniTkF69myuV7u8G1LGMJhOR8YnMem4E+YVFjPzsV1oE+5XM41Bhlgoeq1aWMgfo23U7MagKA1rr87F5ujiy/q0xuDnaExmfxPM/LWbJaw/jZGdb/sUqSFCtoBWJjkSrE4z6yBuQl42WcLpcHeP/C6Wm3s7/F6vRDRKKolgBdwKrih8aBKzSNO2EoigXFEVprWna5VsWLwG7gJOapv16hZetD2QoivIXEAKsA17XNM3iiqkoyhPAEwDfTnmHJ0YNLfdCc5asZMGK9QA0axDG+RRzRSkx9QJeHhV/UL3z+bcE+fny8L13A5B78SInz8Tz0KvvApB6IYNn3vmI/703/ooTW87dso8F2/U7a80CfUjMMI8HT8rMxsvFyaK8j5uzxV3zpIxsPF2diE/N4GxaJoM//qnk8SGf/MwfYx8kMi6RsT/rE6Cl51wkIioag6rSq3nF81z4ONmTWKoHQmL2RbycLMcn+jjbk5iVh4+zA0UmE9kFhbja2bD8aCydQ3ywNqh4ONrRys+DI4npBLg5UWg08dLibdzdKJDe9f0rPSbl8rg4kliqi2ViVm657oc+Lo4kZuo9KYpMJrIvFeBapmdGmKcb9jZWnEzOYF9cMhuPxxFxMoH8IiO5+QW89tdmPr63KxWZG7GXBdv1O47NAn1JLHMOvFyrc56ciU9N18/TR7NKHh/yyWz+GPsQni5OTLlfnzdB0zR6T/oG/1rVa/U2JSehepnvtKte3mippe7kOzhiCK2L01f6ftVatXH6aAY545/HeEy/q2LT68YM1wC9R8TlHg8AVj4+FCVb9iwwZWSU/Dtz/h/UfvU1AJx69+bSgQNoefp7MDdiM3YtW15zg0TB+URs6piz2Pj6UpiUZFGm8Px5cvfth6IiCuLjyT8djW1IMHkHzXe9i5KSuXTiBE7tbyNj+bUdp0vnzmPnV6fkZ9s6vuQnJlVY1nvwQI6Pf9PiMYOTEy3m/kL01I/J2lv+Tu/Vyjt3Hgc/87hehzq+XDyfaFEm7IFRbBo6AoC03Xsw2Nlh6+FBfmoq9nV86fzbbHY89Rw5Z85cd56aQstKt7yz7VILrYJeBUpoE9Su92CcNdk8LOIfyXOhTB4PtKwK8oQ1Re0+COP371WcJztdv0MW3OCaJ2/UMsvcaXetJEvdZqg97tXndyjOogTVRwlpCB16g60dGKxQ8y9hWvX7tWXJSDMPebicJfNCuXJK/eaovYfqczuUOS5KyzvQDu+8zi//pfKU7tXgXrviPA1aoPa9D+Pnr0OROY+2ej7G1frEvurocZB8rtxzq58lFaV0rwa3So5NgxaofYdj/OINyyxr5mNcU5zl4XGW86eUMTcugz+/mAdAM38vi27pSZk5eLlYdo33KXOXOSkzp6QXgoeTAylZuXi6OJKSlUstp/LzQpR1uZ7k4eRAzyah/Lz1AJOXbvlH8zjZmYendW0YzPuLNpOeexF3R3sKjUZe+m0ld7esT+8mocX70OsolyVm5ZbP4eJEYqbeS6LIaK7HeLs6WfQwSMo0P9erVM6ejUM4lJBM25A6LN53nAl33QFAv6ZhvBO+qcJjd7nuVJIrs4L6VXH2klz55etXZXVvGET3hvoQ1Pm79ck4r+Rm1LG83Zxxc7THwdYGB1sb2oYFcOxscrkGiblbD7Bgp957olmAt2WWzBy8XMucNzenMlnM7x+ARbsj2RwVzaynhpY0VNhYWWFjpX99axLgTUBtN86kpNO0gsk7y8lKR3GpZW6DcHGHnIwrPcOCtnU52lZ93jBl8Bi0CxXXQYS4WjW1jcdeUZQDwB4gDrg85f9IYF7xv+cV/wyApmnngA1A+SnwLVkBnYFxQDsgFBhdtpCmad9rmtZW07S2FTVGANx/z50s+vZTFn37KT1vv43FazehaRoHjp7A2dEBL4/yXVE//+l3snPzmPD0IyWPOTs6suPPn9jw6zds+PUbWjSqV2VjBMCozq0Jf2004a+NpmezeizeHYmmaRw8cw5nO1s8y3wIe7o64Whrw8Ez+hwJi3dH0qNpXerX8WTr5OdY9+5TrHv3KbzdnFn46sN4ujix9t0nSx7v27IBbw/rXWljBEBT31rEpueQkJFDgdHIymNxdK9bx6JM97A6LIo8A8Ca4wm0D/RCURR8XRzYEZeMpmnkFRRx8PwFQms5o2kab6/aTaiHC6PbXXmFj3J5/GoTm5ZJQnq2nicymu4NAi3z1A9g0UF9/OCaqDO0D9HHgiakZ1NU3Pp7NiOHmNRM/NyceKVXWza+MoJ1Lw1n2tButA+pU2ljBMCoLm0IH/8o4eMfpWfzeizedUQ/TzFnKz9PdjYcjNHHWi7edYQezepRv44XW6e8wLqJz7Bu4jPF52k0ni5OZOVdoqBIrxT/uf0gbcMCcKrion+Z8dgRVP8gVF8/sLLCuuedFGzdZC6Qm0PmXV3IGtqPrKH9KIo8ZNEYgaJg070PBetWVfj6V+vS4UNYBwdh5e8P1ta43HUXuevXW5QxeJor7k49e5YMyyg8fw77224DgwGsrHC47bbrGrKRd+AgtiEh2AQEoFhb4z5wAJlr1lqUyVi1BqfbO+q53N2xDQ0hPy4Oa18flOI7FgZXFxzbteXSdWTJ3n8Ah5AQ7AL1LN6DBpK6ak25cg5hYVi5upK5e0/JY4q1Nc1//pHE+X+SvGRZuedciwv79uMcFopjUCCqtTWBQwaTsHK1RZnchLN4d+0MgEv9eqi2tuSnpmLt6kLX+XM5+N5kUnde38oENc7ZaJRa3uBWGwwG1GYd0MreQfcJQr1nNMY5n0Fu9e/+XZOE0yi1ffQu/AYDaouOaKVmTQfANxh18OMYf/kUcktNdOpSS587AsDOESW4AVrK1fUKK5fFo3SW29GO7rEsUycY9d7HMc7+2CKLad64uYDNAAAgAElEQVQMjFOfxfjR85iW/4a2L+KaGyMAiD+J4ukLtbz0xo1WndAiyzRc+oWgDnsa48wpFfYKUVt1uu7VLErEnkDxrAMe3nqe1l3QDpWZjNc/FHXEcxi/e98yj6KCY3G37zrBKHVC9HktrlXcScssbbqgHS7zd+ofinrfsxi/ryCLQ+ksweXf/6WMCnQj/MURhL84gp5NQlm875h+fYxLxNnOxuLLGeh3hx1tbTgYl6hfH/cdo0djfcLt7o1DWLTvGACLSj1embyCQnKL50TKKyhk28l4hrdv+o/nScnOLen1dyg+CZOm4eZgp9d1/txAqFctRnc2j+tv6udFbFoGCReyKCgysvLQKbo3DLbI0b1RMIv26RNKr4k8TftQfX6E7g2DWXnoFAVFRhIuZBGblkEzf6/yv/upeOp561+uvVwc2B2jNyLtiD5LkEfFE4g39fMsrl8V5zp8uqQhoSRXwyAWHThRnCua9sXzNlxJWvHQlsyL+fy+K4qhbRpesfzNqGP1aFaPvdEJFBlNXCwo5FDsOcK8yw9jGtWpJeFjHyR87IP0bFqXxXuj9Cyx54rfP2WyuBRniS2ul++NokdTfXLNLcdimLlxN18/OhD7UnPLXcjJw1hcN41PyyA2JR3/Ss5ROedi4PL1STWgNLlNn9SyOhQF7Ivf/17+KF4BcDqyes8Vogo1tYfERU3TLCYtUBTFA+gBNFUURQMMgKYoymuauT+3qfi/K0kA9muaFl38uouADpgbPa5J19taE7FrH31GP4edrS1Txj1Tsm3QU+NY9O2nJKak8e3vCwkN8OPeZ/Q7uvcP7MewO69iuZ5KdGkcSkRUNP3e/wE7Gysmj7qzZNvgj2cT/tpoAN4Z3psJc1aSX1hE58YhJSts3ChWqsqbvVoz5s8ITCaNwc1CqFfblRlbj9DEx50edf0Y0jyU8ct30veHFbjZ2fDpAH184shWdXlz5W7u+Wk1GjC4aTANvNzYm5DCkqhY6td2ZfBs/QvYS12a0TXU9wpJSuXp35Exv63GpGkMblmPel7uzNi4jyZ1atOjQSBDWtdnfHgEfb9cgJu9LZ8O7QbAvrgkfvj7EFaqiqoovH3X7bg72F3X8enSOIyIyGj6vfcddjbWTL6/f8m2wR/NIny8vpTcO8P7MmHOcvILiujcOLTK8xSdlMbrvy3DoCiE+dTm/VH9r1jegtFI3mdTcJr+LRgMFCwLxxRzGrvHn8V4LJLC0o0TFbBq2QZTSqI+KeaNYDSS8t4k/H/8CQwGsv5cQMGpk3i88CKXjhwhd8N63B96GMcePcFYhDEjk8TX9b+nnFWrcOjQkaBly0GDvC0R5G7ccF1ZEt56h7C5v+jLfv4xn0snTuIz7hXyDh4ia+06sjdtxqVrFxpuXAdGI2ffn4IxPQOHzp3we+ct9P6QCsnffs+lY9e+AolmNHL8jbdoNX8uqCrnf/+D3OMnCB0/jqwDB0ldrTeUeN87kKRFlkspeg8cgFvH9ljXcsd3hD48Iur5l8k5cu2VCc1oZM+rr9Nt4R8oBgPRv80l69hxmk0Yz4X9Bzi7cjX733qX276YToNnngJNY+czLwBQf8xjOIcE0/TVV2j6qr5awcbBw8m/1uEsVXhs7izqd+uEU20PpsYfZem7U9g260od6a6DyYRp+S8YHnoNVAXTvghIOYva4160szFox/ej9h0BNnYY7tOH6WmZaZjmfg6A4bE3obavvn3s55gW/6jPZH49eZbMxvDoG/rylns2QXICaq+hep6je1H7j9L3N+pFPU9GGqZfP0Xx8tOXLy1+D5silkFS/JX2VnWWxbMwPDaheAnSTZCUgNp7GFpCdHGWB/QsD7xcnCUV08+fXPs+r5Rl4Q8YnnxXz7JzPSTGo/YbiRZ/Ci1yN+o9D4OtHYbRr+pZ0lMw/ThVf767J7jVRrtRFXKTCdP8bzE8+55+nnashcQ41LvuR4s7iXZ4l77UqK0dhsdeN+f57n0wGDC89JH+OpfyMP786fV1pTaZMC34FsMzk4qzrNOz9C/OcmQX6qBH9CyPlsry/QfFWT40Z/llWrWzdGkQRMSxWPp98it21lZMHtazZNvgL+YR/qLe2+qdQV2ZsGC9Xo9pEESXBvqX4DFdW/Py3NUs3B2Fr5szn92vT7Kbkp3L8BnzyckvQFUUft16kKWv3E967kVe+FXvsVZk0rirZX06Nwj6x/OsOXyaeTuOYKUq2FpbMW1UXxRFYe+ZcyzZf5z6Ph4M/mIeaBov9WlP1wZBvDmgM2NmL9PrMa0bUs+7FjPW7aKJnyc9GoUwpE1Dxv+5nr7T5uBmb8enI/TJl+t516Jv0zAGfDEPg6rw1oDOGFSVtJwcXpizqvh3N3FX83p0rq/frJk0qFvJEqM2VgYmDepW4fmyMqi8efcdjPl5JSaTicGtG+i51u/R61eNghnSugHjF26k72fz9PrVcPMx7DVtLjn5hRQajaw/GssPD/enrpc7U1ds41ii3uP4mW6tCa5dvd6e8M/VscJ8atOpUSiDPvwRVVUY2qFFlUurd2kUQsTRGPpNnaW/f0aYJ6EePO3XklUy3hnSkwnzVuvvn4bBdCle0e6DvzZQWGTkse8WAublPfdEJzBj1XasVAVVVXl3aC/cHKruDQSAZsK0ag7qKH05Z+3gVkg5h9J1INr5M3DioN5APfxZvRG6XgvoOhDTt++AakB9WP97J/8ipkU/6BNc/n8kq2zccErZsdk1gaIoOZqmOZV57EmgtaZpT5Z6bDPwlqZpW4p/ng0s0zTNcsFsy9cxAPuAXpqmpSiK8hOwR9O0ryt7jhZ7uMYcJNPRGnY3MeHMrU5g5uBUdZmbxaP8WuW3UtZ70291hBIpKde4FN0/IDe3+ku23gwXCv65rvtXK7mw5hybzZk1a1mxr94edKsjmNWg81TjxhPXpIlSa9J5qmGVaaVHn1sdoWaq5twbN80NGJp0w7jWoMkUr3eFnRttf836nmB4+8ea9YFzA+QN7VRjvhdWxOHPrf+6Y15Th2xUZCQQXuaxhUD5RX2voHiuiHHAekVRDqPP8PLDDUkohBBCCCGEEEKIaqmRQzbK9o4ofqxbBY99Webn0dV8/bUUr9whhBBCCCGEEEKIm69GNkgIIYQQQgghhBA1iVLFyi/i6v1nGyQURWkGlJ21LF/TtPa3Io8QQgghhBBCCCHM/rMNEpqmHQZaVllQCCGEEEIIIYQQN91/tkFCCCGEEEIIIYS4YWrYSkX/Bf+mVTaEEEIIIYQQQgjxHyENEkIIIYQQQgghhLjpZMiGEEIIIYQQQghRFVll44aTHhJCCCGEEEIIIYS46aRBQgghhBBCCCGEEDedDNkQQgghhBBCCCGqoMgqGzec9JAQQgghhBBCCCHETSc9JKrB+OmEWx2hhNJ/4K2OYMnJ9VYnMHNyvtUJzBITbnUCCy79brvVEUo45+be6ghmNja3OoEFRa05bcSayXSrI5QYdqsDlPHc+4tudYQSblY15z3jaW241REsOBlqzl0s+xr0t21XwyZkGxIScqsjmDk43OoEZllZtzpBzWU8casTmNWgayUALdve6gRCXDVpkBBCCCGEEEIIIapSwxp1/wtqTpO9EEIIIYQQQggh/t+QBgkhhBBCCCGEEELcdDJkQwghhBBCCCGEqIqssnHDSQ8JIYQQQgghhBBC3HTSICGEEEIIIYQQQoibThokhBBCCCGEEEIIcdPJHBJCCCGEEEIIIUQVFJlD4oaTHhJCCCGEEEIIIYS46aRBQgghhBBCCCGEEDedDNkQQgghhBBCCCGqosqQjRtNekgIIYQQQgghhBDippMeEjeI0qg16pAxoKqYtq9FW/un5fbuA1E79gGTES0nC9OcLyA9BQD1nodRmrQDwLR6Htq+rVe9f03TmPLXBiKORmNvbcWUUf1pHOBdrlxkfCIT5q7kUmERXRqFMuHeHiiKwpcrtrLh8EkURcHD2YEpo/rj5epU8rzDcecZ+dkcpj08gL4tG1wxy5aT8UxduR2jpjG0dQPGdG5psb2gyMjrf20i8nwqbva2TB/WEz93Z7adTmD62t0UGo1YGwyM63MbHUL9LJ777NzVxKdns+TZoVd3bBZtJOJoDPY21kwZ0ZfG/hUdmyQmzFtVfGxCmDCoO4qi8MnSzWyKjMbaykCAhyuTR/TFxd6OQ3HneXfBuss74dm+HenVrN6Vj83pc0xdu1s/Ni3qMub2puWPzdJtRCam6cdmUGf83Jw4m5HD3d8vJbiWCwAt/Goz8c72+nOMRiav3s2uuCRUFF7s1pI+DQOrfXwACGuK2nckKAra/i1o21Zabg+sj9pnBHj7Y/rrOzi6t2ST0nMoSt3m+mHYshQtavfV7bsCSv0WqAMeBkXFtHsD2uYllts79Udt10P/e8rNxvTnt5CRCm61MTzwCqgqGAyYtq1G27nu+rLUbYba/wE9y77NaFuWWW6/vR9q6656lrxsTOEzITMNAPXBcSj+YWhxJzHNmX5dOSpUtxlqv1Ggqmj7ItC2LrfM1rEvSusuYDJBbjamxT+WZLsRatKxqUlZqvLgj1/T7O5+ZCen8H6zDv/4/ur36cmA6R+iGAzsnvULmz/53GK7W2AAQ3/4CkfP2ly8kM68h58g6+w5AKZcSiPxSBQAGXEJ/HLvyOvKEty7B90/mYpiUDky+zd2TfvCYruzvx/9fvgaOzdXFNXAlnfeI2b1OlRra3p/NR3vVi3RTCY2vjqBhC1/X1eWgF49uP3jKSiqyrFffuPA9C8ttjv5+9Htu6+xdXVBMRjY+e77xK/RP09qNWlMly+nYe3sjGYyEd61N8b8/OvKU6dnd9p9NBnFYODUL79x5LMZFtsd/f2445sZ2BQfm30T3+fs2vV4tG5Fxy+m6YUUhYMffkL8shXXlaU0n57daTn1AxSDgZhf53Dsc8tcDv5+3Pa/GVgXH6dDkz4gce36G7Z/ghuhdrtX/5w7vB1td5nPdL8wfbtnHUzLf4aTByy329ihjp6AduoQ2gbLull1bTmTxNRNhzCaNIY2DWLMbZb1oIIiI6+v3ktkUgZu9jZM798OP1dHCowmJq7bT2RSBqoCb3Rrzm0BngCsPJ7Ad7uOYzRpdA3xYVyXphXt+spCGqP2HKZfuw9tQ9u5xnK7f13UnkPB0w/TkllwYr95m7M7ar8HwMUdNA3Tn19D1oWrz1ATswCENkHtNVx/3xzYirZjteX2gHr6di8/TItmwvF9+uOB9fXHL/PwwbToBzh58Pqy9BkBiop2YAva9lXls/S5D7z8MYV/D8f2lWxSegzR61iKghYThbZm3rXnKKZpGlMWbzbXi+/rQ2N/r3LlIhOSmDBvjblePLBrcb14C5uiStWL7+uNi73ddecS/39Jg8SNoKiow57C+PXbkJGG4dXpGA/vhMR4c5mEaIyfvAKF+Sid7kQd9Aimnz5GadIWAsIwfvQCWFljeHEqxqi9cOniVUWIOBpDbEo6q958nEOx55m0YC1/vPJAuXLvLVjLpOF9aBFchye/W8iWozF0aRzKoz3a8UL/TgD8unkv/1u9jYnD+wBgNJmYvjSCOxoGV5nDaDLxwfK/mflQf7xdHLnv+0V0bxBEXS/3kjIL9x3Hxd6G1S/ex4rDp5m2dhfTh/fEzcGO/43qg5eLIyeTLjDm15VsGnd/yfPWRsXgYGN9VccFIOJYDLGpGax641EOxZ1n0sL1/PHiqPLHZuE6Jg3rTYsgX56cGc6WY2fo0iiE2+sH8XL/zlgZVKYti+CH9bsYe3cX6vnUZsFL/8feeYdXUW3/+91z0jsJJQWSAAESuoCiUiQU6UIooiDK5dp7u6D4vaj3qtjQay+gItIsEEB6770nkFBCEkgjvRIgObN/f8whyUkCpCnR336fx8ecmTVnPqxzzsyatddeewI2Jo203HzCZv5En7YtsTFVXnhk1nXeWruP2ff3o4mbE+N+WE1oq6YENfIo9c3RM7g52LH2iZGsOh7HzM2H+SisFwDNPFwIf3hohff9Zmcknk4OrH58BLqU5BRWMygWAm3QBPT5MyE3C+3hfyNPHYH05FKbnAz05d8j7hhofWxQR4S3P/q3b4CNDdqDU5FnIuDKpeppKK9nxGTM370NORmYnn4Hc9RBSE0stUmKw/z5NCi6gug+AG3wBPSFn0BeFuavpoO5GOzsMb3wofF7ysuquZZhD2L+8X3IzcT02JuYow9BWlKpTXI85m9eN7Tc2hft7vvQf/0CALlzFdLWDtGtb839cT1tQyai//QB5GaiPfI68uRhK20yOR757ZuGtm6hiAH3In/7qu7OX198U5+0VIHdc+az5fNvmTT3mz/8XELTGPHph3w3eCQ5CUk8vWczUStWkxp1ssRmyHv/5dC8RRz6aSEt+/Rm0Nuv88ukxwAoKizk02696kxLv4/f57dho8lLTGLC9g2cWbmGzOhSLbe/8hKnlizj6Kwf8Axuw6jwRcwOuYWOkx8EYO5tvXBs1JDRS39mXs/+IGWNtfSY+R4rR4yhIDGJUVvXE7dyDdknT5XYdJnyEmeXLOPEdz/g0aY1QxYvYkH7LgiTib6zv2LTI0+SGXkce88G6EVFtfZN95nvsX7kWC4mJjFk8zrOr1pLThk9Hf71AnFLl3Pquzm4t2lNv18XsKRjN7KjolnZZwDSbMaxSWOG7dxMwuq1SLO5Vpqu6urywbtsDbuXwqQk+m9aS9LqteSW0RXy0gucX7qMmO9/xK1Na3r9Mp+VnW6t9bkNAQKt71j0xV9AXjbahJeRMZGQmVJqk5eFvnb+NX+/4s4hyIQzNZZg1iVvbTrK7FE9aOLqyLgFmwlt6UOQl1uJzeLj8bjZ27J28t2sOpnAzB3H+WjobfwWEQfAsgf7kXHxMo+F7+KX8X3IvXSFD7ZH8tv4UDyd7Hl1zQF2n0vlDv+KD4XXRAi0/uPQf/nU8M2DU5FnjkFGGd/kZqKv+glxa/8Kh2tDH0LfvQbio8HWHqReUxfVLy1X9dx9P/qi/xlxzaRXkaePQUaZuCY3E33FHET3AdbHnjuF/v1bxt8OTmiPvwWxJ2qnZdB49AUfG1omv4Y8fdQ6xsrNRP/9B0T3cjGWX0tE0yD0WW8AGH71bw3nTlEbtkXHGc8Mr0zi2LkUS1xcMdn8n8WbeHNMP0tcvLRMXOzPC0N6WOLi7czauJ+XhtXNfeKvgFplo+6p8ZQNIYRZCHFECHFUCHFICHGnZXugECLS8ncfIcSKSo7dIoToVo1zfSKESBRCaGW2TRJCSCFEvzLbwizbxgghwi36zgghcix/HxFC3CmEeNqyXQohGtbUByUEtEKmJ0PGBTAXox/chujQ3cpEno6AIuNBUcadRHh4GTu8myHPRBojmFcuIxNjESFdqy1hU8RpRtzaDiEEnQJ9ySu8RFpOvpVNWk4++Zeu0Lm5H0IIRtzajo0RpwFwcbAvsSu8UkTZn9r8bYcY0LEVXi5ON9QRkZiGv6cbzTzdsLMxMbh9SzZFx1trjY5jZOfWANzdtjl7YhORUtLWpyGN3ZwBCGrcgMvFZq4UGwFVweUiftwdwWO9b6m+byJjGNG1reGbAF/yCi+TllvON7kW3wT6Gr7p2paNkUYA06NNYEmSoVOADynZxrGOdrYl2y8XmRFc/wIVkZSBfwNXmjVwxc5kYnDbQDadTrDWeiqBkR1aGL4J8WdPXAryBgF3+NGYkkoLTQgaOFUzS+3bArJSjQoD3Yw8vg/RppyfczIgNaFC8C8a+SDjTxnBQ9EV5IXziKAajPKUpVkQMiMFMlPBbEY/ugvR1vpyIc+egKIrxt/nTyPcPY0dZrORjACwsYXa3jSatkRmphrVTGYzesQeRHAXay2xUWW0xCDcS5Nv8uwJuFyL5Mz18GsBmRdKtMnIvRU/t7joUm0JMQg3z7o7f33yTX3SUgXObN/FxcwaJsmqSbPbupIRc5bM2HjMRUUc/XkxbYcPsbJpEtKGM5u2AhCzZRtthw/+Q7R4d+tCdkwsOXHx6EVFnPwtnKBh1ueSUmLn6gqAvZsrBcnGA41XcBvObd4GQGFaOpeyc/HuWv37wVUad+tC7tlY8ixaziwOJ7ASLbZuRqWgvbsbBSmGlqb9QsmMPEFm5HEALmdmIfXaPUB5de1C3tlY8i164paE02zoIGsjCbYW39i6uXEx5QIA5sLCkuSDycEBapajqRTPrl3IPxtLQbyh69ySpfgOKacLaaWr0KKrTvAOgOw04x6km5HRhxAtO1jb5GZCelLlyanGzcDJ1bgW1pCIlEz8PZxp5uGMnUljcJumbIpJtrLZFJPMyLZGZeLdrXzZcy4NKSUxmbnc7m9URHg52eNqb0vkhSzO51wk0MMFTycj9rrDvzHrTydRLXwCrX0TdRAR1MnaJjcT0hIrPuB7eRuVhPEWvxRdhuJaJNXqkxYA3+bWcU3UAUTrcnpyMix6rv2DEcFdkWcja6fHtzlkppVqObEf0dq6ctiIsSrTIo1YxmQDJlswmaAgt+ZaLGw6HsOIbiGWuNiHvEtXSMstsLJJyy2wjou7hbDxeAwAPdoEWMfF5Z43FIrqUpseEoVSys5Syk7Aq8CMOtJkhSUJEQacB3qX2x0BlE3p3QccBZBShkkpOwMPA9stWjtLKXcBO4H+QDx1gPDwgqz00g3ZGaUJh0rQ7hiAfsJS8p4Yh9a2q5ERdnZDtOoIDaqfI0nNyce7gWvJ6yYerlwod4G4kJNPEw8XK5vUMjb/W7mdvm98zYqDUTxjqZa4kJ3HhojTjOtR7uJ5DS7kFuBdZqqHt7szqXnWF7kLeRfxtiQebEwarvZ2ZF+0HtVfdyKWEB8v7GxMAHy26QCT7uyAo231i3pSc/Lx9ijjG3eXa/imrP9crHxzlSX7jtMrJLDk9dH4ZIa//yMjPpzL62P6XbM6Aq7+u0uTOt6uTqTmXbymjY2m4WpvS7al4iExJ59R363kwZ/WceBcKgC5l4wHrM+2HWH0dyt5fsk20vOrV12DmweybGlkbha4elzbvgzyQoKRgLCxA0cXRGAw1PKhV7h5Wk8ryMm87oO01i0U/VSZEl13L0zPvYfplS/QtyyveXUEIFwbWGvJzUS4Nbimvda1N/rpYzU+X7Vwa1Dxc7uONtGltzFiVUfUJ9/UJy31DTdfH3ISSquLchKTcPPzsbJJPhZJh1H3ANBu5HAc3Nxw8jT8Z+PgwNN7NvPkjvW0vadihVZ1cPH1IS+xVEteYhIuvtZadr/9PiH3jeXR0xGMCv+ZjS+9AkBqRCQthw1GmEy4BfjT5JZOuPpZT+mrDk4+PuQnlj4AFiQm4exjreXgO+/TatxYJkQfY/Bvi9j58qsAeAS1RErJkPBfGLV9E52ef6bGOkr0+HpTUMY3FxOTcSqn5+iM92lx72hGnzhCv98WsG/KqyX7Gnbtwj17tjF811b2vPCvOqmOAHD08eZiGT8VJiXh6ONtZXP83Q/wv3cMwyIP0+uX+RyeMq1Ozg2AiwcyL7v0dX42uLpX8WCBdtdI5LZltZJwIf8S3q6OJa+9XRxJzb9UzqYQb9dy9+5LV2jT0J1NMckU6zoJOQWcSM0mJa8Qfw9nYrPySMwpoFjX2RiTTEpeNe/dLh7Isve3vKyq+6ZBE7hciDbyUbSHXkX0CatdAr8+abmqJ7e8nqrFNWURId1qPw3V1QOZV7MYi8SzyPhotOc+RHvuA+TZ49ZVJzUkNaeginFxmWcGd1dSc6zjebDExVWooFYorkddNbV0A/6o4Z5QIBL4CuvkA8B24DYhhK0QwgUIAspNHqyIlPKwlDKu7iRWcuG8RsZVdOuDaBaE3LjEMIs+jH78IKYX30eb9DIyNtoY5a0mlZ2t/PVcVmJVtuzo+aG92PTG4wzrGsL87cb8tRnhm3hp+F2YtKp9VaoyMFPZiH9ZradTM/lo/T7eGG6Uf0UlZ3AuM5f+Ic2rpKEqmspXM1T2cZUvyfp6w15MmmB4l5CSbZ0CfPh9ykP88vx4Zm3cx+Wi4mrpKP/duZbWRi6ObHxqFEv+OZSp/bsyZdkO8i9fwazrpORd5JamjVn8z6F09mvIB5sOVfIu16Oy728VDz17HHkmAu0fr6KNehSZEGNU+9SGSuOQa3ivc09E0xbIrb+XbszJwPzJVMwfPI/WtTe4VDV4raKWa/hGdLwT4dscuaPu5m5fn6p/bqLjHYa2nasrN6ij098039QnLfWMSktLy/lm5dR/07xXD57dv40WvXuQk5CI2VKd9m6L9nx+eyiLJj7M8Jkz8GwRWMdarMUEjx3F8XkL+bZVB5aEjWPI7K9ACCJ/nE9+YhIP7NxI6AfvkLR3H7r52tfbutDScuwoTs1fxPzgjqwecx99Z30JQiBsbPC+ozubHn6c5XcPpfnwIfjdVbty5aroCRwzipgFP7O4bWc2jhlPz2++KLl5ph88xPLbe7Mq9G46vPgsmr19xfermbBKdFm/9B8dRtyCRaxofwvb753AbV9/XvsHyutRxWk6onNPZOwJI4lRm9NV+uY3liSAUe0D8HZxZOyCLczYcozOPp6YNIG7gx3T+3bmxVX7mfjLNnzdnDBVt3N/Na57FdA0aBqEvnkx+tz3EO4NEe3vqN7566uW2uq5irMbNPaDs8drp6U2MVaDRoiGPuifTkH/dAoiIBiaXb9XWVW4URx+TZtyr7/esA+TSWN4l+Baa/pLoYn6/d9fkNr0kHAUQhwBHAAf4I+afHs/sBBYBrwjhLCVUl6tnZLABmAg4A4sB2r21FoOIcSjwKMAX/bpwCPtA65pK7PTEWWrGjy8kDkVm/GINp3QBt6L+ZNXobg0kJLrfsG87hcAtIdetp73fB0WbD/Er7uNUb4O/j6kZOWV7LuQnUdjNxcre293Vy5k51vZNLJUKpRlaNcQnvh2Cc8M7snx8xd46UfjYT+fFPwAACAASURBVC+roJBtUbGYNI3+HSu/IHq7OVuVbqXkFNDY1bmijaWSotisk3f5Cu6O9hb7fJ5dtJ4Zo/rgb2ngePT8BY4np9P/44WYdUlGQSEP/bCCH/8x7Nq+2XGEX/dGGL5p1oSU7DK+ycmnsXs5TR4uXChrk51v5Zul+4+z9cRZvn98TKWBY8smXjja2XI6JZ32zbwr7AejIiIlt7QiIiXvIo3LjLqUtfF2c6ZY18m7XIS7ox1CiJJqkXY+XjRr4EJcZh7tvD1xtDXRv00zAAaGBLD4aMw1/VIpuVkIN8/S+6Nbg2oFcHLHypJmiiLsEWRm7cp1ZU4mwr1MhZG7p/VIhwUR1B6tbxjmb94snaZRlrwso4IjMBgZubdmWnKzrLW4eVqPAl3V0qId2l33YP7+7cq1/BHkZlb83CqrBmnRFtFrOPqcGXWqrT75pj5pqW/kJCbh3rS0ksDdz5fcJOty87zkFObdOxEAO2dn2ocN53Jubsk+gMzYeM5u24Fv545kno2rkZa8xCSrqgZXP1/yk61H+9o/9ABLRowFIHnfAUwO9jg29KIwLZ0tU/+vxO7+TavJOnO2RjoACpKScPHzLXnt7OdbMiXjKsEPTmBVmNHc7sK+A5js7XHw8qIgMYnknbu4lGHc58+t3UDDzp1I3Lq95noSk3Eu4xsnPx8ultPTauJ4Noy+D4D0/QcwOTjg4OXFpfTSCs2cU6cpLrhIg7bBZByuRRM+C4VJyTiV8ZOjry+F5XQ1f2A828Ya40UZFl32Xl5cLqOrxuRnI1w9Sq9zLh6QX8WSdZ/mCL8WiE49wc4eNBtjauyO3298bBm8XRysqhdS8gtp7Gw9NdLb1ZGUvIt4uzqW3rsdjHv3K306ltiNX7SVAMuoc2hLH0JbGlUwvxyLxVTdJE5eNsK1QalvXBtAfk4Vj82CC+dLKsvk6aPG1IKI6kmol1qu6nErr6d6iSkR0g158kjtB1nyshCuNYuxRJtbkIlnS6d8x0Qi/Fogz5+utowFO4+WiYu9K8bF5Z8ZPMo9M+Tk0ci9bFx8gq1RZ/n+sdGqp4Ki1tTFlI1gYBAwV9TxN1IIYQcMAZZKKXOBvcDd5cwWYUzVuA8jcVEnSCm/lVJ2k1J2u14yAoBzpxGNfMGrCZhs0Lr2Rkbss7Zp2gJt3FOYv/2v9UVaaMb8RgDfQIRvIDL6MFVhfK8uhE+ZRPiUSfTrEMSy/ceRUnI0LglXR3sauVtfXBq5u+Bsb8fRuCSklCzbf5y+llUh4tJKg/fNkTG0aGKUyK+f/igbXn+MDa8/xsBOrfn3mP7XTEYAtPdtRHxmLglZuVwpNrM6MobQcis+hLYJYOkRoyHPuhOxdG9uzE/LLbzME/PX8kL/2+jiX/pQf99tbdn68gQ2vHA/8yYPJ9DL/brJCIDxPTsT/tJEwl+aSL/2QSw7eMLwTXwSrg52NCp34W3k5oKzgx1H4y2+OXiCvu1bArA9OpbZm/fzxeQROJZpqpmQkUOx2bhRJWbmEpuWhV+Da4/Gt/f1Ij4rj4TsfK6Yzaw+EUdoq6bWvmnVlKURRpC9Luoc3QOaIIQgs+ASZstN8XxWHvGZeTT1cEEIQZ+gpuyLN5IAe+JSaNmwmhUBSbHg2QQ8GoJmQrS7zWhqWRWEAEfLDapxU0TjZhBTy9GEhBiElzc0aAQmE1qnO5FXpzhdxTcQLewRzD9+YD2f0s3TmG8J4OiMCGiDrGKCr1ISzyKu+sZkQutwe8Xfp3cA2j2TMM//GAryKn+fP4KkWOOaY9Em2nc3mlpaafNHGzbJaPhZ19rqk2/qk5Z6RsL+Q3gFtaRBYAAmW1s6jRvNiRXWlTJOXp4lAWWfqS9wYM58ABw93DHZ2ZXYBNzR3aoZZnVJOXgYj6AWuAX4o9na0mZMGDErrbXkJSTgH3oXAJ5tWmPj4EBhWjo2jo7YOBkl8QF9+6AXF1s1w6wuqQcP496yBa4WLUGjw4hfad35Pv98An59jJmiHm1aYXJw4FJ6Ouc3bsKzXTtsHB0RJhM+Pe8kqxZaADIOHca1ZQtcLHoCR4VxfpX1qgAFCYn4WCox3Fu3wmRvz6X0dFwC/BEmI2Ht3Kwpbq2CyI8/X+EcNSHz0GFcWrbA2d/Q5T9qJEmrrXVdTEykSW9Dl6tFV50kIwBSzoFHI+ParpkQwV2QZ6v2pCpXz0Wf/Qb6d28ity5FRu2rdjICoL13A+Kz8knIKeCKWWf1yQRCW1hPpwlt4cPSE+cAWHc6ie7NGiGEoLComIuWysld8amYNFHSDDPDMlU159IVFh6LZUyHG8Sa5UmOhwaNwd3L8E1I16pPy0uJBwcncLTEQgFtrBs+Vpf6pAUgKa6cnm5GoqMaiLa3Ik/su7FhVbR4NgZ3S4zV9lbkqSpqyclE+Lc2nhU0E8K/NbKGvhnfoxPhLz5A+IsP0K9dS5YdiLLExcmWuNh6oK6Rm7PxzBCfbMTFB6Lo2+5qXBzH7M0H+OIf91jFxQpFTamTVTaklLstzSEb1cX7lWEQRuVDhCVYcgIuAiVr20kp9wkh2mMkSE7dlCydrqP/+jWmJ980lpzbswFSzqENmYA8dxoZuQ9t5D/A3gHTZGM+rMxKQ//2LTCZMD3/rvE+ly5injuzRtnY3m1bsC3qLIPemoWDnS1v31/anCvs/TmET5kEwPSxA5i2YDWXi4roFdKC3pZpEB//vpXY1Cw0Ab6e7rw+dkBlp7khNiaN14bcySM/rUbXJWG3tKFVY08+23SAdr6N6BscwOgubZi6ZAsDP/kZD0d7PhxjFNcs2Hecc5m5fLX1EF9tNaYdzJ44BC8Xx+ud8ob0DmnOtqhYBs34HgdbG96+r7SLcdjMnwh/yRgZnD66H9MWreVyUTG9ggPpHWz45q0lmygqNvPPbxYDxjSNN8b051BsIrM27cfGpKEJwb9H9aPBdbTaaBqv3X0rjyzaaPimU0taNfLgs61HaefjSd/WzRjdOYipy3cy8KuleDjY8+FIo5fHgfOpfLbtKDaaQBOC1wd3x8NSVfJi31t4Zfku3l1/gAZODrw9rJqljlJHXzMfbfwLxpJUR3dAWhLirhHI5Dg4dRR8AtHufQocnBGtOsFdI9C/ng6aCe0h4zvN5UJjaazadsfWdfTlP2CaPM1YRvfAZkhNQBswFplwFhl1EG3wBGMVjQnPG/+E7HT0uR8iGvuhDS1dXUbfvsIYeamNlpVzMT04BTSBfmgbpCWi9R2FTIxFnjyMNvA+sHPANO5pQ0tOBvoCY1lF0z9fg4Y+xv6X/oe+7DtjFZK6QNfRV81Dm/iy8bkd3m58bqFhyKRYOHnEWEbMzt747MBYLWXhJ9d/3+qcv774pj5pqQL/XPA9rfv0xKWhFzPOR/H76++w6/uf/pBz6WYzy5/7F5NXLkYzmTgwZx6pJ6IZ8Po0Eg4eJmrFalrc1ZNBb72OlJK4HbtY+szLADQKacOoLz9G6hKhCbZ88L9aJSSk2cymF6cyevmvaCYTkXMXkBF1kjv//QoXDh0hZuUatrwynbu/+JguTz8OSNY8anx3nRo1ZPTy35C6Tn5SMqv++USt/CLNZna8/ApDlv6K0DRO/rSArOiTdHvtFdIOHyF+1Rp2T5vOXZ9/TMenHkdKyZbHje/OlewcIj7/irCt60FKzq3bwLm162utZ9/Lr9B/yc/Gsp/zFpATfZJO06aScfgICavXcuC117nj048IefJxkJKdTz4LQOPbu9P+hWfQi4qRUmfvS1O5nFnLJRPL6Do05VV6L15kLPs5fyG50Sdp9+oUso4cJWn1Wo7+3xt0+2QmrZ98DCkl+556tk7ObQjQ0Tf/hjb6SeM6F7kHMlKMlTNSzsHZSGjij3bPw+DgiGjRHu4YjD637tqa2Wgar/XtxCNLdqJLCGsXQKuGbny26wTtmjSgb0sfRrcPYOqaAwz8fh0eDnZ8OMRYZSTz4mUeCd+FJqCxsyPvDipt0DxjyzGi04wBqidvDyawTB+wKvtmw89oY582fBOxGzKSET2HIVPi4UyEkYgNexTsnRBBHaDnUGMFCSnRNy9BG/ccCJAp55BHa7GMbn3SclXP+kVo9z1n6Dm2E9KTEb2GI5Pj4cwx8AlAG/UEODgZ/dt6DUef/aZxvLuXUclwrvqVCJVqWbsA7f7nQRPGvy09CdH7HkPLaUuMNebJUi29R6B/+zoy+iAEBqM9+gZIafSQqIP+R71DAtkWHcugd+cYcfG40rHesI/mEW5ZpW/66L5MW7SOy8XF9GoTSG9Lr4i3wjcbcfG3xvTzTv4+vDGmX4Xz/G1RFSF1jrhRB/9rHihEvpTSxfJ3MLADaAI0A1ZIKdsLIfoAL0sph5U7dotl+4EbnGMhsFxKudDy2hmIBQKBe4FuUsqnhRCDgUtSys1CiDmW8/9mOaZSDZZ9cZb3uG4qv/iZ4XXYs7p2iCEjbrYEa3JqNzezTnGp5s38jyQj9WYrsOZc3M1WUIIsqNgU6aZhGf2tL4gq9mr5M6jtqgF/Z57+79KbLaEED5v6851pZGu62RKscDHVn6DRsR79th3q2Rzj0f8ed7MllOJ049XE/jRya7+awt+WOmraWifUt3tlxy43tvkTMQ1/on5dcOqAKw8PrDfPhZVhN3vtX87nddFDAow+Jw9JKc2VVCj0E0KUXdtwrOX/K4UQV3tB7JZSji17kBDCCaM3xGNXt0kpC4QQO4DhZW2llNXq1CaEeBaYAngDx4QQq6SUD1fnPRQKhUKhUCgUCoVCoVDUnBonJKSUlQ6FWFavaG/5ewtQWQ17nyq8/0Wgwlp/UspRZV7OqWT/pHKvtwBbym37FPj0RhoUCoVCoVAoFAqFQqFQ/DHUSQ8JhUKhUCgUCoVCoVAo/s6Iejbt7e9AvUhICCEGAu+V2xwrpQy7GXoUCoVCoVAoFAqFQqFQ/LHUi4SElHItsPaGhgqFQqFQKBQKhUKhUCj+FtSLhIRCoVAoFAqFQqFQKBT1GrXsZ51Tf9ahUigUCoVCoVAoFAqFQvH/DSohoVAoFAqFQqFQKBQKheJPR03ZUCgUCoVCoVAoFAqF4kaoVTbqHFUhoVAoFAqFQqFQKBQKheJPRyUkFAqFQqFQKBQKhUKhUPzpqCkbCoVCoVAoFAqFQqFQ3AChVtmoc1SFhEKhUCgUCoVCoVAoFIo/HVUhURXqUyZM12+2AmvqU2MXWY98U5++MwBS3mwF9ZMrV262AiukyXSzJZRS36419QgPm/qTy88urj+fk319uh8A9WvMpf58TvXLLyDj4m62hBJEcMjNllBKfYsj6pue+kJ9i6/0eqZHoagCKiGhUCgUCoVCoVAoFArFjah3yfe/PvUrTa5QKBQKhUKhUCgUCoXi/wtUQkKhUCgUCoVCoVAoFArFn45KSCgUCoVCoVAoFAqFQqH401E9JBQKhUKhUCgUCoVCobgRqsFrnaMqJBQKhUKhUCgUCoVCoVD86aiEhEKhUCgUCoVCoVAoFIo/HTVlQ6FQKBQKhUKhUCgUihuhpmzUOapCQqFQKBQKhUKhUCgUCsWfjkpIKBQKhUKhUCgUCoVCofjTUVM2FAqFQqFQKBQKhUKhuBFqykadoyokFAqFQqFQKBQKhUKhUPzpqISEQqFQKBQKhUKhUCgUij8dNWWjjhAhXdBGPQyaCX33OuSGxdb7Q0eg3TEAzDoyPwd9waeQlQaAds8kRLtuIATy5BH0xbOqfX4pJe+Eb2ZbVCyOdja8c/8g2jZtUsHu+PkLTFu4hktFxfQOac60sFCEEHy6eiebIs8ghMDLxYl37h9EY3cXzl7I4LVFazmRkMpzQ3owOfTWG2rZfvo8M1buwiwlY7oG80jvzlb7rxSbeWXxZo4npePhZM9H9/bHr4Er2Rcv8fyi9UQkphF2S2v+b1jPkmNWR8TwzdbDmHXJXW2a8fLA26vnm2VbLb6x5Z1xd9O2aeOKvkm4wLRF60p9M+IuhBB88Pt2tpw4i62NiWZe7rw9bgBujg7sOhXPRyt3UmQ2Y2sy8fKwXtzeqtn1fROTyIx1BwzfdA7ikTvbV/TN8p0cT8nEw9GOj8J64+fhQmJ2PsO+WU6gpxsAnfwa8sYQax889ctmzmfnsfzRe6rsmxJatkcbOB40gTy8HblzlfV+/9ZoA++HJk3RF38NUQdLdol+YxCtOgIgt/2OPLG/+ucvh2jdCW34QyA09P2bkFuXW+/vOQTt1r6gm5EFeei/fQ3Z6aUG9o6YXpyJPL4fffkPfx8trTqiDZ0ImoZ+YAty2+/W+3sMRusWatGSi75klqHFoyGm8c+DphnXqD3rkPs21koLWHwz7EFDz/7NlfumWyjouqFn8Teleh54AYQGJhv0XWuR+zb8bbS0vrsfwz96F2Eysf/7uWz94H9W+z38mzFm1uc4N2pIYWYWix56lNzEJADeuZRBSuQJALLPJTB31P210nIjJn73BR2GDSIvNY3/dqj6dbWmBN3dj8EzZyBMJg59/xM7PrT2jbt/M0Z++xlODQ3fLPnHY+QmJuHu34z7fp6LMJkw2dqw98tZHJhVu99T4IC+hH4wA2HSiJwzj30zP7Ha79rUj0GzvsDBwx2hmdg+/T/Ert2AZmvLgM8/osktnZG6zuZ/TSNh+85aaQFo1r8vd77/DkLTiJ47jyMffWq136WpH32++QJ7dzeEycTe1//L+XXGd9WzXVt6fzoTW1dXpK4TftcAzJcv11iLb79Qbn3vbYTJxJm584j8+DOr/c5N/ejx1WfYWXxz6I3/krh+I15dbuGOT2YaRkJw9N0POL9iVSVnqDo3O766HtvjLjBja4RxT28XwCO3trbafyAxnRlbIziVnsuHg7sxsJVfnZ6fwLZo/caA0JDHdiL3rbfe3zQIre9oaOSH/vsPcOpwyS7tpc8g3bjukJuJHv5NLbWEoPW1aInYVYmWlmihY6CRL/qKH+DUkVItL35aRksW+tJaagFo3hat31jjsz+2C7l3XTk9QYbvGvmhL//eyje4NkAb9AC4NQAp0X/7AnIza66lRTu0AeMM3xzdgdy9xnp/s1bG/sZ+6EtnQfQhY3tAG7T+95baeXkb+8v4ripIKXln+Va2RcfhaGvDO/deJw7+Zb0RBwcHMu0eIw5ec+w0X6zfw9nUTH5++j7aN7N+vkjKymX4zHk8NaA7k+/qWi1tf0k0NZ5f16iERF0gNLSxj2H+YjpkZ2B6eSbmyH2Qcr7UJuEs5g9ehKIriJ6D0UZMQp/zATQPRrQIwfzuswCYnn8XEdQeeSayWhK2RcUSn57FmmmTORafzJu/beDn5ydUsPvPbxt4894BdArw4bFZS9geHUfvkOZMDu3Gs4N7APDTtkN8uW43b4wdgLuTI9PC+rIx8kyVdJh1nbd+38HsSUNp4ubMuK/DCQ0OIKhxgxKbxQejcXO0Z+0L97Hq2BlmrtvLR+P6Y2dj4pl+t3L6QiZnUksv/NkXL/HB2j389sQoPJ0deXXxZnbHJHJHy6rd2LdFxxGflsWaVyZx7FwKby7eyM/PVQzy/7N4E2+O6Wf4ZvbSEt/c2dqfF4b0wMakMXPFdmZt3M9Lw3rh4ezIl5PvobG7C6eT03lkVjhbpj9yfd+s2cfs8f1p4ubEuO9XE9qqKUGNPEp9c+QMbg52rH1yJKuOxzJz0yE+GtUbgGYNXAh/ZFil770++hxOdjX8OQuBNvgB9HkzITcT7eHpyJNHSoMDgJwM9GXfIe4YZH1sq44InwD0b94AGxu0h15BnomAK5dqpuWqnhGTMX/3NuRkYHr6HcxRByE1sdQmKQ7z59OM31P3AWiDJ6AvLH2Y0O6+FxkbVXMN9VXL8EmYf5gBuZmYnvgv5qhDkFZWSzzmL//P0HJbP7SB96P//BnkZWH+5g0wF4OdPaZn3zP+HXnZtdNzzz8wf/cO5GZgeurtyn3zxWsW3/RHGzwefeGnhp6vXi/V8/wHFj1Zf3ktQtMY8emHfDd4JDkJSTy9ZzNRK1aTGnWyxGbIe//l0LxFHPppIS379GbQ26/zy6THACgqLOTTbr1q5ocasHvOfLZ8/i2T5tbBA8ANEJrG0E8+YO6QMHITknh01yZOrlhNWnSpbwa++x+OzFvE0XmLaN6nF/3/O50lkx8nPzmF2XcNxHzlCnbOzjx5aBcnV6wmLzmlxlr6ffw+vw0bTV5iEhO2b+DMyjVkltFy+ysvcWrJMo7O+gHP4DaMCl/E7JBb6Dj5QQDm3tYLx0YNGb30Z+b17A9S1so3PWa+x8oRYyhITGLU1vXErVxD9slTJTZdprzE2SXLOPHdD3i0ac2QxYtY0L4LwmSi7+yv2PTIk2RGHsfeswF6UVGttHSf+R7rR47lYmISQzav4/yqteSU0dLhXy8Qt3Q5p76bg3ub1vT7dQFLOnYjOyqalX0GIM1mHJs0ZtjOzSSsXos0m2sq5qbHV9fCrEve2nKU2WE9aOLiyLhFWwht4U2Ql1uJjY+rI+8M6MIPh6oWQ1ULIdAG3Iv+y2eQl402cQoyJgIyyvwmcjPRV/+EuLV/xeOLi9B/nFF3Wvrfi/7r54aWB/5ViZYsi5Z+lWuZ+27daCnRMw79l08NPQ9ORZ45VtE3qyr3jTb0IfTdayA+GmztQeq10zJwPPrCjyE3C+0f05Cnj0J6srWW339A3H639bHxJ9G/+6/xt4MT2hNvw9kT1ZawLTqO+PRs1kx5yIiDwzfx8zP3VbD7T/hm3hzdj07+3jz2/TK2n4ynd3AgrZp48enEYbyxpPKBjPd+30avNgHV1qVQXKXGKR4hhFkIcUQIcVQIcUgIcadle6AQItLydx8hxIpKjt0ihOhWjXN9IoRIFEJoZbZNEkJIIUS/MtvCLNvGCCHCLfrOCCFyLH8fEULcKYSYL4Q4KYSIFEJ8L4SwrakfAAhohUxLhowLYC5GP7Qd0aG7lYk8HQFFV4y/404iPBpadkiwtQUbG+M/kwlZg4eETZExjOjWFiEEnQJ9ySu8TFpuvpVNWm4++Zcv0znQFyEEI7q1ZWOEcZN0cbAvsSu8UoSwNGzxcnWig783NlXMBkYkpOHv5U4zTzfsbEwM7tCSTVFx1lqj4xnZ2RhFuLtdC/acTURKiZOdLV0DvLG3MVnZn8/MJdDLA09nRwDuaOnH+hOxVffN8RhGdAsxfBPgQ96lK6TlFpTzTQH5l66U8U0IG4/HANCjTQA2JuPf3ynAh5Qcw69t/RrT2N0FgCBvLy4Xm7lSXHxt3yRl4O/pSrMGrtiZTAxuG8CmU+etbDadPs/Iji0N34QEsCcuBXmDILfgShE/7j3BYz06VNknVvi1gKxUyE4zRtaP70W0sa5qIScDUhMq3JRFQ19k/Elje9EV5IXziKAa6rhKsyBkRgpkpoLZjH50F6Kt9eVCnj1R+ns6fxrh7lnm39McXNyRp4/VTkd909K0JTLzgjHyZzajH9uDCLEeiZCxZbWcKdViNhsP3AAm27ppyHTVN1lXfbMbEXId35w7g3CrRI9NHeipR1qa3daVjJizZMbGYy4q4ujPi2k7fIiVTZOQNpzZtBWAmC3baDt8cK3OWRvObN/FxcwaJoKqid+tXcmMOUuWxTeRvywhuJxvGoW0IXbzNgBit2ynjcU35qIizFeMz89kb4eo5QiVd7cuZMfEkhMXj15UxMnfwgkaZv05SCmxc3UFwN7NlQJL8sMruA3nLBoL09K5lJ2Ld9dbaqWncbcu5J6NJc+i58zicAIr0WPrZtxz7N3dKEgx9DTtF0pm5AkyI48DcDkzC6nX/AHKq2sX8s7Gkm/RErcknGZDyyWjJdhafGPr5sbFlAsAmAsLS5IPJgcHqHmOxqAexFfXIuJCFv7uLjRzd8bOpDG4dVM2nbVOkPm5OdOmkTvaH9EDzyfQuB/kZBj37uiDiKCO1ja5mZCWVKtkWZXwDoSs9DJaDiFaVqIl/U/QAoZvssv4JuogIqhTRT1piRWTDV7exgh4fLTxuugyFNc8wYdvc0uMlW5oObEf0aqclpwMi5Zr+0YEd0XGRELxlWpL2HTiLCO6lImDCy9fOw4O8DHi4C6lcXDLJp40LzOwWJYNkTE09XQnqIlXtXUpFFepzR29UErZWUrZCXgVqKM0qzWWJEQYcB7oXW53BFB2qPs+4CiAlDJMStkZeBjYbtHaWUq5C5gPBAMdAEeLTc01enhZl2hnpyPcr/3D1G4fgH7CUvIedxJ5KgLTf+dgeutHZNRhuJBQbQ2pufl4e7iWvG7i4cqFHOuExIWcfJq4W9uklkla/G/VDvr+5xtWHIrimUF3VlsDwIXcArzdnUtee7s7k5pXcE0bG5OGq70d2RevXVrq7+VObHo2iVl5FJt1NkbFlSQFqkJqToG1b9xdKveNh0sZG1dSc6x1AyzZd5xewYEVtq87doYQv0bY2Vy7SuFC3kW8Xcv4xs2Z1LzCijZuTgDYaBqu9rZkFxq+SczOZ9TsFTz401oOnLtQcsxnW48wqXtbHG1rWCHh6oHMKVOKmJsFrpXfeMpTkoCwsQNHF0RgMLh53vC46yHcPI2b81VyMksfHitB6xaKfrV8UQhMQyeir5pfKw1/CS25mQj3a39OWrc+6KeOlm5w98T0zAxMUz5F37aidtURgHBrUE5PxvX13FqJnmffwzT1c/Sty2teHVHPtLj5+pCTUFqZkZOYhJufj5VN8rFIOowypla1GzkcBzc3nDwNvTYODjy9ZzNP7lhP23uG1lhHfcTN14ec89a+cS3nm5Rjx2kbNhyAkBHDcHBzw9HiG7emfjxxYAcvxkSyc+YnNa6OAHDx9SEvsVRLXmISLr7WWna//T4h943l0dMRjAr/mY0vvQJAakQkLYcNRphMuAX40+SWTrj61a4U38nHh/zE0qq0gsQknH2s9Rx8531ajRvLhOhjDP5tETtffhUAj6CWSCkZEv4Lo7ZvX/OW0QAAIABJREFUotPzz9ROi683BWV8czExGadyWo7OeJ8W945m9Ikj9PttAfumvFqyr2HXLtyzZxvDd21lzwv/qnl1BPUjvroWF/IL8XZ1LHnt7eJAan7hdY6oY1w8kGWvVXnZ4OJxbfvy2NigTZyCNuFlKJ/IqC6u7tZa8rPA1b16Wh6Ygjb+pdprgUp8Uw09DZrA5UK0kY+iPfQqok9Y7RLVrh7IstM98rKrHGOVRbS9FXliX40kpObk4102xvW4Rhzsbm2TeoNY++KVIr7bcoAnB3S/rt3fDiHq939/QepqEowb8EcNsYQCkcBXWCcfALYDtwkhbIUQLkAQcMOJVVLKVdICsA9oWjuJlXz418hyim59EP5ByE1LjA0NfcC7KebpkzH/+x+I1h2hZbtqK6hsFF2U01WZpLIWzw/pyabpjzGsSwjzdxyuaFwVHZVurYKO6/x+3B3tmT68Jy/+soGJ3y3H18MVUzVGxyr1jaiCTbnXX2/Yh8mkMbxLsNX20ykZfLRqB2+MrqQMsew5KttYQUdlJoJGLo5sfHo0Sx4extT+3ZiydAf5l68QlZLJucw8+gf7X/fc16cy51dxBOPsceTpCLTJ09BGP4ZMOAN6zYPPa8q51jerc09E0xbIrUYvBXH73ejRh60fTv/OWq51nenUA+HbArm9TIFaTibmz17F/NGLaF16gbNbpcfWStA1vjaic0+EXwvrnhc5mZg/nYr5wxfQuvQGl2oEr/VYi6jsYlZOy8qp/6Z5rx48u38bLXr3ICchEXOx8bt5t0V7Pr89lEUTH2b4zBl4tgissZZ6R6W+sXbOulf+TUCvHjy+dyuBFt/oFt/kJiTyVbeefNq2K50euA/nxo1qIeXGWoLHjuL4vIV826oDS8LGMWT2VyAEkT/OJz8xiQd2biT0g3dI2rsP3Xzt6ri60tNy7ChOzV/E/OCOrB5zH31nfQlCIGxs8L6jO5sefpzldw+l+fAh+N1V82k/VdESOGYUMQt+ZnHbzmwcM56e33xR8vmmHzzE8tt7syr0bjq8+CyavX3F96u6mhtqKbH8g+Kra1GVe/qfT9WrD/Sv/43+0/voK34wej9crSypEVW/Bleq5Zvp6PPeR185By10NLjXRkvlcqqsR9OgaRD65sXoc99DuDdEtL/jJomx4OwOjf1qNF3jWmerEAdXYlXptaAMn6/bw4O9bsHZ3q5GuhSKq9Smh4SjEOII4AD4AH3rRlIF7gcWAsuAd4QQtlLKq7VTEtgADATcgeVA86q+sWWqxkTguUr2PQo8CvBlaEceaX/tuVEyO720RBDAo6F1NvTqe7buhHb3WMyfTgNLab/oeDsy7lTJnHs96iAisA0y5vgN9S/YcZhf90QA0KGZNynZeSX7LmTn0bhMpQKAt4cLF3KsbRq5uVCeoV1CeGL2Ep4Z1OOGGsrj7eZMSpnKgpScAhq7OlnbuBs23u4uFJt18i5fwd3x+gFLaHAAocHGZ/DL/ihMN6h/XLDzKL/uvYZvcvJpXO7f7e3hyoXs/DI2eTQq47+l+0+wNeos3z822uoCnZKdx7NzfmfGfQPxb3j9kQlvVydSylSLpOQW0NjF0drGzYmU3It4uzlTrOvkXS7C3dEOIQR2lqks7Xy8aNbAlbiMPCKT0zmekkn/z5dg1iUZBZd46Kd1/Dix3DzE65GXhXD3LL0VuTWo1ui53LECucN48BVhjxrTCmqBzMm0HgFz90TmVsx3iqD2aH3DMH/zZknJvfBvhWgeDHfcDXb2YLJBu3IJfc3Cv58WN09kbsXPSbRsh9ZnBObZb5VORShLXjbyQgIiMBh5vGajLQAyt7wer8p907I9WuhIzN/+5xp6six62iAja6anPmnJSUzCvWnpaLm7ny+5SclWNnnJKcy7dyIAds7OtA8bzuXc3JJ9AJmx8ZzdtgPfzh3JPBtXIy31jdzEJNybWfsmL8m6yiEvOYWfxxk9GuycnQkZWeqbsjZpJ6IJ6HEHJ8Ktm5dWlbzEJKuqBlc/X/LLVVy0f+gBlowYC0DyvgOYHOxxbOhFYVo6W6b+X4nd/ZtWk3XmbI10XKUgKQkXP9+S185+viVTMq4S/OAEVoUZDe4u7DuAyd4eBy8vChKTSN65i0sZRtxxbu0GGnbuROLW7TXTkpiMcxnfOPn5cLGcllYTx7NhtDEHPX3/AUwODjh4eXEpvbSaIefUaYoLLtKgbTAZh49SE25WfFUVvF0cSSlT5ZiSf4nGzo7XOaKOyc9GuDYovXe7ekB+TtWPL7DY5mQgz5+Gxs2sq1GqQ145LS4NaqelSVPIqaGWyvS4VkNPXhZcOF8ymCBPHzWmXUTUVEsWws3T+nOqZoWiaNsVefJwtQZ8Fuw6yq97jX4pHZo1IaVsjJtdSRzsbl1ZfSE7n0Zu1s8R5Tl2LoV1EaeZuWoHeYWXEUJgb2PDhB6drnucQlGeupiyEQwMAuaKG6XSqokQwg4YAiyVUuYCe4HyT1qLMKZq3IeRuKgOXwLbpJQV7tpSym+llN2klN2ul4wA4NxpRCNf8GxiPHR06YWM2Gtt07QF2n1PYp71lvVFMSsNEdSupPu9aNneuBBWgfE9byH85QcJf/lB+nUIYtmBE0gpORqXhKuDfYVkQyM3F5zt7Tgal4SUkmUHTtC3vdGvIC6tNHjffPwMLRrXrOy+vV8j4jNySMjK5UqxmdURMSWJhKuEBgew9IjRHGvd8bN0b+53wyxshqUMMqfwMgv3nWBM1+Dr2o/v0YnwFx8g/MUH6NeuJcsORBm+iU/G1cGuwkW2kZuz4Zv4ZItvoujbzvDN9ug4Zm8+wBf/uAdHu9J2I7mFl3jiu2W8MKQHXZr7ciPa+3oRn5lHQnYeV8xmVp+IJ7S19aocoa2asfSYMWdvXVQ83QO9EUKQWXAJs2VO8PmsPOIzc2nawIX7urZh63Nj2PD0KOY9OJBAL9fqJSMAEmON765HQ+M72K47sqodnIUAR4svGzdFNGkKtQ32EmIQXt7QoBGYTGid7kReLcG9im8gWtgjmH/8AApKH1b0nz/H/O7TmN97Bn3VfOSh7TVOANQ7LYlnrbV0vB0ZXU6LTwDaiH9injfTSgtunkZ/BAAHJ0RAa2S69UNytUmIQTQs65s7kFHl9QSihT2Mee6H19HjjAhsY8wT/xtoSdh/CK+gljQIDMBka0uncaM5sWK1lY2Tl2fJNa/P1Bc4MMeY1uPo4Y7Jzq7EJuCO7lbNMP/qJB04hGdQSzwC/THZ2tL+3lFEX8c3vaa8wOEfDd+4+fli4+AAgIOHO83u7E76qZo3Ckw5eBiPoBa4Bfij2drSZkwYMSutteQlJOAfehcAnm1aY+PgQGFaOjaOjtg4GYn2gL590IuLrZph1oTUg4dxb9kCV4ueoNFhxK+07sSffz4Bvz7GzFWPNq0wOThwKT2d8xs34dmuHTaOjgiTCZ+ed5JVCz0Zhw7j2rIFLhYtgaPCOL9qrZVNQUIiPpYqDPfWrTDZ23MpPR2XAH+EyUieOzdrilurIPLjqxbTVMpNiq+qQvsmHsRn55OQU8AVs87qUwmEtvCus/e/Icnx0KAxuHsZ/77grkZT6apg7wgmy5ikozPCrwVk1OIanBJvXH9LtHRBxlSxd1KlWmo+HQuo6JuQrkZTy6qQEg8OTuBoiaED2tTON0lx1lra3mokOaqBaHtbtVcwG39nJ8JfmED4CxOMOPhQmTjY0f4acbBtaRx8KIq+bVtc9xzznhzLhlcns+HVyUzseQuP9r31/49kxM2ekvE3nLJRJ6tsSCl3CyEaAjWvn6ycQRiVDxGWAMUJuAisLHPufUKI9hgJklNVzYkIIV636H2s1ip1Hf23bzA9+Yax5NyeDZByHm3IeOS5M8jIfWgjJoGdI6Z/TDV0Z6Whz3obeWQXonVHTK98Bkhk1CFkZPWXTewd0pxtUWcZ9M53ONja8vb9A0v2hX04l/CXjRGn6WP6M23hGi4XFdMruDm9Q4yCko9XbCc2LRNNCHwbuPH6GKPrcFpuAfd+PI/8S1fQhOCnbYf4feokqyaYZbExabw2rAeP/LgaXdcJ69KGVk08+WzjAdr5NqRvSCCju7Rh6uLNDPx4ER6O9nx4b+lUh/4zF5B/uYgis5mNUfHMemgIQY0bMGPVLqJTjGz1k326EHiDagRr3wSyLTqWQe/OwcHWhrfHlT6wh300j/AXHzB8M7ov0xat43JxMb3aBNLb0ivirfDNFBWb+ee3RhloJ38f3hjTjwU7j3IuPZuvNuzlqw1GgDT7kVF4lasIKfGNpvHawNt4ZOFGdF0S1imIVo08+GzrEdr5eNG3dTNGdw5i6rIdDPxyKR4OdnwYZgR8B85f4LOtR7HRNDQheH1wdzxuUFVSZaSOvnoe2oQXQWjIIzsgLQnRZyQyKc5YXso3EO3ep40Httad4a6R6F//GzQT2iTL3OHLhejhs2rXjRqM39PyHzBNnmZZ3nIzpCagDRiLTDiLjDqINniCsSLChOeNf0J2OvrcD2t33r+Clt/nYJo0FYSGfmgrpCai9RuNTIxFRh9CGzQe7B0w3f9cqZZ5HyEa+aINmWCUOguBvmNl7QNzXUdfPgfT5FcNPQe2GL7pP8bQE3UQbch4sHPANP6qngz0nz5ENPZDG/IARpGbMHpa1EZPPdKim80sf+5fTF65GM1k4sCceaSeiGbA69NIOHiYqBWraXFXTwa99TpSSuJ27GLpMy8DRkPHUV9+jNQlQhNs+eB/f3hC4p8Lvqd1n564NPRixvkofn/9HXZ9/9Mfci7dbGbV81OYuMLwzeE580mLiiZ0+qskHTrCyRWrCezdk/5vTUdKSfz2Xax87l8ANAxuzcD33ir5Du/6+HNSj9esfBlAms1senEqo5f/imYyETl3ARlRJ7nz369w4dARYlauYcsr07n7i4/p8vTjgGTNo08B4NSoIaOX/4bUdfKTkln1zydq7RtpNrPj5VcYsvRXhKZx8qcFZEWfpNtrr5B2+Ajxq9awe9p07vr8Yzo+9ThSSrY8/jQAV7JziPj8K8K2rgcpObduA+fWrr/BGa+vZd/Lr9B/yc/Gsp/zFpATfZJO06aScfgICavXcuC117nj048IefJxkJKdTxorWTS+vTvtX3gGvagYKXX2vjSVy5m1WC6xHsRX18JG03itT0ceWboLXUrC2gbQysuNz3ZH0a6JB31b+BCRksWzK/eSe6mIzbEpfL4nmt8nXn96Z5WROvqGX9DGPAWahozYDRnJiB5DkSnnICYCvP3RRj4K9k5GQqbHUPQf3gIvb7S77y/5Pcm962qXBJA6+sZf0EY/ZSwfHrEHMlIqahnxiJEUb9kB7hyKPudtQ8uA+43YQWjIvetrn5CQOvqGn9HGPm2851Xf9ByGTImHMxHgHYAWZvFNUAfoORT9e+Mao29egjbuORAgU84hj9ZiWV+po69biHafsfS2PLoT0pMRve9BJsfD6aPGYMLoJw3fBHWEXvegz3rDON7dy6hcjT913dNcj97BgWyLjmPQez/iYGfD22MHlOwL+3g+4S8Yq/JND+vLtF/WW54RAkri4A2RZ3h72VYy8wt54odlBPs2YtbDYTXWo1CUR9yog/81DxQiX0rpYvk7GNgBNAGaASuklO2FEH2Al6WUw8odu8Wy/cANzrEQWC6lXGh57QzEAoHAvUA3KeXTQojBwCUp5WYhxBzL+X+zHFNBgxDiYWAy0E9KecMORMXP3vMntASuGmJg5cs+3jQK8m5s82fhWHki4KaQVUd9A+qKuNqVE9cl8uLFmy2h/mIy3djmz6IWXfr/7vzfh6tvbPQnkV1cfz6nJnb16PsLuJnqz1rxLqb6M2rlWMsVSuqa8Q/dfrMllCCCQ262hFIKqt68+0+hPo281qf703VWV7sptOt8Y5s/EdOIJ+vRF6duKH5pdL15LqwMm5mLb+hzIcQg4BPABMyWUr5bbv+LGIs+FANpwGQpZbxln5nSSUznpJT31FpzLY692kMCjI4tD0kpzZVUKPQTQpRtazzW8v+VQoirvSB2SynHlj1ICOGE0RuipIJBSlkghNgBDC9rK6WsbnT4NRAP7LboXSKl/E8130OhUCgUCoVCoVAoFIq/BEIIE/AFMABIAPYLIZZLKcuWHR7GGPi/KIR4AngfGGfZV2hZybLOqHFCQkpZ6VCIlDIOaG/5ewvGsprl6VOF978IVGhkIKUcVeblnEr2Tyr3eguwpdy2Opmqovh/7N13eBTV/sfx95lNJRVCSQghAQKEJtVG7wiCdMGuKPZ7rdd+7cJVBK9dAcUCAqI0RUDpICIC0kMNNSG9h5bsnN8fsyS7KRCyEeLvfl/P42Oyc3bmw9nJzJkz58wKIYQQQgghxP+IqjRaqGKuAg5oreMAlFKzgMFAYYeE1nqlU/kNwK1/ZaCqNW5PCCGEEEIIIYQQf4VwwPlhWccdr5XlbsB5NoKPUmqTUmqDUmpIZQSqEiMFlFL9gDeLvXxIay1PTBFCCCGEEEIIIS5AKXUvcK/TS5O11pOdi5TytlKfi6GUuhXoAHRzerm+1jpBKdUQWKGU2qG1PuhO5irRIaG1XgosvWBBIYQQQgghhBDicqhiDwYuztH5MPk8RY5jfQnFOfWAhOKFlFK9geeBblrrM07rT3D8P87xRRVtAbc6JKp2jQohhBBCCCGEEKIy/AE0Vko1UEp5AaOBhc4FlFJtgU+BG7TWyU6vV1dKeTt+rgl0wunZExVVJUZICCGEEEIIIYQQ4q+jtS5QSj2MNTvBBnyutd6llHoV2KS1XghMAPyBOY5vpDz39Z7NgE+VUibWwIb/FPt2jgqRDgkhhBBCCCGEEOJC/v7fsoHW+ifgp2Kvvej0c+8y3rceaFXZeWTKhhBCCCGEEEIIIS456ZAQQgghhBBCCCHEJSdTNoQQQgghhBBCiAv5fzBlo6qRERJCCCGEEEIIIYS45KRDQgghhBBCCCGEEJecTNkoD60vd4IiVSkLVK1hS0r618pks13uBEWqUhbTvNwJXOXnX+4EVVNVOs4AtTyrzj7sbVSdukk6a7/cEVwYXpc7QRGPKnR+Mqhi7Qgfn8udoJB9y9bLHaGQrWWzyx3BVVU6X545c7kTiP9lVaxN8v9B1TlDCiGEEEIIIYQQ4n+GdEgIIYQQQgghhBDikpMOCSGEEEIIIYQQQlxy8gwJIYQQQgghhBDiQgy5n1/ZpEaFEEIIIYQQQghxyUmHhBBCCCGEEEIIIS45mbIhhBBCCCGEEEJciHztZ6WTERJCCCGEEEIIIYS45KRDQgghhBBCCCGEEJecTNkQQgghhBBCCCEuRKZsVDoZISGEEEIIIYQQQohLTjokhBBCCCGEEEIIccnJlI1Kopq1wxg+FgwD87df0L9857q8x2CMa/uCaUfnZmPOeBcyUgAwBt+JanElKIXesxXz+8kXvX2tNePmr2RN7CF8vTwZN7ofzevVKVFu17Eknpu1hNP5BXRt1oDnhvRAKcWEH1azalccnh42IkKCeGN0PwJ9fYhPz2Lgm18QVbsGAK0jw3h5RO/zZlm77yjjf1qP3dSMaB/D2G5tXZafLbDzzHcr2JWQSnA1HyaN6k149QAyT57m0Zm/sCM+maFtm/LCoM6F77n3y0Wk5JykwNS0jwzl34M6YzPK159WpermYDzjf96EXWtGtIlmbMeWJetm4a/sSkwn2NeLSUO7Eh7sT3xmLgM/XUhUjUBrW+E1eXnANS7vfejblRzLzGHhvTeUq15cNGyB0Xc0KAO9dS36tyWuyyMaY/QdBbXrYc6bDHu2FC5SPYejoq+w9t9Du9E/z7r47RejGl+Bcf1t1t/TplXoNT+4Lu/UH6NDD+vvKS8bc+4UyEyFsEhsN9wF3r6gTcxVC9A7NriXpUlrjIG3W1n+WIlevdB1eecBjiymleX7T60swTWx3foYKANsHpjrl6I3LnM/y+C7QBmYG5ejVy1wXd7leoyrehUdZ+Z8bGU5x9sX25PvoHduxFzwuVtZqloe1aQ1xg13Wln+WFF6lit7Fu0zcz4pmeWJSehdGzEXTHMrS1SfnvSYMB5lM9j5xXQ2TnzXZXlAvXCum/IhPsFBKMPG2hdf5dDSZRienvT5YBJ12rZBmyYr//Ucx9f+6lYWgOi+veg/cTzKZmPL51+z7u3/uiwPqh/BkMnvU61mTU6lZzD3rvvIjk8gqH4Eo2d/hbLZsHl68PtHU9g0xb26OZ/bPvuQVgOvIyc5hddaXXPhN7ipUd9eXDdxPIajXn4tpV5umPw+fk71khOfQJ0rWnL9+xPxDgxA203W/mciu76b53aeyD496faWtd/s+nI6m0rZb/pM/hDv4CAMm41fX3yVw0uXYXh40Oujd6nd5goMmwexM2ezqdi/5WLV692Ta996A2XY2PvVdLZNes9luV+9cLp/+gFeQUEom8EfL73OsZ+X4V8/gpGbfiVr/0EAkv/YxLpH/+VWlqp0nAFQLTrgcdP9YNiwr12Mufhbl+VGt+sxegwC04Qzpyj46l04cRTVvB224WPA5gH2AuxzpqD3bHMry9qjKYxfF2u1KZrVY2y7Ri7LNyWkM/7XWPal5fB2n9b0axQGQHzOKR5ZsgW71hSYmltaRTK6RX23shDVDKP7MDAM9I7f0H8UO9+FN7KW16qLuehL2L/VdbmXD8adz6EPbEevcG1DV0hVatdc5ixaa8YtXM2aPYfx9fRg3I19aV6vdolyu44n8dy3v1jt4JgonruhG0oplmzfz4e/bCAuOZ3ZD4+mZYRrGzohI5tBE6fzUJ+rGdOt/UXn+9uRKRuVTjokKoMyMEbej/3Df0NmGrZ/TcK+43dIPFZU5ngc9gmPQ/4ZVOf+GEPuwpz2FjSIQTVshn38PwCwPfYmKrol+sDOi4qwZs8hjqRmsuTZMWw/eoJXvl/O7EduLlHu1e+X8crIPrSODOO+qfNYu+cwXZs1oGOTSB4b0AUPm8HEH9cwZflGnhjYFYCImsHMe+K2cuWwmyav//ArU++6njqBfoz6ZC49mkURXbt6YZnvN+8h0NebpY/fxE/bDzBx6QYmje6Dl4eNf/TqwP7kDA4kpbusd9KoPvj7eKG15tGZv7B0ZxwDroj++9XNko1Mvbk3dQKrMerzxfRoXI/oWsFFdbP1AIE+Xix9cAg/7TrExBVbmDTMsa3q/swbO7DUdf+y5yjVvCr456wUxnU3Y37zDmRnYIx5Hr1/G6SeKCqTnY75wzTU1f1c3xveCFUvGnPKywAYtz+Nrt8Eju6rWJZzeQbdiX3aeMhOx/bAa9hjt0BKfFGZhCPYP3oB8s+iruqF0e8mzNnvw9kz2L/7GNKSICAY20OvY9+/HU6frHiWG+7C/tk4yE7D9tAb2GM3Q7JzlsPYP3zeynJ1b4z+N2POfA9yMrB//BLYC8DLG9ujE6z35mRUPMvQu7FPeR2y0rD9Yzz23ZtKZnnvGSvLNX0wrr8Vc0bRhYnRbxQ6bnfFtl+V8yiFMWQM9qlvWFkeLiVL/GHsG54tyjLgFsxvii74jL43VkoWZRj0euctvhs4nJz4BG5Zu4wDi5aQvmdvYZlrnnmCfXMXsG3KNGrENGXYvFlMbdaWK8bcDsBXV3XBt1ZNhs+fzfTOvUFrt/Jc/+4EvhowlOzjCdy7fgV7f1xMilOefv95la3TZ7Ft+iwadO9C79deZO6Y+8k9kcjUbv2wnz2Ll58fD25Zz94fF5NzIrHiFXQev30xg1UfTObOrz79S9bvTBkGA96dwNeOehnrqJdUp3rp859X2e6ol6juXej12ovMH3M/+adOMf/uB0g/EId/WCj3/raSA78s50xWtlt5uk96i3mDhpMbn8DotcuIK7bfXPn0E+yfu4AdU639ZvDcWUxr3pbGwwZj8/JixlVd8PD15bbN69n77ffkHD12ni2eP0unif/hp8EjyYtPYMjqnzmyaAmZe4uO622fepy4uQuI/ewLgps24brvZzKrpXUhkn3oMHM79ahwXbiGqULHGQBl4HHLQ+RPehYyUvF44X3MrRvgxNHCIubvKzFXL7KKt74Gj1H3UfDf5yEni4L3XoSsdFTdSDweG0f+v26pcBS7qXl97S6mDrqKOn4+jPp+PT2iahNdI6CwTJi/D+N6tmLa1kMu761VzZtvhl2Dl81GXn4Bg2evo2dUbWr7+VQsjFIYPUdifv8h5GRi3PIk+uBOSHc6VuRkYC6dgerQs/RVdByAPn6gYtsvLU9VaddUgSxr9hy22sFP3cH2o4m8Mm8Fs/8xukS5V+et5JXhvWhdP5T7Pl/A2r1H6BoTReM6Ibx320Benru81PW/+cMaujSNvKhMQjir8JQNpZRdKbVVKbVNKbVFKdXR8XqUUmqn4+fuSqkfS3nvKqVUh4vY1rtKqXillOH02p1KKa2U6uX02lDHayOUUvMc+Q4opbIcP29VSnVUSn3myL1dKfWdUsq/ovUAQGRjdOoJ6yLIXoC5eQ2q1dUuRfT+HZB/xvr58F5UcIhjgQYPL/DwAA9PsNnQOZkXHWHFzoMMbt8cpRStI+uSc+oMKdm5LmVSsnPJPX2WNlF1UUoxuH1zlu+0Dv6dmkbhYbOqt3VkGImZuSW2UR47jidTPySQiBqBeHnY6N8qmhWxh12zxh5mSNsmAPRt0ZANcQloranm5Un7qDC8PWwl1uvv4wVAgWmSb7dfVOdklambhDTq1wggonoAXjYb/ZtHsmKfa4Nxxf5jDLnCusPRt1kkGw4noi9wMZJ3Np8vf9/NfZ1aVSgXdRtAeop1R8m0o3f/gWrSxrVMVprVACyRRTv2Ww+wWfsveRVvlANQrxE6PckaQWS3Y27fgGrm2uOuD+2G/LPWz8cOoIKsUSqkJVp/hwA5mZCbDX4BVFhENDotETKSrSzbfkM1cz106TinLEcPoAIdWex2qzMPvjL9AAAgAElEQVQCrDpyt0c9Ihqdmgjp57Kst0ZWOWc5uMspy/6iegEIbwD+Qeh97t2Rq5J5IqLRaUmuWZoXyxJXPEuIa5aAYPT+7W5HCe3QjsyDh8g6fAQzP5+9380jemB/1yxa4xVg7ZfegQHkOS7wQ2KacnTlGgBOpaRyOjOb0PauI8wuVviV7Uk/GEfGoSPY8/PZ+e1cYgYNcClTq1lTDjm2e2jVWpoOsvLa8/Oxn7XqzObthSrnqLSKOrB2PSfTK9hhd5HO1UvmIetz2lVGvcQ56uXwqrXEOOolff9B0g/EAZB7IpG8lFT8atV0K0+dDu3IijtEtmO/2ffdPBoW22/QGq9Aa7/xCgwg17HfaK3x9KuGstnw8PXBfvYsZ3NyKpylVod2ZMcdJseR5eD384k8X5agQE4m/jWdVFXqOAOoBk3RyQmQmmi19zauwmhzrWshpw5w5e1TeN7Uxw5ClnWzRSccAU8v69xQQTuSM6kf5EdEYDW8bAb9o8NYcTjZpUx4YDWahgRiFDv/eNkMvGxWWyvfbmK60ekJQGgkZKZYbQXTjt6zBdWoWJskOx1SE0rvYK0dAdUC4PAe93KcU5XaNVUgy4rdcQxu18zRDg5ztIPzXMqkZOdZ7eDIMKsd3K4Zy3dZI50a1alBA6cbi86W7TxIvRpBRNcJKXW5EOXhTuvilNa6jda6NfAsML6SMrlwdEIMBY4BXYst3gHc5PT7aGAbgNZ6qNa6DXAPsNaRtY3Wej3wmNa6tdb6CuAo8LBbGYNDIMNpeGBmWlGHQymMa/tg7t5s/XJ4L3r/Dmyvf4ntjS/RsX9C0vGLzpCclUtocNGFV50gf5KyXC+ck7JyqeNcJtif5KySF9dzN+6iS7Oowt/j07MYNvFrbv9wNpvizp8tKfskoUFF/TuhgX4kFzvoJWXnFZbxsBkEeHuRefL0Bf+NY79YRJfxX+Hn7UXfFg0vWP6cKlM3OScJDfAr/D000I/knFMlywRWA8DDMAjw9iTzlNWRFZ+Zy7CpP3L710vZdDSp8D3vr97KnVc3x9ezgiMkAoLROU4jUrIzICC47PLO4uPQR/ZgPPI2xiMTrIu+NPcapiqwhnVyLsyTjgoq/UQIYHTojllaY7NeQ+sknp5cclm5s1QvliXt/FmuLJYlqAa2f76J7ekPMFcvrPjoCLAa2c5ZstKKOj9KzdITc49jSKxS2AbejrloeoW3X5XzqKAakFksy3k/px6Ye52yXH9bpWXxrxtGTnzR3duc+AT864a5lPntjbdoNnok9+7fwbB5s1n+xDMAJO/YSaOB/VE2G4GR9anTtjUB4eFu5QmsG0bWsaI8WfEJBIS75kncvovmQwcB0GzwQHwCA/GtYdVfYL1wHti0jscP7uTXie/+ZaMjLrWAumFkO9VLdin1kuRULzGDB+LtVC/n1O3QDpuXJ+kHXe9AXyz/umHkHC/KkxufgH+Ya54N494iZvRIxuzbweC5s1nt2G8OzFtIft5J7jm4mzF7trHl3Q85k3HxNzbO8QsLI9dpH86LT8CvWJbN4yYQPWoEN+3ZxnXfzWT9k88WLguIrM/QdSsYuHgBoR3dm3pTlY4zAFQPQTum2wKQkYqqXrIzyugxCM9x07CNuIeCmR+VWK7ad0YfPQgF+RWOkpR3mlCnEQ2hfj4k5124LXXOidxTDJm9jp5fr+Setg0rPjoCwD/Y9WZabiYEBJXzzQqj2xD0mgUXLlpeValdUwWyWO3gorZ5neAy2sFBrmVKawc7O3k2n89WbeLBPleft9z/N8owqvR/f0eVlToQ+Ktua/QAdgIf49r5ALAWuEop5ekY5RANFJuUVpLWOhtAKaUAX8DNruFS7nyW0dusOnRHRUSjl8+1XqgZBqH1sP/7Luwv3IlqcgU0anHRCUrbmiqWq7RIqliv+SfLfsdmKAa1awZArUA/lr8wlrlP3MbTN3Tnqek/kXv6zHlylLaRcmQtx93jKXdez+qnb+NsgZ3f4xIuWP6827ssdVNqkAvnQFHL35flDw9n7j0Debp3B56av47cM2eJTUznaHoOvWPcmftZ2v5bzrdWr4WqGYb53lOY7z2FioyBiMZuZCk9Tpl/T607oeo2RK8tNhArIBjbiAewz53s1nD3i6kb1aYzKryh6/MustKxv/c09rcfw2jXFfzL20ArZ5Yywqi2XVD1GhY+70Jd2xdzz5+uDXu3VaU8F/E5te2MqteoKMs1fa3OiUrKUuqxrNg+GDNyGLumz2Ry41bMHTqKAVM/BqXY+eUMcuMTuPXX5fSYMI6E3zdinhtlU/FAF8zz8zP/JrJLJ+7/fTVRXTuRdTwes8AOQPbxeD7u0Jn3mren9a2j8atdy708VUR5Pqdz9XKvo16yneoFwD+0DkOnfcKCsQ+7eZyh1M+p+Oi4piOHsXv6TD5v0ooFw0bR17Hf1OnQDm3a+Sy6BdNatKPdPx8iMMqN4dPlqJvokUPZN2MWM2Nas2TETXSf8hEoxcnEJGY2b8u8zj3Z8Oy/6fHZJ3gGuDMItSodZ8rIU8pnb678gfzn7sL+3WfYBrpOEVV1I/EYfjcFX79b4n0Xo4xaKPf7w/x9mT+qM0tu7saCvfGkniy7/VIh5fybUG06W6MecyveiVbKWkvJU863Vnq75vJnKb3dXbxMyVIXapt/8PMGbu/SFj9vr4vOJIQzd54h4auU2gr4AGFA6ZPC3HcTMBNYAIxTSnlqrc91KWtgGdAPCAIWAg3Ks1Kl1DRgALAbeKKU5fcC9wJ81L0VY1uWfXLXmcV6yIND0FnpJcqppq0x+t2I/d1nocBqZKrW16AP7YWzVq+2uXszKqqpNQTxAr5Zt5U5v+8AoFVEHRIzi4ZoJmXlUjvIz6V8aLA/Sc5lMnOpFVhUZv4fu1i9O47P7x9ReBDy8vDAy8PaTVpE1CGiZjCHUzJoGRFaaqbQQD8SnXpUE7PzqB3gV2qZ0CB/CuwmOWfOEuTrfcF/L4C3pwc9YiJZEXuYjtH1yixXJesmoBqJOUWjRRKz86jt7+taJrAaidknCQ30o8A0yTmTT5CvF0opvBxTWVqEhRBRPYDDaTnsPJHKrsR0en8wF7upScs7zR1f/8yXt/UtuxKLy8lABdQoOhUFVi93w0A1bYuOjyuajnRwp3VRfmx/+bdfjM5Kdx1OH1gDnV0yj2rUAqP7YOxTXy+aGgHWA8xufxJz2Rw45t58VJ1dPEsIOrtk36tq1BKjxxDsk191zXJOTgY66Tgqqil658aKZclKc80SVEaW6FYYPYdi/+Tlwiwqsgkqqhlc2xe8fcDmgXH2NObibyqUparl0VnFRqWdN8uwklkaxMA1fYqynDmNuWRmhbLkxCe4jGoICK9bOLT+nJZ33MrcwSMBOLFxEzYfb3xrhnAqJZVVT79QWO6mFYvJcEwNqKjs+ASCIoryBIXXJSfBNU/OiURmj7KeX+Hl50ezIYM4k51dokzK7j1EdrqW3fNcH+z6d5Qdn0CgU70EllIvuScS+dZRL57F6sUrIICb589m5UtvEL9xk9t5cuMTCKhXlMc/vC55xaZBtLj9VuYPsfabxI2b8HDsN01vHMGRX1ZgFhRwKiWVhA2/U6ddG7IPH6lQlryEBPyd9mG/UrI0vf0WFg8dBUDyxk3YvL3xCQnhdGoqZ9Kt6ROpW7eTfegwQdGNSP2zYlMmqtJxBnCMiHDqlKteE51ZdoeH+ccqPG/9B3an8h4PvkjB5xMg5USZ7yuPUD8fEp1GRCTmnaa2X/naUs5q+/nQqLo/m0+kFz708qLlZqICgovaEf7B1pTJ8ghrgApviGrdGby8wfCAs2fQ63648HvLUpXaNZcpyzfrtzHnd+t5dFY7uKhtnpSZS+1A147C0KAAl1ETxdvBpdl+NJGfd+xn4k/ryDl1BqUU3h4e3NKpdbn+fUKcUxlTNmKA64CvVHluc18EpZQXVqfBfMeoht+B4ldas7CmaozG6rgoF631XUBdIBYYVcryyVrrDlrrDufrjADg6H5UrboQUsc64bXvit5R7KKjXkOMUQ9hn/wa5GYVvZ6RgmrcEgwDDBsquiUkle9BVDd3bsO8J25j3hO30atlNAs270ZrzbYjCQT4eFGr2MGmVqA/fj5ebDtiPbNhwebd9GxpPa9g7Z5DTF35Bx+OGYyvV9GcxvTck9hNE4BjaZkcScmgXkjZd3lbhtfmSFoWx9OzOVtgZ/GOA/SIca2/HjGRzP/TeiDPz7viuLph3fP2wuadySfFcSFfYDdZs+8oDWqdf7hblaybuiEcSc/heGYOZ+12Fu8+Qo8mEa510ziC+dutOXs/xx7h6qhQlFKk550u2lZGDkfSs6lX3Z/R7Zuy+pERLHt4GNNv70dUSMDFdUYAJByGGrUhqKa1Dza/svzzbbPSUfWbgHLsv/WboNPca2QRH4cKCYXqtcBmw7jiGvSeza5lwiIxBt+NffpE1/mUNhvGLY9i/rmuwhf+Lo4fRNV0ytL6WnRs8SxRGEPvwf7V265ZAmsUzQ/28UNFNUW70wA9fhBVM8wpS0f07mIXQnWjMIaPxf7lWy5ZzJnvYx//IPb/PIz549fozWvca5RXtTzHD7ruM607omNLyTLsHuxfFMsy633s4x/C/uY/MBdNR29ZU+HOCIDEzX8SHN2QwMj6GJ6eNB0xlIOLFruUyTl+nPo9ugFQo2kTPHx8OJWSioevLx7VrClbkT27YxYUuDzUsCISNm2hRnQjgqPqY/P0pOWNw9jzo2ueaiE1Co/BXZ56jD+/nAFYF+kePtYwbp/gICI6Xk3qvkp66NxlFr9pCyGOejE8PWlx4zD2FqsX35AahbcRnevF8PRk1Jyv2TZjFrvnVs4w86TNfxLcqGi/aTJiKHGl7DcRjv2metMm2Bz7Tc7x40R06wKAR7VqhF7ZgYx9Fe8UTtn8J4GNGhDgyNJo+BCOLnL9VoDcY/HU7W7Nog1u2hibjw+nU1PxqRlSOGQ4ICqSoEYNyalgxwhQtY4zOJ4BViccajrae1d1R28r9k1OtesW/qiuuAp97gGcvn54/PM1CuZOQx9w/yGbLWsHcSQzj+PZJzlrN1l84AQ9okp+c0JpEnNPcdox2ifrTD5/JmbQINiNkSyJRyG4lnXeM2yomHbouB3leqte/BXm1JcxP3sFvXo+Onaje50RULXaNZcpy80dWzPvsVuY99gt9GrRiAVbYh3t4BME+HqX6GyoFeiHn7cn246csNrBW2Lp2fz806OnPziSZc+OYdmzY7itc1vu7Xnl/0ZnhFJV+7+/oUr5lg2t9W9KqZpAZY/lvA5r5MMOR2OpGnASWOS07Y1KqZZYHST7LqZPRGttV0rNBv4FVPy7zEwTc84n2B58BZSBuWEZJB7FGHAL+uh+9M6NGEPuAm8fbGOsOZ86IwVz8uvoP9ejGrfG9uwHoDU6dgt65x8XHaFrswasiT3EdeM/x8fTgzdGFz2pd+jErwu/CeLF4b14btZSzuQX0CUmiq4x1oCS1+euIL/Azt2ffg8UfYXlprjjvL/kNzwMhWEYvDSiN8HVfEsGcPCwGTw/sDNjv/wJ09QMbd+UxnVq8P6yP2gRXouezaIY3j6Gp79bSb9JMwn29ebtUUVfldn77Rnknskn325neexhptx5PcHVvHlo+lLOFtixa83VDesy6srmf7+6MQye73cVY2cut+qmdTSNawXz/uqttAgLoWeTCIa3iebpBevo99F8gn28eHuo1cjcdCyJ91dvw8MwMJTipf5XE1zOUSUXpE3Mpd9g3PQoGAq97VdITUB1vQF94gjs32ZddI94EHyqoRpfAV0HY05+yeooiIrBuPdla/+N2wXuPhjQNDF/+ALbnU9bf09bVkNyPEav4ej4Q+g9WzCuu9n6e7rpEeufkJmKOX0SquU1qKgYVLUAaGc1lu3ffwonKtggNk3MhV9gG/OslWXTKkg+jtF7hJUldjPGgJvBywfbzeeypGF+/TaqdjjGgFuxBnIpzDU/lruzscwsCz7Hds/zhV9BStJx69shjh9E796Mcf2tVpZbHy+qly/eqvg2/y55zmW5+zlHllVWlj4j0cfjHJ/TuSyPFWX5ckKlR9F2Oysef5rhC+dg2Gzs/Oob0mL30vHfz5C0ZSsHFy1h1TMv0vfDd2j38P2AZsm9DwFQrVZNhi/8Dm2a5Cac4Ke7H3A7j2m389OjT3Hbj99j2Gz8+cUMUmL30OPFZ0nYspW9Py4mqmtner/+Ilprjqxdz6JHrK9prBnThH5vvm4NvVaK9e98QPKuSvq2glLc/c3nNOneGf+aIYw/FssPL41j/edf/yXb0o56ufXH71E2G1sd9dLdUS/7HPXS6/UXwVEvPznqpcWIoUR27ki1GjVoc5s1HH/+PQ+StP3ivh2reJ5VTzzNkAVzUDYbu7/6hvTYvVzzgrXfHPppCWuffZFeH7xD24fvB6355T5rv9n+6Wf0+eR9bv3jV1CK3dO/IXVnxT8nbbez/sln6T//W5RhsPfrmWTs2Uv7558m5c+tHP1pKRuee5EuH7xDq4fuAw2r77e+KSy047V0eOFpzIICtN1k3aNPuvU8iyp1nHHkKfjmQzwfHQeGgf3Xn9EJR7ANvh3z8D70tg3Yet6AatbOGqlxMhf7528DYPS8AVW7rjWFwzGNo+CdZyEn63xbLJOHYfB8l+aM/fEPTK0ZGlOPxjUCeH/jPlrUCqJngzrsSM7kn0u2kH2mgJWHk/ngjwP8MLoLcRl5vLV+M0pZf953tWlAkxA3HgCtTcyV32EMfxCUgd65AdISrW/OSDwKcTuhTn2MG+4BH19Uw5ZwbX/Mr/6Sx89VrXZNFcjSNSaKNXsOc92bX+Lj5cEbI/sULhv6zgzmPWZ928uLQ3vy3Le/ONrBkXSNiQJg2c4DvLFgNem5p3hg2gJi6tZiyj1DK14nQhSjLvQE/zLfqFSu1trf8XMMsA6oA0QAP2qtWyqlugNPaq0HFnvvKsfr5x3nqJSaCSzUWs90/O4HHAKigBuBDlrrh5VS/YHTWuuVSqkvHNv/zvEelwyOURyNtNYHHD9PANBaP1lWjoJ/DHJzcmjlUf1K/9rHy+ZU3oXLXCq+5x9adkmlp1y4zKV0zI07VJVMn6zgV3D+FRyjTqoMu/3CZf4XVbEe/3ffX3a5IxTKtledfTjpbNXaf8O8Sn5j0+US7FF1HjRWrYo99OyuByrpK0IrgZlesc6Bv4KtZbPLHcFVVTpfnjp14TL/q1q6981Mlc02+MGqdQKvBPZX7qoy14Wlsb007W9X55XxDAmwnthyh2PEQfFyvZRSzl8/MNLx/0VKqXPPgvhNaz3S+U1KqWpYz4a479xrWus8pdQ6YJBzWa2167jG81PAl0qpQMfP2wD3b0MJIYQQQgghhBCi3CrcIaG1LvXWg9b6MNDS8fMqrG+xKK57OdZ/Eijx3U5a62FOv35RyvI7i/2+Cljl9LsJdLrQ9oUQQgghhBBCiEJVbNTm/wdVa9yeEEIIIYQQQggh/idUykMt3aWU6ge8WezlQ1preWKKEEIIIYQQQgjx/1CV6JDQWi8Fll7uHEIIIYQQQgghRKlkykalkykbQgghhBBCCCGEuOSkQ0IIIYQQQgghhBCXXJWYsiGEEEIIIYQQQlRphtzPr2xSo0IIIYQQQgghhLjkpENCCCGEEEIIIYQQl5xM2RBCCCGEEEIIIS5EvmWj0skICSGEEEIIIYQQQlxy0iEhhBBCCCGEEEKIS06mbJSH3bzcCYroKpQFwMPzcicQQvwVzpy53AmKVLEnWvvbqtJwzapTN4bX5U7g6sRZ++WOUOisvtwJigTaqlAYqFJ/30bdOpc7QiFz777LHcGF0bTJ5Y5QxGa73AmK2KvOcQaoetcJ/x/JlI1KV3XOAkIIIYQQQgghhPifIR0SQgghhBBCCCGEuOSkQ0IIIYQQQgghhBCXnDxDQgghhBBCCCGEuBB5hkSlkxESQgghhBBCCCGEuOSkQ0IIIYQQQgghhBCXnEzZEEIIIYQQQgghLqQKfVXx/xdSo0IIIYQQQgghhLjkpENCCCGEEEIIIYQQl5xM2RBCCCGEEEIIIS5EvmWj0skICSGEEEIIIYQQQlxy0iEhhBBCCCGEEEKIS06mbAghhBBCCCGEEBciUzYqnXRIVBLVvD3GyHtBGZjrf0b/PMd1ec8hGJ36gWlH52RhTv8vpKcAYAy5C9WyAwDm4lnozWsvevtaa8YtWM2a2EP4enkyblRfmterXaLcruNJPDfrZ07nF9C1WQOeG9wNpRQTfljLqt1xeHrYiAgJ4o1RfQj09WH9viNMWvQr+XY7njYbTw7swjWNI4q2uXANa/YewdfTg3Eje9E8vLRtJvPcnGWcLrDTtWkkzw3qglKKzJOneeKbpcRnZBNePZBJN/cjqJqPtd4f1pa53tzTZxk4aQa9WzTkhcHdALjj07mk5J7C29PapafeO5yQgGpFOeevLKqb0f1oXq9OyZzHknhu1pKiuhnSw1E3q1m1y6luRvcj0NeH7UdP8NKcZec+AB7qdy29WzU+7+e09mA843/ehF1rRrSJZmzHli7LzxbYeWbhr+xKTCfY14tJQ7sSHuxPfGYuAz9dSFSNQABah9fk5QHXAPDflX+ycEccWafPsvmpm867/TI1bIHRdzQoA711Lfq3Ja7LIxpj9B0FtethzpsMe7YULlI9h6OirwCl0Id2o3+eVbEMTlTjKzCuvw0MA3PTKvSaH1yXd+qP0aGH9feUl405dwpkpkJYJLYb7gJvX9Am5qoF6B0b3MvSpDXGwNutLH+sRK9e6Lq88wBHFtPK8v2nVpbgmthufQyUATYPzPVL0RuXuZ9l8F3WcWbjcvSqBa7Lu1yPcVUvq15yszHnfGxlAWz/mQWJRwHQmamYX7zlVhYAFdMWY9hYq242/IJe9r3r8u43YFzb15EnC/Ob9yEjBRXdCmPomKKCdephfvk2esfv7mUZerdVN78vQy+f67q82w0Y1/QuqptZHziytMQY4pSldjjmVxPROzdWOEtE7550fGscyjDY89V0tk56z2W5f71wun/6Id5BgSibjd9feo1jP1v7Ro0Wzen63kQ8AwLQpsm8bn2wnzlT4SwAUX160mPCeJTNYOcX09k48V2X5QH1wrluyof4BAehDBtrX3yVQ0uXYXh60ueDSdRp2wZtmqz813McX/urW1ka9e3FdRPHY9hsbPn8a359+78uy4PqR3DD5Pfxq1mTU+kZzL3rPnLiE6hzRUuuf38i3oEBaLvJ2v9MZNd389zKciG3ffYhrQZeR05yCq+1uuYv3RZA4769uH7SeAzDxqZpX7NmgmvdBNePYNjk9/GrVZOT6RnMufM+suMTCpd7BwTw6PYN7F6wiB8efarScjXo04teb4/DsNnY9sXX/P626/4TWL8e/T95n2o1a3I6I4Mfx9xPjlMud6kmrTEG3WH9bf+xovRj8JU9HeeDHMzvPnE6Bj9ufUWfzWYdg3937xgMWMevAbdaebasRq/90XV5x+sw2nWz8pzMwZw3FbLSADBuexJVrxH66H7MGZPczuKy3ebtsd14n5Xr16WYxdqhRpcBGN0GWrnOnMY+4z1IPFZp2197NIXx62Kt9k2zeoxt18hl+aaEdMb/Gsu+tBze7tOafo3CAIjPOcUjS7Zg15oCU3NLq0hGt6jvfqAGzTF63wiGgd72K3rDUtflEdEYvW60jvkLPoO9Re0aAqtj9L8NAqoDYM75oPAzrJAq1sYq0X6/sff52+/5BVb7/YauKKVYsn0/H/6ykbiUdGY/fCMtS2lTC3ExKtwhoZSyAzsABdiBh7XW65VSUcCPWuuWSqnuwJNa64HF3rvK8fqmcm7rXWAEEKG1Nh2v3QlMA3prrZc7XhsKzAVGArcADQB/oBZwyLG6B7XW6x3l3wfu0lr7V6AKnAIaGKMewP7eC5CZiu3pd7Bv3+B6oD8eh/0/j0L+GVSXARhDx2B+9iaq5ZUQ0Qj7uH+Ahye2x97EvmsTnD51URHW7DnMkZQMljxzJ9uPJvLK98uZ/UjJi9NXv1/BKyN60ToyjPumzmftnsN0bdaAjk3q89iATnjYDCb+uJYpy//giYFdCPbz5aMxN1A7yJ/9J1IZO2Ueq14cW7TN1EyWPHkr248l8cr81cx+aGTJbc5fxSvDetC6fij3TfuBtfuO0rVpJFNXbeaa6HqM7d6eKas2M3X1Fp7o35E1e4+cd73v/byBKxvULbGdt27pT8uI0FLq5pC1vmfHsP3oCUfd3FxK3SzjlZF9HHUzz6luInlsQBdH3axhyvKNPDGwK41DazLn0VvwsBmkZOcydOLXdG/eCA9b6TOh7KbJ60s2MvXm3tQJrMaozxfTo3E9omsFF5b5fusBAn28WPrgEH7adYiJK7YwaVhXACKq+zNv7MAS6+3RpB63dGjKdR8vKLGsXJTCuO5mzG/egewMjDHPo/dvg9QTRWWy0zF/mIa6up/re8MboepFY055GQDj9qfR9ZvA0X0Vy3Iuz6A7sU8bD9np2B54DXvsFkiJLyqTcAT7Ry9A/lnUVb0w+t2EOft9OHsG+3cfQ1oSBARje+h17Pu3w+mTFc9yw13YPxsH2WnYHnoDe+xmSHbOchj7h89bWa7ujdH/ZsyZ70FOBvaPXwJ7AXh5Y3t0gvXenIyKZxl6N/Ypr0NWGrZ/jMe+e1PJLO89Y2W5pg/G9bdiznBc1OSfxf7fyrtIQRkYI+/D/tFLkJmG7Ym3se/YCEnOx71D2N9+3MrT6TqMG+7E/HIC+sAO7BMes8pU88f2wifoPX+6l2X4vdg/ednK8thb2HduhKTjRWXi47BPetLK0rEfxqDbrY6HAzutjOeyPPcReu9WN6IYdJr4JosGjyAvPoFhq3/h8KIlZO4t+pto99QTxM1dwO7PphHctN4UOpAAACAASURBVAkDvp/FNy3boWw2ek79mBVjHyR95y68a1THzM+vcJZzeXq98xbfDRxOTnwCt6xdxoFFS0jfs7ewzDXPPMG+uQvYNmUaNWKaMmzeLKY2a8sVY24H4KuruuBbqybD589meufeoHWFswx4dwJfDxhK9vEExq5fwd4fF5PqlKXPf15l+/RZbJs+i6juXej12ovMH3M/+adOMf/uB0g/EId/WCj3/raSA78s50xWtlv1cz6/fTGDVR9M5s6vPv3LtnGOMgwGvTuBaY66eeC3FcT+uJiU2KK6ue7NV/lzxiz+/HoWDbt3oe/rL/LdXfcXLu/98nMcWru+0nP1+e9bzL5+GDnxCdyxbjkHflxCmtNn1mP8a+yaMZudM2ZRv1sXur76bxbd/UAlBVAYg8dg/+wN67j38LjSj8EfPOc4BvfB6H8L5sx3HcfgF4uOwY+9jX23G8fgc3kG3o79y7es89N9r2DfswVSnDpgThzB/ulLVp4re2L0HY0550MA9K8/oT29UB16VjxDqbkMbKMfpOC95yEjFY9n/otZrB1q/rESc+1PVvErrsY2Yiz2D16slM3bTc3ra3cxddBV1PHzYdT36+kRVZvoGgGFZcL8fRjXsxXTth5yeW+tat58M+wavGw28vILGDx7HT2jalPbz6figZTC6HsT5ixrPzDufBa9fzukObdrMjAXfYm6uk+JtxsD78JcvxgOx4KnN1iXHhXPUpXaWFDUzv7XbWw/msQr81Yx++EbS5R7dd7Kovb75wtZu/cIXWOiaFwnhPduH8DLc1e6lUOIc9x5hsQprXUbrXVr4FlgfCVlcqGUMoChwDGga7HFOwDnq+7RwDYArfVQrXUb4B5grSNrG6fOiA5AMJUhqgk6JQHSEsFegLl5Daq1690UvW875Ft3ufShPajgmtaC0Aj0/h1gmnD2DDr+EKp5+4uOsGLXQQZ3aIZSitaRYeScPktKdp5LmZTsPHJPn6VNVF2UUgzu0Izluw4C0KlpZOGFdOvIMBKzcgFoHl6b2kFWf010aAhnCuycLSgo2ma7GGub9UPJOXWm9G2eOUubyDBrm+1iWL4rznr/7kMMaRcDwJBir5e13l3Hk0nLPUXHxuXvPV+x8yCD2zd31E1dx/pyi+XMda2b9s1ZvvOAo26iXOsm03qvr5dn4etn8u0ozj+Ea0dCGvVrBBBRPQAvm43+zSNZsc/17sSK/ccYcoV1V6Fvs0g2HE5EX6Dx3zq8FrUco0EqpG4Da7ROZqp152T3H6gmbVzLZKVZDcASWTR4eILNA2yeYLNBnpsXCPUaodOTICMF7HbM7RtQzVz/JvSh3ZB/1vr52AFUUA1rQVqi1RkBkJMJudngF0CFRUSj0xIhI9nKsu03VLMOrlninLIcPYAKdGSx262GMFh15O4Qv4hodGoipJ/Lsh7V4krXLAd3OWXZX1Qvf4XIxugUR33bCzC3rEW1uso1z4EdRXkO70UFh5RYjWrdER27pbBchdRvjE49UZTlz3WolsWz7CzKcmRfGVmuRe9xL0vtDu3IjjtEzuEjmPn5HPh+HlED+7tm0RrPQOu46h0USF5iIgD1evUgfedu0nfuAuBMegbadKMhDIR2aEfmwUNkOfLs/W4e0aXk8Qqw/k68AwPIO2HlCYlpytGVawA4lZLK6cxsQtu3rXCW8Cvbk34wjsxDVpZd384lZtAAlzK1mjUlzrHNw6vWEjPIypq+/yDpB6xzRO6JRPJSUvGrVbPCWcrjwNr1nEx34+L1ItRz1E3GoSPY8/PZ/u1cmhWrm9rNmnJwhVU3cavW0mxQ0edYt21r/OvUZv8vKyo1V9iV7V32n9g5c2lcbP+pGdOUI6usXEdXr6XxwAGlrapizh2DnY97zc9zDD7mdNyr7GMwOM5PyUXnpx0bUDHtXPMcinXKcxAVVN0165nT7ucoRp1rh6Y62qGb1mC0vta1kPONLi83LvZLsSM5k/pBfkQEVsPLZtA/OowVh5NdyoQHVqNpSCBGsc/By2bgZbMBkG83MSvY4ekiLMo6b2c5tWsaX+FaJivNutFRfHshYdbIxsOx1u/5Z6DAjY7hqtbGAlbsimNw+3PXDOVsv7dvVthOb1SnBg1qVS9t1f8bDKNq//c3VFmpA4G/6qzdA9gJfIxr5wPAWuAqpZSnUsofiAYueGtLKWUDJgCVcrtQBYdARmrRCxmpqKCSjd1zjI59MXc5BofEH8Jo0cHqgfULRDW5AqrXuugMyVl5hAYXXXjVCfInKcv1ojspK5c6wf5OZQJIznI9AAHM3biLLjFRJV7/efsBmoXXwsvDw2mbzuvzJ6nYhX5Sdi51glzLJDvKpOWepFagHwC1Av1Iz7VOlsnZuaWu1zQ1by1ax5MDOpZaB8/PWsrQiV/z8S8bXC7ik7Nyy1k3TmWC/UkuVqawbpoV1c22IycY9NaXDH77K14a0avM0REASTknCQ3wK/w9NNCP5JxTJcsEWp0LHoZBgLcnmaesjqz4zFyGTf2R279eyqajSWVu56IFBKNz0ot+z86AgHL21cXHoY/swXjkbYxHJqDjdlmdAm5QgTVch0Zmp7s06IozOnTH3Let5IJ6Da2TeHpyyWXlzlK9WJa082e5sliWoBrY/vkmtqc/wFy90K07cyqoWL1kpRV1fpSapSfmHqfDoYcntn+Ox/bQ6yU6MiqWJ6RwOggAmWnnP+5d0wczdnPJ9bTrgt6yxr0swTVcs2RdIMvVvTFjt5R4XbXtgt6yzq0s1cLCyHUarp4Xn4BfWJhLmc3j3qLxqJHcsmc7/b+bxa9PPgtAcHQjtNYMmPctw9auoPWj/3ArC4B/3TBy4ovuJufEJ+Bf1zXPb2+8RbPRI7l3/w6GzZvN8ieeASB5x04aDeyPstkIjKxPnbatCQgPr3CWgLphZB8rypIdn0BAuGuWpO27aD50EAAxgwfiHRiIbw3Xv7m6Hdph8/Ik/aDrnda/s8DwMLKOu9ZNULHPKXH7Llo46qb5kIH4OOpGKUX/t15nyTOVc7fbWUDdMLKPF9t/in1myTt20mSIlavJ4IF4BwbgU6NyLlZKnA+y0s9/3OvQA3Of03EvKATbI29ie+ZDzFXuHYMBVEDxc0K6dZ4oK0/7rpj7t7u1zXIp1g7VGanWa8XzdBuIx6ufYRs6BvvsTypt80l5pwl1GtEQ6udDcl75O15O5J5iyOx19Px6Jfe0beje6AiAgOpo5886J7Nw+sUF1agNZ05iDL0P467nUD2GudeZVcXaWADJ2XmEBl1s+92P5OyS1wxCVAZ3OiR8lVJblVJ7gKnAa5WUqbibgJnAPGCgUsrTaZkGlgH9gMHAwpJvL9XDwEKt9YmyCiil7lVKbVJKbZqy++gFVlf+A5W6qgcqsnHhXGsd+yfmrk3YnnwbY8xT6LhYMO3lXt85pd1FL378LLVMsd8/WbYRm81gkGPkwjn7E9OY9NM6Xh7e6wLrc11jaR3dFxpJUNZ7Zm7YQdeYKMKCS97xfmt0Xxb86w6mPzSKzXHxLNwcW7S+UrZRrpzFKvCTZb9jMxSD2jUrfK11ZBg/PHUH3z56M1OWb+RMfkHZ/67SXizxGZWetZa/L8sfHs7cewbydO8OPDV/Hbln3LijfL4QUEbYUlSvhaoZhvneU5jvPYWKjIGI8z9HoyJxyhoirlp3QtVtWGIOLwHB2EY8gH3u5AoPLy8zTBmrU206o8Ibuj7vIisd+3tPY3/7MYx2XcE/qHKzlBFGte2CqtfQZa61ffyD2N97FvvM96z52DXcnPNZ6p9xGXk6dEPVj0YvLzbnP7A6qm4kOtaN6RplhikjS/tuqIhG6BXzS2YJq+/e1BFKHjesKK5ZGo0cxr4Zs5gRcwWLR4ym55SPQCmUhweh117NinvuZ2Hf62kwaADh3br85XliRg5j1/SZTG7cirlDRzFg6segFDu/nEFufAK3/rqcHhPGkfD7Rkx72ce4ysjy8zP/JrJLJ+79fTVRXTuRfTwes6DonOgfWoeh0z5hwdiH3fzbrlpKq5vi59jFT/+bBl078dDG1TTo0oksR91cff897Fvyi0uHRiUGK/lasVwrn32RiC4dufO3VUR06UROfAJmQcX3E9ftl/ZiGX/bbTo7jnvOx+A07O8+jX3Coxjt3T0Gl5GnrHPCFR1RdRug1/3k3jbLoxyfE4C5+kcKXrwb+/xp2AaMrrTNl/GJlPv9Yf6+zB/VmSU3d2PB3nhST7r33JzSlfN4YdigXmPMFd9jfvEfVHBNVKtrL/y+MlWxNhagSwlQvnax25sWolTuPNTylGNKBEqpa4GvlFItL/Cei6KU8gIGAI9prXOUUr8DfYFFTsVmAf8EgoAngOcusM66WM+Y6H6+clrrycBkgIIHrz/voUNnpqKqOw0drV4TXcrDb1TTNhjXjcI+6WlwOlnrJbOxL5kNgHHXvyC5fA+D+ubXbcz5fQcArSJCSczMKVyWlJVL7UDXR2OEBgeQlJnrVCaHWkFFd+zn/7Gb1bFxfH7fcJfGUWJmDv/84gfGj+7Hur1HmPPVj07bdF5fLrUDi9YHEFpsNEJSVm7hqIgQ/2qkZOdRK9CPlOw8avj7AlZPbWnr3Xo0kc2HEpj52w5Ons0n326nmpcnj/fvWNiL6+fjxfVtY/j+9x18sXqzI2edknUTVCxnsD9JzmUyi3JadbOL1bvj+Pz+EaU2HBvVCcHXy5P9iamlPscCIDSgGok5Rb3Lidl51Hb8mwvLBFYjMfskoYF+FJgmOWfyCfL1QimFl4c1pLFFWAgR1QM4nJZDy7pl3wUut5wMVECNotNTYHXIzSzXW1XTtuj4uKLpSAd3Whflx/ZXOI7OSne9ux1YA51dMo9q1AKj+2DsU18vGpYL4O2L7fYnMZfNgWMHKpwDQGcXzxKCzi55h001aonRYwj2ya+6ZjknJwOddBwV1bTCD0vUxe/6B5WRJboVRs+h1vMUnLOcK5uejI7bjQqPsqbGVJDOTCuaegYQHILOSi9RTjVpjdFnJPb3ny9RN6ptJ/T2DRXqhD1vlqCyslyB0WcE9g9eKJmlTSfroZpuZslLSMA/vOgZN37hdQunZJwTc/st/DTUmq+btHETNm9vfEJCyItP4MSv6zmdZmU/unQZNdu0Jn71xT/o+Jyc+ASXUQ0B4XXJPeGap+UdtzJ3sPWcnhMbN2Hz8ca3ZginUlJZ9fQLheVuWrGYDMe0iYrIjk8gMKIoS2B4XXISXLPknkjk21HWsys8/fxoNmQQZ7KtIcpeAQHcPH82K196g/iN5XoE1d9G1vEEguq51k12sc8p50Qi39xo1Y2Xnx8thlp1E3HNlUR1upar77sbL38/bF6enMnL4+fnX3E7V058AoH1iu0/pXxm80ffAVifWdMhgzibnUNlKHE+CKpRxnGvpXXc+/SVCxyDY9A7K/7wXJ2dUfL8VMqoC9WwBUa3G7B//kbpeSpbRio4tUNV9ZpQyjHwHL1pNeqmhypt86F+PiQ6jYhIzDtNbT/vi15PbT8fGlX3Z/OJ9MKHXlZITgYqoHpRuyYg2BolUc73knzMmu4B6H3brGkXVPD5LFWkjfXN+u3M2WhNB2xVr3bh1Gwob/s9j1oBrmWEqCyVMmVDa/0bUBPr4ZGV6TqsjoYdSqnDQGeKTdvQWm8EWgI1tdblecpLW6ypHQcc66ymlHLvquXIPlTtcAipAzYPjPZd0duLnfDqNcS4+WHsH78KuVlFryujaI57eJR1kVDKUOLS3NypNfMev5V5j99KrxaNWLApFq01246cIMDHy+WCGqxpEX7eXmw7cgKtNQs2xdKzhfW8grV7DjN15SY+vOsGfL2KBqFknzrNA58t4LEBnWjXoG7JbW7ZY23zaOL5t3nUehbCgi176Nm8AQA9mjdg/pY9AMx3er1n8walrnfC6L6sePZOlj1zB/8a0InB7WJ4vH9HCuwmGXnW1Id8u53VsXEMaBvDvCduY94Tt9GrZTQLNu921E2CY33+xXL64+fjxbYjCVbOzbvp2fJc3Rxi6so/+HDMYJe6OZ6WRYHdmt8dn57NoZQMwquXffelZd0QjqTncDwzh7N2O4t3H6FHkwiXMj0aRzB/u/Vcj59jj3B1VChKKdLzTmN3zCU/lpHDkfRs6lV371mshRIOW0MUg2qCYUM1v9I6AZdHVjqqfhNrPzZsqPpN0GllDjwqn/g4VEioNXXJZsO44hr0nmJD/cMiMQbfjX36RNf5lDYbxi2PYv65zq1vSSh0/CCqplOW1teii087CIvCGHoP9q/eds0SWMOa+wng44eKaopOcaNujh9E1QxzytIRvbvYRVndKIzhY60Hrjln8fWzpq8AVAuwsjg/8LEiju5H1Qqz9h2bB0a7LiXrPLyB9cDfqW+4HvccjHZdK/StQiUcK5albWf0rj9KZhn5APap40rP0rYzeov7WZI3/0lQo4YERNbH8PQkevhQjixyfaJ67rHjhHe3HokU3LQxNh8fTqemcmz5Cmq0aIGHry/KZiOsc0cynB4eWBGJm/8kOLohgY48TUcM5eCixS5lco4fp34P6xuLajRtgoePD6dSUvHw9cWjmjWFLLJnd8yCApeHYV6s+E1bCIluRHCUlaXFjcPY+6NrFt+QGoW34bo89Rh/fjkDAMPTk1FzvmbbjFnsnlvBB/hWYefqpnrU/7F33+FRFW0Dh39zNoEkkEInBEhooRcpggKhSZVeRUWxd0VRUXztIFbsnw0EFRCko0iHUESkd0JLCCQhBNJDDXvm++Ms2WwSIGQDxPd97uvykt0zu/NkdndmzpyZOVWxeXrSaHB/InKUjU+Z0lkD4u1GPc8WR9nMvP9RPqrZkI9DG7No1OtsnzKjUAYjAI5v3kqpmtXxd3x/6g7qz6Ec3+fsn1mrl0aw0xFXoYg57NoeNL4dvTdHHVwpBKPfI9h/+ujydbB3CVRwbWufBXfERqJKV4CAslY8DVvlnlVVMRij93DsUz+F04UzMHM1OvoAqnwlZz+0eZi1qWV25ZwDpapBC3Q+L37lR4Py/kSnnCYm7QwX7CaLDh2nQ0juuzbkJT7jLOccs6BSz2eyLT6ZagFu9m+ORzv6NWWc/ZpD+Vw6c/wIePmAtyOG4Nqum2FeqyLSx7r79kbMHTGUuSOG0ql+deZvuXTOcJX+e7Sj/75lHx3rVy9Q3v91lCra//0LFcptP5VSdQAbkAi4sbteLkOBh7XWvzryKQFEKaVy5vEqkK/FalrrhUDWJWylVIbWuqZbUZom5oxvsD39rnX7u7+XwfGjGD3vRUcfRO/6B6P/Q1DcC9vD1lphnXwS89t3wGbD9oLj9nvnzmCf/Im1weU1CqsbwpqIKLq9PxkvTw/GDumSdazf+CnMfeFeAN4Y0JHR05dy/uJF2tYOIcyxV8SYuavIvGjnoe+tW+U1rhrIWwM7Me2vHRw9lcI3y//hm+XWIMuER/pTxtfHynNvJN0++sXKc5BzOUe/z6cz9zlrOuAbfdsxeuYKzmdepG3tYMJqBwPwSLumPD9tCbM37SUwwJdP7+lm/S21g1kTEZ3n++blgt3OIz8u4KKpsZua20KrMqhVw2xlU401+6LoNu5H6/3ucu5i3O+TX5g7cpijbDoxevoSK846IYTVsQZIxsxZaZXNd9Yym8bBgbw18A62RsXyw8pNeNgMDKV4vX8nSuWY8ZCdh2HwWtdbeeTXFZimpl/jmtQqF8CXq7dTP7AMHUOrMKBJTUbNX0fX/5tHgFcxPu5nTdfefOwEX67egYdh5fVm95YEeFtXHz5esYWFe45wLvMiHb6YzYAmNXk6rPEVy8yFNjGXTMMYOgIMhd7xF5yKQ4X1Rh+PhoM7rJPugU+Cl4+1MVRYH8zv37QGCkLqYDz6FmhtrW90d72saWL+Phnb8FFcuq0aCbEYnQagY6PQEVsxut1t/Z6GPmf9CSmnMKeMRzVohQqpg/LxhabWCZ999ndW56SgsSyYjO3BV61YNodDQgzGHQOtWPZtwehxNxTzwnb3pVgSMX/5GFU+yLo1HBpQmGv+cL0DRUFimf8jtodfy7oFKSdiMLoMRsccRu/dgnHnvVYs977gLJfJH0L5IGz9H7V2ClcG5qp5rrvUFzSe2d9je+Itx20/V0D8MYzud6OPHULv3mjdorS4N7bh1nY9OvkU5oSx1utLl4eAsujDu92LIyuWH7A99qYVyz+OWLoNtWLZswmj9/3Wd2b4S45YTmJOdOzFXKqcI5Y9boei7XbWvfgKPebNRBkG+3+ZRnLEfpq/9gont20n+s/F/D36Ddp99SmNnnocrTXhjz8NwIWUVHZ99Q39Vi8DrTm6dDlHlyxzO56VL4xiwIKZGDYbu3+eRuK+/dz++iuc2LqdwwsXE/7KG3T5+lOaPv04oFn8qHXl1KdcWQYsmIU2TTLijvOnm3dO0HY7f454mXv/mI2y2dg+eSon90XQ/o1Xidu6nQN/LCIkrA2dxrwBWhO9dj1/Pmd9XvUH9iO4ze34lC5Nk2HWXZLmPfwkJ3YWwvfnMh6a9iOh7dtQsmwZxh3bx+9vvsf6H3+5LnmZdju/j3iZ4QtnowwbW3+aSsLeCDq9+SqxW7YT8cciqrVrQ5d33wA0R9auZ8GzL12XWLLTdjvLnn+Zwb/PQtls7PppKqf2RdDm9VeJ37qNQwsXUzWsDWHvvA5ac2zd3ywbUYhxmSbmgknYHhztuA30KqsO7jwIHRNp1cHd77HuonHPCCvmlFOYPzvq4Dvvdb7VWjfr4EvxLPwZ230vg6Ewt66Bk7EYHftbbcL+bRhd77Lq4SHW71qnJmJOs+52ZHvoNSgbaB0f+Rnm/InW5r/uMk3s07/B45kxVjmtX+rshx49iN75D0b7Xhh1moD9IvpMBvafPnE/XwcPw+C1tvV45I9NmFrTr05lapX25cuNB6hfzp+O1SqwKyGFZxdvJe38RVYdSeCrTYf4/a62RCaf5sP1W1DKWibwQJNqhJZxYzNqsPo1S2dgDHkWlIHeuR5OHUe17WX1aw7ttAaO+j9u9WtqNoQ2PTEnvgNaY66cbfWJUOgTR9Hb3dhbqKj1sYCwOiGs2R9Ntw9/xquYp2v//bNfmTvCuvb7Rr/2jP5tea7++/Ldhxk7fzVJp8/yxKTfqRNYjh8e7uN2XOJ/l7raDv6XfaHztp9gLZAarbVemMdtPxdhDVRcMgjrjhx1gUvb1v6ttXa5X6Rj0CEGCNFap2V7fg4wA/AGmmutn87xusmO/Gc5Hrcnj1uPZkufcbXbfl5tycaNpLrn+WfcPIW1TrQweBa72RE4JZ282RG4OlbAE/LrQJ8p4C04rwc372BQ6OzuLRcoVOevxxreAipiu0ZPnFAIszoKSYa9yDRPZNiL1u/p+IWi83sq42m72SFk8bMVrStoI5/rcvVEN0qxotOP0CdPXT3RDWTUDr3ZITidK/w7lRRYUWq3AepfwwWpG8DW9+miVeEUAvunzxWdhjcPtuc//9eVeYFnSGit82xdtdZHsJZQoLUOxxo4yKl9Pt7/DJBrK2Wtdf9sDyfncXx4jsfhQPgV8imkee9CCCGEEEIIIf5r/UuXRRRlReuykxBCCCGEEEIIIf4nFMoeEu5SSnUFPsjxdJTWut/NiEcIIYQQQgghhBDXV5EYkNBaLwGW3Ow4hBBCCCGEEEKIPMmSjUInSzaEEEIIIYQQQghxw8mAhBBCCCGEEEIIIW64IrFkQwghhBBCCCGEKNKK2K3I/xtIiQohhBBCCCGEEOKGkwEJIYQQQgghhBBC3HCyZEMIIYQQQgghhLgauctGoZMZEkIIIYQQQgghhLjhZEBCCCGEEEIIIYQQN5ws2RBCCCGEEEIIIa5GlmwUOhmQEO6RH2XelEw++lcoarduMs2bHYFTUSqbzMybHYEL76JUNhSd74xHEav3LuibHYFTYqb9ZoeQReui9TnhUXS6oqp48ZsdglMJn5sdgQt94ODNDiGLqlnjZofgdOHCzY5AiH+9ItYqCSGEEEIIIYQQ4n+BDEgIIYQQQgghhBDihis68+SEEEIIIYQQQoiiqogtT/xvICUqhBBCCCGEEEKIG04GJIQQQgghhBBCCHHDyZINIYQQQgghhBDiagy5w2BhkxkSQgghhBBCCCGEuOFkQEIIIYQQQgghhBA3nCzZEEIIIYQQQgghrkbuslHopESFEEIIIYQQQghxw8mAhBBCCCGEEEIIIW44WbIhhBBCCCGEEEJcjZK7bBQ2GZC4DlS9ZhiDHgVlYK5fil460/V42+4YYT3BNOH8WezTvoT4Y27lqbXmvfmrWbMvCu9inrw3pAv1KpfPlW5PzAlGT1/KucyLhNWtxug+7VBKsXjHAb5euoHIhCRmPDuUBlUqAPD71gh+DN+c9foDx08xa8Td1A1yfW+tNe8tWMOa/dF4e3rw3uA7qBeUV/4JjJ653Mq/djCje4ehlCLlzDlGTl1MbHIaQaX8GH9PN/x9vJi4eit/bNsPgN00iUxIZt0bDxPg40Xa2fO8MWsFB08kolCMuasrTUIq5V0281Y5y+aurtSrXCF3bMdOMHr6YmfZ9O2AUoqPfl9N+J5IPD1sVCnjz9i7uuLn7UVsUio9P5hMSPnSADQODuStgXdc8XNaeziWcUs2YteagU1q8Ujrhi7HL1y088qCdew5nkiAd3HG929HUEDJrONxqRn0+nY+T4U15sHbGgDwy8a9zNx2EK01g24J5b6W9a4YQ56q18fochcoA719Lfrvxa7Hq9TC6DIEylfGnPs9RGzNOqQ6DkDVbARKoaP2opdOv/b8c1C1GmHcOQwMA3NzOHrN767HW3fHaN4BTDv6dBrmnB8g5RQEBmPr/QAU9wZtYobPR+/acHNiCSiL7e4RYBhg2DA3LEVvXOFeLKGNMXoPt+qWTSvR4fNdj7e9E6NFR2csM7+160XKdAAAIABJREFUYrmkuDe2kePRezZizp/kViwAqs4tGP0esuL5Zzl6xRzX4+16Y7S6w4onIw1z+leQfBJVswFG3wedCcsHYf78CXr3xoLHUrcpxsBHrc9p/VL0slmuxzv2xbitizOWKZ9B8kkAjD7DUfVbAGAuno7eurbAcQBU6tSBFh+MRdlsHPp5Crs//dLleInKQbT+5kuKBfijDBtb33qX2GUrKNP0Fm77/BNHwIod73/EsT/+dCsWgCp3dOT2D99DGQYRP09h+/gvXI6XrBxE++++pri/H8pm45833+XY0uUAlK5fj7AvPsHT1xdtmsxt1xn7+fMFjiW4c0fafTgOZTPY89MUNn/yuctx38pBdP7+a4oH+GPYbPz1xjscWbIcw8ODTv/3OeWbNMKwebDv1xls/vizAscBUKtLJ+4cPw7DsLF50i+s+cj1/QKqVqH/919SolxZziQlM3P4Y6TFxmUdL+7ry4idG9g7fyG/j3jZrViuZtjEr2nYsxvpCSd5t2Gr65oXWGXTc/z7GDYbm378Oc+yGfDDV/iUK8vZpGR+u//RrLIZcy6R+N17AUg9GsMv/Ye6FYuq1Qijh6MO3pJHHXx7d4zm7R31XrrVRqUkQsWquduD3f+4FQtQpNpLVbsJRp8HrLL5ZwV61TzX42E9MVp2ArtptQm/fQ3JVptg+3AGHD8KgE45hTnpA/diuVrft2NfjNZdrc8pPdWqg5McdXDfB1ANmgNgLpqO3uJeHQxASF2M9v3BMNC7/kZvWu56PKiGdbxcJcyFP8HB7a7Hi3lhDB+NPrQTvdK1Pblm1eph3DHYimXHX+gNS1yPV6mJ0Wmw1RbOnwj7nd8Z/EphdB8GvqUAMGd+BamJV83yevXLATYejmHc72u5aDcpVcKLnx8fAMBPa7cxa+NelILQimUYO+gOfApYZOJ/iwxIFDZlYAx5AvsX/4GUU9hGfYp95waXAQe9KRz72kVW8oYtMQY8gvn1G25luybiCNEnk1n8ynB2Ho3n7dkrmPFc7k7AO7NX8vbATjQODuSxCfNYG3GEsLrVqFWxLF/c35O3ZrmeMPVqWodeTesA1mDE05MW5BqMAFizP5roUyksfmkYO4+e4O254cx4enDu/Oeu4u3+HWhctSKP/biAtfujCasTwoTwLbSqWZlHOjTnh1WbmRC+hZE9WvNQu6Y81K4pAKv2RvHzuu0EOCrEcQvW0KZ2MJ8N68GFi3bO6cuVTZQV26sPsvPocUfZ3J1H2Szn7UGdHWUzN6tsbg8N5vkebfGwGXzyxxp+WLGRkT3DAKhSNoC5I4dd4ZNxspsmYxZtYMI9Xajg58OQiQvpEFqFmuUCstLM3n4QP69iLHmqP3/uieKTlVsY379d1vEPlm2ibc2grMcHE5KZue0gMx68E0+bwaPTlhNWqzIhpf3yFRMASmF0uxtz2qeQlozx4Gvogzvg1HFnmrQkzN8noVp2dX1tUA1U5ZqYP7wFgHHfKHTVUDh6IP/55xVPr+HYJ42DtCRsT7yLfd9WOBnrTBMXjf3//gOZF1C3dsLoOhRzxpdw4Tz2Wd9A4gnwDcD21BjsB3fCuTM3Ppb0ZOzfvQX2i1CsOLZnP8C+bwukpxQ8lr4PYp8wFlITsT09DvvezZCQLZbYI9g3vGrF0qozRo97MKc5T/iMLoPRkXsLln+ueAyMAY9i//YtSEnE9vyH2HdvhBMx2eKJxD7+RSue27ti9LrPGng4tBv7xy9YaXxKYhv9f+j92/PMJt+xDH4C+1f/sWJ56VPsu/5xHeg9dhj72uch8zyqTXeMvg9gTvoQVb85VKmB/f1nwMMT24j3rXI9d7aAoRi0/OQDlvUdxJnYOHqsWsqxP5eQut/5m2j40vMcmbeAAxMn4187lE4zpzGnUXNS9kWwsH1ntN2Od4Xy9PxrFTGLlqDtdjeKxqD1Jx+wsM9ATsfG0X/1Mo4sXExKtniavjySyDnz2TtxEgG1Q+kxezrTGjRF2Wx0nPANKx95kqTdeyheuhRmZqZbsbQf/yFzew0gIzaOu9YuJ3LhYpIi9melaTFqJAfnzGfXhEmUrlObPnOmM6neLdTq3wdbsWJMvbUtHt7eDNuynv2/zSb9aMEG85Vh0Ovzj5jUox9pMXE88fdK9v2xiJP7nLF0++Adtk2dzrZfplO9fVu6jHmDWQ88nnX8jrdGE7V2fYHL41r8PXkq4V99z/Cfv7vueSnDoPcXH/Nj976kxcTx5IZVRPyxiIRsZdP9g3fZOmU62375lertw+g69k1mDn8MgMyzZ/mqedtCCkZh9Lof+6T3rTr48XesevSkc2CI40ewf/N6jjr4K8i8gH32t8724Mkx2A/tKnh7cCmeotJeKgOj38PYv38HUpOwPeeou1zq4Cjsn42yyua2Lhh3DsOc8ql1LPMC9k9fKljeecVylb4vMZHY3x9h1cFte2D0exBz4geoBi2sOvg9Rx38/AfY9xS8DrbiURgdB2HO/hrSUzDueRF9eDckxTvTpCdjLpmKat4x77e4vQc65lDBY8geS5ehmNM/h/RkjOGvog/uhMTs35lkzIU/oVp2zvVyo+cDmOsXwZF94FkctJmvbK9Xvzzt7HnemRfO9w/2oVIpXxIzrN/TidQMpvy1k99H3oOXpwfPT1nEnzsOMnBQwYpN/G8p8B4SSim7Umq7UmqHUmqrUup2x/MhSqndjn+3V0r9kcdrw5VSza8hr8+VUrFKObc1VUoNV0pppVSnbM/1czw3UCk11xHfIaVUquPf25VStyulJiulorI916Sg5ZBLSCj6ZBwkxoP9IuaWNajGOa5mZK9ki3sBlzmTvgYr9xymT/O6KKVoHBxI+rkLnEw77ZLmZNppMs5doElIJZRS9GlelxV7DgNQo0Jpqjmu9F/Owm376XFL7cvkH0mfZpfyr0j62fN553/+Ak2CA638m9VlxZ7IrNf3bVYXgL7Zns/uzx0H6NG4FgAZ5y6wOSqOAS2s2QDFPGz4eXvlHdvuw/RpVs8RWyVHbBk5YstwLZtm9Vix22qIWtcOwcNmffUaBwcSn5KRK4/82BV3iqql/ahSypdiNhvd61dj5QHXzvTKA8fo26gGAF3qBrMh6jhaW9+P5fuPUjnAl5plnQMYh0+l0jioHN6eHngYBi2CK7Ai4ui1BVapmnWVIuWUdeVi7yZUaI6fRGqideKrc35XNXh4gs0DbJ5gs8HptGvLP6fKNdBJJ6yr13Y75s4NqLrNXHON2guZF6x/HzuE8nd8dxPjrc4nWCf+GWlQwvfmxGK3W4MRYJWNu1P8qtREJ56ApAQrlh3rUfVauMYSuccZy9GDKP8yzoNB1cA3wOoIFYaqtdCnjlvlbb+IuW0dqsGtrvEc2u2MJ/oAKqBMrrdRjW9DR2zNSlcgIaGusWxdg2rkWu/qg7sg07qyr4/sRwWUtQ5UrIo+uNuasXbhPDomKtdnfC3KNGtKemQUGUeiMTMzOTJnLlXu7OaaSIOnr/W99PTz40y89Z21nz2bNfhg8/IqjKaB8s2bkhYZRbojnkOz5xLSs7trOFrj6WfNxCru78fpeKvTXrlTB5J27yVp9x4Aziclo838dYbzUqF5U1Ijo0hzxHJg1lyq54gFrSnmZ5VNMT9fMo7HO2Ms4YOy2fDw9sJ+4QIX0tMLHEvlFs1IOhxJclQ09sxMdv42h7q9erikKV+3NodXrgEgMnwtdXs5Y610S2NKVijPwWUrCxzDtTi0dj1nkpJvSF6Vb21GYvaymTH7MmWzGoDI8DUuZVO4wdSw6r1LdfCuvOrgfa51sN/l2oNU99oDKFrtZdWa6MR4R5twEXP7X1kzvbJyPJytTYjO0SYUpnz0ffWBnc46OCoiWx1cxaqfL9XBsVGoegWvg633DIaUk9ZnYdrREVtRNVxnpJKWBKfi8vicgPJVwMcXjkS4FwdAYAgkJ0Bqtu9MrUauaVITrQsdOWMpE2jd0eHIPutx5nm4mL9B4evVL1+4fT+dG9SgUinrt1SmpHMOhN00OZd5kYt26//l/UrkK9Z/HcMo2v/9C7kT9VmtdROtdWPgVWBcIcXkwjEI0Q84BoTlOLwLyD4N4C5gB4DWup/WugnwMLDWEWsTrfWlyxkvZXvOjUtzOeINKJM1HQ6A5FN5NgAq7E5sb0/A6PcA5m/uX/FISD1NxQBnQ1vBvyQnUl1PnE+kZlAh2/T/Cv6+JKS6Vk5XsnjHAe5skveARELaaSr6Z3/vkpzIcdJ/Ii2DCi5pSpDgqBwTM85QzlFxlfMrQdJp15HxsxcyWbs/ms4NawJwLCmV0iW8eG3mcvp//iuvz1rBmfN5V9IJqRn5LJtsaQJKkpCae+BhzsY9tK0bkvU4NimV/p/8wn1fz2BzZEyu9C55pJ+hYrbKuaKvDwnppy+bxsMw8C3uScrZ85y5kMnE9bt5MqyxS/pa5QPYfPQEKWfOcTbzImsOxXI8Lf+fKWCdpKYnOR+nJYNvwOXTZxcbiY6OwHjuY4znPrJOiBPjr/66K1B+pV2nI6YlofxLXTa90bw95oEduQ9Urm51/JISbl4s/qWxPTMO28tfYK75o+CzI8Aa6EjJFktq4pVjadEB89KsA6Ww3TkMc+GUAuefK56A0q7LQVITr9jZNVregblva67n1S1t0VvXuReLf5ms5RfAZevdrFhu64K5d4v1IDYKo14z68pTCT9UaCMoVa7AsfhUqsjpWOeslTOxx/EJDHRJs2Pch1QfPIABe7fTadY0Nr78ataxss2a0nvDGnqtX82G519ya3YEgE9gIBnZlhmcjo2jRI54trz3IbWGDOKeiJ10nzWdv1604gmoWQOtNT3m/kb/tStpPOIZt2IpWSmQ9Bhn2WTExlEyRywb3vuQOncN4sEDu+gzZwarR74CwKG5C8g8fYaHD+/lwYgdbP38a84nF/z35BcUSGq2WNJi4/Cv5BpL/M491O/XC4B6fXvi5eeHd+lSKKXo/uEYFr/i3szGosq/kmvZpMbG4ReUs2x206B/bwDq9+2VVTYAHl5ePLlhFY+vW0bd3ne6FYvyKwWp2dunJOu5yzCatcM8mEd7EOR+ewAUqfbSahOy1cEpic4B8TwYLTtiRmxzPuFRDNtzH2B75r1cAxnXHEs++75ZsdzeBXOPYzlwbBRG/eaFVgcDUDIAnb29zUgBX/98vlhhtOuLXjP/6knzw7cUOj3bYGJ6Stbyi6sqXR7On8Ho9xjGA6NRHfrn++LG9eqXHzmZQtrZ89z/3RwGfjGd+Vv2Zb3/A2G30GncZNqNnUhJr2K0Dq2av79T/M8rrGEUP+B6Dd13AHYD3+A6+ACwFrhVKeWplCoJ1AQKbXChYPJXUeg1C7G/+TDm3EkY3Ye4navOY4Q3Z52VZ5p8vv+O6ON4eXpQK7Bs3vnncSlP5Xj3vAah83vROHxfFE1DArOWa9hNk71xJxnSqiFznhuKdzFPJqzMe/15XhcZ8xeba5pvl/+DzVD0amqNGJfzK8GK/zzCnJHDGNW7PS9P+ZOMc5dfW51XHjk/gct9Rl+t2c59LetRopiny7EaZQN4+LYGPDRtGY9OW0btCqXwMK71Snwe6fN7ZbZUOVTZQMwvXsb84mVUcB2oUusa8796OJcpPFTj1qhK1dFrc0zE8g3ANvAJ7HO+v+xrb0gsqUnYv3wV+/gXMJq2hRLXsJQmP8Fc5k9Tt7RBVa6BXr3AetyqizU4kY91p27Fc5mAVLN2qCo10Ctd1zfjVwoVWBWdvZNcWKFcLpYW7VFVa6JXzLZSRWzD3LsZ28iPMB54CR0VAaYbSyTyqtRyfGdCBvbn8LQZzK7XhBUD76bNd19nVYantmxlQasw/uzQhYYvPItRvHiBY8lvPDUG9efA1OlMrdOIRQPvouMP/wdKoTw8qHhbS1Y+/DgLutxJtV49CGrnxlT8PGLJWefVHtSfvVN+5cfQhszvP4QuE74BpajQvCnatDOxZn0m1W9K02efwi8k2I1Qrh7LolGvUy2sNU9tXE21tq1JjYnFvGin5eMPc2DxMpeT9v8qeX5nXB/+Oep1qrVtzdOb1lAtzFk2AB9Wb8D/terAjGEP0/OTcZSuHuJOMFeNJStl49aooOrotQtdD5QspPbgGuPJpdDby6v/trNSNm1rtQnZ9h2yj30c++ejsE/9zNqHokzuvbXciuVyKW/tgAquhV7uqIP3bcPcsxnbix9jPPgyOnKfW3XwZeXzs1dN2lgzHzMKPuCZj2Dyl8ywQeVamCtnY05+HxVQFtXwtnzmcH365XbTZE9MAt880IsfHurDNys2ceRkMqlnzrFybxTLRt1P+GsPcvZCJgu2FsIME/E/wZ09JLyVUtsBLyAQyHsRlvuGAr8C84H3lFKeWutLl8I1sBzoCvgDC4Bq+XzfsUqpN4AVwCtaa5czSaXUo8CjAP/XrgGP1MvfKJ9OOYUqle2kvVRZ9BVOAvSWNRhDnwI+zWfYTtP+2sHMf3YB0LBKReJTnNNXT6RmUN6vpEv6igG+nMi23OBEajrl/PM3nWrR9gO5lmtM+2sHMzc48q9cnvjU7O+dkWuqVsUcMxNOpJ6mnK+VpkxJH06mnaacXwlOpp2mdAlvl9f+ueMgPRqHZj2u4F+SCv4laVy1IgBdGtZgwmrnSc20dduzlU2F3GWT4++uGFCSE9nTpGRkjQwDzNu0h9V7I/nx8YFZHdliHh4U87B+QvWrVKBK2QCOnEymQZWKeZQgVPTzIT7b7IX49DOU9/XJkaYE8WmnqehXgoumSfr5TPy9i7Mz9hRL90XzyYrNpJ+7gFKK4h427mlRlwG31GLALVan5tOVW6nod41bCKUno3xLO5suv1L5bohV7VvQsZHOaZiHd1sdwmMHry2GbHRqkuuVFb/S6LTc8aga9THa98E+YYxzaQRYGzfe9yLm8plwzL31n27Hckl6CvpEDCqkDnpPwTZu1KmJrkse/Mug03KPA6uaDTE69rf2dnDEooJDUdXqQKvO1jIxmwfG+XOYi38tUCwAOiXROeX2UjzZr2Reiie0EUbngdb+DjnKRjVpjd71j9udT52SiMp+Ra1U2bxjqd0Yo+sQ7J+9Ahedseglv2Ff8hsAxvAXISEu12vz63TscUoEOfd58QkK5Ey861XQWsPuZvmAuwA4tWkzNi8vvMqU4dwp5xXG1AMHuXj6DKXq1SFxWx5XfPMbT1wcJYOcm/2WCKqUtSTjkjr33cOf/ay1xSc2bsZWvDheZcpwOjaO43+t51yiVZZHlyynbJPGxK4u2IZzGbFx+FZ2lk3JPGKpf9+9zOtrLTqO37gZD6/ieJctQ+3BA4lethLz4kXOnjxF3IZ/qNC0CWlHogsUS2pMHP7ZYvELqkTacddY0o/HM23wfQAUK1GC+v16cT4tjSqtWhDS+jZaPvYQxUqWwFbMk/OnT7P0tbcLFEtRkxrrWjb+QZVIizvukib9eDxTB1v7J2Uvm0vHAJKjoolcs45KTRqRFHmkQLHotCTXq/5+pV2vNjuoGvUx2vXGPnHs5duDmMMFisFFEWovrTYhWx0ccJk2oVZDjE4DsH/zhmvZXEqblIA+vAcVVM1aHlOQWPLZ91W1m2B0G4J9/CjXOnjxDOyLZwBgPPCSW3UwABkpKN8A5+dUMsBawpkfgdVQQdVRjdtAseJgeFhLSdb9fvXX5iU9GeVbyhmLb0D+Z0umJ0PCMWu5B6AP7LCWDZH33jXT9sUwc/H17ZdX8C9JQAlvfIp54lPMk+bVgog4bsUXVMqP0iWtdJ0b1GB7dDz98veXiv9xhbFkow7QDfhZ5XkppuCUUsWAHsA8rXUa8A/QJUey6VhLNe7CGrjIj1eBOkALoDQwKmcCrfX3WuvmWuvm+R2MACD6AKp8kDXSbPPAaBaG3pljV+dyzs6hatCiwBXv3a0bM/eFe5n7wr10ql+D+Zv3obVmR/RxfL2KuZxQg3VFv0TxYuyItvYlmL95Hx3r17hqPqapWbLzID1yLNe4u3Vj5o4YytwRQ+lUvzrzt1zKP/4q+cdb+W/ZR8f61QHoUK8a8xzTvuZlex4g/ex5NkXGujxXzrcEFf1LEnXSalA3HIqhRgVnp+XuNk2YO3IYc0cOo1ODmszfstcRW5wjNtfBmnJ+JSnhVYwd0XGO2PbSsYFVNmsjopiwahNfP9gH72wzFJIyzmB3rKc+lphC9MlkKpe5/JTABpXKEp2URkxyOhfsdhbtiaJDaGWXNB1CqzBvp9VpWrovmpYhFVFKMeX+7ix/ZiDLnxnIsFvr8WjrhtzTwpqpkeiYRheXmsHy/dH0qJ/fMTmHuCPWtED/smDYUPVaWI1efqQmoaqGWmscDRuqaig68fjVX3clsZGoMhWtKZs2G0ajVuiILa5pAoMx+jyEfconrmtwbTaMe0Zgblvn1h0bCiUWv9LWemEALx9UsGOfg4KKOewaS+Pb0fs2u6apFILR/2Hskz90icWc/iX2cU9h/+AZzIVT0FvXuDUYAcCxg6hygdZ3x+aBcUsb9J5NrmmCqmEMegL7hPes9ds5GLe0cfuOFoBV75ar5Kx3m+ZR71aujnHX09i/e9c1FmU415VXCkFVqmbtaVFAiVu34VujOiWDq2J4ehLSvx/H/nTdUf10TCyBjpkG/qG1sBUvzrlTpygZXBVlswFQokpl/GrVJCPavTswJWzZhn+N6vg64qk5oB/RC13vCpBxLIag9taKyIDatbB5eXHu1CmOrVhJ6fr18fD2RtlsBLa5neRsG1BeqxNbthFQozp+jlhCB/YjcuEilzTpMTFU6WBt5Fuqdig2Ly/OnjxlPe8oMw8fHyq2aE7ygYIPfMZu3kqZmjUoFVIVm6cnjQb3J+IP11h8ypTOGoBuN+p5tvw0FYCZ9z/KRzUb8nFoYxaNep3tU2b81wxGAMRu2krZmjUoFRJslc2QAey7WtlMtsrGK8AfW7FiWWmCb2vpshnmtQeTow5u2Cr37zMwGKPPg9injs/dHtw9AnPb2gIPBOdSlNrLY4dQZbPVwU1a566DK1XDGPCYtSlo9hNy7xLWEhYAH19USB30iSsvO72i/PR9K1fHuPtp7N+8c/k6OCgEFRSCzmN53zWJPwoB5ax22LCh6jRFR+7K10v1op8xJ7yFOfFt9Op56H0bCz4YAXA82vGdKeP8zhzK515Ox4+Alw94O/qswbVdN8PM4e66la97v7xjvepsiYrjot3k7IVMdh6Lp0b50gQG+LLjaDxnL2SitWbDoRiql8/n0pR/G6WK9n//QoVylw2t9d9KqbKAm4u+cumGNfNhl6Ph8wHOAFnz8bTWG5VSDbAGSA7kZ0xEa33p13xeKTUJeLHQIjZNzBnfYHv6Xes2TH8vg+NHMXrei44+iN71D0b7nqjaTcBuR5/NwP7zeLezDasbwpqIKLq9PxkvTw/GDnGO2/QbP4W5L9wLwBsDOjJ6+lLOX7xI29ohhNUJAWD5rkOMnRdOUsZZnpg4nzqVyvLDo/0B2BwZQwX/klS5wsl2WJ0Q1uyPptuHP+NVzJOxg7L2GqXfZ78yd4S12uaNfu0Z/dtyzmdepG3tYMJqW1NuH2nfjOenLmb2pr0EBvjy6b3ODbKW74mkda2q+ORYrvBan3a8/OtSMu12Kpf2Y+zQvDfVCqtbjTX7oug27kerbO5y7nzd75Nfsu6S8caAToyevsSKrU4IYXWsE/sxc1aSedHOQ99Z0wsv3d5zc2QMXy7+Gw9DYRgGbw68gwAf79wBOHgYBq91a8kjvy7HNE36NalFrXKl+DJ8G/UrlaFjaFUGNKnFqPlr6fr1HAK8i/Fxv3aXfb9LnpsVTsrZ83gaBv/p1gp/72uc4q1NzCXTMIaOAEOhd/wFp+JQYb3Rx6Ph4A4IDMEY+KR1Yl2rEYT1wfz+TevkPKQOxqNvgdbWmlh3N000TczfJ2MbPgqUgbl1NSTEYnQagI6NQkdsxeh2NxT3wjb0OetPSDmFOWU8qkErVEgdlI8vNLVOsOyzv7M6BDc6lnKVMHrcY82JVApz3UI44cbJpWlizv8R20OjrbplUziciMHoPAgdE4netwWjx71QzAvbvc87Y/npo4LnebV4Zv+A7bE3s245R/wxjG5D0ccOofdswuh9v1U2w62d3HXyScyJju2GSpWDgLLWpmuFEctv32J76h3rc9qwDOKPYtx5D/roQfSujdZtRot7YXvoFWcs370LNhu2EY7b3Z07g/2nj63N1QpI2+1sfPEV7pgzw7rt55RppEbsp/HoUSRu207MoiVsfu1NbvtiPHWffBy05q8nnwWgfKuWNHj+GczMi2ht8s/IUZxPyj3T41rjWffiK/SYNxNlGOz/ZRrJEftp/tornNy2neg/F/P36Ddo99WnNHrqcbTWhD/+NAAXUlLZ9dU39Fu9DLTm6NLlHF2yzK1YwkeOou/8mSibjb0/TyNp335a/ecVTmzdTtSfi1n76ht0+upTbnnaKptljz0FwM7vJtL52y+5d9NfoBR7p0zj1O6C3zHGtNv5fcTLDF8427r16k9TSdgbQac3XyV2y3Yi/lhEtXZt6PLuG4DmyNr1LHi2kO5IUAAPTfuR0PZtKFm2DOOO7eP3N99j/Y+/XJe8TLudBc+9xAMLZ6NsNrZMnkLC3gjueHM0MVu2EfHHIqq3a0OXMW+C1kStW8+CZ6xuVPm6ten7f5+iTY0yFKs/+sy9AQnTxPzjJ2z3v+y47WdedfBQq967y/od6ZREzKmX2oPaKJ+Sru1B/DVu/JxdUWovTRNz7gRsj/yHS7eC5kQMRtch6GOH0Xs3Y/QcZtV7w0Y6ysZxe8/ylbENfNTZPq2a63p3joLEcrW+b/+HrFgetvao0cknMb99x6qDX/jQep9zZ7BP/sStOth6cxNz1SyMAU+CMtC7N0BivHXnjPijELkbKlTF6P0weHmjqjeA27pr72/FAAAgAElEQVRj/nwdtsPTJubSGRhDnrVi2bkeTh1Hte1lfWcO7YSKwRj9H7e+MzUbQpuemBPfAa0xV862vm8o9Imj6O3523PpevXLa1QoTZvawfT9bBqGUgxsUZ9aFa3Zm10a1mDgF9OxGQZ1K5VjcMsGhViQ4r+ZymvNer5eqFSG1rqk4991gHVABaAK8IfWuoFSqj3wota6Z47Xhjuez3F5L1cevwILtNa/Oh6XAKKAEGAw0Fxr/bRSqjtwTmu9Sik12ZH/LMdrcsWglArUWh93zOj41PHaVy4Xx8Un7yyEvc4Lh+re8+qJbiQ3N1wrVB6eV09zoyQX5lr9QnA06mZHkEWfceOWa//tLuax3ONmueDGXS8Kmxu3mrwepv1SSFdbC8FZdzvuheicWWSaSgASMotO2SRmFp22srRH0dqF/Z1RRadfo7wvf1HhRtPJN+auKvl2xo3bcBYyVfPqs3tvmKLUVgLUKVqDALa+T/87L9lfgX3iG0WrscvB9tA7/7oyL4w9JMDazeZ+rbU9jxkKnZRS2YddL92RdqFS6lIv82+ttcudapVSPlh7Qzx26Tmt9Wml1DqgV/a0WmvXuYRXN1UpVc4R93bg8aukF0IIIYQQQgjxv0wVrUHd/wYFHpDQWtsu8/wRoIHj3+FAXsPN7fPx/mew9nfI+Xz/bA8n53F8eI7H4UB4jueu1wacQgghhBBCCCGEyAcZ4hFCCCGEEEIIIcQNVyibWrpLKdUV+CDH01Faa7lbjBBCCCGEEEKIm+9feieLoqxIDEhorZcAS66aUAghhBBCCCGEEP8VZMmGEEIIIYQQQgghbrgiMUNCCCGEEEIIIYQo0gy5nl/YpESFEEIIIYQQQghxw8mAhBBCCCGEEEIIIW44WbIhhBBCCCGEEEJcjdxlo9DJDAkhhBBCCCGEEELccDIgIYQQQgghhBBCiBtOlmwIIYQQQgghhBBXo+R6fmGTAYn8MGSt0L+CNm92BCI/itLaO61vdgRFV1H6nIpSLIBXkWoTik7HyKBo/Z78bEUnHq2LzueUdLFotZXKowh1RYtSXVOUygXAx/tmR5DF3H/wZoeQxWhY/2aH4Er6NeJfqOi0kEIIIYQQQgghhPifIQMSQgghhBBCCCGEuOGK2HwwIYQQQgghhBCiCCpSyzb/O8gMCSGEEEIIIYQQQtxwMiAhhBBCCCGEEEKIG06WbAghhBBCCCGEEFcjt/0sdFKiQgghhBBCCCGEuOFkQEIIIYQQQgghhBA3nCzZEEIIIYQQQgghrkbJXTYKm8yQEEIIIYQQQgghxA0nAxJCCCGEEEIIIYS44WTJhhBCCCGEEEIIcTVyl41CJwMShUTVbYox8FEwDMz1S9HLZrke79gX47YuYNrRGWmYUz6D5JMAGH2Go+q3AMBcPB29de0156+15r35q1mzLwrvYp68N6QL9SqXz5VuT8wJRk9fyrnMi4TVrcboPu1QSrF4xwG+XrqByIQkZjw7lAZVKgDw+9YIfgzfnPX6A8dPMWvE3dQNcn1vrTXvLVjDmv3ReHt68N7gO6gXlFf+CYyeudzKv3Ywo3uHoZQi5cw5Rk5dTGxyGkGl/Bh/Tzf8fbxIPXOO/8xawbHEVIp72Bgz6A5qVSwDwGszl7N63xFKl/RmwQv3XLey+ej3tYTvjcTTw0aVMv6MHdIZP28vUk6fZcTPC9l17AT9mtfjP/07XPVzWns4lnFLNmLXmoFNavFI64Yuxy9ctPPKgnXsOZ5IgHdxxvdvR1BAyazjcakZ9Pp2Pk+FNebB2xoA8NM/e5i17SBKKULLBTC2dxuKe9iuGouL6vUxutwFykBvX4v+e7Hr8Sq1MLoMgfKVMed+DxFbsw6pjgNQNRuBUuioveil068t7zyoWo0wegyzfk9bwtFrfnc9fnt3jObtrd/T6XQrppREqFgVW+8HoLg3aBMzfD569z/ux3KnI5bNecTSujtG8w6OWNIw5/wAKacgMDh3LLs2uBdLaGOM3sNBGZibVqLD57seb3snRouOzlhmfmvFcklxb2wjx6P3bMScP8mtWABUnVsw+j5olc2G5eiVc12Pt+uF0fIOZ7034+useo+AshhDnkQFlAWtsf8wxnmsILHUbYox4BErlr+X5a6DO/RxrYOnfu6sg3vf76yDl0xHb11X4DjyUrFTB5qMG4Oy2Yj6ZSoRn33pctynchC3/t+XePr7oWw2dr49hvhlKwot/0qdOtDig7Eom41DP09h96eu+ZeoHETrb76kWIA/yrCx9a13iV22gjJNb+G2zz+xEinFjvc/4tgff7oVS+U7OnLbh2NRho39P09hx/gvcsXS/ruvKObvj7IZbHpzDMeWLqdk1SoM2vwXqQcPA5CwaTPrRrzkViw5VevciU4fv4dhs7Fj8i/88/HnLsf9qlam+7df4lO2LOeSk/njwcdJj40rtPxrdelEz/HvY9hsbPrxZ9Z89JnL8YCqVRjww1f4lCvL2aRkfrv/UdIc+Y85l0j87r0ApB6N4Zf+QwstrpyGTfyahj27kZ5wkncbtrpu+VxWzYYY3e4Gw0BvXYNet9DlsLqtK6ppGJgmnE7HnD8RUhMLL//q9TE6D7Hayx3r8m4vOw+B8kGY835wtpfBtTHuGOxMV6aidfzA9gKHokIbY/S639kmrF7gerxNj2xtQjrmLEebEFAW270vgGGAzYa5fgn6n+UFjgNA1W6C0ecBqw7+ZwV61TzX42E9MVp2ArtptU+/fQ3JVvtk+3AGHD8KgE45hTnpA7diAVD1m2Eb/LgVz7rFmEtmuhw3wnpgtO8Jpok+fw77lC+sGEr4YnvsNVRwKObfyzCnf+N2LGujExi3ZrfV96tXlUea13I5vjk2kXFrd3PgVDofd2tK15qVANh3MpV3wneRcSETm1I81rwW3UOD8pWn1pr3fl/r7JcP6nTlfvlFu9Uv79XW2S+ftsTZL7+7K/4+Xmw8HMPTP/9JUGk/ADrXr86Td9ya9X5202TQl79Rwb8E3wzvVdAiE/9jZECiMCgDY/AT2L/6D6QkYnvpU+y7/oH4Y840xw5jX/s8ZJ5HtemO0fcBzEkfouo3hyo1sL//DHh4YhvxPva9m+Hc2WsKYU3EEaJPJrP4leHsPBrP27NXMOO53B2Sd2av5O2BnWgcHMhjE+axNuIIYXWrUatiWb64vydvzXLtBPdqWodeTesA1mDE05MW5BqMAFizP5roUyksfmkYO4+e4O254cx4enCudO/MXcXb/TvQuGpFHvtxAWv3RxNWJ4QJ4VtoVbMyj3Rozg+rNjMhfAsje7Tm+1WbqRNYli/vu5PIhCTenbeaSY/2A6Bfs7rcc3sjXpmx7LqWze2hVXm+R2s8bAaf/LGWH1ZsYmTPthTz8OCZbrdx8Hgih+Kv3tmxmyZjFm1gwj1dqODnw5CJC+kQWoWa5QKy0szefhA/r2Iseao/f+6J4pOVWxjfv13W8Q+WbaJtTWdjdCLtNFM2RvD7433w8vTg+dnh/Lknin6Na141nixKYXS7G3Pap5CWjPHga+iDO+DUcWeatCTM3yehWnZ1fW1QDVTlmpg/vAWAcd8odNVQOHog//nnFU+v+7FPeh/SkrA9/g72fVvgZLaO//Ej2L95HTIvoG7thNF1KOaMryDzAvbZ30LiCfANwPbkGOyHdsG5M27EMhz7pHFWLE+8i33fVjgZ60wTF439//6TI5Yv4cJ57LO+ccby1BjsB3e6F0vfB7FPGAupidieHmfVFQnZYok9gn3Dq1YsrTpj9LgHc5rzpMroMhgdubdg+eeKx8Do/wj2b9+24nn+Q+x7NsGJmGzxRGH/9CUrntu7YvS8D/MX6wTXdvezmMtnYx7YAcW8QJvuxTLocexfv+6og8fnroNjIrF/9MLl6+APnrXq4OfGYd+75Zrr4MuHZtD0o/dZ3W8wZ+PiuGPlEuIWLSFtv/M3Unfk8xybN5/DP/6EX+1Q2v42lYWNWxRa/i0/+YBlfQdxJjaOHquWcuzPJaRmy7/hS89zZN4CDkycjH/tUDrNnMacRs1J2RfBwvad0XY73hXK0/OvVcQsWoK22wscS+tP3ufPPoM4HRtH39VLiV64mJRssdzy8gtEzpnPvomTCagdSrfZvzK9QTMA0qKOMKf11Qd+Cxpb588+ZMad/UmPjeP+dSs49MdiEiP2Z6XpMO5d9kydwe6p06nari1h77zOwoeeKLT8e3/xMT9270taTBxPblhFxB+LSNjnzL/7B++ydcp0tv3yK9Xbh9F17JvMHP4YAJlnz/JV87aFEsvV/D15KuFffc/wn7+7Ifm5UAqjxzDMXz6CtCSMR95E79/m0j7o49Ho79+26p3mHVCdB6NnuX9SmZV/17sxf3W0lw+Mvnx72aqL62uj92NOfNf6t5cPxhNjwZ36WCmMPg9in3ipTXjPaiuztwlxR7B/Ndoqi5adMbrfg/nr55CejP2bN8B+EYoVx/b8x1a9l55cwFgMjH4PY//+HUhNwvacoy+bsz34bJQVy21dMO4chjnlU+tY5gWrrSgsysA29CkufjYakk/h8ernmDv/yRr0ADA3hmOusQZYVaOW2AY9gv0Lq19hzv8FFRQMlYLdDsVuasaE72JC31ZUKOnNkBlr6VC9IjVL+2alCfT15r07bmHS1sMur/X2sDGucxNCAkqSkHGOgTPW0Dq4PH7FPa+ab1a//MV72XnsBG/PW82MpwblSvfOvHBnv3zS76w9cJSw2sHOfnn7ZvwQvoUJq7cysvvtADSrFnjZwYZf/tpBjfKlyDh/4VqKSfyPK/CcE6WUXSm1XSm1Qym1VSl1u+P5EKXUbse/2yul/sjjteFKqebXkNfnSqlYpZxzZJRSw5VSWinVKdtz/RzPDVRKzXXEd0gpler493al1O3KMlYpdUAptU8p9WxBywGAkFD0qePWiYf9IubWNahGrlcN9MFdkHne+veR/dZVQYCKVdEHd1sj+RfOo2OiUHWbXXMIK/ccpk/zuiilaBwcSPq5C5xMO+2S5mTaaTLOXaBJSCWUUvRpXpcVe6zKr0aF0lQrX/qKeSzctp8et9S+TP6R9Gl2Kf+KpJ89n3f+5y/QJDjQyr9ZXVbsicx6fd9mdQHom+35wwlJtKpZBYDq5UsTl5zGqXTrhK559SD8vb2ue9m0rh2Mh8366jUODiQ+NQMAn+KeNKsWRHHP/M1G2BV3iqql/ahSypdiNhvd61dj5YFjLmlWHjhG30Y1AOhSN5gNUcfRWgOwfP9RKgf4UrNsgMtr7KbJuYt2Lpom5zLtlC/pna94slSqBkknrasmph29dxMqtIlrmtREq5PjiMVJg4cn2DzA5gk2G5xOu7b8c6pcA514wrp6bbdj7tqQ6zeho/ZBptXY6WOHUH6O725ivPU7BEhPgYxUKOFLgVWugU7KFsvOvGLZ6xqL/+ViSXMvlio1rXJJSrBi2bEeVc/1pFVH7nHGcvQgyr+M82BQNfANQB/cWfAYsqta06r3khz13rZ1qAa3uiTRh3Y744k+gApwxFOhMhg29IEd1uML57LSFUhwLdc6eMsaVMOWrrHkqoMdsVSsYsV5qQ6OLVgdfDmlmzUlIzKK09HRmJmZHJ0zj0o9uuVIpfH0tb4bnn5+nI0/UWj5l2nWlPTIKDKOWPkfmTOXKnfmyF/jkv8ZR/72s2ezBh9sXl6Q8+d/jco1b0pa5BHSHbEcnj2P4J7dc8SiKeZnxVLM348z8fHuZZpPgS2akXI4ilRHbPtmzqFWjtjK1qlNdPgaAI6uXkutnj0KLf/KtzYj8XAkyVHR2DMz2TljNnV7ub5/+bq1ObxyNQCR4Wuo26t7Xm913R1au54zSQU8cXVXUHWrznHUyXr3P6jat7imORLhrHdiDjvbh8JQqRokJ7i2l7Uau6ZJTbQGrXO1l06qTjP04d1w0Y16r0pNdGJ8jjbBtWutI7O3Twed7ZPdbg1GgNWGu3vXgKrZY7mIuf2vrFlnWbEcztY+RedonwqZqhaKToiDU/FWPJtXYzTOMZsn+8WB4l7Oz+vCefThPWh32qRsdp1IpmpACar4l6CYzaB7aCVWRrrWa0F+PtQu64eR42MIKVWSEMcs2fIlvSjjXZyks+fzle/KvVH0aVrH6vtWzWe/vGkdZ798bxR9HRck+2Z7/kriUzNYHRHNgBb18xXjv5ahivZ//0LuLII5q7VuorVuDLwKjCukmFw4BiH6AceAsByHdwHZL3XfBewA0Fr301o3AR4G1jpibaK1Xg8MB6oAdbTWdQG35pgr/zKuU42TT12xojVu64K5d4v1IDYKo14z8CwOJfxQoY2gVLlrjiEh9TQVA5wnOxX8S3LCceJ8yYnUDCpkm/5fwd+XhFTXyulKFu84wJ1N8h6QSEg7TUX/7O9dkhNpOfJPy6CCS5oSJDgqx8SMM5TzKwFAOb8SJJ22rk7WDizL8t3WwMDOY/HEpaTn+ruupjDLZs7GPbStE3JN+WflkX6Gio6/EaCirw8J6acvm8bDMPAt7knK2fOcuZDJxPW7eTLMteNTwa8ED9xWn05fzKLdZ79RsrgnrWvkbzpfFt8AdHqS83FaMvgGXD59drGR6OgIjOc+xnjuI+uEONG9EwjlVwpSs8eTZD13GUazdpgHd+Q+EFTdGihJSnAjltKuU33TklD+V4ileXvrin9OlQshFv/S1rKUS1ITrxxLiw6Y+x1TgZXCducwzIVTCpx/7njKuMaTkujs7OYVT8tOmPusqcuqXCX02dMYw1/G9sLHGL3uc2tNpgookzX1NyuWgCvVwZ2z1cFHXOvgWo2gVNkCx5KTd2BFzmSb1n82Lg7vwIouafa8/xFVBw+k5+5ttP1tKtteHl1o+ftUqsjpWOcV0zOxx/EJDHRJs2Pch1QfPIABe7fTadY0Nr78ataxss2a0nvDGnqtX82G518q8OwIgBKBgWRki+V0bBwlcsSy5b2PqDlkIEMjdtBt1q+sf9EZi29wVfqtW0nPRfOpeHvhLhXwrRRIWowztvTYOEoGucaWsGs3oX2tq4KhfXpS3M8Xr9KX/w1eC/9KgaRmyz81Ng6/HPnH79xNg/69Aajftxdefn54O/L38PLiyQ2reHzdMur2vrNQYiqS/Eqh03K0V1doH1TTMPShQhqEBau9zJ5/egr4Xvt3QNVrgd670a1QcrVPqUlXHHwxmnfAzL48xL8Mtuc+wPbK15jhCwo+O4JL7VOOOviK7UFHzIhtzic8ilmxPPNeroGMAgko69Iv18mnII82wWjfE48xP2Lr/xD2Gd+6n28eTpw+R8VsF4r+n737Do+qSh84/j130jsEQkgoCZ2EEqoovUgTRaQI2HWxrLqiy8+CjV2xbNG1rt1FpaMGEESKdJHeQ0INHQIB0oAEMvf8/rhDJpNMGgkk7r6f5/GRzJy5550zt5x77inhAT6cysou83a2nzzHZdOkXrB/yYmBUxlZhIeUtV4ewClHmkL18ixnr8Gth08y5N1pPPzVXPamOPfBt35cxbgBN/1e74lFJaqoWTmCgGvVXN4T2Al8jGvjA8AqoKNSylMpFQA0AkozGO8x4K9aW32EtdZXf5cA4PbAc98yrjr0QNVrhP7leytV0hbMXRux/fkfGA/8Hzo5CcyyV/i0m5b4gg3ebtOUcvvbDp3Ax9ODxrXdV9S1m++rCmzd3cOCkhrlx/RoT/rFHIa8O40pv26neURNbGU801VU2XyyZD02m5E3hKWs3D8sKVhG7uP4cOVW7r0hBn8v12566RdzWLr7CIufGMryp0Zw8XIuc3fsL7SN4rkpz9I+Ca1WE1WjNub7z2K+/yyqfjOo27jkz1VQPKp1Z1RkA/Qq1zHEBIRgG/YY9h8+K/Yp1dWEUtT2VOvOqIgG6FUFOoUFVlAsZSmXNl1QdRrmjSdWnfpajRMVOY7abdkUkbRdN1TdRs4xxYYN1aA55tyvsb/7LITWQnUsT1d8d2VTxO/UvocVyy8/WMmStmAmbML2zN8x7h9nnYPLcdNdOMOSf7d6Q4dwcOp05rVow6oRd9Hxkw8rbJ1z5TZ/1wCiht3B/qkz+D4mjl+GjabLpx/l5Z+6aTNzO3Xjp559afnMnzC8vcsTTImxNBo+hD1TpjOtWWt+HjaKHp//G5TiwskUpsW0Ib5LL9a+8DI9v/wEz8CAwtu7hrEte+EV6na9ift/W07drp3JPHYcMzf3Gubv+udPz71MdNfOPLFhJdHdOpN+9BhmrrWv/r1BC/7dqScz7vkDg95+k+oNoiomriqnDOfBVjeiIqLRvy64tvmXteuQfzCERZZvuEZRoRRV94zrgqrTAL0i3xxI6Wewv/cc9n+MxWjXDQKCKzaYos7Bbbta16d8cyDZX3/UimXKu9Y8FKG1yhFL6ZnL55H70oPYf/gK28BrM++K22Io4+n99Plsnl+8hdf7xGGU8trgts5dmnp5CcHFRIax5Ln7iB87irtuasWT31jDXpYnJlM9wJdYN3O0CVGS8swh4auU2gr4ALWBXhUTUiGjgGnAHOANpZSn1vqy4z0NLAH6AcHAXCC6FNtsCNyplBoCnAb+pLXemz+BUuph4GGAf/doyZjYekVuTKedQeXv1VCtBjr/E94r22zaGqPfndjffR7yVWL0wpnYF84EwLh/HJwq3SRZU3/dxqx1OwBoWTeck2mZee+lpGcRFuRaWQsPCSQlLStfmkxqlrKldcHWPYWGa0z9dRuz1jryrxOWN5TBmb/rtsML9ExIST9PzUArTWiAH6czzlMzyJ/TGeep7m+1Jgf4ePHGiD6AdbN+89++pk71ki+aFV02szfsYkXiAb56ZKj7Cn4phAf5cTJfd7mTmRcIC/QrkMafkxnnCQ/yJ9c0ycy5TLCvN9uPpbIo8RBv/7KRzOxLKKXw9rAR6u9LZEgA1f2toSs3N6vP1qOnua1lw9IHlnkOFVjdWY0JqgZZaaX6qGraBn3sgLMr/P6dVgPBkb0lfLJoOuOs65OVoOpoN09uVMNYjO63WeNn7fluCrx9sd07DnPJLDha1saZArGkn3Xt7RRUHZ1RuGxUw1iMHoOxfzGx6FiO7CtnLAWe+geHojPclEujlhi97sD+yYS8WFT9JqjoZtDpZqtrqs0DIycb8+dpVx9PwV4IIaGuTw6vxNO4FUafYdb8Do54dPoZOJZsdb0G9I71qPpN0FzdRI46LRWVv1dDSGgx5+AR2N97wfUcvGgm9kWOc/B941znKymni8dP4BcZkfe3b0QEFwsMQ4i+ezQrh1uV4TMbNmLz8cE7NJSc1FTK6/yxE/hHOntN+UXWLjQMovE9o1kydCQAqY78fUJDyc6Xf/qeveSev0C1mGac2eKmF1BpYjl+nIB8sfhHRnC+QCxN772LBUPuBODU+o3YvL3zYsk5a3WhTt26nYzkgwQ3akjqVcZSUOax4wTVccYWGBlB1nHX2LJOnGT2yPsA8PT3p+ntt3IpI5OKkH7sOMH58g+OjCDj+AmXNJknTjJlxD0AePn7EzvkVnIyMvLeAziXfIgDK1cTEdeKswcOVkhsVUqG1QvA5Xrl7sl+gxhU11sxJ73pek4ur8xzrvkHhli9JMpAxbSz5r24iodP+RW6PgVXL+Ka0AKj1xDsn/7FfVlknkOnHEVFNbvqSaCt61OBc7C7WBq3xOg91Dl/xRVX0p49hd6fgIqMtoYoXq20VJfexqpaDdcefQXj37gCddcTV59fMcIDfDiZr3fByaxswvxLHm58Rdalyzz64zr+1KkZrcOL740zdXsys777DXDUy9PKWi/PyusVUaheHuCsl1/RvVkUr81ewbnzF9l86ATLdiWzMukQObl2zudc4tnpi3h7yJOl/q7if1dFDNloBvQHvlFXe6dWBKWUFzAQmK21zgDWAQVmCWI61lCNkVgNF6XhDWRrrdsDnwNfFUygtf5Ma91ea92+uMYIAA7tQdWMsFp0bR4Ybbuhtxc4qddpgDHyCeyfvmaNa8/7koZzXHlElNWan28Fg+KM7tya+GfuJv6Zu+kd25A5GxPRWrPt0AkCfbzyTipX1Azyx9/bi22HrHkJ5mxMpFdsyTeupqlZuH0vAwsM1xjduTXxY0cRP3YUvWMbMGfTlfxPlpD/SSv/TYn0im0AQM+YaGZvSgRgdr7XMy7mcMnxBOi79Qm0j45wORlej7JZlXSQL5Zt5KMHbsPXq+SJhIrSIqIGh85mcPRcJpfsdhYkJNOzSR2XND2b1GX2dusmelHiIW6ICkcpxeT7BrDkyWEseXIY93SM4eHOLbmrQ3NqB/uz7dhpLl7ORWvN2uQTNKhRxqccxw9C9TAIrmE9uY7p4BzbX5L0s6h6Taz92LCh6jVBnzlR8ueKc+wAKjTcqkzYbBgtOxU+JmrXtybzmvKO65wVNhvG6LGYW1ahE8rXHdZtLK06oZM2uYnlIeyT3y4cy11jMbesRu+sgFiO7neNpfVN6MSNrmkiojDu+AP2SX93icWc/gH2Nx/H/rcnMedPRm9eWa7GCACO7EPVrG3tOzYPjDZd0Ds3uKaJjLYmm/zyTdfz3uF94BcA/tYs3apxS3SK63wqZXJ4r+s5uF039I4CZV6nAcadj2P/zM052C//OTgKnb8rcTmd3byFgIYN8K9XD8PTk3p33M7xBQtd0lw4doxa3awJCQObNMbm7V0hjREAZzZvIbBhAwLqW/lH3TGEIz+55n/+6DFqd7fyD3bkn52aSkD9eiibNUeOf906BDVuRNahq/+dTm/aQlDDaAIdsTQcejuH57uuUJB15BgRPazRmSFNG2Pz8SE7NRWfGqEow6qyBEbVJ7hhAzIPHrrqWAo6sXEz1Ro1INgRW/Phd7CvQGy+odXzejJ0+r+xbP96SoXlf2zDZmo0aki1qPrYPD1pdedQEue5Ptn3C62e1yDe/bmn2TTJyt8nJBiblx59jwMAACAASURBVFdemvo33uAyGeZ/lePJ1nEeUgNsNlSLG6yb+/zC62EMut+avPF8xTQYOfM/CNXCIDjUeb10N2SwGCqmI3rXhpITlsTdNWFXgetTRBTGkDHYv/6H6/UpqLo1dwSArz+qflN0eRpij+xD1ch3PYjrjE4o8B0jojGGPmJNWJ2VLxZff2tII4BfICqqGTr/ZJhXQR/cgwrLd01o3x1zW4FVrsKcDcWqZUd0/slAK1CLWiEcSjvP0fQLXLKbLNhznJ7R4SV/ELhkN3ly/kYGN6tL/8YRJaYf3Sqa+KdGEv/USKtevjnJqvseLqFefthRL9+cRK8Y67luz5hoZm9OAmB2vtdPZ57P6827/UgKptaE+PnwTP+bWDb+AZY8fx9vj+rLDQ0j+fvIgrds/yWUqtr//Q5VyCobWuvflFI1gLJPflC8/lg9H3Y4LsJ+wAUgr3+21nq9UqoFVgPJnlK2iRwFvnf8Ox4o3/p3pok58xNsj/8VlIG5djGcPIxxy13ow3vRO9ZbS+N5+2B76Hkr7nOnMT99DWw2bGMdyxtlX8D+9T+tydXKqFvzKFYmJdP/rUn4eHrw+p3Ok8CQdyYT/8zdALwytBfjpy8iJzeXrk2j6OaYD2HJjn28Pns5Z7Mu8tiXc2gWUYPPH74DgI0HjlIrOIC6oUXf6HZrFsXK3Yfo//dv8PHy5PXheXONMuTdacSPtZ7+vTKkB+NnLiHnci5dm9anW1NrBuMxPdrx9JSf+X7DLmqHBPKvu63Jug6cOsvzMxZjMxQNw6rz2jDndsdN/Zn1B46Rdj6bnq9/xRP9bmToDS0qvGwmxi/jcq6dhz6zuni3rlebCY44+rz+JVnZl7hsN/klYT+fjxlCo3D3Y9c9DIMX+9/AmGlLME2TIXGNaVyzGh8s30JsRCi9mtRjaFxjnpuzin4f/UCIrxf/HNLd7bauaB1Zk77Noxj2xY/YDIPmtaozok2TYj9TiDYxF07FGDUWDIXe9iukHkd1uw194hDs3Qa1ozCG/RF8/Kwx9t0GY372qnVzHtUM4+EJoLU1h0R5J000Tcx5X2O771nHsp8r4NQxjN5D0ceS0UmbMfqPAi8fbCOt+Wh12hnMKe+gWnRCRTVF+QVAW+umxv79p3DycDEZlhDLj5Ow3f+cdWxvdhfLaOvYHvWUI5ZUzMlXYmmG8gt0jeXEVd5EmSbmnK+wPTTeKpcNyyHlKMbNw9FHD6ATN2EMvNsql7ufdsby9T+uLr/SxPPDF9gefsWKZ/0vkHIEo/9I9JH96IQN1twQ3j7Y7htnxXMuFfOrN619bu7X2B6bAEpZ6deWY8k508Sc9Qm2P/7FcQ5eYp2DBzrOwTvXY9z+gBXLg/nOwZ9NdJyD37K2k30B+zdvX9U5uCjabmfzsy/Q7fvp1rKfU6aRkbSb2Bee5dzWbRxfsJBtL02g/Xtv0+SPj6C1Zv3j5ZtnuWD+68c9T58fZljLfk6eSnrSblqPf44zW7ZydMFCNr74Kje+/w7N//goaM2vf7TyD+t0Ay2efhLzci5am6z783PknC3c86QssawZ9wIDZs9EGQa7v53GuaTdtHvxOU5v2crhnxaydvwrdP3wX7R8/BHQsOJR6+la+E030v6l5zBzc9F2k9Vjx5FzrmxPpkuKbfHTzzLix+9QNhs7vp5CamISXV5+gZObt7Bv/s/U69aFbn99GbTmyOrfWFyBy46adjtzn/o/Hpj/PcpmY9OkyZzalUSfV8dzdNMWkuYtoEH3LvSd+CpoTfLqNcx90jquwpo35fZ//wttapShWPGPd69pg8RDU7+iSY8uBNQI5c0jifz46hus+erba5afC9PE/Gkyxj3jQBnoLavg9HFUzyHo48mwe6u1RLWXN8aIx63PpJ+xGicqgjYxF03DGDnWWnZ026+QeqLA9bI+xlDH9bJRK+h6W95KVASHWr06DpVjJaorTBNz7n+wPei4JmxcBqcKXBMG3GWtonHXWCv8tFTMb/6JCovEuOVu56ZWzYPyNAqbJmb8F9jGvMSVJUhJOYrR707r/L5rI8age6xz8D1/dsbyn79BWB1swx62xg8ohbks3nV1jquMxz79YzyemgiGDfPXRXDiMMat96AP7UFvX4fR41aM5m3Anou+kIX9P2/nfdzj9Ung6+doXLmJ3PdedFmhoyw8DIMXu7dgzNy1mKZmSExdGocG8sHaJGLDQujVIJwdKWn8af4GMnIus+xgCh+u282Pd/Xk573H2XT8DGnZl4hPtH6fN/rE0bxmyQ+eujWtz8qkQ/T/x7dW3Td/vfy96cQ/ZfWKe+X27oyf9Uvhenn3tjw9daGzXn6XNRnyoh37mb52Jx6GwtvTg7dH97vqnsNCXKHcjVkv1QeVytJaBzj+3QxYDdTCmixynta6hVKqBzBOaz2owGeXO14v8HivUB7TgLla62mOv/2BZCAKGAG011o/oZQagNXjYZlSapIj/+8cnykUg1LqLWCP1vorx/v/0FoXOYtO7hODyjm3eMVR/arYZFUVOda6vGylW+3iukirpBnIi3I4ubIjyKMvVsxyihWiXHM6XAMVNR69Ily+XHKa66UqxQL8MLkCerxUkGyz6uzDOVUoFoCzuVXn+pSeW3GNXOV1tgrFAvDRq3dUdghOXiX3wLxedEY5V6yqaFXo+qQzSz8h+7VmtKxiK0pEln+p0opkG/Lkf11rhX3WO1XrYleAbfgzv7syr4g5JMCanuU+rbXdTStZb6VU/qbOK4vgzldKXall/qa1dlkcVynlhzU3xCNXXtNan1dKrQZcFr/VWpd1xqK3gClKqaeBLKyVOIQQQgghhBBCCPfKsSqYcO+qGyS01m4fR2utDwItHP9eDvi6SdajFNu/ABRaM0hrnb8pfZKb9+8v8PdyYHmB19KAKtbVQAghhBBCCCGE+N8hTTxCCCGEEEIIIcT/AKVUf6XUbqXUPqXU827e91ZKzXC8v04pFZXvvRccr+9WSvWriHgqZFLL8nJ8mb8VeDlZaz2kMuIRQgghhBBCCCFcGL+7KRpcKKVswEfAzVgLPWxQSs3VWu/Kl+wh4JzWupFSaiTWffqdSqkYrJUtY4EIYIlSqonWulyTNlWJBgmt9UJgYYkJhRBCCCGEEEIIcTU6Avu01gcAlFLTgcFA/gaJwcAEx7+/Az5U1kSRg4HpWuscIFkptc+xvd/KE5AM2RBCCCGEEEIIIf77RQL51/k96njNbRqtdS6QDoSW8rNlViV6SAghhBBCCCGEEFVaFV9lQyn1MPBwvpc+01p/lj+Jm48VXMq0qDSl+WyZSYOEEEIIIYQQQgjxO+dofPismCRHgbr5/q4DHC8izVGllAcQDJwt5WfLrGo38QghhBBCCCGEEKIibAAaK6WilVJeWJNUzi2QZi5wn+Pfw4ClWmvteH2kYxWOaKAxsL68AUkPCSGEEEIIIYQQoiTq973KhtY6Vyn1BNaCEjbgK611glLqr8BGrfVc4EvgW8eklWexGi1wpJuJNQFmLvB4eVfYAGmQEEIIIYQQQggh/idorX8Cfirw2iv5/p0NDC/is68Dr1dkPDJkQwghhBBCCCGEENedNEgIIYQQQgghhBDiupMhG0IIIYQQQgghREmq+LKfv0fSIFEKqmbNyg7BKTe3siNw5eNb2RE45WRXdgROnl6VHYGrzr0rO4I8VWoqoLMplR2BK8NW2RFUTbrcS1xXqKHR0ZUdQh598GBlh+Dk41PZEbgyqlCl0aPqVLdUFYoF4PG//FDZIeT58InulR2Ck7d3ZUfgQgUEVHYIeVR4eGWH4HTuXGVH4Cq2bWVHIESZVaGrtRBCCCGEEEIIIf5XVK1mciGEEEIIIYQQoioyqlRf3/8K0kNCCCGEEEIIIYQQ1500SAghhBBCCCGEEOK6kyEbQgghhBBCCCFESWSVjQonJSqEEEIIIYQQQojrThokhBBCCCGEEEIIcd3JkA0hhBBCCCGEEKIkSlbZqGjSQ0IIIYQQQgghhBDXnTRICCGEEEIIIYQQ4rqTIRtCCCGEEEIIIURJDHmeX9GkRIUQQgghhBBCCHHdSQ+Ja6FhC4z+o8Ew0JtXon/9yeVt1akvqm03ME04n4k59ytIP1OqTWuteePHVazcfQhfTw/eGN6bmMiwQukSjp5i/KwlZOfa6da0PuNv7YpSirQL2fx56kKOncsgsloQ74zuR7CfT5HbTTx+mr/OXk5W9mVshuKRnu0Z0LqxS14Tv19C/LqdbPr7WGeMPyxlZeIBa1ujBxJTt1bhGI+cZPzUBWRfzqVb8waMv6MXSine/2k1S3fsRSlFaKAfb4weSFhwAF8uXc+8jbsAsJuaAylnWD3xcUL8fUsus7krnd9tRJ/iy+xyrlVmt3VzltmUn51ldld/gv18AFi//yhv/riKXLtJNX8fvnl0aLGxrNp7hDcX/IZda4a1bcqYrnEu71/KtfP8D8tJOJFKiK837wzvTWS1QNbsP8o7izdw2W7H02ZjXN+OdGoQmfeZ139aw/qDxzGU4qneHegbE11sHHnlMmMBK3fuxdfLkzfuv52YehGFy+XQccZPirfKpUVjxt85AKUUz3w2k+QUa7/NvJhNoK8P8S8/xqXcXCZM/pGEQ8cxDMULIwbQsem1jyfxyAn+MmUeOZdz8TAMXh59C62i63Dg5GlenDSbXUdO8NTg3jzYt7P732b3Yd6ctxq7aTKsQwxjerQt/NvMXELCsdOE+Pnwzui+RFYLAuCz5Zv4fkMiNsNg/K1d6NKkHgAvfreUFUmHqB7gy9yxI/O29f6idSxNTLb2cX9f3hjem7Agf9eyuAb7bPqFbF767heOnEnH28PGxOF9aBwemrc9u2ky/IMZ1AoK4OMHbr2msUDRx8+Ls5awIvGgVW7P3FV4P7kG58ADp87x4ndL2HXsNE/168SD3Zy/f5+3vsbf2xPDMPAwFLMGtS2Un4uo5hg97rCuATt+Q29Y4vp+ZEPr/ZoRmPO/hr1bXd/38sG4fzx633b00u+Kz6sUVPO2GHf8AQwb5m+L0Eu+d32/52CMG28Gu4nOSsec+j6cOw2Acdv9qNj2oBR691bM7z8vXyxNWmMMfgCUgbn+F/TyOa7vd70Fo2NvMO3orAzMWR9DWqozgbcvtnH/Qu9cjznnq/LHcut9ViwblqJXzHV9v8tAjA69rFjOZ2J+94kVS0gNbHc/Yz0ls9kw1yxEr1tSRC5liKdxK4yB94BhYG5ajl75o+v7Nw3AaN/DGU/8Z5B2BsLrYbvtAfD2BW1iLp+D3rmu3PHkadTStU6zer5rXDf2c63TzPmy1HWainDPlx/RclB/Mk+d5rWWna55fqp5W4yhY6zf6bfF6MWux6h1PPV17sNT3st3PN2Hiu0AgLlwOnrz6vLF0jTOOp4MA3PdL+hls13f7zYI44be1rF9PgNz5kdwzjqebH+fAScOA6DTUjH/87dyxVJIZe83Uc0xeg0DZaB3rEGvX+z6fp2GGD2HWefhef+BPc7zsPHM+5B63Poj4xzm7E/LF0vDFhj9Rlnn0S2r0GsWuL5frwlG35FQqw7mD59C4qa8t1TvYahGrQDQq35E79pQ5uy11rwx82dn/eq+24mpV7tQuoRDxxn/9RyyL1+26lcj+lv1vc+/IznF2m8yL2QT6OdD/EuPsj35GK9OcZynNDw+qDt92jQvc3xC2CZMmFDZMVR5esWcCaVOrBTGXX/GnPwOevV8jAF3oQ/tgQuZzjQenuhls9Hrl4CXN6ptd0jcWKrNr0y7xKrdh5jx+HBiImsyce5KhneMLZTuyW/m8/Lt3Rk34CYmr9lOiL8v9WuE8OHidTSqVZ1/3dWfUxnn+W3fUW5qXJeVuw+53e757Ev0adGQP/buQK+YaP40eQFDO8Tg7Wm1Ze08foYN+49wIOUsj9xsVQRWJiazKjGZGU/fTUydWkz8/heG39iqcIxfxvPysD6Mu607k1dutmKsWY3YurW4t0d7RnaOI/1CNou27aFHbEPaRkcysnMcIzvHER4SSGrmeUZ2zndDb891X2ZXvtsTI4iJCGPinBXuy+zrebx8ew/GDezM5F+3EeLn41pmdw/gVEYWv+07wk2N65FxMYc/ffsTnzxwG4/0ak+3ZlH4eXlaG8stHIvdNHlk8s98fs8AxnSN480Fv9G+fm2q52tQmbkxiaycS3x570D8vTyZsi6BfrENyMy5xPB2zfhD1zja1K3FUzOWcP9NVpn+e/kWfDxtfDCqL6M6xBDq74uvV4G2xoCgwuWycy+rEvYy4/kxxNSrzcRpPzG8a7vC5fLxNF4eNYhxQ29m8rJ1hAT4UT8slH7tYhnZvQMju3fgxNl0mtetTYcmUcxYsYFT6Zl8MfZebm7TnBcmxTOsS1tUCbMSlzeeF/4Tzx/6d+W54f2oVS2If89bzpCb2mCamriG9Qj298Xb05M2Des5N3bxvPO3mTSPzx8cxJge7Xjzx9W0j46gekC+32bdLuu3eeg2/L09mbJmB/1aNmJfyln+/ctGfvjTnfSKiebP0xYx+sYWGEoR7OvNHe2bs2RXMqM6tcjbVmxkGPd2ac3IG1qQfjGHRTv306N5FCir09q12mc/WLSW2iGBvHPXANpFR/D6nJXc3s5Zefhm1VZyTZNLuXYGtWl6TWMp7vgJ9vXmjg4xLEk4wKgC546izlWF4injOdDUmrh6tQn288Hb04M29Z2VtW9Wb2PqH4dxf9c2jLihBaSdLZRfHqUw7ngM84eP0esXY/Qahj66Hy5muaTRBxPBywfOnYKzJ1030fU2K33uZUjeVXReAGlpxb+vDGyPvYr94wnoxd9hG/Ywen8CZGU4k3h6Yf40Fb1yHnj7YNzUF711DUQ3w7jxZuxvj0OvXoDR705IPQFnT7nPy6OEZxxKYfvDeOxfvI5eFo9t8APoA7vgvPP6qDy9MBfNRP/6M3h5Y9zQB71jbd77xi13w/kMuHwJvXtLifkVG8uDL2D/6k308tnYbnsAnZzoGouHJ+aSWeg1C8HTG6Njb+tG/3IOeuNy9NpF6M0rsY36E3r7WriUXXR+JXXxVQrbfc9i//pv6JVzsd1yD/pgkkvdQXl4Yi79Hr12kVU27XuiE9aDty86cSN6+Rx04iZsdz2N3rTc2n/cZVWW7sZKYdz9Z8zJb6NXz3PUaXYXrtMsn201ynh6odp1h12lq9MA/LQisfTxuHHhXBprvppM3JBbWfnxF+Xa1sCOUcUnUAa2xyZg//erzuNp386ijycvb4zO/dBbf0XFtke1vhHz3efQ65ZgG/UkevNKt/UFoBTHk4HtDy9i/3wieulsbLc/6Die8sXi4Ym5cAb61wXO42m7dTwZPQZjf/0x9NrF6K2/llg2ysurxDTOxNd4vykpFqUwhv0R87uP0OsWOc7D+1zPwyh08i7nefiM8zysOvTB/OwV9LbV6KRNhbefX1G/X/5YRj2NOfUd9K8/YfQf7SiLLJdkev9O8Pax4kg9Yb3YqBVGszaYk95Cb1uNMeh+65gvor4LQL0GhV5auXMfqxL2MeO5PxBTtzYTpy9geJfCDetPfjydl0cPZNwdNzN52XrruhkWSr92MYzs1p6R3dpz4pyzvhfk78vIbh0Y3aMDveOa8thHU7m3940YhvPca0S3/EvxBfT7o/dvmYBSVNX/jEZtf3dlXu4hG0opu1Jqq1Jqp1JqllLKL997Q5RSWinVzPG3j1IqSSnVMl+aZ5VSn5SQx9NKqWylVHC+13o4tv1QvtfaOF4bp5T6yBHXLqXURce/tyqlhimlhiulEpRSplKqfXnLwEVkA6uylnbaah1PWI9q1sY1zcEkyL0EgD66HxVUrdSbX7ormcFtm6GUonW9cDIv5nA647xLmtMZ58nKuURc/doopRjcthm/JBzI+/ztbZsBcHuB191tN6pmNaJqhAAQFhRAqL8vZ89fBKybuH/OXc64W7u7xrhjL4M7xFrbioog82I2p9NdT7yn07PIyr5EXHSkFWOHWH7ZsReAAB/vvHQXL13GXZXyp81JDHR8jxLLLOEAg9s1t+KpX8oya9fcWTYJB/Ju2m7P9/r8rbu5uUVDIqoFAhAa4Edxdhw7Tb3qQdStHoSXh40BLRqyNOmQa6xJB7k9rgkAfWOiWZt8DK01MbVr5D1BbxRWjZxcO5dy7QDEb9md19PCMBTV/H1KVy7bkhjcKc4qlwZ1Hb9Tpkua0+mZZF3MIa5hXatcOsXxy1bXyqPWmoWbEhjYwTqs9584Tadm1gUxNCiAQF8fdh46fs3jUQrOX8wBIOtiDmHBgXkxtIyKxMNmKzLvHUdOUS80mLrVg63fpnUjliYmu8aX6Dx2+rZoyNr91m+zNDGZAa0b4eVho071IOqFBrPjiHXD1j46gmA/70L5Bfg4K1MXL18u1FhzrfbZ/afO0qlRXQAahFXn+LkMUjMvAHAyLYsVSQcZ2iHmusRS3PHTvkEkwb7u9+NrdQ4MDfCjZd1aeJR3bGh4fev8n37GugYkbUY1bOmaJuOs9fRN68KfD6sLfoHWdaIi1G+MPn0CzqSAPRdz8ypUyxtckui9O+Cy45p0cDcqpIbjDQ2entaNkYcH2GzozBIaQIpTtxE69aR1jbTbMbetyXtanBfL/gRnLIf3ooKrO9+MjIaAYPSebVcfQ/5YzhSIJca1OqAP7HLGciRfLHa784bAw7NiloCr0xB9JsV6km63Y+5Yi2ru2iCrkxPzxbMPFeSI58xJ6/cFyEyDrHTwDyx/TOCo0zjj0jvXoZq6qdNczl+nqe5mQ9fOvlVruHD23PXJrH5jdGq+42nTyiKOJ+taZB1Pjl5o4XWtxgvThEs56GPJhX7jMqmXfx/Oxdz6a/HH06G9qOBQd1uqeJW934RHWT1BXM7DBR6MFXcerkgRDawGj7RU531BwbJIPwOnjhaKRdWsbT3U1KbVCJtyBNWoBWW1dHsSgzu1ctSv6hRdv8rOIa7BlfpVK37Z5nodsup7uxjY3orB18sTD5t1zcy5nItyW2MXomQVMYfERa11nNa6BXAJeDTfe6OA1cBIAK11NjAW+LeyRAKPAC+UkMcoYAMwpMDrO4A78/09EtjmyOtxrXUcMBDY74gxTmv9HbATuANYWeZvW5LAauiMfE/PMs5CYNENDqpNN/S+HaXe/KmMLMJDAvL+rhUcQEqG681+SkYWtYJd05xypDmTdYGajhvbmkH+nM26WOrtbj+SwmW7Sb3qVrvQ1DU76NmiETXz5QVwKj2L8GrOylCtkEBSCjRIpKRnUSt/fiGBnMqX5t35q+g14RPmbUrkyYFdXD578dJlViUlc3OrJm7LqKBTGecJDy5rmflzynGTU6jMHA0yB0+nkXExh/s+/YFh709nzqbin/KkFIgjPNifU5muN1IpmRcId+TlYTMI9PYi7UKOS5pFu5JpXjsULw8bGY4b8A+WbmToJz8wdsYSUrMulFwowKm0TMKrO3tO1AoJIuVchkualHMZ1KqWL021IE6luV7ENu09RGhgAFG1rIpO0zrhLN2WRK7dztHUc+w6fIKTBbZ7LeJ5fsQA/vH9Ino9/zb/+H4hY4f0KTHPvO0W/G2CAjiVfr5wGsc+62EzCPTxIu1CNqfSC+5f/qQUuEF2592Fa+n11tfM27qXJ/t0dHnvWu2zTWvXYMnO/QBsP3KS42mZecfmWz+uZNzAzhgFbq6qyvHjjOfanAOLoxT84cu5DPtgBjPX7Sw+cUCI6017VhoEBhed3jUnjO63o1fOKTlpabcYEuo65CEttdibEqPTzZi7HE8ED+5G79mB7bVJ2CZ+jU7cAilHrz6W4OquXbLTzxR7E2J06IWZ5OhGrRS2Qfdizp981fm7xBJUMJazxcfSvidmvi7dBIdie+pv2J7/CHP5XMgs3w2xCqoG6a51h+IeVhjtumPuddMwE9kAbB5F92Ipq6CCdZpzUExcqm039L7tFZN3FaRCQvOGPACQdsbZ4OCGcWO+4+nYQYyYduDpDf5BqMatoFqNq48luHqBY/uMawNewVhu6IWZlK9XkYeXtQ8/+Uahhoxyq+z9JjAYnf+YzDpXhvMw4OGBcfezGKP/DI0K9/Atk6CQwmURGFKqj+qUo1YDhIcX+AagoprBVTTcnErLJLya8/vXCgkipUBdLiUt07V+FeKmvrfvMKGB/nn1PYBtyUe59S//ZvBrH/Pq6FvyGiiEKIuK3mtWAY0AlFIBQGfgIRwNEgBa65+BE8C9wL+ACVrrIq/kSqmGQADwElbDRH6HAR+lVC1lPWLsDxQYmFWY1jpRa727DN+r9Nw2DrpvfVUtb0RFRBUeS1YMdw25BVskS5OmrNs9nXGe52cs5vXhvTEMxamMLBbu2MddXQt3+XL3bQs+QNJuUuV/Sjz2lq4snfAog9o1Z8qqzS7plu/cT9voyBLnjig2r9KUWQkNvXbTJOHoKT5+4FY+f2gwH/+ygYOni66UlqYNXrsJJH8ce0+d5Z3F65lwa1dHDJqTGedpUy+c7x+9g7i6YfxjYenGDrvPq0C5uPlcwWKZv2EHAzs6W+zv6NyG8GpBDH/jM96cuYC4hnWxleKpc3njmb5iA8+P6M/St/7Mc8P78/I3pb+pc7ePFNwB3MaHKtX+7s7Yfp1Y+vx9DIprzJTfXBslr9U+O6ZHe9Iv5jDk3WlM+XU7zSNqYjMUyxOTqR7gR2ydwnMxVJXjp9i8KuAcWJwpjw3l+z/dyacP3Mq033aw8XgxQzbcKeUTOBXXxepCnFWOXgiFt1rqeFT7Hqh6jdBLf7BeqFEbwutgf+VB7C8/gGrSChoWHh5TrliKuj626Yqq0yBvXgd1Y1/rZqqixpiX5Vod18URS745HdLPYH/vOez/GIvRrhsElOFmp7QBFbHbqNadUZEN0Ktcx+QTEIJt2GPYf/isAp/6liGuVjeiIqKtHY7SzgAAIABJREFU4QH/tcp4PNVthP7FOp500hbMhE3Ynvk7xv3j0MlJVm+b6xFL266oOg1d5myxv/6otQ9PedeahyK08FxfFRtbESmvyX5T+vzdMT99BXPy3zHnT8LoORSCr77hqFyxHEhA79uB8cALGHc8bA3/M80yR+D+mlgwTcnX+vkbdjCwg2sPjdbRdfjx1T8y8/kxfP7zanIulzCERQg3KmxSS6WUBzAA+Nnx0u3Az1rrPUqps0qptlrrK3eWY4H1wF6t9bclbHoUMA2rsaOpUipMa52/6f87YDiwBdgM5BTexFV9n4eBhwE+HnQjY9o3Ld0HM86hgqo7zzVB1a0ulAVFx6C6DsKc9FbxY8GAqXtOMGuf1R2zZeMoTqY5nwampGe5TIYHEB4c4NIjISU9K++JYGiAH6czzlMzyJ/TGefzxsjXCg4ocrtZ2Zd4dNI8/tS3E63rhQOQeDyVQ2fS6T/RmuDs4qXLtP7z2zSoFUrLerU5ec7ZqpqSlklYkGsvivDgQFLy55eWmRdjfre0a85jn/3AkwOcvSR+2pJY4nCNqWu2M2t9glVmdcI4mV7WMjtPzcAiyszfWWYh/r74eXni5+VJ++hIkk6kElXT/VOA8CB/lzhOpp8nLNC/cBrHE+lcu0lmziWCfb0d6bP40/TFvHlHD+o5ehKE+Hnj6+lBn2ZRAPSLbcD3m4tua5u6bB2zVluHYcuoCE6edfZASEnLICzEtZtveDXXXgop5zKomS9Nrt3Oki2JzHrxkbzXPGw2nh8xIO/v0X/7gvph7lv0KzKeOb9tZfydVr7928XyyreuE9QVJzwowPW3ycgiLMh1CE644xjJ+22yLxHs502tYP8C+1fh37U4t7RuwmNfzyc0wJdZG6xeAtdqnw3w8eKNEVbPEa01N//ta+pUD+anbXtZtusAK3cfJOeynfQL2XSa8Bm1QwKrxPEz9bftzFq/y1k21+AcWJwr56/QAD96xzZg++l02kcU8ZQqKw0VGOK8BgSEuIwvL1btaFRkA1TrLuDlDYaH1bV79Y8lf7YIOi3VOQQDIKSG69M6B9WkNUbf4djfH583Jlq16oQ+uCdvbgQzcRMqqqnVDfxqYkk/49o7IzgUnVG4EUo1aonRawj2TybkXR9V/SaoqOZwY19rnLXNA+NSNuaCqVcZy9kCsVQvIpYWViyf/sX9tTrznPUUM6pZuSaS1BlnXZ9uB1V3fcJ7JZ6GsRjdb8P+5euu8Xj7Yrt3HOaSWXB0/1XHUUjG2QJ1mmrue4M0iEF1vRVz0psl1ml+z3RaKip/r4aQUHS6m+OpaWuMfiOwv/eCyxwDetFM7ItmAmDcNw5OlzycschY0s8UOLaLOJ4at8ToPRT7x6+4/jZX0p49hd6fgIqMtoYNVYTK3m8y01CB1fKdh6tZQ5lK67wjbfoZ9JG9UKsOpKcW/5miFLovqFamRme9en7ehKBqyBj02dL9RlOXr3fWr+pHcPKc8/uXqn6VlkHNfL0Rc+0mS7YkMWv8w27za1i7Jr7eXuw9fooW9QtPSP5fRUkvkIpWESXqq5TaCmzE6rHwpeP1UcB0x7+nk693g9b6OLAU+LgU2x8JTNdam8APWI0P+c10vHal4aJCaK0/01q311q3L3VjBMCxZAgNg5AaYNhQsR0LT7wVXg9j0H2Y0993neCnCKOb1CZ+YBzxA+PoHduAOZuT0Fqz7fBJAn28Ct3I1wzyx9/bi22HT6K1Zs7mJHo5Vl3oGRPN7M3WmLDZ+V7vFRPtdruXcu08+e1PDG7blP6tGuXl0b1ZFKteepAlrz7CklcfwdfLk21v/5n4Z++nd8tGzNmQYG3r4HECfb0LDeuoGRxgxXjwuBXjhgR6tbRW78j/lHTZzv00qOWspGVezGHD/qP0atGI4oy+qRXxY0cRP3aUVWabEq14DpVQZoccZbYpkV6xDZxl5uhOPjvf671iGrAp+Ti5dpOLly6z/chJGhZx4w3QIqImh85mcPRcBpdy7SzYuZ+ezeq5pOnZtD6zt+4BrKEZN0RHoJQi42IOj01ZyNN9OtLW0SgEVg+CHk3rsf6gValZe+A4DYtoEAEY3fMG4l9+jPiXH6N3XHPmrN1qlcuBIwT6+lAz2PUCVTM4EH8fL7YdOGKVy9qt9GrtbAz6LfEA0eE1XLoCXrx0iQs51rjQNbv2YzMMGkUUfvJe0fGEhQSyYc9BqxySkotsBHGnRZ0wDqWmc/Ss47fZto+ezV1XBunZPCrv2Fm0cz83NLTmP+nZPJoF2/ZxKdfO0bMZHEpNp2Vd99/3ioOpzsrIssRkGtQMYfSNLa/5PptxMSdv7pHv1ifQPjqCAB8vnhlwE8tefJAlz9/P26P70blJPdZOeLjKHD+jb2xF/FMjiX9q5DU7BxblwqXLnHfszxcuXWbN3iM0rhZQ9AdOHoaQmlZjtGFDNWuLPlC6YXl6wTeYX0zA/PIv6BWz0Ynry9UYAcDhvaiaEVC9lnUT37YrekeBG+c6DTBG/hH75xNdK+3nTqMaxVoTMho2VMMWkHLk6mM5uh9VozZUqwk2G0brm9AFJ7GLiMIYOgb71393mZzPnPYB9jf/iP2tJzDnfYvetPKqGyPyYgkNLxBLgcnrIqIwhozB/vU/XGIhqLo1dwSArz+qflN0OW4sATh2wDWelp3QSa69A6ldH2Pwg9invOMaj82GMXos5pZV1oR3Fel4svXkPKQG2GyoFjcUUae5H3Paey6Tgv5XunI8hTqOp3bd0DsKlHmdBhh3Po79s9dcjydlWPPDAEREWT1kkwqUZVkc2WcdT9XDrFjiOqMTCqzAEBGNMfQR7P95y7Vh1NffGtoD4BeIimqGLsdwrEIqe785ecg6loJDnefh/aUcEuLt6ywbX39UZAOXCS/L7Hiydf7Nf1+wZ2vJnwOrq6Gv4/oWVgcVVhdK2SA8ukdH4l96lPiXHqV3XDPmrN3uqF8dJdDHu4j6lTfbDhx11K+206tVvvpe0pX6nnNYx9HUc+TarR4bx86kkZySSmRo6YajCJGfctdFp0wbUCpLax1Q4LVQ4ChwCqtjks3x//rakaFSahIwzzGnQ1HbboU1d4Rjulm8gANa6y5KqR7AOK31IKXUEqAuEAO8DGRprf/p2EaUI59Cs8AopZY7tlHstL72vzxQtkJq1Aqj/yhQBnrrKvSqeaget6OPH4Q9WzHuGQdhdZwXqvQzVuNEKeiWbZg4ZyWr9xzCx9OD14f3pkUdq5vdkPemE/+UNTpm59EUxs/6hZzLuXRtWp8XryzBd/4iT09dyIm0TGqHBPKvu/oT4lj20912527ZzUuzfqFhvkaBN4b3pnlETesPH+vpYrtn33VZ9nPi90tYnZiMj5cnr48aQAvHTfSQv08i/tn7rRgPW8t+5ly+TNfmDXhxaG+UUjz11WyST53DUBBRPZhXh99MLUdLbvy6naxOSubt+24tXDg57mc4t77bClbvPmTFk7/M3p1G/NhRzjKbucRZZoO7O8tsys/OMrt7ACGOZQu/XLGZ+I27MJRiWIdY7r2yjGe2+1hW7DnMWz//hmlqhrRpyqPd2/DB0o3ERtSkV7P65FzO5bkflpN48gwhvt78c1gv6lYP4pMVm/l81TbqhTovBF/cM5DQAF+OpWXy/A/Lycy+RDU/H16/vTsRIQVumMLruC+XafNZnbDPKpf7bqdFlLWU6JDXPib+5cescjl4jPFfzybn0mW6tmjMiyMH5g2lGD8pnlbRdRjZ3Tn+9FjqOca8/y2GUoSFBPHavYNLdYEqbzyb9h3izRkLsJsmXh4evDJ6ELH1IzidnsmINz4jKzsHQyn8vL34ccLjBPj6WJNuXfltkg7x1rzVmFozpH0zHu3Zng8Wryc2sia9YqKt32bmLyQet5b9/Oeom6nrmE/lk2Ubid+YhM0weH5QZ7o1rQ/AuGmLWJ98nLTz2YQG+PJEnw4M7RDDU5N/Jjk1zdrHQwJ59fbu1pwHhs1ZFtdgn9166ATPz1iMzVA0DKvOa8N65y3BecX6/Uf5z8otLst+Xu/jZ9zUn1l/4Jiz3G6+IW+yzaLOVVC+c+DpzPOM+GAmWTmXrP3Ey5Mfn7mLc+cv8qdvraWbc03NLXFNeDS6hO750TEYPe6wrgE716LXL0LdNBB98jAc2Am16mHc9gfr/JmbC+czML9502UTKqYjhNcrcdlPffBg8bEAKqadY9lPA3PtEvSiWRgDR6MP70PvXI/x+F9RtaOsOY8Afe405uevgzIwRjyKahgLaHTiZsz4Ypba9Cl5Ql3VrI211KZhYG5Yhl4aj9F3BProfvSuTRhjXkKF18vrWajTUjEn/d11G+26o+o0LHnZzxKGiqmmcRiDHLFsXIZeNhvj5uHoowfQiZswHnoRFV7XNZZv/mn14Ljl7rztmL8tQq//pfhYSloxAUcvlYF3O5b9XIFeMRej91D0sWR00maMB55H1cofzxnMKe+gWnfGuGMMnDqWty37959ajWPu8ilFLC4at7KWb1SGtWThqh9RPYegjyfD7q0Y9/5f4TrNtPdKvfnH//JD2eIp4KGpX9GkRxcCaoSSkXKKH199gzVfldT51r0Pn+heYhoV085a9lNdOZ5mYgy8C314r3U8PfEaqnb9vB4I+txpzM8mgocntmfftTaSfQH7jH9bD7GK4l14QuRCsTRr41xGd8NS9C8/YPS7E31kP3rXRoyHX0HVrueM5crynvWbYhv2sNWXXynMVfPR65cWn1dAMQ2x7lzL/aY0sUTHYPQcBoZC71iLXrcQ1fkW6zy8f4fVIDJ4DPj4Oc/Dk163GnFuHmVNJKkM9KZl6J2/FZ3PxZLnIaJRS2tZT2VYK3esno/qPhh94iDs2Qa1ozBGPA4+/tbqOOfTMT95xWpoGvOqtY2ci5g/fVtyo3CX3oVe0lozcfpPrE7Y76hfDc7rxTBk4ifEv2RN/7fz0HFH/SqXrrGNeHHkgHz1vdm0alCHkd2ck//OXbuNzxf+iofNwFCKx27pTp841x7Mtp6j/+tmurQv/M81ngm1fGz9Hvjdlfm1apB4BGirtX4k32srgJe01qscf0+i5AaJN4EMrfWb+V5LBnoA0TgbJG4CwrTWs5VSE6jsBolrqVXhORsqlU/p5nG4LopokKgURTRIVBo3DRIClwaJKsEoeiWQ/2nXehb0skreW9kR5ClNg8R1U4oGieuqvCumVKSyNgJcQ2VukLjGytsgUZFK0yBx3ZSiQeJ6KnODxLVUlWIpTYPE9eSmQaIy/Vc2SCyaVMUqJa5sfe//3ZX5tbpajwLiC7z2PTC6jNsZ6WY78eSbJBNAa71Gaz27tBt1LEd6FLgRmK+UWljGuIQQQgghhBBCCFEO5W4mL9g7wvFaDzevvV/g7/tLse1Cg3u11s/k+3O5m/cnFPj7INCiwGvxFG7oEEIIIYQQQgghxHVStfrtCSGEEEIIIYQQVVFVGg74X6JKNEgopVoCBWcgytFa31AZ8QghhBBCCCGEEOLaqhINElrrHUBcZcchhBBCCCGEEEKI66NKNEgIIYQQQgghhBBVmvrdLWJR5ckgGCGEEEIIIYQQQlx30iAhhBBCCCGEEEKI606GbAghhBBCCCGEECVR8jy/okmJCiGEEEIIIYQQ4rqTBgkhhBBCCCGEEEJcd9IgIYQQQgghhBBCiOtO5pAQQgghhBBCCCFKIst+VjhpkCgNDymmIplmZUdQNRlV7GRl2is7AqeqFEtIjcqOwFX62cqOQJSGn19lR5BHNWte2SHksW/eWtkhuDAialV2CHmUt3dlh+BUxSrTHz7RvbJDyPPEhysqO4Q8H/5f/8oOwZWnZ2VH4JSTU9kROFWlYxvAnlvZEQhRZjJkQwghhBBCCCGEENedPPoXQgghhBBCCCFKIst+VjgpUSGEEEIIIYQQQlx30iAhhBBCCCGEEEKI606GbAghhBBCCCGEECWpahPX/xeQHhJCCCGEEEIIIYS47qRBQgghhBBCCCGEENedDNkQQgghhBBCCCFKIqtsVDgpUSGEEEIIIYQQQlx30iAhhBBCCCGEEEKI606GbAghhBBCCCGEECVRsspGRZMeEkIIIYQQQgghhLjupIdERWkQi9F3JCgDvXUV+refXd+v2xij750QVgcz/jNI2pz3luo1FNWoFSiFTt6FXjS9VFlqrXnjx1Ws3H0IX08P3hjem5jIsELpEo6eYvysJWTn2unWtD7jb+2KUoq0C9n8eepCjp3LILJaEO+M7kewnw8HTp3jxe+WsOvYaZ7q14kHu7V12Z7dNBn+wUxqBfvz8cPDSo4xfhkrE5Px9fLgjVH9ialTq3CMR1IYP+1nsi/n0q15NOOH9EQpxfsLfmXpzn0opQgN8OONUf0JCw4oOc+5K53lMqJP8eVyOdcql9u6Octlys/OcrmrP8F+PmRezOG5GYs4kZZJrl3zQLc23NEhBoCHv5zDtsMnaRsVwccP3FpkbKv2HuHN+Wuwa82wds0Y0y3O5f1LuXae/34ZCcdTCfHz5p0RfYisFsiafUd5Z/F6Lufa8fSwMa7fDXRqEMnFS7k8PWMxR85mYCiDns3q8UzfG4otnyLLbOZCVibsxdfLkzfuHUxMvdqFy+zQccZ/M5fsy5fpFtuY8SP6oZTimS++IznlDACZF7IJ9PMh/sVHyh7DrEWsTNhvxXDPIPcxHD7B+G9/JPtSLt1iGzJ+eF+UUnw4fyXf/bqFagF+AIy9rSfdWzTiUq6dCdN+IuHwCQyleGFYXzo2qX9NywNg8rL1TF2+AZvNoHuLRoy742Z+XL+Drxavyfv8nmMpfPfCwzSvG144/+t8bH+7ehuzNiSgNQzvGMO9XeKueTy/JBzgg8XrUErhYSiev7Ur7aIiSDx+mr/OXk5W9mVshuKRnu0Z0LrxNY1l/f6jPPHNT0RWDwLg5tgG/LFPR06kZfLCzCWkZl5AKcWIjrHc07hGofxWHUzhzeXbsZuaYS3qM6ZjU5f3L+XaeX7hJhJS0gjx9eKdgR2IDPbnkt1kwpItJKSkYSh4oUcrOtatCcCC3Uf5dP1u7Kame3Q447q1KJRvWa06mMKbK3ZY56DY+ozp0MTl/Y3HUnlzxQ72pGbwzwHt6dc4stx55qdi2+Mx6lEwbNhXLcBcMNPlfaP7LRg9bwXThJyL5H7zHpw4jIppi23og2DzAHsu9lmfo5O2lS+WRi0xBt4NysDcvAK9ap7r+zf1x2jbHUw7+kImZvwXkG6d54x7xqHqNEQf3os55Z1yxZGnEuoRxcZy851WLNtWu4/l5jshLBJz9ufOWOo3xegzwpkuNNx6f8/Wqw5FNW+LMXQMGAbmb4vRi79zfb/nYIwb+1q/U1YG5pT34NxpAIzb7kPFdgDAXDgdvXn1VcdRGvd8+REtB/Un89RpXmvZ6ZrmBaCatMYY/IC1D6//Bb18juv7XW/B6NjbWTazPoa0VGcCb19s4/6F3rkec85X5QumKu2/VS2e6BiM3sOt7W1fg163yPX9Oo0weg+DmpGYc7+CPVuc7wVWw+h/NwRVA60xv/sIMs6WKfuqVL8Swh3bhAkTKjuGKk+v+nFCsQmUwhj1FOa0d9FrFmD0G4U+vAcuZLmk0ft3gpcvnD0JqSes1yMbYsR1wfzP6+hNyzG6DEKfO5VX6SmkpvNmfuXuQ6zafYgZjw8nJrImE+euZHjH2EIfefKb+bx8e3fGDbiJyWu2E+LvS/0aIXy4eB2NalXnX3f151TGeX7bd5SbGtfF1Jq4erUJ9vPB29ODNvVdT1rfrN5Krt3kkt3OoHYxxRbNysRkViUlM2PsaGIiw5j4w1KGd2pVOMav5vDysN6Mu7Ubk1dvsWKsWY3YurW4t3s7Rt7UmvQL2SzavocesQ3dZ2baXcvliRHERIQxcc4K9+Xy9Txevr0H4wZ2ZvKv2wjx83Etl7sHcCoji9/2HeGmxvWYtGoLAd5evHfPLfRv1Zg/fj2Pe7vEYTMMagT506N5NAnHTjGoTVOw2wvlZzdNHvlmAZ/fN5Ax3eJ4c/4a2kfVprq/b16amRsSycq5zJf334K/lydT1iXQr0UDMrMvMbx9M/7QLY429Wrx1LTF3N+5Fbl2k4iQQJ4dcCPD2jXjkxVbqBHgS/3QYNfM/YpvxFmZsI9VCfuY8dxDxNStzcQZCxjepW2hdE9+MoOXRw1g3JA+TF623vqdwkLp1zaGkd3aM7Jbe06cy6B53XA6NIlyn5nWRcSwn1W79jPj/x4gpm44E2cuZHjnNoVj+HQWL9/Zn3FDejF5xQZHDNVZv/cQ7RvX52/3DWZk13ZEhVUHYMaqzZxKz+KLJ0Zzc1wzXvhmLsNuamM1HBQxU3J5y2Pd7mS+W72FyePu555eN9D0/9m77/ioqvTx459zJ430QkIgQBJaKKFIUZp0FBFFBBRQUVcRdN3VVdYCrovfFXVdV3fVXd21r4IIasRGEZAm0pUWeiDUFNILaTPn98cdMjOpAwlJ9Pe8Xy9fMveeuffJM3funHvuOedGReLr7UVcVIvyPPVu34aN+47yyISRjg0Wnzf338Df7cMpGbyy4kc++e1kpg3owWurttCzbSTBvj6XNZ4WQX7cMagnU/p3p2fbSJ5Y/B23DexBQVEJo+Lb88DIfozoGsvvP1rGxH5d8fb0uGyxnM7KJTU3nw9nTWRK/3j6tTMvxItKyrgiOpKHrh3A+N5x/OnzNfRvHUaor3f5vqw2zcyETbw1YRAzrozj+bW76du6uUuZxXuOm9/tiYPx8/Jgwc9JXNspik92HyOtoIi3Jw5idMconlyxg0ndY8gpKuGhr7ey4Nah3NOvE1/tP4Gflwdtgvxc/9Cqv05Vsto0M5du4q0JA5nRrxPPr9tN3yjXv0WjuTq6BQWlZcSG+NMhLNDt7euzKTUXUAaeDz9L6StzsX37CZapD2A7tAfycxzbSD2NbVUCtnXfoPNz8Rg3DdvmNSgfX2zrl2FbsQR9ZB8eDzyN7bvPa95dQA3nPaWwTJ+N9X9/Q2/4CsvYO9DHD0BhnqOIhye27z9Hb/kOPL0x+gxHJ24zV+Znow/9jGoVi97zY625UR613P9pyHpEbd2NlcKY8hC2Rf80Y7lmCvrk4apj8faBzFRHLDkZ6J/Wm//t347qPQy94uPy3+cq5edXv04ZWO6fh/Xff0Z/9ymWSfehj+yF/FxHEU8vbN8uRK//Gry8MQZdi/75B1S3vqieA7D943H0llVYpv4OvXM9lJVVu7tvtybXnJtaFGZls+ndj+g14QbWv/F2nbY1dlCHmgsoheXeOVjfno/+PgHL+LvRSYlQ4HQMe3phW7kY/cNyMzdXjULv2Vy+3rj+dijIhdIS9MGfqtqLY1s+PjXG0mDHrzsaMh6LpfZYJj2Ibclr6M0rMUbdYn6fzrse9/pYInjZv08ZjnOpcfMsbFtWor//DL13C5QWmw221WnZutKiRqlfXYi/Xc9nak7QL48+eWAeStFU/zPadvnF5bzOQzaUUlal1M9Kqb1KqSVKKV+ndROUUlop1dn+2kcpdUAp1d2pzGNKqTdr2ccflFJFSqkgp2XD7Nu+x2nZFfZls5VS/7LHlaiUOm//989KqUlKqb/Z49itlEpQSgXXKQmtYiEz3Wx1tlnRidtQnVzvfJOTAWmnq7gY0+Dhad71sXiaJ7aCXNyxJvEY43t3RilFz7aR5J0vJj23wKVMem4B+cUl9IpuiVKK8b07s3pfUvn7b+rdGYCbnJaH+fvSvU0LPIzKh0dKTj7rDiQzsV/lC4AqY9x7lPF9u5oxxrSyx+h6Ek7PzSe/uJheMa3MGPt2ZfWeIwD4+zgqyudLSl1OctXuc18S4/t0MfcZ7WZe+nRx5GVfEjf16WLmxWm5UoqC4lK01hSWlBDk61OeowEd2uDn7VljXHtOpdM2LIg2oYF4eVi4rnt71uw/7hr7gWRu6mXesbymWzs2J51Ga03XVs2JCDQvRDpEhFBcZqWkzEozLw+uatcKAC8PC11bNie1wt/qjjW7DjK+f08zZ+1ak1dYTHpOnkuZ9Jw88ouK6dWujZmz/j1ZveugSxmtNSt2JjK238XfyV2z+xDjr+phxhAbRd75ompiKKFXu9ZmDFf1YPWuQzVu92jKOfrHxQAQFuBHQDMf9p44U3MsdczHovU7uPfaQXh5mhchYYF+lfbxzba91eapob/bR9Oy6NkmkmZennhYDPrFRpW/53LG4+ftVf6dPl9SisL8d0x4CDHNzdNyRKA/YX7NyCw4f1ljqU54oF95Dww/by/ahYeSll/kUmZPSiZtg/1oE+yHl8XgurjWrDl61qXMmqNnualrWwCu6diKzSfS0VpzNDOX/m3NHhFhvt4EeHuyNzWLkzmFxAT7lzcWDGgbwXeHaz5ua7MnNYu2Qf60CbLH2ak1a5JcGxGiAv2ICw/CuAxDZFVsHDrtDJxLAWsZtq1rMXoNcC1UVOgo7+1T/pupTx6FHPOuoD6TDJ5e5m/npWrdHp2ZZt5Jt1qx7dmM6uza6KiP7YfSkvL9q6AQx7qkRCh2PQ7qpJHqEdXGkpXmGkvHnpVjSa8qFgfVuY95wVdWcumxRHdEnzsLGanmMbNjPaq7ay9AfXiPeZEG6OMHUcFh5orINmbjhc0GJcXo08dQXfpceixuOLJhE4WZWZd1H+XadECfS4HMNPMY3rWpvDfIBfroPscxfOIwKijUsTIqFvyD0Ifq1tMIaFrHb1OLp2UMZKeb+7NZ0ft3oDpU+D7lZtq/TxUaGsIiwTAg+YD5urQYykovOoSmVL8Soir1MYfEea11L611PFACzHJaNxXYCEwB0FoXAQ8D/1amKGAm8GQt+5gKbAMmVFi+B7jV6fUUYJd9X7/VWvcCxgJH7TH20lp/CnwHxGutewCH3Nh/zQKC0XlO3adysyDAzTaO00no5AMYD72qNEJ7AAAgAElEQVSE8dDf0En7XFpGa5KWm09ksOMOUIsgf1IrXOyn5ubTIsi1TJq9TEZ+IeH2C6XwQD8y88/Xus8XvtrA7OsGul1ZNWMMcOw/OIDUnAox5uTTIsi1TJrT3/GPbzcy4v/+w9c79/O7MQPd2GcBkUEXmxc/0uwXNZXyYr8Qum1gD5LSMhk6/13Gv/Ixc264GuMiau2puQVEOt3djAzyIy2voNoyHhaDAG8vsguLXcqs3HeMLi2b4+Xh2iqfe76YtQeT6d/u4rtYp2XnERniuBPaIiSA1GzXH6vU7DxaBDuVCQ4grUKZHUdOEBbgR0xE2MXHkJNHpMv2A6uJocKx4vSjunDddm6a/xZzP/yKnELzc4uLimDN7kOUWW2cOpdN4smzpGS5brdSLHXMx/G0DHYcOcGtf32b6S+/z57jpyvtY/mORK7vW3WDREN/tztGhrL9+GmyC85zvqSU9QePc9bp772c8azae5Tr//4Rs97/mmcnjagU2+6TqZRabbQNDbrssfx8IoUJ//iY+979ksOple+Gnc7MZf+ZdHpEhrgsT80vIjLA0dMp0r9ZpUaL1PzzRAaY7fUehkGAtyfZRSXENQ9izdGzlNlsnMopIDEtm5S887QN9uNYVh6ncwoos9lYffQsKXm1n6NrYsbgHKcPaW6c9+tNSBja3pUegKxzqJDKw1+M4Tfg+dx7WCbdS9nH/660XvUZjD5x9JIq5uXbCAhxveOZm4kKDKm2vNFnCLbDuy95f7VqpHpEtbE4dwnPy4aA6nNTHdW1Hzpx66XHAWbjQpbTEIPsDEeDQxWMAaOxJe4wX5w+jtG1D3h6g18gqmMPqOJ4+6VSQaGux3BOBiowtNryRr8R2A7Yh84ohWXcdGzffFQ/wTSl47epxeMfjM5zaqTKy4KAoOrLOwtpAcXnMW66D+POJ1HDJlzShIpNqX4lRFXqe1LLDUAHAKWUPzAIuAd7gwSA1no5cBaYDrwCzNNaV9ucrJRqD/gDT2E2TDg7AfgopVoo8zbbGGBZbUFqrVdqrS/02dsMVO7fdFGqODm42402JBzVvCW2Vx/D9upjqOjO0KajW2+t6saEqhCLO2XctXb/MUL9m9GtdeXx2tXRVQTgXowOD48dzJqnZzKudxcWbKy5SyGYXY4vaZ+1pGXjwRN0bhXOurm/4fOHpvDs0vXkF7l/56fqQ+Li4jqcmsnLK7cwb/zVLmXKrDZmL1nD7f3jaRPqfhdrR2xV5axCmao+ywqFarrrX2sMVW6/Qn6qeN+FElOu7s2KZx7g8yfvJTzInxc/WwXAzQN6ERkcyOS/vsPzn66kV2xrLLU0JNU1H1arjdzCIhY9dg+zbx7NI29/5lJ+17FT+Hh50rGKuQ/MbVf1d16+73b7iFDuHdqHe975kvve/Yq4ls1delFcznhGxbfnm0dv5/U7xvLqd1tc1qXnFvDEJ98xf/LI8sa/yxVL16gIVj1+JwkPT+W2gT343f++dVlfUFzCQwuW8eQNV+NfoTdUld/tCrur7jx3c3w0kf7NmLxwLc+v3U2vlqFYDEWQjxdPj+jFI99u447F62kV6FvrcVsbd+K8vKr6rawcle37ryidczfWT9/BMm6a6xZaReMx8R7KPvxnvYdS3e+26jHQHJqx8duqC9SLxqlHuB3LxYwNAvALgogoSEqsQxzVxFJNrwzVdxiqTQf0anMojz7wE7Z9O7A88iLGXbPRxw5UOZzyl8v9z0ldcTWqdTv0ui/N1wOuwXbgp7oNi6gtlkY7fptYPHX5OhkGtO6A7fvPsP3vr6ig5qj4AbW/r+LumlD9Soiq1NuklkopD+A64MKsMTcBy7XWh5RSmUqp3lrrCzPGPAxsBQ5rrT+sZdNTgY8xGzvilFIRWus0p/WfApOBn4CdQHHlTdToN8AnVfw99wH3AbwxfjAz+nWufgt5WaiAUMeXOTAE8rPd2rmKuwJ9OsnR3fDoXlRUO3N8WRUW/ribJVvNH/jurSNIyXbcGUzNyS/v1n9BZJC/S4+E1Jz88ruDYf6+pOcWEB7oR3puAaH+zajJzuSzfJ94jPUHkikus1JQXMJjH33Li7ePdY1x408s2bzHjLFNJClOrbCp2XlEVBgDHRnsT2qOa5nwwMpjf6/v3YX73/6c340ZVDkvG39iyY+7HXnJudi8FBAeUE1e7HM8JOxI5N5hfVBKEd08mNahgSSlZ9KjwoSE1YkM9CMlx9EjIiWngIgAX9cyQWaZyCB/yqw28opLCGrmbS+fz+8//o7nJw6nbYVGhz9/uZ7osECmD+yOuxau3caSH8yvZPfoVqRkObokpmblEeHUUg4QGRJIarZTmew8wp16tpRZbaz6+QBLnpzhfgzrtrPkh58cMbhsP7fSBKaRwa49FZxjaO50zEwedAX3v2FOludhMXhi0ujyddNeep/oiMp3keozH5EhgYy+whxW0CMmCkMpsvILCbUfY8u272NsX9dhTwvXbmPJenN8ekN/twEm9uvKRPskra8s/5GTGTlM+OeiBounb7soTi5ZRVbBeUL8mpFfVMKs97/m99f0Z9/pNOYlrL2ssfj7eJWXH9o5hr98sa48llKrlYc/Wsa4Xp0YHd8eUl17vET6+7j0XkjJP0+En+t468iAZqTkFRIZ0Iwym4284lKCfMwhK08Mc8yrM23ROqLtPUCGt2/J8PbmPB+Ldx/DUsdHjUX6N6sQZxERfrUfG/Um6xwqJNzxOqQ5Orv6CyLbtrV43v47rE7lPR54mrJ3/wbpZ6t9nzt0bhYqyOlOe2Co611MO9WuG8bQG7G+Ox+s1c89UGcNWI9wK5ZAp1gCgs1eEhdBde1jzklQ09wRbtDZFXrRBIehcypP6KfiemJcewvWfz7pMkeEXrkY60rzt8C4czak/3q6k+ucDNdjOCgMnVvFMdyhO8aICVjfnFd+DKvoTqiYLjDgGnMeEIsHRkkRtmULLy2YpnT8NrV48rJRASFO36cQl3lzan5vFqSeLG840od3mcNR9tT+1qZUv/q1cWf4uLg49dFDoplS6mdgO2aPhXfsy6cCF6alXYRT7wat9RlgDfCGG9ufAizSWtuAzzEbH5wtti+70HDhNqXUXKAMWFBxndb6v1rrvlrrvjU2RgCcOQ6hERDUHAyL2U3R3TF5OZmotp1AGeZ723ZCZ1Rf0Zo2oAcJD00h4aEpjOzWjqU7D6C1ZteJFAJ8vMor3ReEB/rh5+3FrhMpaK1ZuvMAI7rGAjC8ayxf7DTHpX3htLw6j4wZyPdz7mbVE3fy96nXcFX7qEqNEQDTBl9BwuzpJMyezsjuHVi6PdGM8fgZAny8KzU2hAf6mzEeP2PGuD2REfHmxJXH0x0/rt/vO0K7ak500wZfQcLDU0l4eKqZlx37zX0m15KXZHteduxnRLd2jrzs2G/mxWl5y+AANh85BcC5vEKOpWfRJtTNbndAfFQ4yRk5nMrKpaTMyrI9Rxne2XU24uGdo/niZ3PM3sp9SVwVG4VSitzzxdz/4XL+MLofvaNdG0D+uWob+UUlPHld7cNZnE0b1o+EuTNJmDuTkT3jWLp5l5mzpFMENPN2aWwACA8KwM/Hm11Jp8ycbd7FiJ6OJwn8eCCJ2Mgwl6EOtcYwtC8Jc2aQMGcGI3t2YumW3WYMx05XH4O3F7uOmXNrLN2ymxE9zDk3nMdDrtp1kI6tzAuf8yWlFBabPVk27U/CYhh0aBlORfWZjxE949hy8BgAx1MzKLVay2enttns82xUGK4xbVi/RvtugzmUAeBMdh6r9h3lzxOGXfZ4ks9ll9+5STydRqnVRrCvDyVlVn734beM7x3HmB4dGuS8l55XUB7L7pOp2LQm2NcHrTV/+nQN7SJCuevqypOAAcRHhpCclc+pnAJKrDaWHTzF8HaukwEPb9eSLxJPALDy8BmuahOOUorzpWUUlpoXCZuS07AYqnwiyQz7cK2cohI+3n2MSd3rNnt5fItgkrOd4jx0iuHt3GtQrQ/6+EFUiyho3sK8ALpyGHrXZtdCEa3K/6l6XIlOszf+NPPD4/d/oezz99BH6nrXHTidhAptAcHNwWLB6N4ffaBCD7zIaIwb78K64BWXiQIviwasR7gVS0gEBIU5Yjl8cfMMqK5XOiYArYsTh1HhrSDMfsz0GYLeU2EYSOt2GLf+Fut//+J6oacM8LWft1vFoFrFVP6Mf8lOHUU1bwkh4eYx3HMgOnG7a5lWMRgTZ2D94EWXeRBsH7+G9fkHsL7wILavP0TvWH/pjRHQtI7fphbP2WTX71OXPugjbg7/SkkGH19oZq83R8eBm7E0pfqVELVRVXXjuagNKJWvtfavsCwMOAWkYfYCstj/H63tO1RKvQ98bZ/Tobpt98CcO+LCt88LSNJaD1ZKDQNma63HKaVWAW2ArsCfgHyt9Uv2bcTY9xNfYdt3Ys53MVJrXUgNrPNn1J6k9vEYo6eAodC7fkD/8C1qyI3os8lweBe0jMGY9IB5YikrhYJcbP/9MyiFGnObefLTGp20D71qcfX76eq4k6a15tml69l4KBkfTw/mTx5JvP2RmhP+uYiEh8yRMntPpTJnyWqKS8u4Oi6auRceb1lwnj8sXMHZ7DxaBgfwym1jCPb1IT2vgFteW0x+cQmGUvh6efLVI7e53EHcevQU7234ya3Hfj77+Wo2HjiOj6cn86deS7y9R8GEl/5HwuzpZownU5jz8XIzxs6xzL15BEopHnrvS46lZ2IoRauQQP48aZTLGDcXFyZu0ppnl65j48FkfLw8XfPyj49JeHiqIy+LVznyMn6oIy8Lljvycvt1BPv6kJabz5zFq0jPK0Rrzb3D+nCjfXK829/4lGPpWRQWlxLs68NfbhrC4I5tKoW47tAJXvj2R2w2GxN6xzFrWG9eW72dbq2aM6JLDMWlZTz+2ffsP5tBcDNvXrplJG1CA3lz7U7eWv8zbZ2envH2nWMptVoZ8dJC2jUPxtM+p8RtV3VjUt8KjWjNa77o0Frz7KJlbEw8auZs+o3ER5sXBhPm/6f8EZ57k88w54OlZs66dWDurWPKW4rnfLCUHrFRTBnSt8Z9VXfHTGvNs4tXOGK4fZwjhufeImHODEcMH35NcWkpV3dtz1z7ozYff38pB06nolBEhQUxb+p1hAcFcDojmxmvf4yhFBHBAfzltnFEXcijUfXs2HXNR0mZlac+/JIDJ1Pw9LDwx5tH07+zeeG79dBxXk5YzaLH76m84wuT9jXCd/v2Nz8ju7AIT8PgsXGDGdDBcfxernjeXruDpTsP4mEx8PG0MHvsIPrEtOLLnw7y1JLVtG/haIB8bvJIurQKv2yxLNi0m0Wb9+JhKLw9PXh83GCuiG7JjuNnuOPNz+kUGVZ+rD98VUeGxrp+p9YdS+GFtbuxaZjQLZpZV8Xx2qZEurUIYUT7lhSXWXl8+Xb2p+UQ7OPFS2P70SbYj9M5BcxI2IShIMKvGX+5pjdRgWbj1exvt3Eg3bzAeqB/Z8bGVTG60HZxv+HrjqXwwvo92LRmQtdoZl0Zx2s/7qdbi2BGtGvJnpQsfv/NFnKLSvHyMGju68NXd4ysfcOAdWftj3ZU3fvhcessMAysP6zE9s3HWMZPx3b8EHrXZixTZqG69Dbv5BbmY134L/SZZIzrp2IZOwXt1Dul7JUnIa/6O41Gq8qPmHaJpWMPjOtuB0Nh27kevf4rjBE3o08fQx/8CePOx1EtWpf3DtA5GdgW/gMAyz1zoXlLc1b8wnxsS99BH6n+tqXy9q52XbmGqke4c3evfTzGqFvBMMxYNlWMJRpjYoVY3ppnvjcoDGP6Y9heewJ3+qbrszVfYKmufczHfioD2+ZV6JWLMcbehj5xGL13K8aDf0G1jDbnCQB0Vjq2/z4LHp5YHjM/L4oKsX7ybzh9rMZ9Pfj6ulrjrck9C9+l07DB+DcPIzc1ja/+/Byb3q2tI3DVXv/jmFrLqM5XYNxwp/lI1G3fo9ckYFxzC/rUUXTiDowZT6Ei2zqO4exz2N5/0XUbfYaiWrev9bGfKqiWGzANdfy6q6Hi8XRjct123TBGTAJloPf8iN68HDV4HDolGY7sMRs/J9wH3r5gtcfy7rPme6M7YwyfCAp0ygn0ioU19zzqXflxs41Sv7KzjJr+q+tOYNuUULeL58vMGDjhF5fzy9UgMRPorbWe6bRsHfCU1nqD/fX71N4g8TyQq7V+3mnZMWAYEIujQWIgEKG1/kIpNY9aGiSUUmOAl4GhWmunGbaq5laDRENxapBoErzcqGQ1lNI6zORd30ouduTQZVZLg0SDqmMX3npVTYNEo6miK7JoglIrT1LaaC6yQeJycqdBoiHV1iDRkNxqkGgoTay7cW0NEg2prg0S9cmdBomGVGuDxP+v3GmQaEhVNEg0pl9lg8SPS5vOD28VjAHjf3E5r+9JLS+YCiRUWPYZMK2KsjWZUsV2EnCaJBNAa71Ja/3FRWz3dSAA+M7+KNAaHzsqhBBCCCGEEEKI+lXnSS0r9o6wLxtWxbJXK7y+y41tVxr4rLV+xOnl2irWz6vw+jgQX2FZh9r2LYQQQgghhBBCiMun3p6yIYQQQgghhBBC/GqpyzXA4P9fTaJBQinVHag460+x1vqqxohHCCGEEEIIIYQQl1eTaJDQWu8BejV2HEIIIYQQQgghhGgYTaJBQgghhBBCCCGEaNKMX9xDLJo8GQQjhBBCCCGEEEKIBicNEkIIIYQQQgghhGhwMmRDCCGEEEIIIYSojTxlo95JRoUQQgghhBBCCNHgpEFCCCGEEEIIIYQQDU4aJIQQQgghhBBCCNHgZA4JIYQQQgghhBCiNkoe+1nfpIeEEEIIIYQQQgghGpz0kHCDLipq7BDKqabWKmexNHYEDiW6sSNwsFobOwLhjrLSxo7AVVBoY0fgkJne2BE0Xbm5jR2BQxP6TbDEd2nsEFzYDh5q7BAc/HwbOwIHjyZW9fP2buwIyr3+xzGNHUK5B/+2vLFDcPH63BsbO4RyKjCwsUNwsNkaOwIhfvGa2K+SEEIIIYQQQgjRBMljP+udZFQIIYQQQgghhBANThokhBBCCCGEEEII0eBkyIYQQgghhBBCCFGbJjR306+F9JAQQgghhBBCCCFEg5MGCSGEEEIIIYQQQjQ4GbIhhBBCCCGEEELURp6yUe8ko0IIIYQQQgghhGhw0iAhhBBCCCGEEEKIBidDNoQQQgghhBBCiNoY8pSN+iY9JIQQQgghhBBCCNHgpEFCCCGEEEIIIYQQDU6GbNQT1aE7xvV3gDKw7ViL3vC16/qBYzD6DAObFV2Qhy3hLcjJAMCY/kdU6/boE4ewffSy2/vUWvPcl+tZfzCZZp4ePHfLKLpGRVQqt+9UGnOWrKKotIwhcdHMuXEISimyC4t4dMFyTmflEhUSyMu3jSHI14e888U8/slKzmbnUWbV3D3kCm7u1xWAM1l5PP3ZalKy80HBf2bdQlRYUM0xfr6a9YlJNPP05LnbrqNrm8jKMZ5MYc6Cb80Yu7Zjzs0jUcrRJerdNVt5aelafpj/ICH+vrXn5asNjrxMHllzXsqsZl5uuNqRl4UrHHmZdi1Bvj6s3pfEa99tQSmFh6F44oar6RPTCoD4J/9Fx8gwAFoF+/OvW0dWGduGw6d4fvlmrDYbk3rHMePqni7rS8qsPJGwjn1nzhHs68PLk4YTFRLApqOneXnVNkqtNjwtBrNHX0n/dua+l+1N4j/rf8aqNUM7tmH2NVfWmB+XPC1ewfp9h2nm5clz08fTtW3LynlKPsOc/31JUWkpQ7p1ZM4t16KU4pG3P+VYqnkM5xUWEeDrQ8LcmWTnF/LwW0vYk3yGCf178dSU69yPZ8lK1u87asZzx7iq4zlxljkffkVRSRlDurVnzuRrUErx+jfr+fSHn8qPj4dvHM7Q+A4AHDydyryPl5F/vhjDUCx+7Dd4e1Z/+tNa89xn3zliuX1c1cftibPM+egbe27aM2fiaDOWbzfw6aafHbHcMJSh3Tqw+/gZ/rxomX0n8NuxgxnVM672vNThcwL46PutLFy7DYvFYGh8B2bfPJqSMivzFn7NvuSzGErx5C3XcmWnmErb3XDoBM9/sxGrTTOpbxdmDO3tsr6kzMoTn65m3+l085idMpqokEAA/rtuJ59t34/FUMwZN5jBHdsC8OGm3SzZlogGJvftwvRB5vdg+Z6j/GvNNpLSs/hk1kTiW1f+3l6OeEb97SP8vD0xlMLDMFjy20kA7D9zjme+XEdxqRUPw+BPN15NjzYtavy8AIjtijFyMiiF3r0JvWWl6/rWHTBGToLwKGxfvguHfnKsCwjBGHM7BIaA1tg+/RfkZta+z5rEdDX3pwz07h/QW7+rHM+IiWY8X73nEo/x6Gtw7oz5IjcTW8J/6hTKhhPpPL9xP1atmdSlNTN6t3dZv/1MJs//sJ9DGXm8NLon17Y3j/XTeed5aPlOrFpTZtPc1j2aKd3a1imWilTXPlhumWn+jv+wAtvKJS7rjavHYgwdZ/6OFxdhXfAqpJysv/3H9cIYfzcYBrYtq9Hff+G6fsg4jKtGgtWGLsjFtvhfkHUOAMuLn8DZEwDo7HPY3vtr3WLp1BPjhjvNXGxbg173pev6wWMx+o1w1Gk+fROyz0Fwcyy3PwKGARYLtk0r0FtW1S2WJpQXsOdm/N1mbrauRq9d6rr+6usxrhxp5iY/F9uSN8zcXODdDMvsV9B7t2Jb+m6d46nJHe/8i+7jxpCXls5fuve/rPtSHXtgjL3D/Jx2rEWv/8p1/cDrMPoOc6oH/xeyMyCyLZYb7wbvZqBt2NYuRe/dUveAmtJ5OLYrxqhbwDDQu35Ab17hur5NB4yRt0BEFLal78DBnY51gSEY190BASEA2Ja8Xn794K6mVL8SoipyxNQHpTBuuBPr+3+F3Ewss/4P64GdkH7GUeZsMtY3n4bSElS/kRjXTjF/NAG98Ru0pzeq3/CL2u36g8kkn8tm+R/vYPeJVJ5JWMsnD95Sqdz/JXzPMzcPp2fbSGa++yUbDiYzpHMMb6/dQf8OrZkxvC9vfb+dt9fu4NGxg1j4427aR4Ty77tuIDP/PGNf+pBxV8Th5WHhycXfMXN4XwZ2aktBcQlGs5obB9YnJpGcnsXyp2awO/kszyz5jk8euaNyjItX8syt19IzphUz//MpG/YfY0jXdmbqsnL58eBxWtovKtzOy+zb2X0ylWe+WMcnv51ceZ9frHXk5b2v2HDoBEPioh15GdaHt9bu4O11O3n0uoH079CaEV1jUUpx8Ow5Hlm4nG8evR0Ab08PEh6a4th40flK+7PabDz77SbevmMMLQL9uPWtLxke15YOESHlZT7beZBAH29WPHQL3+45yt9XbePlySMI9vXm31NHExHox+HUTGZ8tIK1j04lu7CIv63cyqczxxPq14wnE9bxY9IZBtgbK2rM074jJKdlsPyZB9l97DTPfPwNnzx+b+U8ffwtz9x2PT1jWzPz9YVs2HeEIfEdefneSeVl/vrpSgKaeQPg5enB724YzuEzaRw5k15rHI54jpKcnsnyefez+/gZnlm0nE8eu7tyPIuW8czUsfSMjWLmvxexIfEoQ7qZP4zTR1zFb0a5VrrKrDYef/9LXrjzRjq3bkF2fiEelpo7h61PPEpyWhbLn55lxvLJcj6ZfVflWD5ZwTNTx9AzJoqZbyxmQ2ISQ7qZF1jTh1/Jb0Ze5VK+Y6twlvzxbjwsBuk5+Ux44R2GxXesMZ66fk5bDh5jza6DfPHUTLw8PcjILQDg041mhWfpn2aRkVvAzNcXsviJezGcxkZabTae/WoDb999g3nMvvEZw7vE0CEitLzMZ9v3m8fso7fx7e7D/H3FZl6ecg1H0jJZtvsIXz00hbTcAu557yu+/cNUktKzWLItkU/un4inxcJ9H3zNkLhoYpoH07FFKK9Ou5Z5S9dXmYvLEY/FMHP//j03EuLXzGV/f1/xIw8M78uQuGjWHUzm7ys288G946v9rADz92DUrdgWvwp52RjTH0cf2Q0ZKY4yuZnYvv0Q1W9Upbcb19+J7cflkHwAPL1B22reX22Uwhh9C7bFr5nx3PEY+uieyvEsqzoeykqxffB83WKws9o0z27Yx9s3XEkLPx9u/WwTw2Mi6BAaUF6mpb8Pz43ozns/H3N5b7ivNwtv7o+XxUJBaRnjP9nIiJgIIvx86iU2lIFlygOUvToXss7h8cQ/sO3e7NLgYNv2PbYN35rFe1yFZdIMrK8/XW/7Nybci/W//wc5mVgeegFr4nZIPeUoc/oY1n88btYjBlyDcf0d2D56xVxXWoL1lT/WUywKY/xvsL4zH3IysDz4HNb9OyDttKPMmeNYX59jxnLVaIzrbsP28T8hLwvrG0+DtQy8vLH84SWsiTsgL+sSY2lCeQEzNxPuwfrWs2Zufve8GU/F3Lz6hBlP/9EY19+ObcE/ylcb196KTkqsv5hq8OP7C1j7+n+56391a0is1YV68HsvOOrB+3dUqAcfx/rGn8y8XDkS49qp2D553fyMPnsTMlIhIBjLA89iPbIHigrrFk9TOQ8rhXHNVGyLzO+HcdeT6MO7IeOsUyxZ2L75AHXV6MqxjLsb26ZlcHz/JcfSlOpXvwry2M96V+eMKqWsSqmflVJ7lVJLlFK+TusmKKW0Uqqz/bWPUuqAUqq7U5nHlFJv1rKPPyilipRSQU7Lhtm3fY/Tsivsy2Yrpf5ljytRKXXe/u+flVKTlFJ/UUrttr9eqZSq/eqtJq3bozNSISsdrFZsezajuvRxKaKP7YfSEvPfp46gAh0VaJ2UCMWVL2Brs2ZfEuP7dEEpRc/oSPLOF5Nuv9i4ID23gPziEnpFt0Qpxfg+XVi9L6n8/Tf16QLATU7LlVIUFJeitaawpIQgXx88DIMjqZlYbTYGdjLvSvl5ex14YJ0AACAASURBVNHMy7PmGPceYXy/bmaMMa3IO19Eek6+a4w5+eQXldArNsqMsV83Vu85XL7+rwlrePTGYSg355BZk3iM8b07m/ts62Zeend25CXxGDf17mzmxWm5n7dX+R3n8yWlKC5uUps9p9NpGxpIm9BAvDwsXBffjjUHT7jGfvAEN/UyT/7XdI1lc9IZtNZ0bdmciEA/ADpEhFBcZqWkzMrJrDxiwoIItV9IDWjXiu8SXSvy1eZp10HG9+9p5qlda/IKi0nPyXPNU04e+UXF9GrXxsxT/56s3nXQpYzWmhU7ExnbLx4AX28v+nRoe9Et5Gt2H2L8VT3MeGKj7MdKVfGU0KtdazOeq3qwetehGrf7w/4kOkVF0Lm1eWc72N+3/CK02lj2HGb8lfFOsRRXc9wW0yvWHsuV8azeU3Mszbw8y3+si0vL3Dqm6/o5LVq/g3uvHYSX/fMIsx9HR8+m0z8utnxZgK83e0+ccdnunlNptA0NchyzPTqwZv9x1/j2H+em3mYvj2u6tWfz0dNorVmz/zjX9eiAl4eF1qGBtA0NYs+pNI6mZdOzTYvyXPSLacVq+zHbPiKE2PAQqnM54qmJwjwXAuQXlRARUHMDLAAtYyA73byDZbOi9+9AdXDtCUVuJqSfrlyxDIs07ywnHzBflxZDWWnt+6wtniyneA7sQHXoUUU8Z0Druu2rFnvSsmkb5EebQF+8LAbXdWjJmuOun0FUoC9xYYEYFb4cXhYDL4sFgFKrDVs9x6piOqHTz8C5FLCWYdu+HqPnANdCzg3NXvXUEHJB2w7ojBTITDP3//MPqG79XIroo/sc9Yjkw6igsPqN4YI2zrFYse3ahOra1zWWpERHLCcPo4LsdRqr1WyMAPDwxO0f7uo0pbyAmZtzFXJTUzwnnHIDEBUL/kHoQ7suX4xOjmzYRGHmJTYGXYyLrQefdKoHZ6SYjREAedmQnwN+AdRJUzoPt4yBrDTIOWfGkrgN1bHCOTgnwx5LhfNaWEvz4vf4/jrF0pTqV0JUpT56SJzXWvcCUEotAGYBF8YdTAU2AlOAeVrrIqXUw8C/lVJDgFbATKBv5c26mApsAyYA7zst3wPcCrxjfz0F2AWgtf6tPaYY4OsLMdqXrdRa/8n+798DT9vjviQqMARynLpy5WSaQzCqKW/0Hort8O5L3V25tNwCIoP8y1+3CPInNTefcPsFB0Bqbj4tXMr4kWa/OM/ILywvGx7oR2aBWdm6bWAPfvv+1wyd/y4FxaW8PO1aDENx/FwWAT7e/P5/33AqK5cBHdrwyISRNZ580rLziAx29GxoERRAak4e4U4xpebk0SLY8ePTIjiAtGzzRLlmz2EiggLoXMWQi+rzkk9k8MXmxZ+03Pyq85LvqISu2nuUV1b8SEb+ed68a1z58pKyMia/9gkWw+DeYX0Y1b5yV7jU3EIinWKIDPRl96n0CmUKiAw04/KwGAT4eJFdWEyI013AlYnH6RIZhpeHhbahgRw7l83prDxaBPqx+sAJSq1W9/KUnUekU6+TFiEBpGbnER7k+CxSs/No4fz5OX02F+w4coKwAD9iIupWCUzLqXCsBAdWE0+FY8XpR3Xhuu18uWUP3dpG8tjEUQT5NiM5LRMFzHj9YzLzCxjbpxv3jK5woVExloq5Ca7uuHWN1zk3C9fv4Mute+jWtiWPTRhBkK/ZaLTr+GmeWvAtZzJz+Ov0G2q9m1DXz+l4WgY7jpzgn1+uwdvTgz/ePJruMVHEtW7Bmt0HGds3npSsHBJPnCUlM5ceMVGO7eYWEBnkfMz6sfuk6wVkam5++XnIccwWkZZTQI+2juENLYL8SM0toGOLUP753RayC4vw9rCw/tAJukWF15iDyxkPmNdM9773NUrBLf26ccuV5hC1J64fxIz3v+Zvyzdhs8GCmRNqD9I/GO18NzgvC1rFuPX3EdICis9j3HQfBIWhkw+g131Rt4aCSvFkmxVkd3l4YNzxGNhs2LashCOX/tuVWlBEpNO5LNLPh91p2W6//2z+ee7/ZgcncguYPaBz/fWOAAgOK+/mD6CzzqFiKw+nMoaOwxg5ASwelP3jyXrbvQoKde3Wn52Biu5YfT3iqhHYDjh1MffwwvLQX8FmxbYmAb1v26XHEhjq2iU8JxPVpkP1sfQdju3Qz44FQWFY7noMwiKxfbvg0ntH0LTyUh6PS24yUG1qiKffCGwH7LlRCsu46VgXvY7qEF+nOJqaSvXg3FrqwX2GYjtcRaNMVDuweJgNPnXRlM7DASGVz8GtYt17b2gEFBdiTJgJwWHo4wfQaxMuOpamVL8Soir1PWRjA9ADQCnlDwwChgNfAvMAtNbLlVK/AaYD12M2VFT7a6WUag/4A38E5uDaIHECCFRKtQDSgDHAt7UFqbXOdXrpB9WeM91U1R2Aqjepeg5ERcVie2d+3XYJ6Cr2UfGufVXnrNpuWGw8eILOrcJ5774JnMjI4d63l9InNgqrVbPj2Bk+e2gKLYMDeHThcr7YspeJA3pUu62qsqCUOzEqzpeU8p/vNvP2/ZWHodSkyu25kxc3ejyMim/PqPj2bE86zavfbeHde28CYPUTdxIR6M/JjBzufusLOk0fQ9tQ1yEmVR4RFXNRS5HDaVm8vGobb90xBoCgZt48PW4Qj3z6PYaCXm1acCorr4qtVFb18VOhTBWJqnj8fLNtb3nviLqoel9u5Mf+/ylX9+b+6wajULz69Vpe/GwV8++4gTKbjZ1JJ1n82G/w8fLkN68uoGubSAZ0rr5CUPXx4X68Uwb35v4xg8xYvlnPiwlrmH/b9QD0jIniq7kzOJpyjjkffs3VXdvXPJ9FHT8nq9VGbmERix67hz3JZ3jk7c9Y+ZffcfPAK0hKOcfkF96iVWgQvdq1wVKhcaTKOk+FnVf3Ha8u7vYRIdw75AruefcrfL09iYsMw8PNOyqXIx6ABfdNICLQj4z8Qu5972vahQfTN7YVi7bu44mxA7kmvj3L9hzhTwnf8+5vbqw5SPd/DiozDGjdAdv7z0FuFsaN90D8APSeTW5uwF3u/+TZ3vwTFORAUBjGrQ9hO3fG9QKxznt1/w56S/9mfHHrYNIKivjd8p1c0y6S5r7elxRL5TCqiKOKA8627mts675G9RuGZewUrB+4P+9TLQG4tX8A1ftqVOv22P7tGC5inT8LcrMgNALLrHlYU0447jrXQyjVfnq9BqNat8P2n2ccC3MysP7zcQgIwTL9Uax7t5h3vesrmMbKS3XxVJebK642c/PmPPP1gGvMxpKLHP//y1DV51RNyZ6DUFHtsL39rOsK/2Ask+43h2/UtQdUkz8PuxmMYYHWHbG9Nx9yMzFuuhe6D0DvvrhYmlL96lehrj2/RCX11iChlPIArgOW2xfdBCzXWh9SSmUqpXprrS/M0vIwsBU4rLX+sJZNTwU+xmzsiFNKRWitnZtOPwUmAz8BO4FiN+Odj9kokoPZaFJx/X3AfQD/HnsVM3p3rHZbOjfTtUteUCg6r/JdH9WuG8bQG7G+85yjS+NFWrhpN0u27gOge+sIUpy6kafm5Jd3678gMsifVJcyBYQHmGXC/H1Jzy0gPNCP9NyC8m7/CTsSuXdYH5RSRDcPpnVoIEnpmUQG+dMlKpw29kksR3Zrx65TqUysGOOGnSz50byL1r1tJCnZuU77zyMi0N+lfGSwece3vEy2eSf65LlsTmfkMOHF98qXT/zbB3zy6B2EV9jGwg07WfLDz468ZF9sXhw9KCrlxd91XDlA33ZRnFyyiqyC84T4NSv/m9qEBXFluyj2n82o1CARGehLitPQkZTcwkpdwCMD/UjJzScyyI8yq428ohKC7HMzpOQU8PtFq3h+wlCXbQ+Pa8vwOHMYzeLtB7DUcKJcuHYbS34wv4bdo1uRkuX02WTlERHs2k0yMiSQVOfPr0KLepnVxqqfD7DkyRnV7rMmC9dtZ8kPPznicdlXLhFB7hwrZjzNnY6JyYOu4P43Fpe/p1+H6PLJmIZ0a0/iyZRKP5gL1+9gySb7MdS2pWtusvOICKqQm+CKuckt70HR3Ol4mzywJ/f/x3VyPID2kc1p5u3J4bPpxFeYXKo+P6fIkEBGX2EOYeoRE4WhFFn5hYQG+PHE5GvL3zPtb+8S7TQXA0BkkB8pOc7HbEHl71KgPyk5Zq8E52O2RZB/hfOT470T+3ZhYl9zuNgrKzeX9wqqzeWKJ8Lpuz+yayy7T6XRN7YVS3ceZM71gwAYE9+epxPW1h5kXjYqIMRRuQsIcf9iLC8LUk+WX7Dow7vMO2l73Ht7lfIrxhN8cReHBfayORnok4chos0lN0hE+vmQUlBU/jqloIgIv4tvUIjw86F9iD87zmaWT3pZZ1nnIKR5+UsV0tz1jm8Fevs61NTf1s++AZ2TgQp27J/gMHRu5Xs1qmN3jJETHfM0XHChbGYa+ug+VFSs2YX+kmLJdB32EBRadSwd4jFGTMD6n2eqrtPkZaFTT6FiOl/yJIVNKS/l8bjkppp4OnQ3c/PmvPJ4VHQnVEwXGHANePuAxQOjpAjbsoWXHE9TUakeHBjq2ivATrW/UA+e7/o5eTfDMn02tlVL4NTRugfUlM7DeVmVz8FVXCNUG0vaSXO4B5hDfVrFArU3SDSl+pUQtamPgT7NlFI/A9sxeyxcGD4xFVhk//ci+2sAtNZngDXAG25sfwqwSGttAz7HbHxwtti+7ELDhVu01nO11m2ABcCDVaz/r9a6r9a6b02NEQCcTkKFRUJwOFgsGN37ow/sdC3TMhpj/N1YP3oFCnKr3o4bpg3sQcLDU0l4eCoju7Vj6Y79aK3ZlZxCgI+Xy7AEMIcc+Hl7sSs5Ba01S3fsZ0Q3c7LI4V1j+WKHOS7tC6flLYMD2HzEnDDqXF4hx9KzaBMaRHybCHLPF5UPYdh85BTtIyt30592dW8SHruLhMfuYmT3jizdts+M8fgZAny8Xbq9A4QH+ZsxHjfnS1i6bR8j4jvQqVU4G+c/yKo/z2LVn2fRIjiAz/54Z6XGiPJ9PjSFhIemmHnZecDc54la8nLCnpedBxjRNdaRl53m2MEvnJYnn8sub2VOPJ1GqdVGsK8POYVFlJSZwySyCs6zM/ks7cODK8UY3yqc5IxcTmXlUVJmZdnepPKGhAuGx7Xli5+PALAy8RhXxbZCKUXu+WLuX7iSP4zqS++2rrP8Z9g/j5zzxXy8bT+Telf/1IZpw/qRMHcmCXNnMrJnHEs37zLzlHSKgGbeLo0N5mcTgJ+PN7uSTpl52ryLEU5PhfjxQBKxkWEuQwouxrShfUmYM4OEOTMY2bMTS7fsNuM5drr6eLy92HXMnBdg6ZbdjOjRCcBlPOSqXQfp2MocBjCoazsOnknlfEkpZVYb2w6foEPL5lQ0bUgfEp64h4Qn7mFkj04s3brXEUt1x62PUyxb9zKie0d7LI4L31W7DtGxpRnLqXPZlFnN8aqnM3M4lppJVGjlp9TU5+c0omccWw6aczQcT82g1GolxN+X8yWlFBab43k37T+KxTDo0NJ16ER8VATJGdmcysw1j9ndRxjeOcalzPAuMXyx05yvYuW+o1zVzpwLZnjnGJbtPkJJmZVTmbkkZ2TT3f7UjIx8c7KyM9l5rNp3jLE9aznHXsZ4CktKKbDnobCklE1HTtKxhVmxjgj0Zdsxc16NzUmnia7hiULlziZDSAQEhYFhQXXpY06m5o6UZPDxhWb2Yy06znXis0tRMZ7OfdBH3KxZezczu08DNPNDRbWrUzzxEUEkZxdwKreQEquNZUfOMjzGveF4KfnnKbKfZ3OKS/kpJYvYYPcastyhkw+hIlpBWAvzQrHvEHNSS2fhjummVHw/dNoZ6s3JI6jmLc0u2hYPjF6DKg8vaBWLMXGmOXFgvlM9opmf43PyDUDFdEY7T/p4sU4dNes0IfY6Tc+B6MQdFWKJwZgwA+sHf3Ot0wSGmnNH2ONS0XHm3ByXqinlBczcNG9ZITfbK8QTgzFxBtYPXnTJje3j17A+/wDWFx7E9vWH6B3rfxWNEYCjHhxSWz34N1gXvOx6zFgsGNMexvbTBvS+rfUTT1M6D59NNo/fC7F07ed+LGePX3IsTal+JURtVFXdeC5qA0rla639KywLA05hDqPQgMX+/2ht36FS6n3MuR0+rWHbPTDnjrjw7fMCkrTWg5VSw4DZWutxSqlVQBugK/AnIF9r/ZJ9GzH2/VTZp1wpFQ18U916gLI/3VFrklTHnhhjbzMfd7RzPXrdlxgjbkafOYY+8BPGXY+jWrQpbxXVORnYFpizQFvueQrCW5qTZBXmY/vi7WorjKqPY9Z+rTXPLl3HxoPJ+Hh5Mn/ySOLtE8tM+MfHJDxstgHtPZXKnMWrKC4t4+q4aOaOH2o+3rLgPH9YsJyz2Xm0DA7glduvI9jXh7TcfOYsXkV6XiFaa+4d1ocb7ZM8bjp0ghe/2YgGukWFM2/a9Xh5WKrNi9aaZz9dxcb9x/Dx8mD+tOvK7wZPePF9Eh67y4zxxFnmLFhmxtg1lrkTR1XqTjbqmTdZ8uj06h/7eb7QKS/r2XgoGR9PD9e8/HNR+dMw9p5KZc6S1Y68XHgcasF5/rBwhSMvt40h2NeHt9fuYOnOg3hYDHw8LcweO4g+Ma34Kfks8z7/HkMpbFozfXAvJnavunV43aGTvLB8MzatmXBFJ2YN6cVra3bQrVVzRnSOpri0jMcT1rH/bAbBzbx5adJw2oQG8ua6n3hr426XnhFv3zGGMP9mzP70ew6kmHfyHhjai7Hd21fecYuoSou01jy7aBkbE4+ax8/0G4mPNivcE+b/h4S5M808JZ9hzgdLzTx168DcW8eUfzZzPlhKj9gopgxxnQZm1Nx/kl9UTKnVSmAzH976/e2Oi11b1XNcaK15dvEKRzy3j3PE89xbJMyZ4Yjnw68pLi3l6q7tmWt/vOXj7y/lwOlUFIqosCDmTb2u/Af3y617eGvFJpRSDOnWntkT7I9ltVU9W7XWmmeXrGTj/iR8PD2Zf/v1juP2hXdIeMKcS3fvibPM+ehrMzdd2jHX/oisx//3JQdOpaEURIUGMW/KdYQH+ZtxfLcZD4uBoRT3jxnMqJ6dHDv2qDxJbF0/p5IyK099+CUHTqbg6WHhjzePpn/nWE5nZDPj1QUYhiIiKIC/3HEDUWFODWmZ5vwm6w4m88I3P5jHbO/OzBreh9dWbaVbVDgjusSax+ynq9l/5hzBzXx4acpo2tiP0ze/30HCzgNYDMUTYwcxJC4agNv/m0B2YTGeFoPHxg5kQPvWAKzal8T8rzeSWXCeQB9vOrdszlt3O+ZquRzxnMzM5fcLzI59ZTYb1/foyKzh5mRsO46fLX/EqJeHhadvHGLOd5FU80RftOuGMcL+mM09P6I3L0cNHodOSYYjeyAyGmPCfeDtC9ZSKMjF9q69+3J0Z4zhE0GBTjmBXrGw2u8M4F7X0dhu5mM9jQvxrEANuh6dcgKO7oHItuZ46fJ48rC996x5oXfNVLP7tFLoHd+j9/xY/X48a57kGGBdchov/LDf/Pw6t2ZWnw68tvUQ3cKDGBHbgj1p2fx++U5yi8vwshg09/XmqylXs+nkOV7cdAClzHCmdW/LLV1rfuyn7WAtn1MFqltfLJNnmr/jm1ZiW/4Jxrjb0ScOo3dvwZg8E6NzL7CWoQvzsX7yRvkjJWvdtl/tE6Kqzlc4Hie5bQ169efmExlOHkUnbse472lUy7bld/3LH2MZHYdl0n3ln5NtwzforWuq35FH7Z1jVVwvjHF3mrnY/j36+y8wRk9Gn0pC79+Bcc9cVKRTnSb7HLb/vWR/BPrt5dux/bgSvXV1zTsrq7nHaIPlBczu+rXlpvMV5iNRDQPbtu/RaxIwrrkFfeooOnEHxoynUJFtXXPz/ouu2+gz1BxeUsNjPx/82/Jq17nrnoXv0mnYYPybh5GbmsZXf36OTe/W1jG5aq/PrXm4murUE2Ps7fbHfq4z68EjJ6JPH0Mf2Ilx9xOu9eDsDGwLXkb1HIRx8wyXJ5VYP/sPpFT/3VKBbtwEaajzcDX1CNdY4jFGTTZj2b0J/eMy1NU3oM8mm/PyREZj3DzLbHywlkJ+LrZ3/s98b0wX8/yNQqeeQC/7qObfhL4DKy1qlPqVnWXU9F/d+Abb3vWXdwboOjLih/zicn65GiRmAr211jOdlq0DntJab7C/fp/aGySeB3K11s87LTsGDANicTRIDAQitNZfKKXmUUuDhFKqo9b6sP3fvwOGaq0dzzCswJ0GiYbi3CDRJPhUHs7QaM7X4RFR9a2Kx342qioaJBpNTT+kDc2dikRDqqJBotFkuv/I1v/v1NYg0ZCa0lhWNxokGtLFNkhcTu40SDQYNxokGlQtDRINqgk9IaA+GiTqU20NEg3JrQaJhtLU6hFVNEg0JmmQaHi/xAaJy/WrNBV4ocKyz4BpmHNBuGsK5rwUzhLsy8sHJGqtL3ammReUUnGADUimDk/YEEIIIYQQQgghxMWrc4NExd4R9mXDqlj2aoXXd7mx7Ur93rXWjzi9XFvF+nkVXh8H4issqzgPoxBCCCGEEEIIUb2m1DPxV6Lp9E0TQgghhBBCCCHE/zeaxEBCpVR3oOIsO8Va6yY2YYIQQgghhBBCCCHqQ5NokNBa7wF6NXYcQgghhBBCCCFElZQMMKhvklEhhBBCCCGEEEI0OGmQEEIIIYQQQgghRINrEkM2hBBCCCGEEEKIJs2Q+/n1TTIqhBBCCCGEEEKIBicNEkIIIYQQQgghhGhw0iAhhBBCCCGEEEKIBidzSAghhBBCCCGEELVQSjV2CL860kNCCCGEEEIIIYQQDU56SLhBWSyNHYKD1o0dgaumFI/RhD6npnTMAGhbY0fgYLU2dgRNV0lRY0fgEBza2BE4ZKY3dgRNV1O6U2NrQucZwIjr1NghlNOHDjd2CA6+zRo7AhfK37+xQ3Dw9GzsCMq9PvfGxg7BxYPzv2zsEMr968U7GjsEB3nighB1Jg0SQgghhBBCCCFEbZQ0QtU3yagQQgghhBBCCCEanDRICCGEEEIIIYQQosHJkA0hhBBCCCGEEKI2TWnupl8J6SEhhBBCCCGEEEKIBicNEkIIIYQQQgghhGhwMmRDCCGEEEIIIYSojTxlo95JRoUQQgghhBBCCNHgpEFCCCGEEEIIIYQQDU6GbAghhBBCCCGEELWRp2zUO+khIYQQQgghhBBCiAYnDRJCCCGEEEIIIYRocDJk43Lo0B1jzDQwDPTO9eiN37isVgOuRfUeAjYbFORhW/oO5GRc9G601jz31QbWH0ymmacHz00eSdeoiErl9p1KY86SVRSVWRkSF82cG65GKUV2YRGPLlzB6axcokICeXnatQT5+vDVTwd5Z91OAHy9PHn6pmF0/n/snXdYFVf6xz9nLgJKF0EUFQVsWKMmpomKNZbYa2JM0/SySdb8QppmE7PJZpNNNV0To2uJojHG3o3GGhU7FlBRinQslDvn98dc4V64wKUI7O75PI+P3pkzc76+58yZM++8553GDbiUnsUri9ZzOesqQgjG3taOSX1vt69r6Ua2Hjtj6Jo4iLCmDYvrOp9A5PxVXM/LJ7xtMJEjIxBC8Mlv29kYHYMQAl+PesycOAh/L3eyruXw8k8ruZSWSb6u81DvWxnZvYNjdvplC1uPxxp6xvYnrIk9OyUSuWidoadNcyLv7YkQgtWHYvh83R+cSUpl4dPjaW/5vxw6l8CbSzYUHP9Uv+70bR9aqpZtMed5d+UOzFIyumsbpoR3ttmfm2/m/5Zs4sjFy3jXc+HDsX0J9PFgx6kLfLhuN3n5Zuo4mXhpQHduDw4E4F/rdvPLgRgyruew7/WHy7SHjV0Wr2XrkVPUrVOHmQ8MJaxZo+J2OXeJyB9/MezSLpTIMf0RlnC1nzbtYf6WPZhMGj3bteSlkX0KjruYmsHQv33JU4PCebjfHY7pWbKerUdPU9e5DjPvG0xY0wA7ehKInLeS63l5hIeFEDmqb4EegO837OKD5Zv4feaz+LjX47sNu/h17xEAzLrOmYQUts98Fm+3utWuBWB3TBzvLt1AvlnHx60uPz53X9l2WbqBrUfPGO103z32tZxPIHLeb0Y7hQUTObKPrZaNu/lg+WZ+f+dpfNzrsSE6hk9XbkdoAidN8H8j+tA1pEmpWgr0LF7L1iMW20waUnK/mbuC67n5hLcLKeg3n63cys+//1lgj+fv7U3P9qHkmc28MW8lR88nYDbr3Nu9A1MH3FWqlopeT+lXr/P8gnVExycz4pZWvDbk7oJjVkWf5qstf2LWJT1bN+WlAcXHuDJpEYbWZwwIgTy0A7lrre3+JqFofUaDXyD6L9/DyT8L93n4oA28Hzx9QEr0nz+HzNTya7CmeVu0iNEgNGT0DuTudUX0hKD1Hg1+jdF/nQ0nDxTs0l74BC5fNH5kpqEv+6ryWnqNNO6P0TuRe9bb7g8MMfb7NUZf+QPEHLDd7+yK9mAk8tQh5MafKyVl27lk3t1+zOg/bZswpUuIzf69F1N59/djnEzJ4oN+nRgQYvTz+KxrPLd6P2Ypydcl93UIYny7ZpXSAiDCuqKNmQpCQ9+xFrl2se3+iOFodw0A3YzMykD/6V+QmgyANvwhRPtuAOirFiD3baucltad0YY9BJqGvmsDctMy2/3hQ9C69wGzjrySib7oc0i7DIDp/YVw6RwAMv0y+uz3KqWlGNU0xyqR4HZo/ccb19OBbcidq233N22J1n8c+DdBj/oaju8v1BYxChHa0Rgbzh5Frl1QKSmiZUe0QZOMdtq3Gbl1he3+O+9B69bL6DNXsgw96SkQ0AzTvQ+BS12QOvrm5cjDuyqlpSwmffc5HYYMJCspmb91qMC4Wl6ahxnjrNCQh363M+6FokWMMsbhFbNtxmHtxU+txr1UaAEzcgAAIABJREFU9KhKjns1fE+4WfftFbsP8/36nQXHn7yYxM8vP0JbO3MUhaI0lEOiqhECbdAk9Ln/gMxUtClvIk/8CckXC4rIS3HIr2dAXi6iW29Ev7HIn2eVu6qtJ+KIu5zO6pfu59D5RGYs28LCp8YUK/fWss3MGNmbTs0CeGz2CradPEd46yC+3byP20ObMKVXV77ZvI9vt+znxXvupEl9T36YOgKveq5sPRHHm1GbWPjUGJw0jWmD7yIs0J8rObmM/nQhd7QPJTSgga2uY2eJS05j9auPcijuEjMWr2PhC/cX17V4HTPG9qdT88Y89tUSth07S3hYMA9H3Mqzg4wHhLlb9vHFmh1MH9uf+dv/JKShL19MGUlq9lUGzfyOIV3DcHYylW6n47GGnaZN5tC5BGZEbWThM+OL64naxIxRfQw7fb+cbSfiCG/TnJYNfflk0hCmL91gU75lgC+Ln52Ak0kjOfMKIz6aR6+2wTiZ7AcemXWdt1ds59sHB9PQ041xX0bRu00Qof4+BWWW7DuOZ10X1vxlPL8dOsU/1+7iw3F98a7nyhf3DcDf042YxFSm/PAbm6cZNu3dJoj7bm/PwH+Vb2Kz9chp4pJSWT39SQ7FxjNjwSoWTivu0Hjr36uYMXEwnVoE8tjnC9h29DTh7ULZdSKWjYdOsOzVqTjXcSIl64rNce/9vI4eYaU7aGz0HD1j9JvXH+NQ7EVmLFrDwhcnF9ezaA0zxg80+s2Xi9l27AzhYcaDxKW0THaeiKWRj2dB+Uf6dOeRPt0B2BQdw4+b95TqjLiZWjKvXuetRWv5+omxNK7vVcxmpWp5bYrV9TTJjpa1zBg3wHI9/VxwPZWk5fZWQUS0D0UIwYn4JF6Y8wsrX320bD1HThOXnMrq6U8YtlmwmoXTHiquZ8EqZkwYZPSbLwr7DcADEd15uIgzc83+Y+Tmm1n+6lSu5eYx9G9fMbhbOwJ9ve3qqMz15Oxk4pk+txKTmMqppMKJXfrV6/xjzR/8/MRI6rvV5ZUlm9h5Op47QgLLtEsBQqD1HYe+6BPISkd74GXkqUOQklBYJjMV/be5iFv7FjtcGzwZfedqiDsOdVxA6o7XXaKeseiLPzP03P9X5OnoInrS0FfNRdzap/jx+XnoP/69chqstUSMQV/yuaHlvpeQpw9DqpWWrDT0NfMQ3SLsn+LOQcgLpyotxaxL3t52hG+H3kZDN1fGLdlB7+b+hNb3KCjTyN2VmREdmH3grM2xfvVcmD/ydpxNJq7k5TNs4XYimvvj7+ZacUFCQxv3BOZPXoP0y5he/gjzoT8g4XxhmQtnMP/9ecjLQfQYhDbiYfTv3kO0vxWahmCe+Qw41cH0l/cwH9kL169VXMuIRzF//RZkpGJ67u+Yj+6FxAuFZeLPYv7Xy8Y85o7+aIMnof/0kbEvLxfzR3+tuC1K1VZ9c6wS6x84EX3+R5CZhvbwq8iYg3D5UmGZzFT0FbMR3QfYHhsYgmgSiv7NdABjbGjWCs6drLiWoZMxz/47ZKZievwtzMf22diCS7GYZ71u2OK2PmgDJqAv/MxooyVfQkoieHhjevJtzKei4frVimlxgJ1z5rH5s6958MdKPtw7ghBo/caiL/rUGGsmTbMz7qVaxr3i4zD5eeg/vFt1Wmr4nnCz7ttDb2vP0NvaA3AyPomnv1r8v+GM0NQCg6qm0hYVQpiFEAeEEIeFEIuFEPWs9o0QQkghRBvLb1chxHEhRAerMtOEEF+WUcdfhBDXhRBeVtt6Wc79iNW2WyzbXhJCfG7RdVQIcc3y7wNCiNFW5V+ylG9QtM4KExgMqYmQlgxmM/LwLkTrW2zLxB6HvFwA5IXTCM/6Fapq49GzDOvSBiEEnZoFkHUth+RM2wec5MwrZOfk0jmoEUIIhnVpw4YjZwqOH96lDQDDrbbfEtQIr3rGxKpT04YkZmQD4OfpVhCB4ebiTLBffZIs+2x0Rccw7NZ2hq7mjcm6dp3kIuWSM7LJvp5L5xaBhq5b27EhOgYAd1eXgnLXcvO48Y5XAFdycpFScjUnF696rjg5MChsPHqGYV3aGnqCGpVsp+vWdmrLhiOnAQhpWJ8WVg85N6jrXKfA+ZCTn19mjpvoC8k08/WiaX1PnJ1M3NMhhI3HYm21Ho9jeOdWAPRvF8wfZ+KRUhLWuAH+nm4AhPr7kJNvJjffDBht5OdRj/Ky8dAJhnXvYNilRROyrl4nOSPL1i4ZWWRfz6FzcBPDLt07sOHgCQAWbNvHowPuxLmO4df09XArOG79gRM0aeBNaCPHL62N0TEMu629RU+g0U52+01OYb+5rT0bDsUU7H9v6QZeHNarxLb4bf8xBnUNqzEtK/cdpV+n1jSubwxl1jYrUcvhU5W6ngDei9rIi/faanFzcS6IoLiWm+dwjqaNh04yrHtHK9uU1G9yrfpNRzYcLH3SLYTgWk4u+WadnNw86jiZcLMaC4pSmeupnnMdugYF4FLEmXk+NZPmvt7Utzis7ggJZN1R24fRMmnUHNKTjTeyuhl5bB8itJNtmcxUSI4vPrH0DTAmOnHHjd95OZCfV776ixLQ3HhzfUPP8f2IkI7F9Vy+CFJWrq4ytQTZ2ub4fkRIkSi30rT4N4V6HsY9tJJEJ6XTzMuNpp71cDZp3BPaiI2xSTZlAj3r0drXE63IxeFs0nA2GX0nz6yjV4XdmrdCJl80HlLM+ej7tiI62U7+5clDRp8A5NnjCG/L+BrQFBkTbUQE5OYg488iwrpWXEuzUGRKAqQmGVoO/I5od6utltNHCucxcTEIL9+K11ceqnGOZZfGLYyolPTLRh8+ugfRyjYyi4wUSIq304clONUBkxOY6oDJBFcyK66lSQgypdAWevQfiLa27S7PHiu0xflThbZISTCcEQBZ6ZCdAW4e3ExObdvB1dS0m1pHAY2aG3YpGGv2GZEp1mSmGs6bmz3u1YJ7ws26b1uzcu8RBnUre36lUNijKlw816SUnaWU7YFc4HGrfROA7cB4ACnldeB54AthEAg8BrxSRh0TgD3AiCLbo4FxVr/HAwctdT0lpewMDAJOWzR2llL+DCCEaAr0A86V9z9cKp4+SOtQqsw0I8yqBESXcMNTWgGSMrMJ8HYv+N3Qy53ETNsHlcTMbBp62ZZJspRJyb6Kn+Uh18/TjdTs4m9Tluw9So9WQcW2x6dmcuxiMh2Diod8JWVkE+BTeGNr6O1R4NQo0JWRTUNr7d4eNs6Nf63cRsT0L/l13zGesURL3NejC2cSU+j55iyGvTeHyBERaFrZT1FJGUXs5O1uX4+XbRl7zpaiHDyXwNB/zmXYh/N4c2REidERAImZVwjwKnwADfByI6nIG3LrMk4mDQ8XZ9Kv5tiUWXvkLG0bNSgzMqQsktKzCLB6Y97Qx5PEdNsbVGJ6Fg29PWzKJFnKxCalsu/Ueca9/z0PfPgj0bHGW5mrObl8t24HTw4KL5+ejCwCvIv2myJ6Moro8fYgyVJmY3QM/t7utAksvjwIjIfubcfO0K9T6xrTEpuUSubV60z+ZB6j35/N8t3RZWtJzyLA26qdvBzUkm6lxcuDNnaWc60/eJLB73zL418v4e0J95SpBW7YxkqPtwP9xso2APO37GX4O9/w6twVZFw1xp3+t7ShroszPSM/ps/rn/FQn+6lRrJU1fVkTTNfL85eTic+LYt8s86GY7EkODAO2ODujcyymnRnpYGHV8nlrfFpCDnX0IZPRZv8CqLXiMpn8/bwstWTXQ49AE5OaPdPQ5v4IhSd0JcXd29kVrqVlvRyaBFoPYcjty6vnAYLiVeuE2AV0RDg5krSlesOH38p+xrDF24nYu4mHr0luHLREYDw9i1Y8gBA2uVSH/K1O/ujH9lr/Ig/i9aum/H21M0T0aoj+PhVXItXfeOB+wbpKca2krR0j0A/bhVi7uSM6bn3MD0zs5gjo9JU4xzLLh7eyKwi9XvYj+IqRvwZZNxxtOc+QHvuH8gzR2zfkpcT4ekDGdZaUo1tJaB17Ykec7D4jsBgw0mSmlR8338qxcbhdHB3sJ3AGPcmTUO776UqGvdq9p5ws+7b1qzef5TB3dqVW5tCAVWf1HIbEAoghHAH7gIeweKQAJBSrgYuAQ8AHwHTpZQlukyFECGAO/AahmPCmnOAqxCioTBe9Q0EVjmo9SNgGlDFrlE7A0UJNYiOdyAat0D+7qjkIqe1c15RpH5HypTErtMXWLrnGC/eY7v+/0pOLs/NW8UrQ3vYRDMU1GnnXEXHT2mnlPV69+cH92Dj9McZ0rUt87YZ6y+3Hz9Lm0B/tsx4gqV/nczbSzaQfb3kh4uq1FMSnZoFsOLFSSx6ZjzfbNpLTl5+uXQU7S9228uqSExiKh+u3cX0YT3K1FYW9utyvP+YzTqZV6+z4K8P8dLIPrzw3RKklHz261YeiOiOm6tz5fU41J8NZ8NXa3fwzKCS7bL58Cm6tAgsc7nGzdRi1nWOnE9g1mNj+ObJccxas4PYpNLXgtrvv470G2FoWfdHgVOvKH07tWLlq4/y2SMj+OS37aXqKKyr7GvFrmbL3+N7dGHNjCdZ+sqj+Hm58/4SI4dAdOxFNCHYPPNZ1r71FHM27OL85ZLfplXF9VQUr7ouvDH0bl5YtJ5J3/1CY28PTOUNzbR3fkfvMpoGTULRNy1B//E9hFcDRPuy86+UW1A57nr6V2+g//Q++so5aL1HgVfVBRQaWhwTIzrfjTx71HBiVEW19mtx+PhG7nVZNu5uVk/syfIT8VwuxdHlGI7XLW7rjQhqiVy/BAB57E/0I3sxvfQB2sPTkGeOgW6uWi0ltJPo0gPRJAS5udBRZH7nccwfv4x53r+MPBS+9p3EVaethJKVnGNVtv5i+PghGjRC/2Qa+ifTEEFtoGnLatEiOt2FCAxGbrPNt4G7N6bRT2Be+vXNjxSocRz//+lfvo4+9330X2cb+Xe8KzHu1YJ7ws26b9/g4Nl4XJ3r0LJx8Rcf/5UIUbv//AdSZTkkhBBOwD3Ajew+w4HVUsqTQohUIUQXKeWNzD7PA7uBGCnl3DJOPQH4N4azo7UQwl9Kae3G/RkYA/wJ7AfKnBUIIe4F4qWUB0t66BRCTAWmAswacgdTurYq67QGmakIz/qFF7anj+ENLUpwGKLHUPQ574K55IfYoszfeYjFu48C0KGJPwnphW/vEjOyC8L6bxDgZRsNkJiRXRAV4etej+TMK/h5upGceYX67oUPaicuXeaNJRv56qGhNg9weWYzz/+0iiGdW9GvfWECsPnb9rN4p/EWokOzRiSkFXpVE9Oz8PcsjD4wdHmQaK09PatAlzWDu7blia+X8sw9dxO1+zCP9umOEIIgPx+a+HpxJjHVbpTG/B0HWbzrsKGnaUNbO6Vn29eTYVvGnp6SCGlYn7p16hCTkFKQ9LIoAZ5uJGQUvsFNyLiCf5GlFgFeRpkAL3fyzTpZObl41XWxlM/m2X+v491RvWlW35OKMH/LXhb/brzJ6hDUiIS0wnDRxLRM/L2K2MXHw8aLnpiWiZ8l2iTAx4N+nVsjhKBj80A0IUjLvsqh2HjW/nmMf0ZtIOvadYQQuNRx4r5exd+Uzd+6j8U7jTc2HZo1IiG9SL8pqse7iJ70LPy8PDh/OY34lAxGvPd9wfZR/5jDwhcfwM/S1r/tP1rqco3q0NLQ2wNvt7rUc3Gmnosz3UKacjw+ieb+tm8fba+nABLSrdopw871ZFeLO+cvpxta3p9tpeUHFr44qcAuAN1Cm3J+Xjpp2VcLklbZ6LHpN41t9aTb6Tcl2AaggVW9Y+66hSdmLQKMcM8eYSHUMZnw9XDjluAmHI67RNMG9t/4VfZ6KonebYLo3caIClu05xgmB6KwbMhKR3j4FN4DPHyMcGiHjk2DxPMFCfhkzEEjRLzsQBrH9biXQw/AFUvZjBTk+Rho2AQyLpd+TElkpyM8vK20eEO2gyHrjVogAoMRne4GZxfQnIzlCdtXlH2sHQLcXEmwiohIuHIdf7fS+4Y9/N1cCfFxZ9+l1IKklxVBpl9G+Fg99Pg0QNpJxChad0YbOA7zhy9DfuHcQa5eiHn1QgC0h/4KSReLHeuwloyUwuUgAN6+yMzi8xjRsgNan1GYZ71hO4+5UTY1CXn6CCKwhbG0oCq4yXOsMslKQ3gUqd9BJ5lofQsy/kzhspvThw0nwfmYMo60j8xMtY1c8axv+yb+Rr0h7dB63ov5u3dsbeFSF9MDL6GvXwwXTldIQ60lu+g47F25cc+/qW3UUHmooXtCddy3b7Bq31EGdVXREYqKUxUREnWFEAeAvRgRC99Ztk8AbmTZW4BVdIOU8iKwEXAky9B4YIGUUgeWYjgfrFlk2XbDcVEqlhwXrwJvlFZOSvm1lLKblLKbw84IgItnjbcB3g3AZEK0724kXLImoBnakAfR//0xXMmyf54SmHhHR6KeG0/Uc+Pp0y6Y5fuPI6Xk4LkEPFydiz1E+3m64ebizMFzCUgpWb7/OBFhLQDoHdaCZfuNdWnLrLZfTM/i2Z9W8fdx/WjuV/gwIKXk9Z83Euxfnwd72K7ZnNijC1HTHiRq2oP06RDK8j1HDF2xF/Go64JfkYHPz8vd0BV70dC15wgRHYw3BbHJhTfUTYdPE9zQuOE28vbgj5NxAFzOusLZpFSa+toPe5t4Zyei/nIfUX+5jz7tQli+/5ihJ+6SoceunepwMO6SxU7HiLAkBCyJC6kZ5JuN9X7xaZmcTU4jsBRHQftAP+JSMriQlkluvplV0acLHnxu0LtNEMsOGGv21h45Q3dLToDMazk8MXc1f+l3K12CKp4waGLPbkRFTiEqcgp9OrZm+a5owy5nL+BR17Xg5nMDPy8Po53OXjDssiuaiI7GkoeIjq3ZdSIWgNjEFPLyzfi41+OnFyez/u1nWP/2M0zqfRtTB9xl1xkBMDG8K1EvP0zUyw/Tp2NLlu8+bNETj4drCf3G1ZmDZ41cAMt3HyaiQ0taNfZn+8xnWT/9SdZPf5KG3h4s+euDBQ/dWdeus+fU+YI+VlNaIjq0ZN+ZC+Sbda7l5nEo7iIhDYuHZdteTy1tr6eStBS9ntqH0qqxH9vfeZr1bz7O+jcft2iZjJ+nO3HJaQVvTY6eTyDPbC4xesSm33RqxfJdhwptU9ellH5jsc2uQ0R0NMZR63Wr6w+eoGVjI7S8kY8nf5yMLcgRczD2IsEBJYesV+Z6Ko0Uy9K1jGs5/Hv3UUZ3bVNq+WJcigMff/DyBc2EaNvV8ZDxhDhwrQd1Le0b1BpSLpV+jCPn9PEr1NOmC/K0g3pc6hqh3AB13RCBwZUKMSfhHHj7gWf9Qi1nHPO2yFU/on87Hf27Gcgty5DHdlfYGQHQ3t+LuPQrXMi8Sq5ZZ9WpS/Ru7tjbvYTsa1y35PDJyMnjz4Q0Wni7l3FUGcSdRPgHGvMHkxNa13DkoSJfPWgSjDbxacyz3rJ9oBFa4fr/wOaIwObIY/upMOdPIRo0gvr+hpbOdyGP7LEt07gF2qjHjISK1k6lum6FfaaeB6J5G6R1MszKcpPnWGXXH2vYxauB0YfDbkWetLMMwh4ZqYhmrYz20kyIZq2Qlbm+488gfAOM69tkQutwO/J4kXZvFIQ27GHM8z60zVdhMqFNfB79z23II7srrqG2UnQcbtMVecpBz67dca8S7VRD94TquG8D6LpkzZ/HVP4IRaWoigiJa5ZcDQUIIXyBCKC9EEICJkAKIabJwrgh3fKnRIQQHYGWwDrLJNIZOAN8fqOMlDJBCJGHkQ/iOeDOMvSGAC2AG9ERTYD9QojbpJSVmGlZ0HX0335Cm/QSCA355zZIvojoPQJ58SycOGB8DsrZBW3sU8YxGSnGjbOchLcOYuvxOAb+Yy6udZx4Z0xhhvQRHy8g6jljpcwbw3sSuXgDOXn59GgdRHhrY9I+pWcX/jJ/DUv2HKWRtwcf3TcQgFnr95Bx5TpvLdsCgJMmWPzMOPbHXeKXP0/QKsCXER8bvqbnh/akZ5EH9/CwYLYeO8PAt7/B1bkO71itTR/x/hyipj1o6BrTj8j5q8jJy6NH22DC2xoOkY9WbOFsUhqagMb1vXhzTD8AnhhwJ5Hzf2PYe7OREl4YGm73bW4xO7VpztbjsQx87wdcnZ14x3I+gBEfzSPqL8ZnF98YEUHkonWGndoEEd6mOQDrD5/ineVbSM2+xhOzl9OmsR/fPDqC/Wcv8s3mvThpGpoQvD6iNz6lLAdwMmm8OuQupvywCl3XGdGlNS0b1ufTDXtp17gBEW2bM6pLa15esokBHy3Au64LH4w12nT+riOcS81k1uY/mbXZmHx9O3kQvu51+WDNH6w8dJrrefn0/sc8RnVtzdMR3cq2S/tQth45xcA3PzfaadLQQrvM/IaoyCmGXSbcQ+SPK4x2ahdKeDsjMmbknZ15be4K7v3bV9RxMjFz8r0OLXMpUU9YCFuPnGHgW18Zeu4bVKjnve+Jetn4AsgbYwcQOW8lObn59AgLLviSRGmsP3SSu9q0oJ6LY8tIbpaWkIAG3N02mOF//w5NE4y+vZPNjd2+lmC2Hj3DwL99Y/TfiSVcT2P7ETlvldF/w1qUqWXdwZMs33MYJ5MJ1zpO/NPB9gtvF8rWI6cZOP0Lwzb3DynUY91vxg8kcu6vRr8JCynoNx9EbeR4fCICQaCvF9Mt48OE8G68+tMK7n37ayQw4vaOtC4hHwhU7noC6PvP+WTn5JFnNrPhWBzfTB5EqL8P7/62g+MJxtuoJ3t1oXmDcqw7BuMTeusXoo152rgHRO+ElEuIu4cgE+LgVDQEBKGNmAou9RChHeDuwejfv2180m3TUrRxz4EAmXAOefD38tVvT8+GRWijngJNIKP/gJQExF2DkQnn4HS08QA3bAq41jOSTN45GH3OO+AbgNZvgpFoTWjIXesq55CQOvqmn9FGPWmc77BFy52DDC1nDkPDZmj3PgqudRHB7eGOe9B/rKJs91Y4aRqv9ghjyq970KVkRJsmtKzvwae7T9LOz4uIFg2JTkrn2dX7yczJZ1NsEp/tOcWK8T04k3aF93fsQwgjyv2hzi1o5VvJhIC6jr5wFqan/2Z8wnHnOrh0Dm3I/ci4GGT0LrSRj4CLK6ZHjbRbMi0Z/cu3wGTC9ML7xnmuX8U8559GgsvKaIn6FtOU10Bo6Hs2QuIFtAHjkOdPI4/uRRsyydAy6UVDy43Pe/o3wTR6qmEYIdA3Rdl+naOyVOMcyy5SR18zH23C88b1dPB3uHwREX4v8lIcxByERs3RRj9pXE8tO0L4MPSv30Qe3wfN26BNnQ5SGjkkYiqR30LX0X/9AdPkaZbPfm6BpHi0PqOQ8WeRx/ejDZwAzq6Yxj9ryE9PQZ/3IaL97YjmrRH13KGLke/JvOQrw2l4k3hk/ve06nU37g18eff8MVa8OZMd35cVJF1BpI6+fhHa6KcKPjFMyqXi495wyzgc0h7uGow++21j3Os/oaAPy11rKz/u1fA94WbdtwH2njpHQ2+PEqMZ/ysR6isbVY2wt66oXCcQIltK6V5k22NAFynlY1bbtgCvSSm3WX7PAX69kWSyhHO/C2RKKd+12nYW6IXhVHhJSjlECHEn4C+lXCaEmA5kSyk/sJRvbqmnfQl1xALdpJQlxmKZpz9YexbWdapE5uybgWvZ6/GrjdzcmlZQSE4FP7d2s/CtRev68qswfPa/jcp+4rEqcapT0woKSU2uaQW2xNai8Oba9Pmx2qQFapUeebJiYfk3hXq16L4NCPdKRpdUJXVqz7gnr9WuecTT7/xS0xIK+Pz94p++rjFqW+6NLreXXaYaMfV94D8zqUEpyLjoWtbotoigDv9xNr9Zd+sJQFSRbUuAieU8z3g754nCKkkmgJRyh5RyWTnPrVAoFAqFQqFQKBQKhaKGqPSSjaLREZZtvexs+6TI7wcdOHcLO9tesPq52c7+6UV+xwJ2oyMs+5uXpUOhUCgUCoVCoVAoFP/j/Id+yaI2U3viGRUKhUKhUCgUCoVCoVD8z1Bln/2sDEKIDkDRzDY5UsruNaFHoVAoFAqFQqFQKBQKxc2lVjgkpJTRQOcyCyoUCoVCoVAoFAqFQlEj/Pcu2RBC1AcWAs2BWGCslDKtSJnOwCzAEzAD70gpF1r2zQF6Aje+Tf2glPJAWfWqJRsKhUKhUCgUCoVCoVD8b/N/wAYpZUtgg+V3Ua4CD0gp2wEDgX8JIay/kf5XKWVny58ynRGgHBIKhUKhUCgUCoVCoVD8rzMM+MHy7x+A4UULSClPSiljLP++CCQBfpWpVDkkFAqFQqFQKBQKhUKhKAshavefytFQSnkJwPK3f+mmELcBzsBpq83vCCEOCSE+EkK4OFKpckgoFAqFQqFQKBQKhULxH44QYqoQYq/Vn6lF9q8XQhy282dYOetphPFRioeklLpl8ytAG+BWoD7wsiPnqhVJLRUKhUKhUCgUCoVCoVBUHCnl18DXpezvW9I+IUSiEKKRlPKSxeGQVEI5T2Al8JqU8g+rc1+y/DNHCDEbeMkRzSpCQqFQKBQKhUKhUCgUiv9tfgEmW/49GVhetIAQwhmIAn6UUi4usq+R5W+BkX/isCOVqggJhUKhUCgUCoVCoVAoyqLyeRpqM38HFgkhHgHOAWMAhBDdgMellI8CY4FwwFcI8aDluBuf95wnhPDD+DbqAeBxRypVDgmFQqFQKBQKhUKhUCj+h5FSpgB97GzfCzxq+fdPwE8lHB9RkXqVQ8IBZH5+TUsooNb55GqTl1A317SCQnRZ0wpskbVIT21qJ0XJ5OXWtIJCvOrXtAJbzCdrWkHtJCenphXYYjLVtIICRGhITUsoQD8RU9MSbBABATUtoZBa1IeFp2dNS7Dh8/cn1bSEAp6aNremJRTw+Xv317QEheI/HuWQUCgUCoVCoVAoFAqFokw1z8lSAAAgAElEQVRq0cvY/xJUUkuFQqFQKBQKhUKhUCgU1Y5ySCgUCoVCoVAoFAqFQqGodtSSDYVCoVAoFAqFQqFQKMqiNuXP+y9BRUgoFAqFQqFQKBQKhUKhqHaUQ0KhUCgUCoVCoVAoFApFtaOWbCgUCoVCoVAoFAqFQlEWasVGlaMiJBQKhUKhUCgUCoVCoVBUO8ohoVAoFAqFQqFQKBQKhaLaUUs2FAqFQqFQKBQKhUKhKBO1ZqOqURESCoVCoVAoFAqFQqFQKKod5ZBQKBQKhUKhUCgUCoVCUe0oh4RCoVAoFAqFQqFQKBSKakflkKgiRMuOaIMmgaah79uM3LrCdv+d96B16wW6GXklCz3qa0hPgYBmmO59CFzqgtTRNy9HHt7lUJ1SSmau2MbWE3HUrePEzDF9CAv0L1buyIUkIhev53q+mfDWQUQO7YEQgvSr13lx/hri0zIJ9PHkw4kD8KrnypmkNF79eT1H45N5bsDtPBzeBYCzyWm8MH9NwXkvpGbwzKAePNCrW+kal25g69Ez1K1Th5n33UNY04DiGs8nEDnvN67n5RMeFkzkyD4IUbhG6/uNu/lg+WZ+f+dpfNzr1Sq7XErP4pVF67mcdRUhBGNva8ekW9vY1bYt5jzvrtqJWUpGd2nNlB6dbfbn5pv5v6WbOXLpMt51XfhwTB8CfTzYcfoCH67bQ57ZTB2TiZf638btwYEATJ27iuSsq+TrOl2DAnh98F2YtLJ9jVJKZi5ey9Yjp6nrXIeZk4YQ1qxRcTudu0Tk3BVcz80nvF0IkWP6I4Tgs5Vb+fn3Pwva4/l7e9OzfSh5ZjNvzFvJ0fMJmM0693bvwNQBdzmmZ+lGth47Y7TbxEGENW1YXM/5BCLnrzL6SttgIkdGIITgk9+2szE6BiEEvh71mDlxEP5e7ny3cTe/7j0KgFmXnElMYfvbT+HtVrfatQDsjjnHu1Ebydd1fNzq8uMzE2rELjeIPneJCR/N45+ThzKgc+tStdxMPRuiY/j0t+0IIXAyafzfiAi6BjcpW8uS9Ww9aunD9w22P76cSyBy3kqu5+URHhZC5Ki+tuPLhl18sHwTv898tqA/746J492lG8g3W9rpufvKtE0Bwe3Q+o4FTUMe2I78Y43t/qYtjf3+gejLvoUT+43tzVoZ22/gG4C+7BuIOeh43fZoEYbWZwwIgTy0A7lrre3+JqFofUaDXyD6L9/DyT8L93n4oA28Hzx9QEr0nz+HzNSKawluh9Z/PAgNeWAbcudq2/1NW6L1Hwf+TYz75PH9BbtExChEaEfj/3H2KHLtgorrAMMuN9rp4O922ikUrY+lnZZ/V9hOAJ4+aPdMAg8fAPTFn0FGSuX0NG+L1mukoSd6J3LPetv9gSHGfr/G6Ct/gJgDtvudXdEejESeOoTc+HOlpIh2XTGNfdyY02xfjb5msc1+LXwQWq8hoOvInOuYf/oELp0DNw9Mj72KCGqFvnMd+oJZldIBGHaJGG30megdyN3rbPc3CUHrPdqwy6+z4WShXbQXPoHLF40fmWnoy76qvJ7a1odry7XdPMyoS2jIQ7/baadQtIhRhpYVs220aC9+atVOqehRVdBOpTDpu8/pMGQgWUnJ/K3D7Te1LqBS7aS99Bkkxxs/stLQl35Z7upv1nwvPiWdIX/7iub+9QHo1CKQ6RMGlVvffxxC5ZCoapRDoioQAm3oZMyz/w6ZqZgefwvzsX2QfLGwzKVYzLNeh7xcxG190AZMQF/4GeTlYl7yJaQkgoc3piffxnwqGq5fLbParSfiiLuczuqX7ufQ+URmLNvCwqfGFCv31rLNzBjZm07NAnhs9gq2nTxHeOsgvt28j9tDmzClV1e+2byPb7fs58V77sSrnguRQ8PZcPSMzXla+PkQ9dx4AMy6Tq+Zc+jTsWXpGo+eIS45jdWvTeFQ3CVmLF7HwhcmFde4aC0zxg2gU/PGPPbVz2w7dpbwsGDDdGmZ7DwRSyMfzzJtUhN2cdI0pg2+i7BAf67k5DL604XcEdSQUH8fm3JmXeftlb/z7QODaOjpxrivl9G7dZBNuSX7T+BZ15k1z43jt+jT/HPdbj4c2wfveq58MbE//p5uxCSmMmXuKja/ZDwgfTimD+6uzkgpeX7hetYcOcugDiFl2+nIaeKSU1k9/QkOxV5kxoLVLJz2UHE7LVjFjAmD6NQikMe+WMC2o6cJbxcKwAMR3Xm4r+3NfM3+Y+Tmm1n+6lSu5eYx9G9fMbhbOwJ9vUvXc+ys0VdefdSqr9xfXM/idcwY29/SV5YU9JWHI27l2UF3AzB3yz6+WLOD6WP780jEbTwScRsAmw6f4sct+0p1RtxMLZlXr/PWz+v5+vHRNPbxJCXrSqk6bqYWMPrkhyu2cleb5mXquNl6bm8VRET7UIQQnLiYxAtzVrAy8pHStdwYX15/zOjDi9aw8MXJxbUsWsOM8QMNLV8uZtuxM4SHGdeIvfEl8+p13lq0lq+fGEvj+l4OtVMBQqD1n4C+4F+QmYb24CvImEOQcqmwTGYq+q9zEN372R577iT6928b/3ath/b423D2qON1l6Sn7zj0RZ9AVjraAy8jTx2ClARbPb/NRdzat9jh2uDJ6DtXQ9xxqOMCUq+cloET0ed/ZNjm4VeRMQfhchHbrJiN6D7A9tjAEESTUPRvphu6HngZ2awVnDtZcS39J6Av+BiySmqnNPSVPxRvJ0Ab8hD6jlUQe6zydrmhJ2IM+pLPjXa67yXk6cOQatVOWWnoa+YhukXYP8Wdg5AXTlVOB4DQME14ivx/RULaZZxe+Rj90C7D4WBB370ZfetvRvGO3TGNmYL5E2OOoy+fiwgMgsZBVaBFoPUdazh8stLR7v8r8nR0kf6bhr5qLuLWPsWPz89D//Hvlddhrac29eHadG33G4u+6FNDy6Rpdtop1dJOxbWQn4f+w7sVr7+c7Jwzj82ffc2DP95cxwdQ6XYiP7fStrlZ8z2Apg18iIqcUil9CkWll2wIIcxCiANCiMNCiMVCiHpW+0YIIaQQoo3lt6sQ4rgQooNVmWlCiFLdfUKIvwghrgshvKy29bKc+xGrbbdYtr0khPjcouuoEOKa5d8HhBCjhRDThRDxVtsq585rEoJMSYS0ZDCb0aP/QLTtalNEnj0GebnGv8+fQnga3kRSEgxnBEBWOmRngJuHQ9VuPHqWYV3aIISgU7MAsq7lkJxpO3FOzrxCdk4unYMaIYRgWJc2bDhypuD44V2MN/nDrbb7utejQ9OGOJXylv2PUxdo5utJYH2vEssAbDx8imG3tjM0Nm9M1rXrJGdk22rMyCb7ei6dWwQaGm9tx4bomIL970Vt5MV7eznskKxuu/h5uhVEYLi5OBPsV58kOw8w0fHJNKvvSdP6njg7mbinfQgbj8fZaj8ey/DOrQDoH9aCP87GI6UkrFED/D3dAAj19yEn30xuvhkAd1dnAPJ1SZ5Zd9xOh04yrHtHw04tAi1tk2Vrp4wso22Cmxh26t6RDQdLnzwJIbiWk0u+WScnN486TibcXF3K1hMdU6m+4m5Vx7XcPLs5kH/bf5xBXexHr1SHlpX7j9GvY0saWx5+fT3cakwLwLyt++nXsSW+ZUQdVYceNxfngqiFazn228+ultvaW/XhnBK05BRqua09Gw5ZjS9LN/DiMNvxZeW+o/Tr1JrGlvHNkXYqoHELSEuC9MtGRNyxvYhWnWzLZKQYb7ykLPE0ok1X5JnDkJ/neN32aNQc0pONOnUz8tg+RGgRPZmpFj1FHkh8A0DTjAcWgLycyulp3AJSkwttc3QPopVtlBgZKZBkzzYSnOqAyQlMdcBkgiuZFdfSqLnRThlWWlp2LK7FXjv5NgKhGc4IqLxdAAKCbNvp+H5ESAfbMpmpxltke/3GvynU84DY45XTAYgWrZBJF+FyApjz0fduQetU5EHE+qWJi2uhptwc5OkjSMt8p9IENIe0y0XsUqSdSrNLVVPb+nBtubYbNTfmwAXttM+IBCmmpZraqQxObdvB1dS06qmsMu1URdys+Z5CUVVURYTENSllZwAhxDzgceBDy74JwHZgPDBdSnldCPE88IUQIhxoDDwGlBzzX3iePcAIYI7V9mhgHPCd5fd44CCAlPIpi6bmwK83NFq2tQc+klJ+UP7/bnGEpw9kWIW5ZaYimoRQ0pCrde2Jbi8ENzDYuFGlJjlUb1JmNgHehaHXDb3cSczMxs+zcPKcmJlNQy/bMkmZxoQ9JftqQVk/TzdSs685VC/AbwdjGNSpVdka07MI8C5889jQy4PEjCz8rDQlZmTR0LvQCdPQ24OkdGOg3Bgdg7+XB23sLLkosc4atEt8aibHLibTMTC82L7EzCsEWNUZ4OXGoQu2bZ2YdZUAS91OJg0PF2fSr+bg4+ZaUGbt0bO0beSLs5OpYNuUH38jOj6ZHi2b0j+shUNakzKKtI23J4npWfh5FbZFYrqdtrG6ic3fspdfdkXTrlkA00b1xateXfrf0oaNh07SM/Jjrufm8fKovmVGJBh6sgnwsa0rMSO7SF/JpqF123p7kGT1APqvldv4Zc8R3F1dmPP0OJvzX8vNY9vxs7w6ys5btGrSEpuURr5uZvKnC7iSk8uk8C4Mu619jWhJTM9ifXQMs58ax+FzRUKOa0APwPpDJ/no122kZF/lyykjHdCSRYB3US0OjC8ZVuOLtzttAm2XnMQmpZJv1pn8yTyuXM9lUq9uDLutyMNhSbh7IzOtJrpZacZDTDkRbbuhFw3Zrwju3sisonqaO3asT0PIuYY2fCp4+SLjjiO3LKv4A4WHNzLL+l6ZBoEO2ib+DDLuONpzxm1b7ttk+4ax3Fp8itgl3fF2qu8POVfRRjwG3r7I2OPIzVGVe9By90ZmpRf+zk6HRo5GGAi0nsONt8/Nyr4vl4l3A+Ph0oJMu4xoUXw5l9ZrCFrfkWByIv+j/6t8vfbw8LJtp+w04wHPUZyc0O6fBroZffc6OHWoknpqUR+uTdd2MS3p5W+nSdNA19F3ra18O9UmKtNOAE510B542bDNH2vhVPmX8N2s+R5AfEo6I9/9FndXF54d2pNuoc3Kre8/DrVko8qp6qSW24BQACGEO3AX8AiGowAAKeVq4BLwAPARhqOiRDelECIEcAdew3BMWHMOcBVCNBTGq7WBwKoq+984jJ2OWcKYLjrdhQgMRm5babvD3RvT6CcwL/3a4RuCvWKiiBZHypSX3Hwzm46dZUCH0DLL2vufCOGARiG4lpvHV+v+4BlLeLej1JRdruTk8ty8VbwytEdB1IJNnQ6cQ9oRZm2umKRUPly3m+lDe9iU+eaBQWx56T5y883sOnsRR7BfVxE72TnuRonxPbqwZsaTLH3lUfy83Hl/ifHwFB17EU0INs98lrVvPcWcDbs4f7nsNxH2+0rRMqVrfn5wDzZOf5whXdsyb9t+m3KbD5+mS4tAh5wjN0uLWdc5cj6RWVNH8s3jo5m1diexSaWv2b1ZWt6N2siLQ3s6lG+kOvQA9O3YipWRj/DZI8P5ZNX2srVU+Fo3HFRfrd3BM4N6FNtvtFMCsx4bwzdPjmPWmh1ltpPNyYsJdezQAtw8wT8Qzhwp54FVrEfToEko+qYl6D++h/BqgGh/R9WKcVSLjx+iQSP0T6ahfzINEdQGmpa+ZLD8OChGM0GTlugbl6DP+TvCuwGiQ2XsUpIcx/SIzncjzx41nBjViL75V/Jfexjz0u8xDSo9F07FqUSfAfSv3kD/6X30lXPQeo8CrwY1p6eq+3Cturbt4XhD6V++jj73ffRfZxv5Qrwr2061iEreE/QvX0P/8T30Fd8beSYqYJubNd/z83Rnw9+eZukrj/LyqL5Mm72M7Gs55danUFRZDgkhhBNwD3DjVdtwYLWU8qQQIlUI0UVKeWPm+TywG4iRUs4t49QTgH9jODtaCyH8pZTWr5V/BsYAfwL7AUevhKeFEA8Ae4EXizpFhBBTgakAX9xzG1O6lHzTkJmpCK/6hRs869t6Q2+cM6QdWs97MX/3DpjzC3e41MX0wEvo6xfDhdOlip6/8xCLdxtrijs08SchvfCtY2JGdkFY/w0CvNxJzLAtc+Ptv697PZIzr+Dn6UZy5hXqu5f9oAaw7UQcYYF+NPCwH+Y9f9t+Fu80vNsdmgWQkF4YkpiYkYW/p7tN+QBvDxLTC72whtfWnfOX04lPyWDE+7MLto/6xw8sfHESfkXOMX/bfhb/fqDG7JJnNvP8T6sY0rkV/dqHQE7xbhjg6UaCVZ0JGVfwLxIKHuDpRoIlkiLfrJOVk4tXXRdL+WyeXbCOd0f2oln94vk0XOo40btNEBuPx3FniP1kgPO37GXx70aypA5BjW3bJj3TJtkhlNQ2hge9gVUbjLnrFp6YtQiAlXuP0CMshDomE74ebtwS3ITDcZdo2sA2pwYU7SuNSEizratYX/HyING6bdOzbCJfbjC4a1ue+Hopz9xT6Mz67c9jpS7XqA4tDb098HarSz0XZ+q5ONMtpCnHLyYXJISqTi1Hzify4g9G8t20K9fYeuwsJk2jr528MNXZTgDdQppy/nIGadlXiyWxnb91H4t3HizUUqR/OtqHz19OM8aX974v2D7qH3NY+OID9tspPqlYO9klKx3h6VM4ufPwKfeDomjbDXniAOhVEL6blY7wKKonw8Fj0yDxfEGyRhlz0IgiiK6oljSER/1CLZ6O20a0vgUZf8YILQfk6cOGc/98TBlHlqbF2i7exltdB48l6byx3AOQJy12YUfFtABkpyM8vAv1uHtDtoPh/I1aIAKDEZ3uBmcX0JyMpRPbV5R9rD3SL4OPX8FP4dPASMJdAnLvFsR9T1esrrIo2n/dy9F/Aa5YymakGH2lYZOCdquYntrUh2vRtZ1dVIt35drJv6nRD/8bqEw7QWHZjBTkuZMO26Y65nvOdZxwrmM8SrZr1oimfj7EJqXQPqix4/8/hYKqiZCoK4Q4gPFgf47C5RMTgBvpgxdgFd0gpbwIbAQcSb88HlggpdSBpRjOB2sWWbbdcFw4wiwgBOiMEa3xz6IFpJRfSym7SSm7leaMACD+DMI3wLiBm0xoHW5HHrd9O0ujILRhD2Oe96HtmkGTCW3i8+h/bkMe2V2m8Il3dCTqufFEPTeePu2CWb7/OFJKDp5LwMPVudik38/TDTcXZw6eS0BKyfL9x4mwhPT3DmvBsv3G+sFlVtvLwliuUbJNJvboQtS0B4ma9iB9OrRk+Z4jhsbYi3i4utiEUwP4ebkbGmMvGhr3HCGifSitGvux/Z2nWf/m46x/83Eaenuw5K+TizkjCuqsIbtIKXn9540E+9fnwR63lFiufWM/4lIzuZCWSW6+mVWHT9O7jW1oW+/WQSw7YKzZW3v0LN1bNEYIQea1HJ6Yt4a/9L2NLs0KvyJwJSeP5CxjLW++WWfryfO0aFBy8siJPbsRFTmFqMgp9OnUiuW7Dhl2OhuPR10Xm/A9AD8vD8NOllwWy3cdIqKjERJsvf5w/cETtGxsTGAb+Xjyx8lYpJRczcnlYOxFggN87eux6Suhtn2lroN9pYPRF2OTC52Amw6fJrhh4cNj1rUc9py+QET7kqN6qkNLRPtQ9p25QL5Z51puHofiLhHSsPhDbnVoWffGVNa/+Rjr33yMAZ1a8frovnadEdWlJy45reAtztHzieSZzXajWSaGdyXq5YeJevlh+nRsyfLdhwv7cEnji6tVH959mIgOLWnV2J/tM59l/fQnWT/9Scv48iB+nu5EdGhZpJ0uEtLQfh8uxsVY8PEHL1/QTIZzoZxfyRBhtyKPln0/cIhLcUX0dDUSqjlCQhy41oO6FpsGtbZN+lheLsYayx28Ghhawm41HuYdISPVWI4gNOPYZq2QldFyKc6ixbdQi6N2uRRbtXYBSDgH3n7gWd/Q06YL8oxjT4dy1Y/o305H/24Gcssy5LHdFXdGADL2JMK/Mfg2BJMTWree6Af/sC3kX/jAITrchkyKr3B9pZIQZ8ytbrRTmy7I0w62k0tdYxksQF03RGBw5ZZIQO3rw7Xl2i6qpU1X5CkHvRt226mS11NtojLtVNQ2TUIctk11zPdSs65gtjjOz19OIy4plSZ2Xj799yFq+Z//PKo0h8QNhBC+QATQXgghARMghRDTZGHckG75UyJCiI5AS2CdJbTIGTgDfH6jjJQyQQiRB/QDngPuLEuwlDLRqo5vgF/LOqZUdB391x8wTZ5m+eznFkiKR+szChl/Fnl8P9rACeDsimn8s4aG9BT0eR8i2t+OaN4aUc8duhh5B8xLvjImJ2UQ3jqIrcfjGPiPubjWceKdMYVr40d8vKDgixhvDO9J5OIN5OTl06N1EOGtjXWpU3p24S/z17Bkz1EaeXvw0X0DAUjOusLYTxeRnZOLJgRztx9kxQv34e7qzLXcPHacOsf0kb0cMk14WDBbj55h4N++wdXZiXcm3lOo8f05RE170NA4th+R81YZGsNaFHxhoyJUt11OJFzmlz9P0CrAlxEfGz645yO60rOVrbPByaTx6qA7mTJ3FbouGXFLa1r61+fTjXtp19iPiDZBjOrSmpeXbmbAxwvxruvCB6ONbOrzdx/hXGoms7bsZ9YWw9n17aRBSCRPzV9DrlnHrOt0b9GYcd3aOmandqFsPXKagdO/wNW5Du/cP6TQTjO/Kcia/Mb4gUTO/ZWcvDx6hIUQ3s74OsEHURs5Hp+IQBDo68X0CUbbTgjvxqs/reDet79GAiNu70jrwOKfhSymJyyYrcfOMPDtbww9E0roK2P6ETl/laGnbTDhbQ2H0UcrtnA2KQ1NQOP6Xrw5pjAz/vpDMdzVujn1XIovpalOLSEBvtzdtgXD35+DJgSjb+9Ay0Z+xeqvLrtUhJulZ93BkyzfewQnTcO1jhP/nDy0WEhpcS0hbD1yhoFvfWVoua8wP/GI974n6uWHDS1jBxA5byU5ufn0CAsuc3wJCWjA3W2DGf7379A0wejbOxVMwMpE6ujrFqCNf67g83dcvoToMRR5Kc5YG90oCG3kE+Baz0ik2GMo+rczjOO9fI23rucq+NbUnp71C9HGPG3oid4JKZcQdw9BJsTBqWgICEIbMRVc6iFCO8Ddg42vfUiJvmkp2rjnQIBMOIc8+HvltKyZjzbhedCEca7LFxHh9xq2iTkIjZqjjX6y0Dbhw9C/fhN5fB80b4M2dTpIiTxzBGIqsc5c6uhrF6KNe9bSTjuKt1NAENrIxw0toR3g7iHo371l2GXjEuP/gUAmnkMeKHuJUZl6Nv2MNupJQ8/hPyAlwfhyRsI5OHMYGjZDu/dRcK2LCG4Pd9yD/uNN+DKBrmNeMAun594GzYT++1q4dA5t6CRk3EnkoV1ovYaitb0FzPnIq9mYZxe+13F6Zw7UrWc4MzrfSf7Hr9p8oaNcSB19wyK0UU8ZfSbaYpe7Bht2OR0NAc3Qhk0x2imkA9w5GH3OO+AbgNZvgpEoUGjIXesq75CobX24Nl3b6xehjX6q4LO1pFwq3k7DLVpC2sNdg9Fnv220U/8JxhIlIYxPYla2ncrgkfnf06rX3bg38OXd88dY8eZMdnxfVsB2BalMO/k2QhtgZZs/KmabmzXf23vqPJ/+ugUnk4amCd6ccI9Dy2IViqIIe+uKynUCIbKllO5Ftj0GdJFSPma1bQvwmpRym+X3HIxkkyV+LFsI8S6QKaV812rbWaAX0AJ4SUo5RAhxJ+AvpVwmhJgOZN9IWGmV1LK91TkaSSkvWf79F6C7lLIgz0VR8l+7v+ZTAlsQXbvXtARb6jqenf+mc63sT6VWG3aWbNQoDRxPCnrTqars64r/HTRT2WWqk/1/lF2mujDVItvkVfJLE1VNbbKNs2PO0OpAP1FFzq4qQmtZ9meqq43adO+uU6emFdhSixL5PTXtJjkPKsDn7xX/7HWN0qX4pzlrElPfB2pPx6kiZMLpWvNcaA8REPIfZ/MqyyFRhAlA0Q8/LwEmYuSCcJTxGHkprImybN91Y4OUsrwLN98XQnTGyOESi/GlD4VCoVAoFAqFQqFQKOxTi5xz/y1U2iFRNDrCsq2XnW2fFPn9oAPnLrZ4X0r5gtXPzXb2Ty/yOxZoX2TbpLLqVigUCoVCoVAoFAqFQnHzqOrPfioUCoVCoVAoFAqFQqFQlMnNWrJRLoQQHYCiC8JypJS1LGGCQqFQKBQKhUKhUCj+N1FLNqqaWuGQkFJGY3yCU6FQKBQKhUKhUCgUCsX/AGrJhkKhUCgUCoVCoVAoFIpqRzkkFAqFQqFQKBQKhUKhUFQ7tWLJhkKhUCgUCoXi/9k77/CoqrwBv2cSQoBUShIILbShdxFFOkgRRAUUsKEu9rUiKuqKrn1Xd79V14K4dukILAgIoURBqrQQhhZCT0JIpaTN+f64N5mZzKSQhElcf+/z5GHm3jP3vPzOnXPPPfecM4IgCEK1Rn72s9KRERKCIAiCIAiCIAiCIHgd6ZAQBEEQBEEQBEEQBMHryJQNQRAEQRAEQRAEQSgNmbJR6cgICUEQBEEQBEEQBEEQvI50SAiCIAiCIAiCIAiC4HVkyoZQMbSuagMH1WkIlaUauQi/H/Lzq9qgelLd4mK3V7WBg+pUB1c3qtN5k5NT1QaFWDp1qGoFV1JTq9rAQc2aVW3goDrVMwCW6vMM88O376hqhUIeefabqlZw4cOVvapa4Q+AtPErm+pTuwiCIAiCIAiCIAiC8IdBOiQEQRAEQRAEQRAEQfA6MmVDEARBEARBEARBEEpBVacp4v8jyAgJQRAEQRAEQRAEQRC8jnRICIIgCIIgCIIgCILgdWTKhiAIgiAIgiAIgiCUhkzZqHRkhIQgCIIgCIIgCIIgCF5HOiQEQRAEQRAEQRAEQfA6MmVDEARBEARBEARBEEpFpmxUNjJCQhAEQRAEQRAEQRAEr5hKA7EAACAASURBVCMdEoIgCIIgCIIgCIIgeB3pkBAEQRAEQRAEQRAEwevIGhKVhGrdGcvIO8Fiwb59HXrDUtf9147A0nMA2PPR5zOxL/oU0lIgoik+N94DNWuBtmNftxi9d3OZ8tRa88bSGDbYEqhVw5c3xg+mfWSYW7rYE0lMn7eaS3n59LM2Y/roviilSLtwiae/W8nJ1AwiQ4N4b9Iwgmv7s/Q3G7PW7wCgtl8N/nLTANo2qg/AlzE7mb91H0pBm4h6vH7HKGrW8HX3WhjNhrgjhtekkbRvEu7udfwM07/7kUu5efRr14LptwxCKcW/lv9M9J6DKKWoF1ibNyaNJCw4gFnRW/jvtn0A5Ns1RxJT+Pm1RwipU8s9/yUbHHG5dUjJccnNM+JyYz9HXL5d4YjL7cMJru0PwJbDJ3hzaQx5+XZC6/jz1YNjAci4mM1f5q/hYGIKCsVrN/Wja1P3/3PMweO8uWwj+VozrkdbpvTr6rI/Jy+f5xasJfbUWUJq1+S9W4cQGRpI2oVLPDH7J/acTObmbm14cdR1hZ/5cc9hPln/G/l2TX9rE6YO6+2Wrye01rwxbxUbYg9Ty68Gb9w5ivZNG7rH6dhppn+9lEs5efTr0JLp469HKcUHyzYw/5ffCA2oDcATNw6kf8dW5OTlM+P75cQeO41FKZ4fdz292jQrm08VnjfecAHYcvAYby6KJs9uJ7ROLb7688TS4/LDWjbExRvlNGEY7Rt7cklk+uwVpksU028aiFKKvy1dz7rYI9Tw9aFJvWBenzCMoFr+LN0ex+frthV+/sDpZOY/eQftPHxXvOGz+9hpXp63uiATHhl2DUM6ta4Sl5Pn0hn19hc0D6sLQJdmDZkxbkiJLi606IDl+gmgLOidMehNK1z3N2mN5frbIKyxcS3Yv6Nwlxo0FtWqMyiFjt+HXjW77PmW5DP0NsNn18+efYbeBmGR2H+Y6fBpZsUy5FZHunoRxv4DOyvmUl1iU51cAKLaG/G2WNC7fkH/urKITyssg281ymnxLLA5fAgKxTLiTggMBcA+7wNITym3SkxCEm9u2Gtcq9o3ZUpP1+/itpMpvBmzlwNnM/n78O4Ma9UIgLjkdF5dt4esnFx8lOKBnq0Z0Say3B4AtOyIZdhEI9a/xaA3/ui6v2kboxzDG2Nf+AnEbS/cpQaPM8oJ0DFL0fu2VswFjHIaPN7w2b0RvXmV6/7GrbAMHgcNIrEv+RwO/ObYFxiKZfgdEBQKWmOf/yFknKuYSzU5Z6pVXCroY5n6ASSfNN5kpmJf+HHFXErhzlkf0mnUcDKTkvlrp7K14S4HrTVvLPjJ0d67YxTtm0S4pYs9dprp3yzjUm6u0d4bO9Ro7y2PYf7GnY723uj+9O/Qit1HT/HybPP7qOGRkdcxpIu10v2rHfKzn5WOz4wZM6raodpjj144o8QESuFz9zTyv3wbvWEJPjfciT66Hy5kOpL41sAevQD96yrwq4ml50B07BaoWQsdtw29bjE6bjs+tz+J3r4O8nI9Z9WoceHrDbYEYmwJzHlkPO0jG/Dakg2M79XB7TN//moZL93Un6kjruWbjbsJqVOLZvVD+OCnzbQKr8s/bh9OUsZ5Nh06wbWtm3AhJ5d7+3Vjct9uNAiqwzvLf2F8rw4kpmcxY9FaFj0xkTv7dOHH3YfIyde0a+x6A7MhLp6YuHjmPHkH7RuH89qCNYy/prO716xFvDRuCFNv7M83G3YYXg1C6dAknLsG9GRCn66kX7jEql0HGNChJd2jIpnQpysT+nQlIiSQs5nnmdDH6YY+P881Lo/eSvtGYby2eL3nuHz5X166aQBTR/bhm192EVLb3zUud4wgKSOLTYeOc23rpmRczOaxr5fz8T038sCgnvRr25zafjUAmLFwLb1bNeH18UMY16sDgTV83Dpq8u12HvjqR2bePZIp/bry5rKN9GzekLpON8Zzt8aRlZ3LrMk3UMevBt9ujmVYxxbYtaZFg1DaRtTj3PmL9GvTFIC0C5d4fPZPfDtlDPf17cLSXQepU9OPJnWDXP+zteq4/f83xB4mZt9h5jxzD+2bRPDa3JWM79PNPU6fzOOl24Yz9eZBfLN+q1FOYXXZcjCBnq2b8fbdY5jQt0fhzducmB0kpWfx2aOTGNq1Lc9/tYRx13ZDFVTg9ny3PKAKzxsvumRcuMRj/1nMxw+M5YGhvenXvgW1a/o5Dqi1u8v+eGL2H2XO45No3ziM1xatZXzvTu4u/1nMS2MHM3VUP775eSchtQ0XgKmj+zPpuq7EnUxiR/xJrm3TDGujBky4tgsTru1C96hG/Lw/gadu6FtiXK6kT1AtfyZc24VJfboyuGNLHpr1A3f164HFUvyF/0q5ZF7MJsZ2lMVT72LCtV0Y0L6F6wETTxUfIKWwTHwc+/f/RG/8EcuwiehjB+BClksafXgv+NWCc2fg7Glje2RLLF2vw/6f19Hb12G5bhQ6Nankm4TSGkZKYZnwOPbZ/2f4XD8BffygZ5+a/nAu0eGTnoL+bYPxF7cN1X0AeuX3xX6HS8XbsalOLpZSBqQqheXWx7DPeR+9aQWWobehjx2Ei0V8jsQ6yinltOPwYx/G/utKdPR89J5fIecS2O2e8/Lz87zdJN+ueWDJZmaO6c2Unq15c0MsPSPrUbdWzcI0GujbLJzzOXlEhQbQqm4gAOdz8hjSMoKHe1kZFBXBY8u3MbZDU2r6+hSf4aVLJcdl4pPYv3sP/ctyLMMnoRNsruUEjvM3xamcWnXG0rYb9i/eQu/6GcuoyUa7y2wreMS3lOd0SmEZ9yj2ee+jf12FZcitxvfpYhGf+H3gV1BOZwq3W255EPvmVei1C4yHT7nZxZeTh+uBm4u3zhnzWCW6eCsuZaGCPqrXEOyfvGR04MZtK3p0F5av3l1+T5MLqWls/Pwbut48mg0ffVahY91w5wi3bRv2HSZm3xHmTL2b9o0jeG3eKsZf694O+vOnC3jptuuZOmYQ36zf7tTeO0bPVk15+67RTLiue2F7L6i2PxOu686kfj0Y3LkND308j7sG9nK5bltadn2lQv+h6sjFzBlVrVAitQJ/dzGv8JQNpVS+UmqnUmqvUmqeUqq2076blVJaKdXWfO+vlNqvlOrklGaaUqrErkel1JNKqUtKqWCnbQPMY9/ntK2buW2qUupD02ufUuqi+XqnUmqcmfbPSimbUipWKfVOhYLQuCU6JRFSkyE/H/ueX1Htergk0fFxkJtjvD5+CBVkfJlJOQMpicbrzDTISoc6gWXKNnpfPGO6t0UpRZemEWRezCY547xLmuSM82Rl59C1WUOUUozp3pY1sUcKP39T97YA3OS0vVuzhoUjAro0CScx3VGB59s1l3LzyMu3cyk3l7Bg9xvd6D0HGXNVB8OreSMyL14iOd31IpCcnkXWpRy6RkUaXld1YM2egwAE+DsaPRdzcj2uZbt8x35Gmu5u+cceYUyPdkb+zcoYlx7tHHGJPcJNPdoZcXHavmynjaEdW9Io1CifemZPcdalHLbFn2LsVe0B8PP1Icip4VbAnhPJNK0XTJO6Qfj5+jCiU0ui4466uu9P4KaubQC4vkMLfj1yEq01tf1q0KNZhFuj7vi5DJrXCyns1LimZSQ/7Yv3GBe3OO0+wJirOxtxioo0yynTJU1yeqZRTi0aG3G6ujNrdh0o8biHz5ylt7W5EaPAOgTW8mfvsRJu4Ap8qvi88YbLsh1xDO3cmkahRodRvUD374+by97DjOnR3jyfG5nncxGXDNOleSPzfG7Pmr2HAOhjbY6vj1HVd2nWkDNpWW55LPvNxshuZXuqcaV8avnVKNyenZuPKsMq1t6IzWXTKArOJUPaWWNE3L6tqDZFGn7pKZB00sMNhwbfGuDjCz41wMcHzmdU3Cc1ydWndRd3n2RPPg5U2x7GTV9eTsVcqktsqpMLQMPmRjmlO5dTkU7Q4sqpXkNQFjgaZ7zPzS72oUZZ2JOYStOQOjQJroOfj4URbRoRfeSMS5rIoNpY6wdRtL+weWgAzUOM0WBhAf7Uq1WTcxezy+1Coxau52/sFpS1SMd5egoknXCLi2rQEJ1wALQdcnPQicdRrTqW3wWMckpLNvK056PjtqNaFfk+ZZwzy6nIDXW9CKNjKmG/8b6C5VSdzplqFZeK+lQBh2I2cuFc6hU7fvSeg4zp1dGpvZddTJsmm65RZnuvV0fW7Cm5ved63c6TgQNCuamMKRsXtdZdAZRS3wIPAu+Z+yYCPwMTgBla60tKqSeAfyul+gGNgAeAnqXkMRHYCtwMfOG0fQ9wGzDLfD8B2AWgtX7EdGoO/LfA0dw2EBgDdNZaZyulSh6jXAoqKBTSnYaWZZxDNW5JcU07S4/+2A/uct8R2cJo4JxLKlO+SRlZRJgXfoDw4AASM7JoEOS4yUnMyCI82DVNktlgT8m6UJi2QVAdzmVddMtjwbZ99DWH24cHB3BP324MfutL/Gv4cG3rpvRpG+XulZ5FRKijUyU8JJDE9CwaOHkkpmcR7uweEkiSU+X4z2UxLNkaS4B/Tb549DaX41/MySVmfzwvjB1cTFzOExF8uXGpQ5LZaeEWl/NGXI4mp5Fnt3P3Jws5n53DnX26MKZHO46fS6duHX9emLea/afP0iEyjOeHX104esKR53kinDpwIoLrsPtEUrFpfH0sBNb0I+1CNqF1/D3+X5vWCyb+bBonUzMJD6rDmrij5OaX7eKalJ5JRIhjJEV4SBCJaZk0CHaUXWJaJuEhrmWZ5NRp8d36bSzZvIcOTSOYNnYIwbVrYY0MI3r3AUb26MCZ1Az2HT/NmdRMOjcvzadqzxtvuBxNSiXPns/d7882zqF+3RnTq+QGclJ6FhHOZRAcYLgEFXVx9g1wcSlg4ZZYhpsdXs6s2Gnjg3vGlOjhDZ9dCad5cc4qTqVm8Pak4YUNnapwOXkunVve/ZoAfz8eG9GHni0au33GI4Eh6Ezn60EqRLrXkx45eQSdsB/L438HQG9f6/LUrlwEhqCdhz5nphk345eJan8V9i0/VdylusSmOrkABIaiM51uSC6nnOqGQfYFLDc/ACH10Ef3o9ctKv0JezEknr9ERIBj5F5EgD+7z6Rd9nF2n0kl126nqYcHF2UmqMj5exnlpBNPYOk32hiZWsMP1bwt+mzpneMlEhBSpJxSoVHzsn02NByyL2K56X4IrodO2I9e/0O5y6k6nTPVKi4V9QHwrYHlrmfBbsf+6yo45KHN/jsiKS2TiFDn9l4giemZRdo0mYQXaRMmpTm19zZsZ8mWPXRo2pBpNw8iuLZRR+w6epIXv13OqXPpvH3X6FKv2/8TSM9LpVPZZ00M0ApAKRUA9AHuw+goAEBrvQI4DdwF/AOjo6LYbkGlVEsgAHgRo2PCmWOAv1IqXBnjwYcDRSYXeuQh4C2tdbbpVLYegGLxcGIWU4+qLn1QkS3QMctcdwSE4DPuIfIXflrmSthTsqJPFcuSpjg2Hz7Bwq1xPD3iGgDSL1wiet8Rfpp2F+um38PFnFyWbIt19/JwrKLfXe0hlXJK9MQNfYme8SCjerTj25gdLunW7T1M96jIYtcA8HjsssSllLDk2+3Enkjio3tGM/O+MXy0ZitHk1PJt9vZdyqZ23p3YuHjE6nlV4PPNrjPsfZcqhXzCq5Vk7+Mvo6n5q7mzllLaBQSiE9pQ4ML8yq5DKCYsjT/ndC3OytfeZiFz/+JBsEBvLPAmP9/yzVdiQgJYvzbs3hz/iq6RjXGp4Rh9yXm5cXzxhsu+XY7sccT+ej+W5j54Dg+WrWJo0klz5P1XAZlOW9c03y8ejM+FsXo7u1ctu9KOI1/DV9aN6xfooc3fLo0a8jSaXcz94lJzFyzhezcEoZWX0GXBkF1WPPiFBY+fSfP3jiAad8sJ+tSWZ/ylv164EZoA1T9htj/NQ37v6ahmrWFJiWvo1EunzILmdQJhrBIOLKv8l2qLDbVyaU4yihk8YHGrbFHL8D+xVuokPqoTteUP9eSKv4yknz+Es/99BuvD+mKpUKN9wqU05FY9KE9WO55Hsst96NPHK7YNIBidMrsY7FA41bY1y7A/tXbqOD6qI7lLyfPVM05U+3iUsFqz/7xi9i/ehv70s+NdSZCynZ9rK54vhcomqb4Ns2E67qz8uUHWfjsfTQICuCdRdGFabo0j2TpC1OY+8xkZq7aVOp1WxA8UWmLWiqlfIERQMGqUDcBK7TWB5RS55RS3bXWBXcITwBbgINa669LOfRE4HuMzg6rUiqsSAfCfGA88BuwAyhLq7EN0Fcp9TpwCZiqtXZZ6UgpdT9wP8C/R/RiSvfiGxs64xwquK5jQ1Bd157ZgmO27ICl/43kz3rddQ5jzVr43DUV++p5cOJwieLfbdrNvC1Go7BT4zCXIcaJ6VmEBbk+iYgwnxg6pyl4+l8voDbJGedpEFSH5Izz1HV6ImI7fZa/LIjmk3tGF97AbTp0gsi6QYXphnZoyc74U9zYswPfxexg3iZjHl2npg05k+roVU1MyyTM6Yml4RVIorN7WqbLCIYCbujRjoc+XcifRzgWcVz+W5zbsPvvYnYwb+MuR1zSLzcu52kQWExczP9/eHAAIXVqUduvBrX9atAzKpL9p8/SI6oR4cEBdGlqLBB0faeWfBbtvnBWRFAdzqQ7po6cST9PWGBt1zTBRpqI4ADy8u1kZucQ7GH6hzMD2zZjYFtjFMvcrXEl3vx/t34b834xFm7q1KwRZ9Icw4wT0zIKF14s9AkJJDHNtSwLRlDUdyrT8X268dBHcwFjZMdz44YW7pv09y9oFub0/XD2qeLzxtsu4SGBxjlU04/aNf3o2bIJ+08lF87HLHT5eSfzNu8xXJqEc8a5DNKz3KZKRYQEFCkn1xFBP2yNZf2+I3z+4Di3m/Efd9oY2a3kaSze9AFoGV6PWn41OHjmLB2LLLzlDRc/X1/8zLnkHZqE06R+CEeTU91cPJKZigqs62j7BoVCVtmeLitrN/TJI8aQZYx58SqyhTH3ubxkpqKCnHwCQ4wnqZeBat8Dbfut/GtHOLtUl9hUJ5dCn9DylVNmKiQdN4buA/rALvNJ+cZyqUQE+HPGacTkmaxLhBUzSs8TWTm5PLh0M4/1bkuXiNByORSSUeT8vYxyAtA/L0P/bDwAUjdPQZ9LrJhPZlqRcgo1ptqW6bOpkHi8cK0RfdAspz3ldak+50y1iktFfcCRNj3FWFsmrIkxbeh3xHcbtjNvo/FwzGjTOLf3MgkLdp0eHhESRGKRNmHBCIr6TtfM8dd24aFP5rnl1zKiPrVq1uDg6WQ6elggXRBKojJGSNRSSu0EtmGMWCiYPjERKFh2ejZOoxu01qeAaOCjMhx/AjBba20HFmJ0Pjgz19xW0HFRFnyBUKA38AwwVxVpFWutP9Va99Ra9yypMwKAk0dQ9SIgtAH4+GDp1Bu93/XpLA2bYRlzL/nfvuc619THB8ukJ7D/FmMstlQKk67pzKLHJ7Do8QkM7tCCxTv2o7Vm17EzBPr7ud0QNQiqQ52afuw6dgatNYt37GdQe2NI38D2Ufyww5iz94PT9lNpmTz2zY+8ddtQmjdwNCYahgSw61giF3Ny0Vrz6+HjtAivZ3j17c6iaZNZNG0ygzu1YvHWWMPr6CkCa9V0GRYG0CA4wPA6esrw2hrLIHNF/aPJjs6ctXsP0yLccbOWeTGbrYdPMKhjK9e49O3OoicmsuiJiUZctscZ+SeUEpcEMy7b4xjUoYUjLtuNeZU/OG0f1L4F2+NPkZdv52JOLruPn6FlWF0aBNYhIjiAeNP710MnaNnAvRHWMbIBCSnpnEjNICcvnx/3HC7sSChgYNtm/LDTmLO3KvYIV5vrE5REitlwTL+Yzfdb9jGuR/E3l5P692TR9Cksmj6FwV3asHjzbiNO8SfNcnK9QDUIDjTiFG+sZbF4824GdTaGtTuvN7F6l43WjRoAxtSIC9nGPPONcUfwsVho1bCBZ58qPm+87TKoYyu2HznhOIcSTtMy3L2zZtJ1XVn09J0sevpOBndsxeLt+8zz+ZR5PhdxCQqgjr8fuxJMl+37GNSxJQAx++P5bO1WPrx3DLWKTCOy2zUrdx0odf0Ib/icSEknz5xudPJcBvHJqUSGBlMUb7icy7pAvvkk9XhKGgnJqTSu5+7ikVNHjeHQwfXB4oNqf5XR2C8L6edQTdsYc7stPqimbdBOi9CVi1NHITQMgus5fDxNGSwB1b5X5fw6QXWKTXVyATidYPo4ldOhMi6Wd/oo+NeGWua538zqsnjh5dIxPISEtPOcSL9ATr6dHw+cYmBUGTrjgJx8O39eto0xbZswvHWjcjsUcioe6oYbT6gtPqgOvdBl/ZUXpRwLOoc1RoU1gcPuozovi9MJrt+ndj3KXk5nEiq1nKrTOVOt4lJRn5q1jOnTALXqoBq3rLhPFTCpXw8WPXcfi567j8Gd27B4y15He8+/mDaNv1N7b8vewjaN83oTq3cdoLXZpjtxNs3pup1OfOI5IuuW8Vr5u0ZV87/fH8rTEJ3LOoBSWVrrgCLb6gEngCSMQVI+5r/NtJmhUuoLjLUd5pdw7M4Ya0cU1AR+wBGt9XVKqQEYIxtGKaVWA02A9sBLQJbW+u/mMZqb+XR0Ou4KjCkb68z3h4HeWutkTx55L95RapBUmy5YRt5h/uznevT6JVgGj0WfjEfv34HlnudQ4U0Ke691Wgr2b99DdemD5ZYpxsJZJvkLPoEzxzzn0+Pqwtdaa15bvIGfDyTgX8OX18cPpqP5k3c3/99sFj1uzJTZeyKR6fPWkJ2bR19rM14o+HnL8xd58ruVnE7LpGFIIP+4fTghtf15aX40P+09TENzDr2vRTHvz8Yc+Pd/2syK3QfxsVho16gBf719ZOGTRBevBav5OS4ef78avD5xBB3N0QM3v/MFi6ZNNryOGT+ZmJ2bS992LXhh7GCUUjz++Q/EJ6ViUdCobjAvjx9aOAd80ea9/Lw/nnfvHu0enOxLTnFZz8+2BCN/57j883sWPTHREZe5qx1xGdPfEZdvVzjicscIQsxFPmet38GibfuwKMW4qzpwV19jaZK4U8n8ZX40ufn5NK4bxOs39fM4smH9gWO8tXwTdrudm7tbeXBAd95fs40OjeozqF1zsnPzeHbBWuJOpxBSqyZ/v3Vw4S9mDHn3O7Kyc8nNzyfIvyYz7x5Jq7BQps5dw/4zxpOFhwd0Z2RnDzfddd07BLTWvDZ3JT/vO2zE6Y5RdGxmNCBvfmMmi6ZPMeKUcIrpX//XKKf2LXnh1mEopXj2i8XsP5mIQhFZL5gZE0fQIDiQkylpTPngeyxKERYSyF9vH0Wk881crudF8arsvPGyy6zoLSzavNc4h3p34q4BTkvo5Ls/gdZa89rCaH62HTW+5xOGFT6pv/ndr1n09J2Gy/EzTJ+90jif2zbnhZuNnyAd9sYscvPyCTZH+jj/hOWWQ8d5b1kMsx+fVKa4XEmfJdv2MTN6K74+FixK8dDQ3gzpVHwH0pV0WbX7AO+v2ISvRWGxWHh02DUM7NDSkfGuklddp2VHLEMngEUZP8X3y3JUvxvRpxPg4C5o2BzLuIeNRnheLpzPwP7py6AUavjtxs2u1ugjsejVc0vOqyzD4Vt2xDLkNsdPA24s6tMMy9giPjNnGJ8NroflrmnY33+OUsc8l6U94c3YVCcXnxJ+ZaKAFh2xDBkPymL8TOGmH1F9Rxs+h3ZDRDMstzxo+OTnQlYG9lmvGp9t3g7LoLGAQiceQ//4TfEjWgICPG93Yv3RRN6KicVu19zcvgkPXtWG93/dT4ewEAa1iGBPYhqPLdtKRnYufr4W6teuydLbB7Jk/wleXLOTlnUdndtvDOlKuwYl3KSklrKYX6tOjp9n3fUz+udlqP5j0KePwgGznG59BPzrmOWUjv3jv4CPL5YpLxvHyL6IffnXxpP4kqhZ8ohEwPi52EHjDJ89m9C/rkBdNwp9JgEO7THK6eb7oaZZTuczsH/+mvHZZm2xDBwLCvSZY+iV3xVfTmWZXuKtcwZK/6UYb8WlrJTXp1EL42dmtQal0NvWovcUP3LkkWe/qZgncN93n9NmwHUE1K9HRmISS19+g42flzaA3DMfrvyX2zatNa/NW8XPcUfwr1GD1++4oXAUw81vzWLRc8bvA+w9dprp3/zXuFa2a8EL5s+8P/vVEvafSEIpiKwbzIwJI2gQHMCSLXuY+dOvjuv28OsY0sV1nSqf6yf/Pu+QSyL1TMVunq80oRG/u5hfqQ6JB4DuWusHnLatB17UWseY77+g9A6JN4EMrfWbTtvigQFAFI4OiWuBMK31D0qpGZTeIfEg0Ehr/RelVBtgDdBUFxOMsnRIeAvnDolqgX/p8/G9RnYJPx3mbXIqsKr4lcBDh0SVUUyHhIDHDgmhGlJah4Q3qU6La1WwPfE/TVk6JLxFGTokvEppHRLepCwdEt6ioutdVDZlXJ/qj0ZldEhUJp46JKoS6ZCoAn6HHRKVtoZEESYCbxXZtgCYhLEWRFmZgLEuhTOLzO2bCzZorS930tvnwOdKqb1ADnB3cZ0RgiAIgiAIgiAIglCtHgT8j1DhDomioyPMbQM8bPtXkfeTy3Bst98v0lo/5fR2nYf9M4q8Pwp0LLItB7ijtPwFQRAEQRAEQRAEQbgyyPgrQRAEQRAEQRAEQRC8zpWasnFZKKU6AUVXb8nWWlezBRMEQRAEQRAEQRCEPyQyY6PSqRYdElrrPUDXqvYQBEEQBEEQBEEQBME7yJQNQRAEQRAEQRAEQRC8jnRICIIgCIIgCIIgCILgdarFlA1BEARBEARBEARBqN7IIhKVjYyQEARBEARBEARBEATB60iHhCAIgiAIgiAIgiAIXkembAiCIAiCIAiCIAhCaSiZslHZyAgJQRAEQRAEQRAEpvgCgwAAIABJREFUQRC8jnRICIIgCIIgCIIgCILgdZTWuqodqj3231ZXmyDpxISqVnAlNaWqDRwEBle1gYOL56vawIX8FSuqWqEQS3BAVSs48POragNXfKvPLDpVjVzw8alqA1e69qxqAwf2anN5qn5oe1UbVE+qW7svpF5VGzjIz6tqA+H3hr161TOPDHusqhVc+Fhn/O/Nb8g8W80q0SIE1v/dxVxGSAiCIAiCIAiCIAiC4HWkQ0IQBEEQBEEQBEEQBK9TjcbkCoIgCIIgCIIgCEJ15Xc3I6LaIyMkBEEQBEEQBEEQBEHwOtIhIQiCIAiCIAiCIAiC15EpG4IgCIIgCIIgCIJQGkqmbFQ2MkJCEARBEARBEARBEASvIx0SgiAIgiAIgiAIgiB4HZmyIQiCIAiCIAiCIAilIVM2Kh0ZISEIgiAIgiAIgiAIgteRDglBEARBEARBEARBELyOdEgIgiAIgiAIgiAIguB1ZA0JQRAEQRAEQRAEQSgVWUOispEOiUpCa80bX85jw2+x+Nf0442H7qRDVFO3dP+cvYTFGzaTcf4C27/8R+H2Res28bdvfyC8bjAAk4b1Z/ygPuV3WbiGDfuOUKtGDd64fQTtm0S4pYs9fobp3y7nUm4e/dq3YPotg1FOC7V8Hr2Fvy9exy+vP0poQO0y5x9z8ARvrviVfLudcd2tTOnbxWV/Tl4+zy1aT+yps4TU9ue9cQOJDA1k4+GTvLd6K7n5dmr4WJg6tBe9WzQCYNmew3waswsFhAXW5u1bBhBax7/s8fhhLRvi4qnlV4M3JgyjfeNwD/FIZPrsFUY82kUx/aaBKKX429L1rIs9Qg1fH5rUC+b1CcMIquXI+1RqBqPf+ZJHrr+Gewf2LDk2B47x5vKN5Ns143q0ZUr/bu6xmR/tiM1tQ4gMDSTtwiWe+P4n9pxM4uZuVl4cfZ3bsR/5ZgXHz2Ww5LFbyxQXZ1THnvhOfAiUhfyYFdh/nOOy39L/BiyDbgS7HbIvkvflP+H0MVT77viMvQ98fSEvj/x5M9H7d152/m4+bbthuelesFiw/7oaHb3IdX//0ViuHgL2fHRWBvY5H0JqsrEzpD6W2x5GhdQHrcmf+ZpjX3lc2nTBMvpuUBbsW6PR65e47r9uJJarBhku5zOxz/8Y0s46EtSshc9T76Jjt2Jf8p9yewCo1p2xjLzTiMv2degNS133XzsCS88BDpdFn0JaCkQ0xefGe6BmLdB27OsWo/durpCLG606YRk+CSwW9I4N6J+XubpdMwzVvZ9xDp3PxL54FqSnVF7+LTtiGTYRlEL/FoPe+KPr/qZtsFw/AcIbY1/4CcRtd7gNHodq1RkAHbMUvW9rhVS01ryxeL2jzrnteto3DnNLF3sikemzVznqnDH9zTonhnX7nOqc24a61Dlldliyng37j1Krhi9v3FqCw9yfDIe2zZl+o+GwYvdBPvzpV44knWPOoxPo2MS1zjyVmsHod7/hkaFXc2//Hr8bF3evDWywJZheQ2gf6ckrienzVhte1mZMv7Gfk9cWjiSfY86jt9LRw3XlSuSbduEST3+7gpOpGUSGBvHe7cMJrm2cH1sOn+DNpTHk5dsJrePPVw+OBeDLmN+Yv2UfSkGbiHq8Pm4wNWv4Gi5LYxwu4weX7JKXb7iM7utw+W6lw2XSMIJr+7Pl8Ake/Wo5kXWDABjaoQUPD+lVeLx8u53x788lPLgOHz0x2XOM5q5gw96Dxnfo7pto37Shu1fCKaZ/uZhLubn069ia6bcORynFUzPnE59o1MOZFy4RWNufRS8+yO74k7z8rVlvanhkVH+GdGtXtjKbt4oNsYcNnztHefY5dprpXy/lUk4e/Tq0ZPr461FK8cGyDcz/5bfCttQTNw6kf8dW5OTlM+P75cQeO41FKZ4fdz292jSrEhcA28lEZnz/I1kXs7FYFHOn3UvNGsXfKlwpl6Vb9vL56k2Fnz9wKon5z95HOw9tWW/4nExJY9RfP6F5WF0AukRFMmPiyNJdFvzkcLljlOe2+LHTTP9mmXEOd2jJ9LFDDZflMczfuNPhMro//Tu0YvfRU7w827y+aXhk5HUM6WIt0eVyuHPWh3QaNZzMpGT+2ql3pR1XEEriD9choYw77hjgda31j+a2W4F7tdbDy3vcDTtjSTidzIp/zmDXoaO8+tls5rw+zS3dgB6dmDSsPyOemOG2b8Q13Xnp3tvKq+Bw2XeEhORUVrw4hd0Jp3ll3k/MeepOt3Svzl3FK7cNo0vzRjzwyXxi4uLp174FAKdTM9hkO0rD0KDLyjvfbue15Rv57M7hhAfV4baZSxhobUqrsNDCNAt22Ajyr8nKx29l+Z7DvLt6K++NH0RI7Zr8e+JQwoLqcDDxHFO+Wcm6pyeSl2/nzR9/ZekjYwmt48/fV23h2y37eHRg97LFY388CWfTWPH8vew+dppXFqxhzuOT3OOxYDWvjB9Kl2YNeeCzRcTsP0q/dlFc26YZT47si6+PhXf/u4GZa7bw9Kh+hZ97e/E6+rZtXrbYLP2Fz+65wYjNxwsZ2K65a2y27yeoVk1WPjWR5bsP8e7KX3lvwlD8fH348+CeHExK5VDiObdj/xR7hNp+NcoUDzeUBd/bHyX33ecg9Sy+L72PfecmOH2sMIl981rs640bTNWlN763PUDeP1+ArHTy3n8J0s6hIpvj++Qb5E51j+3l+lhumUL+x69Aego+T75DfuxWSDzhSHMynvx/PAO5Oahrh2EZdRf2r98FwGfSY9hXL8B+YBf4+YO2V8BFYRlzL/mzXjdcHn2D/LjtkHTSkebUUfI/mG64XD0Uy4jbsX//f4W7Ldffio6PK7+Ds8vou8n/z1uQcQ6fB181XJJPOdKcPkr+Ry8ZLr0GYxk2EfucDyA3h/wFH0NKIgSG4PPwa+Qf2gOXLlTcq8Bt5J3Yv/4bZJzDMuVltO03Fzd9OgH96SuGW8+BqKG3oud/VHn5D78d+7fvQkYqlj+9hD6wE86edqRJT8G+5HPUNcNcP9uqMyqiKfZPZ4CvL5a7nkUf2gM5l8qts2H/UaMOfm4yu4+dMeuciW7pXl0QzSvjBpt1zg9OdU5TnhzZx6xzYpi5ZitPj+p7+Q5n01gx7W7DYVE0c/48wd1h0VpeGTuYLk0jeODzxcTYEujXtjmtw+vxrztHMWPhGo/Hf3vpBvpaS75xqo4uLl62BMPrmTvZfSyRVxatY86j7h26ry5ayyu3DDS9lrh63TWSGQvXejXfz9Ztp3erxkwZ2JOZa7fx2brtPD2yDxkXs3n1h3V8eu8YGoUGkpJlfL8T07P45pfdLH36dvxr+PLkNz+yfNdBbu7ZzuEy9Q52H0/klR/WM+eR8e4uP6xzuPxnKTEHjtHP2szhMqAHM9dt57P1O3h6xLUA9IhqyEeTR3uMwde/7KJlWChZ2TmeY7T3EAlJ51jx6p/ZHX+SV75bxpzn/uTu9d0yXrljFF2iGvPAB98RE3uIfh1b896UcYVp3p6/kkCzQ691ZBjznr8fXx8LyemZ3PzaxwzobMXXp+QZzBtiD5OQfI4VMx5i99FTvDJ7BXOm3ePuM/tHXpk4ki5RkTzw79nE7DtMvw7Gzf5dg67m3iGuN3jzf/kNgMUv3E9K5nke+HA2c6fdi8VS/BPYK+WSl2/n2S+W8NbdN9K2cThpWReqLC6je3VkdK+OABw4mcSjn8wrtTPiSvoANKkfyqLpU0p1KHTZd5iEpFRW/OVBw2XOCuZMnezuMmclr0wcTpfmkTzw0Vxi9h2hX4eWhsvAXtw7+GqX9K0bNWDeM/eY53AWN781iwEdW5daVmVl0xffsu6DT5n81SeVcjxBKAt/uDUktNYaeBB4Tynlr5SqA7wOPFKR40Zv282YflejlKJr6ygyLlwkKTXdLV3X1lGEhQZXJKvSXfYeYsxVHVBK0aV5IzIvXiI5PcslTXJ6FlmXcugaFYlSijFXdWDNnoOF+99eFM3TNw647F+22XMymaZ1g2hSNwg/Xx9GdGxBtO2YS5po2zFu6mpU/Ne3j+LXI6fQWtO+YX3CguoA0CoslOy8fHLy8tGABi7k5qK1Jis7l7DAso/YiN57mDE92hvxaNaIzIvZJGcUiUeGGY/mjYx49GjPmr2HAOhjbV5Y0Xdp1pAzaY7Prt5ziMb1gmkVUa/02JxIomk9p9h0akV03FFX17ij3NStjRGbDi0KY1PbrwY9mjekpq+P23HPZ+fy5S97eGBA2TpoiqJaWNFJp+DsGcjPw75lPZZu17omcrpxVTUdT2r1scOQZnSQ6JNHoYYf+JazY6SApq3QZ0/DuUTD57efUR17uSTRh/ZCrtGQ1QkHUCFm/MMbg8UHfWCX8T7nUmG6ctGkFTrlDJxLgvx87Ls2otq7joLRR/Y5XI4fRAXXdeyMjIKAYPTB3eV3KKBxS3RKojHaIz8f+55fUe1cnwbr+Dgnl0OoINMl5YzRGQGQmQZZ6VAnsOJOBUS2MMrLdNN7N6OsrqN/OLrf4XbisMOtMmjUAlKTjJEp9nx07Bb3/NNTIOkEaO2yWTVoiE44YHRc5eagE4+jWnWskE507GHG9Gxn1jkNybyUQ3LGeZc0yRnnXeucnu1YE3sYgD7WZq51TpH6u0wO+44wpruTw8Xs4h2aNTQcujscWobXJcqps9SZ1XsP07huMK3CS6/3qpuLi1fsEcb0KPCKKN4r28mrRzvWxB5xeDXw7HUl842OPcJNPYyn+jc5bV+208bQji1pFGp8t+s5jWzMt9u5lJtHXr6dS7m5hdfa6H3xjOne1nBpWkaX7m0dLvviual7W8PFaXtJnEnPYv3+BMZe1aH4GO3ez5jenQ2vFo3Ndkymq1d6JlmXsunaoonh1bsza3btd0mjtWbl9n2M7Gl8p2v51Sj8bmXn5qHKOPQ6evcBxlxt+kRFluCTQ9cWjQ2fqzuzZteBEo97+MxZelubA1AvsA6BtfzZe+xUiZ+5Ui6/xB2hTWQYbc2RPiEBtfGxlHybcKVcnFm2LZaRPduXKa03fMpK9J6DjOnV0cklu5i2eDZdo0yXXh1Zs6dkF7dzuJJnDxyK2ciFc6mVe9D/NZSq3n+/Q/5wHRIAWuu9wFLgWeBl4Cut9eGKHDPxXDoR9UIK30fUDSHpXNplHWPVlp2MmfY6j783k9Nny18ZJKVlEhHiGNkQHhxIYpEKOTE9k/AQxw1JeEggSWlGmug9BwkLDqSth2GbpZGYcYEIs6EDEBFUm6QijZvEjPNEBAUA4OtjIdDfj7QL2S5pVu07SruIevj5+lDDx8JfbriWm/69iP7vfs/h5FTGdm9TZqek9CwinP+vwQEkFrkoJKZnFYlHAEkebgIWbomlb7vmAFzIzmXW2q08fP01ZfJIzLhARHBA4fuIoDqeYxPsFJuafqRdKPlJ7ftrtjL5us7UKmFYZYmE1Eefc5rSkJrsuMF3wjJwNDXe/AKf8VPI++5Dt/2qR1/0sUOQl1s+j4LjBNczphkUkJbiepNf1OvqwdjjdhifbdAIffE8lsnT8Hnq71hG3wWq/NWcCqrrOq0g/VyJN9KWngOxHzCnrCiFzw13Yl/+bbnzd3UJhXSn0TEZ54xtxbn06I/94C73HZEtwMfX6GSpLIJC0RnObqlQgpvq3g99qBI6aQrzD3HPPzCk+PRO6MQTRgeErx/UCkA1bwsV7CxJSj9fxjonwClNIEnprvUBmHVOGUZguTtkEeF8/JBiHIJd03iq95y5kJPLrHXbeHjo1SWmq64uLl5O9S2Y5VSkszoxo4hXsHu97e18U7Iu0MC8zjYIqsO58xcBOJqcRsbFbO7+ZCHj/jWbxdvjCo9/T79uDH7zC/q/PosA/5r0adPUdClSNmVyCSDJTOPmknWxMN3OY2e4+Z/fc//nSziY6KhH31oaw9QR11LCIACjHeP08CY8JIjEtCLtmLRMwp1GcYaHBBW2YwrYfugY9QLr0Nypw2pX/AlGv/Jvxvz1I16edEOZniwnpRdpVxXnU7Rd5dT2+m79Nm56fSYvfL2U9AtGnKyRYUTvPkBevp0TZ9PYd/w0Z1Jdj+stl4SkcyhgygffM/atz5j10yZK40q5OLNixz5u6Fl855W3fE6mpHHLm59x1z++Ztsh1wdtHl3SMolwOT+La4sXfw5/t2E7N735GS98u8zFZdfRk4x+fSZj3vyMl28bXmmjIwShqvgjn8GvAJOAEcA7FT2YRrttU5fRSzWgRyfWvP8qi995gWs6teX5j76qgIs7RV20h0RKKS7m5PLJT7/y55HuaxSUN++ivXWe/RyvDyal8t7qrcwYbayhkZtvZ/a2OBY8eBPrn56INbwuM2M83GhdhlPRpyLFxcOZj1dvxseiGN3deDL1wcqN3NWvO3Vq+pXRw1MmZXAt4TyKO32WYynpDGkfVSYHj3g8vLuJfe1Scp+fTP78z/AZdbvrIRo1w3fcfeR99X9un6sUH48nFqge/VBNWqHX/mBssPigWrTDvuRL8v85DeqFo3oNrFyXYmRU1+tQjVug1xvzk1Xv67Hv/60S10nwIFNcXLr0QUW2QMe4ruNAQAg+4x4if+Gnnk96b7h1vgbVKAr9y4+eE1zh/N04Eos+tAfLPc9jueV+9InDxjoXFUB7iG3Rr7HHNEXef7x6Cz4+FkabT6Avy8HDNjeHcly3Plj1K3f17Vbmeq+6uZSaZ5muDeXK7ornm2+3E3siiY/uGc3M+8bw0ZqtHE1OJf3CJaL3xfPTs3ez7oV7uZiTy5LfbMXnUxaXUkYWtI8MY/Wzd7PoiYncfm1n/vzVcgDWxcVTN6AWHTysIVJ6nkXTlB7HZVv3MPIq1xFPXaIas/Tlh5n73BRmrviZ7Ny8El2KzassbRvz3wl9u7PylYdZ+PyfaBAcwDsLVgNwyzVdiQgJYvzbs3hz/iq6RjXGp6Semivokme3s+PIcd6ZPIZvnrqb1btsbNofXyUuBeyKP4m/Xw1aNyrbA7Ir5dMgKIA1f32Uhc//iWfHDmHaf34g62K2hyM5uxSfT1l8J1zXnZUvP8jCZ++jQVAA7yyKLkzTpXkkS1+YwtxnJjNz1aYyncOCUJ1Rnr4MfxSUUq8CWVprtw4JpdT9wP3m20+11p8WTWO1Wh8BCiaUbQWibTbb9+Y+GzDAZrMVTmJWSt1fcByr1Zpls9kCih7T3OcDnLPZbGWe23G5LrVq1XqmadOm99lstrZmmonAAOADYA1QMEa/MXAK6GWz2c6UweMaYIbNZhtmvn8ewGazvemUZqWZZpPVavUFzhw4cGC61vpTq9XaGIgG7rHZbL+Y6a8C3rLZbIPN9/2A52w2W7ErCl1uPKxWa0Ngrc1ma6uUur9NmzaZZpoHzP13Y0z1GWyz2S6Y22KAJuYhQgA78BebzfZBZcXGbrenWiyWIJvNps39k4GeNpvtUfP9Q8BLQA7GmjBhwEabzTaguNh44BpgBlAwuf558983iyY0z+HPgFSg4PwsLDPgl8vIt0I+06dPf++NN94YAfQHCh739wbewjiXAe40t5V3SlZZYzMkJSXl63r16nVxcvkW6ItxXgQAfsC/geeqwAUgCFhnpp9XTofLdnOu94AhwPu4ltkVzb9owh07dmzs3r37e8D8Yo71HfANsPxyBMpT5+Tn5+84dOhQQ/P9REqpc66EAyXUe2aadcBUm822zXxfpnqvIi4AYWFhM0NDQ+2V4VJRr5LKyZNXZeXrHI+CfA8cOLC9TZs2TxekN9Ots9lsVqvV+hzgb7PZZpifmQWsMA853Gaz3Wdu/xK4AThRERebzfZAq1atzvj4+HQr6uLh/38U6Ak8jVEv5wH+GPXSQpvNdkdlnzNm++Ik0MNmszktQuTitRZ4xlPZXYnvk5muOfBfm83mNjfMarVuBP5ks9n2VZaLp9h4crFarRMwzpPJ5r6XgEs2m+1v3nZx2vYPINlms71RNFaV4VOBclqHh++8N2PjtK/Yc7gCND979uwv9evXj6zEYwpCsfzhFrUsgt38c8NsQLt1Qjhjs9k+BD4EsFqtNwCPWq3W2cDVQLpzpWNyf3HHtFqtDZ3S3whc1ip4l+ty6dKl24BMq9XaG9gM3AW8b7PZ9mDc1BZ4HcW4AT5L2dgKtLZarVEYDYEJGCNRnFkC3A1sAsZh3Mzeb7Va5wLLgOcLOiNMTgLtrVZrA5vNlgwMpZT4XG48zMZUQTzuB5IxbpywWq3DMab39He+MbDZbIWrzFmt1hlAVkkN4fLE5uLFi7knTpwottfQZrN9BHxkOjTHuGANKMGhWC+gJK/WwEGM2Jw2X4NxE7AM4wawMjojyurT7aGHHnoY6ITrje1WIBRogFGGg4CKXKTL5AJ8MmDAgLN79uxxdnEeRjIZozFe3s6Iirr4AYuAr6j8zojS3ArqvW7AJ8BwKrczorT8XYiPj2/TvbvLeis+GOdxCtDZ/Ft1uQLlqXOaN28eVLQONj/vsc65Eg7F1Xsl5FGmeq+CLptr1qx5K+C+Emg5XCrqVVw5XQ4VjYdTvq/iuE68Zf672PzYYuAD80bczzz2P4A6QG+r1VobKBj3/YrNZnu/gi5kZmYSEhLi5mK1WiOARJvNpq1Way+MEbkpNpvtecwOQ6vVOgDjpu6OyoiRh3NmCLDfuTPCvP4et9lseVartRlgBY66FVjFfYq2I5zbeDcDe83ttQFls9nOW63WoUBe0c6Iyo5NcS7ASmCa6ZSD0XH8D4rgJResVqsFGA/0owS8VE4NMB4U5lut1hYY1xu3BVO8EZvLOYcrQmpqat369etX9mEFwSN/5Ckblc1yjMrpEDATeLhgh9Vq3en0+h2r1XoCqG21Wk+YjSiAx6xWa6zVat0FPIZxA3NFXYCHgM/MdIeBCo+httlsecCjGBe2OGCuzWaLtVqtr1qt1hvNZLOAelar9RDwFI6btEeBVsBLVqt1p/kXZrPZTmFMsdlgtVp3A12BYnvLPXBZ8YiKiuqIazw+AAKBn0ynjy8j70LKE5vk5GTnhtRR4D1gsnnulG2Vp9Jx8wJiMRq+BV6PArFxcXHtMcrsbqftrTBGaew0/y5/8ZHL9/lb7dq1fTBurndiNNAB8oGpGKN89mCMkJx5pV2AgHnz5rUs4lLZVMTlVoxG3WQc5dTVG26TJk0qGEnzN4yRIkXL7IrmjyM2VwEnRo4cGYrRMRJrbq+B8ctL+zA6Tu4wj1cRylTnJCUlJeC5Dq6MOqdC9Z7Var3ZvFZdAyyzGqO3ystlX5Py8vKyr5DLZXsVV04V8KroNfotYKjVaj2I0UH/FoDNZovDGBGxG9gCfGaz2fbabLbNGCOCdmDUixYcD0cq5JKSknLakwvGw4a9ZpvmX8AEmznS70rFyPmcMZkAfF/kuNcBu8xjLAIeLuMDl4q2I96xWq17zDbMQOBJc3sYsMNqtcZhdEK6/yRaBV1wj41HF5vNlorRxtiKUUfvsNlsReb9ecfFpB9wwmazlb5Sajl9LqOc+gG7zfN5PvCgzWZz/8mzCrhQ9tiU9xwuK98Dm6KiompijKK6rxKPLQge+aNP2ZiBMWXj717Kb5vWumfpKa881ckFqpePuBRPdfKpTi5QvXzEpXiqk4+4FE918hGX4qlOPuJSPNXJR1yKpzr5VCcX4X+fP/SUDa31DC9nWeIUEC9TnVygevmIS/FUJ5/q5ALVy0dciqc6+YhL8VQnH3EpnurkIy7FU518xKV4qpNPdXIR/sf5Q4+QEARBEARBEARBEAShapA1JARBEARBEARBEARB8DrSISEIgiAIgiAIgvAHQym1XCnVvKo9hD820iFRRSilGlW1g1C9UEq1dXpds8i+3t43EgRBEARBqDyUUhX9Ja7/WZRS9aog2y+AVUqpF5RSNaogf0GQDokq5FdvZaSUel8pFehhe1ul1GpveTjl26+kPy+7DHJ6HVVk3y3edAG+c3q9qci+f3tTpAClVLBS6jal1FNKqSfN1yFV4WL6BCmlWnrY3rkKXCKUUhHm6wZKqVuUUh287eEJpdTl/CzuFUUpFWXGpm3pqSs976ZKKX/ztVJK3WPWhw8pparNos5KKa8vHqaU8lFKPaCU+qtSqk+RfS962aW2UmqaUuoZpZS/UmqyUmqJUuodpVSAN12K8TtQhXl3dnpdQyn1ohmbN5RStb3s8qhSqr75upVSaoNSKk0ptVkp1cmbLiWhlKrwT5iXI88gpdSbSqmvlVKTiuzz6vXbvDZ9pJT6UClVTyk1Qym1Ryk1VynV0MsudYv81QO2KKVClVJ1veli+gx3eh2slJqllNqtlPpOKRXuZZe3nL5PPZVSR4DNSqkEpVR/b3lorecC3YAgYJtSaqrZ5ntKKfWUtzyEPzbSIVF1KC/mdQbYWXCRNBt/7wBLgA+96FHAMx7+pgJfA2u97OL8k68LiuzzaqMc13Oi6PnhzfPFyFCpuzB+t34AUBuog/Fb2NvNfd72uRXYDyxQSsUqpa5y2v2Fl10ewOg0+lUp9RDwX2AUsFAp5dXf7FZK/avI3/vAwwXvveli+vzg9HoMEA2MBhYrpSZ7WWc5juvcW8ANwGbgKry8griHhrlzA32kN11MPgH6AynAv5RS7znt83Zn7BdAOBAFLAN6YtTNCvjImyJKqUylVIb5l6mUygRaFmz3povJF06v3wJaAe8CtYCPvezykNb6rPn6/4B/aK1DgGe97aKU6l7MXw+gqzddTP6Dcb4uACYopRYox0hHb49w/ALYBxzHaFNdxKj7YvD+OXMW2O70tw2IxGhbbPOyC4BzZ/27wGmM69NWjDrRm9zg9H36G3Cb1roVMNR08ya5wHmgJhBY5E8QrjjV5gnRHxCv/byJ1vp1pdR3wAdKqQeBRsBcoKvW+oK3PJx8Rju/V0pdB7yAcWF41Ms61akTQBfz2tN7b/AC0ENrnea8USkVinGCT5XiAAAX40lEQVRT95WXfaabPqeVUr2Ar5VS07XWC/F+WT0KdMC4KUgAWmmtz5ixWQvM8qLLLcA6YBWOOEzAaPxVBc2cXj8LDNJax5tPgtbg3c4ji1MdNwS4SmttB75RSu3yogdAMsa54nyuavN9VQxh7qW17gyglPoA+LdSaiEwEe9/n9porW9VSimM68AQrbVWSsUA3i6nL4Bg4BmtdSKAUipeax1V4qeuHM5lMRjjHM5VSm3A+7FxbjOGaa0XAWit1ykPozCvMFuB9Xg+V6tiFF9LrfVY8/UPSqkXgGil1I1V4BKutX4fQCn1sNb6bXP7+97uMAemYdS9z2it95hOVfl9cqan1rqg8+ofSqm7vZx/DaWUr9Y6D6iltd4KoLU+oIpM272SmKNG3sN4SNm9Ku4LBEE6JK4g5pNKTzeSCu9fMAs8fDGeGMZVdaWjlBoMvITh9obW+qcq0KhOnQCNzSfayuk15vtIL7sU5OspBnaqYMQG4KO1Pg2gtd6ilBoI/Fcp1Rjvl1Wu+f25oJQ6rLU+Y3qlKqW87dIO+CswHKPRd1Ip9bLW+ksvexTg/P/31VrHA2itzyql7F52Oa6UGqS1jgaOAk2ABFU183SPAIO11seK7lBKHa8CH7+CF2aD+H6l/r+9ew+2vSzIOP59uJ1DCJqhpKgoIEkGAipqjiUkChEBInLxkpqXzAhI0wkswXtBjIZGxXSBLoACio5IeMGjmIIJJJgUCCKoya2Ri6Toefrj/S3OOpv924jDet93nf18ZvbMunBmfT2evfZe7++96E8oM1qaLJMYBiHO9XAe+XC/6veT7cOGq+ynDbN93kebAeGJB0van/Jze4Xtu4fO6n83wJmS/gF4K/AhSUcAZ1MGSu7173rGvga8xvZVC59o9P20QtJ6w4Dn5ELQDcBnqf/9ND37eeGFg6ozo20fL+l0ygf+64G30Pb76eHDMgQBm0nS5P2G+rPG3w+cK+ndwHmS3sOa76fLKnYcDRxo+6sVXzNiLRmQmK2lpqNVm6qmsh74ZcDRts+QtCXwXkmvpEzB/M9aLUPP3pQ3wO8NTZ+v+foLbC3pI5QfTpPbDPdrj+D/4dTthf8+WkxtfAdwiaTzKVM/AR5DmU74tgY9t0vaxvbXAYaZEs8GPkyZrVDTakkbDh8O9p48qLJfQe1f+G4Hjhg+RP2TpI/VbljgScPUdlF+Sf/5YfbIRsD6lVteCZwq6RjK+81lki4FfhaovTb2PcPrLvbB7c8qt0BZK7yn7fMmD9h+q6RvU3mZxNDyINt32H7F5EGV/WJur9yC7S9Leg5lJtQqYGXthimrgMlV9i9K2sL2d1X2r7l5iT/3gLN99LDs6jRgG8r07ldT3oNfVLMFOIbx97nDKnZMfBTYHbhnXy7bp0j6LnBi5ZZzpr6f7ll6KmlboPp+KLZvAA6UtA/wCcoS0FZOZs0yhFOAzYGbhu+nmoMA2D5R0uXAa4HtKJ/JtqN8P729Ysezar1WxBitGRiMWoYPLfvY/mCl13sv8Obhg8v043sBJ9jevkbH1OuuBm6gTDe91z9A29WmOOo+Ng6yvapWS4+GJQjPo8zQEOX/t3+1/b8NWp4E3Gn76gWPbwi80PY/V2x5DPDt4cry9ONbAtvbrr5Z7PD6An4XeIbtF7doGKOyGer2thdu2FrjtbdnzS98NwBfmlzJrNjwdNvVNjO+Lz31LNWy4Apm9RaVTQB3tn1urYalelrqrOX5w3K9LvTU03OLpI0py1uu6KGnpZ5aIlrLgEQlktYHnktZn/s84HO2X9C2qhwvafsHlV8zgwCLGPbS2Nr2qcP9M4HJLtRvH6add0fSF2w/o3XHRE89aRnXU0+NFkmX2N5llq9xf/TUk5ZxPfWkZVxPPWkZ11NPTy0RreWUjRlTOcryryjrl19JGZR4XM3BCEkfmLr9pwue/mitjgnbq4ZBh4soO7zfDFw09Xg1kvaV9Lqp+xdJumb4qj1gdCxrL834BcoyjmMoG0P1quV05sX01JOWcT319NQSERERsWxkD4kZGjY0+iZlPe4f2r5dZXfh2ptJPn7q9h6Une8nHla5BUkbUI5eegVl1/n1KJs4/j1lT4m7K+a8kXIiwcQKypGAm1CO8TqzYstmC/bzuMr2lwEkvatix/3V2zSrnnrSMq6nnhot03vU3Dug4lK1QU89aRnXU09PLU+Q9JVFHldJKSfILNOetMxHT08tEU1lQGK2zgL2Aw4CfizpHNr8Er7Ua7boOY6yqdDjJvtaSNqMcu788cDhFVs2sj29I/eFtm8BbpG0ScUOWHDyiu3nT93donJLRDywbqL+2fJL6aknLeN66ump5Vpgn/v8r+rpqSct43rq6akloqkMSMyQ7cOHY7F2o+wdcRzlmKEXAufavqNSys9I2pkyE2FjSZM1awI2rtQw7Tco587fMxhi+zZJrwWupO6AxM9O37H9e1N3a88euVLS3rY/Nv2gpN8A/qtyy/3R4gjQpfTUk5ZxPfXUaLmjs/1xeupJy7ieenpq+aHt61pHTOmpJy3jeurpqSWiqewhMWMuPm37VcBjKUdj7UfZU6KW71CuahwP/A9rZiIcN9yvzYvtmm77x9SfsXGRpFctfFDSa4CLK7ccCZwg6e8lHTZ8/QNwwvBcVZL+cpi5cl9eMvMY+upJy7ieenpqoVwN60lPPWkZ11NPTy0tjwtfTE89aRnXU09PLRFN5ZSNRiRtbPuuSq+1K3C97e8M938LOIAyKHKM7VtrdEz1fBg4e3KaxNTjL6Yc31jz2M+HU858/gFwyfDwkyl7Sexn+7u1WoaeFZRBqydSBme+ClwFHGL7dUv92Rm0vBF4FfAW2/9S87V770nLfPR01vL8pZ6vffxbTz1pGddTT2ctf3AfLSfUaoG+etIyrqeenloiWsuAxAxJejxwNHAr5Sr3ycCzgK8Dv23735f44w9kxyXAc2zfKulXgNOBw4CdgO1rHz8qaUvgbOAu4MuUD95PpSwf2d/2t2r2DE27UwYBAL7a+ojNYYnNIcALKVelzrL9vgYdW1L+7W5O2Zx19eS5Fudn99STlvno6aVF0mrgsuEL1l4mYtuvqNXSW09a5qOn05aPUy4orLXsyvaxtVp660nLfPT01BLRWgYkZkjShcCpwGaUKfdHUI7ZfBbwdttPq9TxH7afNNx+P3CT7WOG+5fZ3qlGxyJdk0EAUQYBPtWiY6FhM8v9gENt713xdbejnPhxCOU41DOAN9jeqlbDSNdLgXcAn2bNh7nqv5j32JOW+ejpoUXS/pQNjrcFzgFOs311rdfvuSct89HTWcvOQ8uelAsbpwGfWmw56HLrSct89PTUEtFaBiRmaPrDvqSrbW+72HMVOq4AdrL9I0lXAq+2/dnJc7Z/qUbHVM9Dl3q+9hISAEkbAb8OHEr54XAWZVnJRys2rAY+R5k9c/Xw2DW2t67VsKDniZQryt8Gjpws+Wmlp560zEdPTy0Tw4DnvpRfRH+OctRxs40Ce+pJy3z09NQy9PwyZSD/OcCbbI8eTbrcetIyHz09tUS0kFM2Zmv11O3blnhu1k4DVkm6mbJM4nMAkrYFvlexY2KyTEOsvYnl5H61D+CS9qD8EHgecAHwj8Cutl9eq2HKAZQZEhdIOo+ytKblSQRnAofbPr9hw7SeetIyrqeenlom/o/yvnsb8BhgZducrnrSMq6nnm5aJD0M2BnYAbgBuLFVS289aZmPnp5aIlrJDIkZkvR94GrKh8pthtsM97e2vUnFlqcDjwDOt33n8Nh2wINsX7LkH37gW7ZyJ0cdTc1KeJnta4fHms1KGF5/smTkEGB34BTgQ7U/VElaYfsHizz+TMpyltqbbHbTk5b56OmsZXL8867AJ4HTa+0j1HtPWuajp7OWl1NmaKykDDx+wHbLD5Xd9KRlPnp6aoloLQMSMyRpybX/vXwor03SJbZ3ad0B96zhOxh4AXANZVbCn7Tet2FiWN5yIHCQ7d0bduxEWc4y2WTzbNsnpict89LTumUY/PwKcCFlJthaP3xt/36tlt560jIfPR22XA58c/LyC1qqndbVW09a5qOnp5aI1rJkY4Z+0gEHSV+w/YxZ93Sk5TKEtdi+FLgUeNNw1fQQYCNJH6fMSvibxn23An89fFU1ssmmbO9Wu6W3nrTMR09PLUCLZWBL6aknLeN66umppcn72xJ66knLuJ56emqJaCozJDog6VLbO7fuqEXSjZSZCIuqfQVqIUnrAXsABzfaS6ILHW6y2U1PWuajp6eWMZJWAvvY/mDrFuirJy3jeurprOXRlJ/dx7Vugb560jKup56eWiJqWa91QAALpmktA3dRNrYc+6pG0i4Lv4CdgJuAZlPdO3EA8D+UTTZPlvRrtJ3d0lNPWuajp6eWe0haX9Jekk4FrqOsI05PWuamp7OWzSW9VtJngc8AW7Rq6a0nLfPR01NLRAuZIdGBnvZUqKGn/72SLljiabfct6EX6mSTzR570jIfPb20SPoVyj4WewMXA8+kbHD8/ZodPfakZT56emmRtCmw/9CyHfAhyl5Lj6rZ0WNPWuajp6eWiNYyINGBZbhk44u2n966I+4/dbLJZo89aZmPnlYtkm6gbF52EvBh27dLutb242o19NqTlvno6azlLsqAyJuBC2278VK1bnrSMh89PbVEtJYlGzMk6Se9+vaSmYZ0ZrHBCEnbSHqzpCtaNC0kaQ9Jn2jd0ZKklZKOkPQ+Sa+RtIHtW23/dYsPlT31pGU+enpqAc4CtqRMbd9nmLXR8opATz1pmY+enlqOohyXeBLwR5K2adTRY09a5qOnp5aIpjJDYoaW28yH+0vSIyi/2BwK7Ai8i3IU3+UVG3YH/gp4JPBh4J3AqZR15u+wfXatlt5IOgO4m7Ip4F7AdbYPT09a5qWnp5ahR5Sd1Q8Bfh3YDPht4FzbdyznnrTMR09PLUPP1kPLwcDjgbdQlmP9d+2W3nrSMh89PbVEtJIBiRmSdA3whrHnl+uHXUmvorz5Pgr4wPB1TqNpn5cCRwJfoHxgORX4Y9vvrd3SG0mX295huL0BcHHLvT966knLfPT01LKQpA2BPSnvhc+1vXl60jJPPT21DD07DC0H2W5+tbmnnrTMR09PLRE1ZUBihiTdApzD4ru62/YrKid1QdIPKQMAr7f978NjrdbwrbXBpqSv54dAscjfTdPNSHvqSct89PTUshRJG9u+a7h9lu0D0pOWeerpqWWapC/YfkbrjomeetIyrqeenloiZmWD1gHruOuW66DDfXgkZVO5EyRtQZkhsWGjlodIev7UfU3fX66zWAZPknTbcFvAxsN9UQbUNlvGPWmZj56eWkZNPsgNmm9o1lNPWsb11NNTywIrWwcs0FNPWsb11NNTS8RMZEBitpqfd98j2zdTNvE5SdKjKOvmbpT0Ncq6uaMq5qwC9hm5b2DZDkjYXr91w7SeetIyrqeenlruh96mLfbUk5ZxPfWkZVxPPWkZ11NPTy0RM5EBidl6ceuA3tm+ATgeOF7SdpS1czVf/+U1Xy8iIiIiIiKKHPs5W1+UdNsiX7dPTSNediS9WNJiR53+KnBVg571JW0+dX8jSa8eZmxERNTU28y6nnrSMq6nnrSM66knLeN66umpJWImMiAxQ7Y3tb3ZIl+b9rJ2uZHXU47YXOj04blqJB0M3Ap8RdIqSbsB11BO3HhRzZaIWJ6G40kn3tQsZNBTT1rG9dRTu0XSX0r6SX6PWuzixwOup560jOupp6eWiNYyIDFDkh661FfrvobWt337wgeHx2pvbvlm4Mm2H0k5/vM84DDb+9u+pHJLRCxP9+ygbvv8liGDnnrSMq6nntot3wC+LOnQpf4j21dUaIG+etIy7hv009NTS0RTOfZzhiStBm4AfjR5aOpptzjmsgfDUoin2L5zweObAl+y/YSKLQuPBbyy5utHREj6pu3HtO6Y6KknLeN66mnRImlL4ARgc8pG2asnz7U4IaunnrTMR09PLREtZVPL2ToReDbweeA04EJnBAjgb4EzJb3W9jcAJD0WeP/wXE0Pl/QHU/cfNH3f9gmVeyJiHSRpl7GnaHDscU89aRnXU09PLQC2vyXpY8A7KKdjTT7MNTkhq6eetMxHT08tES1lQGKGbB8uSZRBiZcAJ0o6HzjJ9rVN4xqyfbykO4BVkh40PHwH8G7bJ1XOORnYdOR+Bo8i4oHy50s8d2W1ijV66knLuJ56ummR9ETKFeVvA7va/k7N1++5Jy3z0dNTS0RrWbJRiaSHAAcDbwOOsn1y46QuDAMSWmxPidYkPdX2l1p3RMS6TdLTbF/UumOip560jOupp3bLsPTz8A72zgD66knLuJ56emqJaC0DEjMkaRNgX+Ag4GGU6Vdn2L6+aVhjC5ZIQJmJcDNlSUvTmSOSfpEycHQI8D3bT2nZExHrvp72AoC+etIyrqee2i2SVtj+wSKPPxM41PbrarX01pOW+ejpqSWitSzZmK0bgaso+0dcTfng/VRJT4VlvWHNpos89ljgaEnH2D69ZoykrSgDEIdQNiDdirLp5jdqdkTEstXbOfM99aRlXE89VVumP8hJ2gk4FHghcC1t9iXopict89HTU0tEaxmQmK0PUgYhnjB8TVu2G9bYPnaxx4ejUD8JVBuQkPRvwIOH13yB7askXZvBiIioqLepij31pGVcTz1VWyRtx5rZjLcAZ1Bm/e5Ws6PHnrTMR09PLRGtZUBihmy/rHXDPLF967AJaE03AY8CtqAsq7mKvn7Ji4h1gKSPsvh7i4Cfq5zTVU9axvXU01MLZRPNzwH72L4aQNKRlRt67UnLfPT01BLRVAYkZmiRvRLWkiMl1yZpd+B/a76m7X0lPRg4ADhW0rbAQyTtavvimi0RsU47/qd8blZ66knLT/eay/nv5gDK1eULJJ1HmeXYcglLTz1pmY+enloimsqmljMk6S1LPG3bb60W0xFJl3PvqywPpRx99FLbLY5WA0DSFpRNSA8GHm370a1aIiIiYtywefh+lGnvuwOnAB9qdXJBTz1pmY+enloiWsmARCOSjrD9ntYdLQybSE4zcIvtO1v0jJG0le3rWndExPwbGYi9h+0dK+Z01ZOWcT319NSymGEfqgOBg2zv3rKlt560zEdPTy0RNWVAopGejutqRdIOrNns82u2r2jQ8JGlnrf9m7VaImLdtchA7FpqD3721JOWcT31dNayEvgdYFvgcuBvbf+o1uv33JOW+ejpqSWitQxINCLp+uW6HGDYs+Ec4NHAVyhr5nYAvgnsa/u2ii03AddTjma9iAXr92yvqtUSEcuLpM0ps8O6+EHcU09axvXU06pF0hnA3ZRNAfcCrrN9eM2GXnvSMh89PbVEtJYBiUaW8wwJSX8B/BB4o+3Vw2PrAe8GNrZ9WMWW9YE9KGv3dgQ+Bpxm+6u1GiJi3Sfp6ZT3uFuBtwH/CGwOrEfZO+e85dqTlvno6azlcts7DLc3AC62vUut1++5Jy3z0dNTS0RrOWVjhiTdzvgRWRtXzunJc4AdJ4MRALZXSzqKMm2tGts/Bs4DzpO0gjIw8RlJb7V9Ys2WiFinvQ84Cngw8GlgL9tflPQEygytqh90O+tJy3z09NRy9+SG7R/VPzH8XnrqScu4nnp6aoloKjMkojpJl9ne6f4+N8OeFcDelMGIxwIfAf7O9rdqdkTEumv6vU3S12xvP/XcpbZ3Xq49aZmPns5afgxMNsKeXOT5/nDbtjer1dJbT1rmo6enlojWMkMiWlgpaWfufd6ygBU1QySdAvwS8HHg2BYba0bEsrB66vZdC55rcWWgp560jOupp5sW2+vXfL370lNPWsb11NNTS0RrmSER1Un6DEsfHbZbxZbVrBmhnm7KCHVEPGCmroZNXwljuL/S9obLtSct89HTU0tERKw7MiAREREREREREdWt1zoglh9Jb5y6feCC595ZvygiIiIiIiJqy4BEtHDw1O0/WvDcnjVDIiIiIiIioo0MSEQLGrm92P2IiIiIiIhYB2VAIlrwyO3F7kdERERERMQ6KJtaRnXZqTsiIiIiIiIyIBERERERERER1WXJRkRERERERERUlwGJiIiIiIiIiKguAxIRERERERERUV0GJCIiIiIiIiKiugxIRERERERERER1/w8GBuq+KHyMSAAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Using Pearson Correlation\n", - "plt.figure(figsize= (19, 15))\n", - "cor = df.corr()\n", - "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n", - "plt.show()" + "It was previously mentioned that our data had a bit of noise, so we will clean up the data in this part. Additionally, we will conduct some feature selection.\n", + "1. Removing Noise - Inconsistencies and Outliers\n", + "2. One Hot Encoding\n", + "3. Feature selection\n" ] }, { @@ -1481,7 +1426,7 @@ }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1490,7 +1435,7 @@ "array([2, 1, 3, 4], dtype=int64)" ] }, - "execution_count": 320, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1502,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1511,7 +1456,7 @@ "array([1, 2, 3], dtype=int64)" ] }, - "execution_count": 321, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1531,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1830,7 +1775,7 @@ "[8 rows x 24 columns]" ] }, - "execution_count": 322, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1856,27 +1801,23 @@ }, { "cell_type": "code", - "execution_count": 323, + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "scaler = StandardScaler()\n", + "cols = df.drop([\"Y\", \"SEX\", \"MARRIAGE\", \"EDUCATION\"], axis =1)\n", + "df1 = df.copy()\n", + "df1[cols.columns] = scaler.fit_transform(cols)\n", + "df = df1" + ] + }, + { + "cell_type": "code", + "execution_count": 21, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " after removing the cwd from sys.path.\n", - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:494: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " self.obj[item] = s\n" - ] - }, { "data": { "text/html": [ @@ -2066,212 +2007,46 @@ " -0.414315\n", " 0\n", " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 29993\n", - " -1.222380\n", - " 1\n", - " 3\n", - " 1\n", - " 0.908157\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " -1.595628\n", - " -1.600657\n", - " ...\n", - " -0.779012\n", - " -0.754167\n", - " -0.734439\n", - " -0.310079\n", - " -0.604799\n", - " -0.592095\n", - " -0.581776\n", - " -0.590503\n", - " -0.541998\n", - " 0\n", - " \n", - " \n", - " 29995\n", - " -0.623544\n", - " 1\n", - " 2\n", - " 2\n", - " -0.116665\n", - " 2.044837\n", - " 2.037145\n", - " 2.065457\n", - " 2.189771\n", - " 2.299686\n", - " ...\n", - " 1.115246\n", - " 1.365251\n", - " 1.379514\n", - " 0.654716\n", - " -0.032112\n", - " -0.592095\n", - " 0.846905\n", - " -0.590503\n", - " 0.210185\n", - " 1\n", - " \n", - " \n", - " 29996\n", - " 0.574130\n", - " 1\n", - " 3\n", - " 1\n", - " 0.452680\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " 0.297071\n", - " 0.349514\n", - " ...\n", - " 1.371458\n", - " 0.047270\n", - " -0.318202\n", - " 0.944155\n", - " 2.667700\n", - " 0.333247\n", - " 0.040108\n", - " 0.448943\n", - " -0.353953\n", - " 0\n", - " \n", - " \n", - " 29997\n", - " -0.024707\n", - " 1\n", - " 3\n", - " 2\n", - " 0.908157\n", - " -0.896189\n", - " -0.709410\n", - " -0.676121\n", - " -0.649279\n", - " 0.349514\n", - " ...\n", - " -0.559601\n", - " -0.621009\n", - " -0.734439\n", - " -0.341532\n", - " -0.027858\n", - " 1.072152\n", - " -0.555448\n", - " -0.590503\n", - " -0.541998\n", - " 0\n", - " \n", - " \n", - " 30000\n", - " -0.880188\n", - " 1\n", - " 2\n", - " 1\n", - " 1.249764\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " 0.297071\n", - " 0.349514\n", - " ...\n", - " 0.113759\n", - " 0.077827\n", - " -0.335576\n", - " -0.295028\n", - " -0.310274\n", - " -0.327606\n", - " -0.377679\n", - " -0.382613\n", - " -0.353953\n", - " 1\n", - " \n", " \n", "\n", - "

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BILL_AMT4 BILL_AMT5 BILL_AMT6 \\\n", - "ID ... \n", - "1 -0.676121 -0.649279 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", - "2 0.237739 0.297071 0.349514 ... -0.699057 -0.665523 -0.649499 \n", - "3 0.237739 0.297071 0.349514 ... -0.428819 -0.370651 -0.329429 \n", - "4 0.237739 0.297071 0.349514 ... -0.087130 -0.011176 0.035183 \n", - "5 -0.676121 0.297071 0.349514 ... -0.267321 -0.262945 -0.236127 \n", - "... ... ... ... ... ... ... ... \n", - "29993 0.237739 -1.595628 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", - "29995 2.065457 2.189771 2.299686 ... 1.115246 1.365251 1.379514 \n", - "29996 0.237739 0.297071 0.349514 ... 1.371458 0.047270 -0.318202 \n", - "29997 -0.676121 -0.649279 0.349514 ... -0.559601 -0.621009 -0.734439 \n", - "30000 0.237739 0.297071 0.349514 ... 0.113759 0.077827 -0.335576 \n", + " PAY_3 PAY_4 PAY_5 ... BILL_AMT4 BILL_AMT5 BILL_AMT6 \\\n", + "ID ... \n", + "1 -0.676121 -0.649279 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", + "2 0.237739 0.297071 0.349514 ... -0.699057 -0.665523 -0.649499 \n", + "3 0.237739 0.297071 0.349514 ... -0.428819 -0.370651 -0.329429 \n", + "4 0.237739 0.297071 0.349514 ... -0.087130 -0.011176 0.035183 \n", + "5 -0.676121 0.297071 0.349514 ... -0.267321 -0.262945 -0.236127 \n", "\n", - " PAY_AMT1 PAY_AMT2 PAY_AMT3 PAY_AMT4 PAY_AMT5 PAY_AMT6 Y \n", - "ID \n", - "1 -0.695997 -0.492062 -0.592095 -0.581776 -0.590503 -0.541998 1 \n", - "2 -0.695997 -0.441174 -0.407137 -0.377679 -0.590503 -0.165907 1 \n", - "3 -0.403085 -0.359362 -0.407137 -0.377679 -0.382613 0.398231 0 \n", - "4 -0.310079 -0.274440 -0.370146 -0.357269 -0.368269 -0.353953 0 \n", - "5 -0.310079 5.397128 1.257479 1.255100 -0.447267 -0.414315 0 \n", - "... ... ... ... ... ... ... .. \n", - "29993 -0.310079 -0.604799 -0.592095 -0.581776 -0.590503 -0.541998 0 \n", - "29995 0.654716 -0.032112 -0.592095 0.846905 -0.590503 0.210185 1 \n", - "29996 0.944155 2.667700 0.333247 0.040108 0.448943 -0.353953 0 \n", - "29997 -0.341532 -0.027858 1.072152 -0.555448 -0.590503 -0.541998 0 \n", - "30000 -0.295028 -0.310274 -0.327606 -0.377679 -0.382613 -0.353953 1 \n", + " PAY_AMT1 PAY_AMT2 PAY_AMT3 PAY_AMT4 PAY_AMT5 PAY_AMT6 Y \n", + "ID \n", + "1 -0.695997 -0.492062 -0.592095 -0.581776 -0.590503 -0.541998 1 \n", + "2 -0.695997 -0.441174 -0.407137 -0.377679 -0.590503 -0.165907 1 \n", + "3 -0.403085 -0.359362 -0.407137 -0.377679 -0.382613 0.398231 0 \n", + "4 -0.310079 -0.274440 -0.370146 -0.357269 -0.368269 -0.353953 0 \n", + "5 -0.310079 5.397128 1.257479 1.255100 -0.447267 -0.414315 0 \n", "\n", - "[25128 rows x 24 columns]" + "[5 rows x 24 columns]" ] }, - "execution_count": 323, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "scaler = StandardScaler()\n", - "cols = df.drop([\"Y\", \"SEX\", \"MARRIAGE\", \"EDUCATION\"], axis =1).columns\n", - "df[cols] = scaler.fit_transform(df[cols])\n", - "df" + "df1.head()" ] }, { @@ -2299,7 +2074,7 @@ }, { "cell_type": "code", - "execution_count": 324, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -2308,7 +2083,7 @@ }, { "cell_type": "code", - "execution_count": 325, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -2317,7 +2092,7 @@ }, { "cell_type": "code", - "execution_count": 326, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -2402,7 +2177,7 @@ "4 0.0 1.0 0.0 1.0 0.0" ] }, - "execution_count": 326, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -2417,7 +2192,7 @@ }, { "cell_type": "code", - "execution_count": 327, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -2615,7 +2390,7 @@ "[5 rows x 27 columns]" ] }, - "execution_count": 327, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2628,7 +2403,7 @@ }, { "cell_type": "code", - "execution_count": 328, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -2689,7 +2464,7 @@ "[0 rows x 27 columns]" ] }, - "execution_count": 328, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2704,71 +2479,147 @@ ] }, { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "mbhlIlQzZz7c" - }, + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has 27 Columns and 25128 Rows\n" + ] + } + ], "source": [ - "## Model Selection\n", - "\n", - "In this part, we will fit machine learning models learnt in BT2101 to this classification problem, and pick the model that can produce the best results.\n", - "\n", - "We will be attempting to fit the following models:\n", - "\n", - "\n", - "- Decision Tree \n", - "- Logistic Regression\n", - "- Support Vector Machine\n", - "- Neural Network\n" + "size = df1.shape\n", + "print(\"Data has {} Columns and {} Rows\".format(size[1], size[0]))" ] }, { - "cell_type": "code", - "execution_count": 329, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.metrics import *\n", - "from sklearn.model_selection import *" + "### Filter method for feature selection\n", + "The filter method for feature selection entails selecting relevant attributes before moving on to learning phase" ] }, { "cell_type": "code", - "execution_count": 330, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "VOB68z_hM1jW" - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ - "#using holdout sampling for train test split\n", - "ft = df1.drop(\"Y\", axis = 1)\n", - "target = df1[\"Y\"]\n", - "X_train,X_test,y_train,y_test = train_test_split(ft,target,test_size=0.20)\n", - "#make the results reproducible (according to instructions)\n", - "np.random.seed(123) " + "#importing libraries\n", + "from sklearn.datasets import load_boston\n", + "import statsmodels.api as sm\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.feature_selection import RFE\n", + "from sklearn.linear_model import RidgeCV, LassoCV, Ridge, Lasso" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To make things easier, we define a get_roc function that will plot an ROC curve for all the models we evaluate, and a confusion matrix function." + "We compute the Pearson Correlation between each input attribute and the target attribute. Those with correlations below a threshold are excluded from the learning phase.\n" ] }, { "cell_type": "code", - "execution_count": 332, - "metadata": {}, - "outputs": [], - "source": [ - "def get_roc(model, y_test, X_test, name):\n", - " try:\n", - " fpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[0]\n", - " tpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[1]\n", - " thresholds = roc_curve(y_test,model.predict_proba(X_test)[:,1])[2]\n", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Using Pearson Correlation\n", + "plt.figure(figsize= (19, 15))\n", + "cor = df.corr()\n", + "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mbhlIlQzZz7c" + }, + "source": [ + "## Model Selection\n", + "\n", + "In this part, we will fit machine learning models learnt in BT2101 to this classification problem, and pick the model that can produce the best results.\n", + "\n", + "We will be attempting to fit the following models:\n", + "\n", + "\n", + "- Decision Tree \n", + "- Logistic Regression\n", + "- Support Vector Machine\n", + "- Neural Network\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import *\n", + "from sklearn.model_selection import *" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "VOB68z_hM1jW" + }, + "outputs": [], + "source": [ + "#using holdout sampling for train test split\n", + "ft = df1.drop(\"Y\", axis = 1)\n", + "target = df1[\"Y\"]\n", + "X_train,X_test,y_train,y_test = train_test_split(ft,target,test_size=0.20)\n", + "#make the results reproducible (according to instructions)\n", + "np.random.seed(123) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make things easier, we define a get_roc function that will plot an ROC curve for all the models we evaluate, and a confusion matrix function." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def get_roc(model, y_test, X_test, name):\n", + " try:\n", + " fpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[0]\n", + " tpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[1]\n", + " thresholds = roc_curve(y_test,model.predict_proba(X_test)[:,1])[2]\n", " except:\n", " fpr = roc_curve(y_test,model.predict(X_test))[0]\n", " tpr = roc_curve(y_test,model.predict(X_test))[1]\n", @@ -2794,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 333, + "execution_count": 30, "metadata": { "scrolled": true }, @@ -2806,15 +2657,6 @@ " return conf" ] }, - { - "cell_type": "code", - "execution_count": 334, - "metadata": {}, - "outputs": [], - "source": [ - "evaluation = pd.DataFrame(columns=['Model', 'Recall-1', 'AUROC'])" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2832,6 +2674,15 @@ "However, simply predicting every data point as a defaulter will give us 100% recall. We have to also consider accuracy and AUROC to get a better idea of how our model performs.\n" ] }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "evaluation = pd.DataFrame(columns=['Model', 'Recall-1', 'AUROC'])" + ] + }, { "cell_type": "markdown", "metadata": { @@ -2860,7 +2711,7 @@ }, { "cell_type": "code", - "execution_count": 335, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -2869,7 +2720,7 @@ }, { "cell_type": "code", - "execution_count": 336, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -2883,7 +2734,7 @@ " random_state=None, splitter='best')" ] }, - "execution_count": 336, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2895,7 +2746,7 @@ }, { "cell_type": "code", - "execution_count": 337, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2904,8 +2755,8 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 1.00 1.00 1.00 15866\n", - " 1 1.00 1.00 1.00 4236\n", + " 0 1.00 1.00 1.00 15780\n", + " 1 1.00 1.00 1.00 4322\n", "\n", " accuracy 1.00 20102\n", " macro avg 1.00 1.00 1.00 20102\n", @@ -2927,14 +2778,14 @@ }, { "cell_type": "code", - "execution_count": 338, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (GINI) identified 444\n" + "Of 1017 Defaulters, the Decision Tree (GINI) identified 413\n" ] }, { @@ -2970,13 +2821,13 @@ " \n", " \n", " 0\n", - " 3227\n", - " 696\n", + " 3280\n", + " 729\n", " \n", " \n", " 1\n", - " 659\n", - " 444\n", + " 604\n", + " 413\n", " \n", " \n", "\n", @@ -2985,11 +2836,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3227 696\n", - "1 659 444" + "0 3280 729\n", + "1 604 413" ] }, - "execution_count": 338, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -3000,19 +2851,19 @@ }, { "cell_type": "code", - "execution_count": 339, + "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.5\n" + "Optimal Threshold: 0.3333333333333333\n" ] }, { "data": { - "image/png": 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8czyeSfO20e+9v1m+7wzpBy9wZ/06HPrial7Fbd87ihigmcXnphjvMRBCCGGl7FwTq/aeZm54BPtOJVPPtSbT+gXRwc2FFk3r0KxZSd7MXDB7JoplwENKqQVAdyBJ6ieEEMI6yRnZLNh6kq83RnE6KQPXXE38bye4c1goj/VvWabLslmiUEr9D+gLeCmlYoCXgZoAWuvPgFUYLyo/BqQB99gqFiGEqCpiEtL4emMUC7dFk5qZg7+rExlrTxKz5xyPP96D556+tsyXactWT2OL+V4DD9pq+UIIUZXsik5kbngEq/edQQFD2jXm4r9xhL28iZ49m/Hbzvtp27ahTZZd6d5HIYQQ1UWuSbPu4FnCwiPYFpWAu7MjE67xY0SbxrQJrM/hjufpFuTFpEmdqFGjoPZBZUMShRBCVDDpWbks2RHNlxsiiYpPw6duLV4cEopnYjZPTFvN7g6NWLp0NMHBXgQHe9k8HkkUQghRQcSlZPDtphN8t+UEiWnZtG9Wl9k3B9OuvhtPPr6GxYsPEBzsyUMPdS3XuCRRCCGEnR0+k0JYeAS/7Iol22Sif6uG3NsnkC5+9fjjj0ja9PqGrKxcZs68nqee6omzc/meuiVRCCGEHWit2XDsPHPDI1l/5BwuNWswpmszJvYKIMCrNtnZuSilaN++EYMGBfHaazfQokV9u8QqiUIIIcpRVo6JZbtjCQuP4NCZFLzdnXnyppaM6+5HvdpOJCdnMm3ar2zZcoqNGyfi5eXKggWj7BqzJAohhCgHiWlZfL/lJN9siiIuJZPghu7MGtWOYR2a4OzogNaaxYv3M23aas6cSWXq1K5kZubi6mr/1wZJohBCCBs6EX+RrzZEsmh7DOnZufQO8uKd29rTJ8gLpYwmrefOXWTChJ/59ddjdOzYiF9+uZ2uXX3sHPl/JFEIIUQZ01qz40QCc8MjWHvgLI41FMM6+DC5dwAhjTyuGN/Dw5nz59P48MObefDBbjg62v8uwpIkCiGEKCM5uSbW7D/L3PAIdkUnUqdWTab2bc6EHv408HC5bNz160/w+uvhLF06Gjc3JzZvnmzTh+auhiQKIYS4SqmZOSzaFs1XGyOJSUjHz9OVGcNaM6pzU1ydLj/Nnj+fxlNP/ca8ebvw969LVFQibdo0qLBJAiRRCCFEqZ1OSmfepih+2HKSlIwcuvjVY/rgUPqHNsQh34lfa83XX+/iqad+Izk5k+ee68X06X1wda1pp+itJ4lCCCFKaH9sEmHhkSzfHYtJawa2aczk3gF09K1X5HTffbeH0FBvPvtsMK1bNyinaK+eJAohhLCCyaT560gcc9dH8k9EPLWdHBjfw4+J1wbQrL5rgdOkpWXzxhvhTJnShaZNPVi6dDR16rhU6GKmgkiiEEKIImRk5/LTzlN8uSGSY3GpNPJw4dmBIYzt5kudWoUXG61adZQHH1xFVFQiPj7uPPBAV+rVq1WOkZcdSRRCCFGA+NRM5m8+wfx/ThB/MYvQxh58MKY9g9s2wamI5qsxMck8+uhqli49SKtWXvz999306eNXjpGXPUkUQghh4fi5VMLCI/nx3xgyc0zcENKAyb0D6BHoeekBuaK8/vp6Vq48yhtv3MATT/TEycmhHKK2LWW8aK7y6NKli96+fbu9wxBCVCFaazZHXCAsPILfD8Xh5FiDkZ18mNQrgBYN3IudfuvWU9Sq5Ujbtg2Jj08jKSmTwMCiK7bLm1Jqh9a6S2mmlTsKIUS1lZ1rYtXe08wNj2DfqWTq13ZiWr8gxvfww8vNudjpk5IyeP753/n00+0MGdKSZcvG4unpiqdnwZXblZUkCiFEtZOckc2CrSf5emMUp5MyCPSuzRu3tmVEJx9cahZfVKS1ZuHC/Tz22Bri4i7y8MPdmDnzhnKI3D4kUQghqo2YhDS+3hjFwm3RpGbmcE1gfV4b3obrg0v2ZPR33+3hrrt+pkuXJqxYMZbOnZvYMGr7k0QhhKjydkUnMjc8gtX7zgAwpF1j7u0dSBufOlbPIzMzh4iIBFq18mb06Nbk5Ji46672ODhUrA78bEEShRCiSso1adYdPEtYeATbohJwd3Zkcq8AJvT0p0ndkj3P8OefkTzwwErS0rI5evRhnJ0dueeejjaKvOKRRCGEqFLSs3JZsiOaLzdEEhWfhk/dWrw4JJQxXZvhVsJ3TcfFXeTJJ9cyf/4eAgPr8cUXQ8v9fdUVQfVbYyFElRSXksG3m07w3ZYTJKZl075ZXWbfHMyA1o1wLEXx0LFjF+jWbS6pqVm88EJvXnihN7WKeBK7KpNEIYSo1A6fSSEsPIJfdsWSbTLRv1VD7u0TSBe/elY9IJdfcnImHh7ONG9ej0mTOjJxYkdatfK2QeSVhyQKIUSlo7Vmw7HzzA2PZP2Rc7jUrMGYrs2Y2CuAAK/apZrnxYtZzJjxN3Pn/suePQ/QtKkH77xzUxlHXjlJohBCVBpZOSaW7Y4lLDyCQ2dS8HJz5smbWjKuux/1ajuVer7Llx/moYd+5eTJJCZN6lgp3hFRniRRCCEqvMS0LL7fcpJvNkURl5JJcEN3Zo1qx7AOTXB2LH1fSjk5JkaPXsxPPx2idWtvwsPvoVcv3zKMvGqQRCGEqLBOxF/kqw2RLNoeQ3p2Lr2DvHjntvb0CfIqVf1DHq01SikcHWvQuLEbb73Vj8ce61ElOvCzBUkUQogKRWvNjhMJzA2PYO2BszjWUAzr4MPk3gGENPK46vlv3hzDgw+uYu7coXTq1Jg5cwaXQdRVmyQKIUSFkJNrYs3+s8wNj2BXdCJ1atVkat/mTOjhTwMPl6uef0JCOs8//zuff76DJk3cSUhIL4OoqwebJgql1ADgI8ABCNNav5Xve1/gG6CueZxntdarbBmTEKJiSc3MYdG2aL7aGElMQjp+nq7MGNaaUZ2b4upUNqeohQv38cgjqzl/Po1HH72GV1/ti7t78b3DCoPNEoVSygGYA/QHYoBtSqllWusDFqNNBxZprT9VSoUCqwB/W8UkhKg4TielM29TFD9sOUlKRg5d/OoxfXAo/UMb4lDG75Q+dOg8/v51Wb16HB07Ni7TeVcHtryj6AYc01pHACilFgDDAMtEoYG8Qsc6QKwN4xFCVAD7Y5MIC49k+e5YTFozsE1jJvcOoKNv2b3oJyMjh7ff3kCnTo0ZOjSY55/vzfTpfapFB362YMtE4QNEW3yOAbrnG+cVYK1S6mGgNnBjQTNSSt0H3Afg6ytN14SobEwmzd9HzjE3PIJNx+Op7eTA+B5+TLw2gGb1y/YlP+vWRTB16kqOHr3AE0/0YOjQYGpa8Y4JUThbJoqC7h3zv3d1LDBPa/2eUqoHMF8p1UZrbbpsIq2/AL4A41WoNolWCFHmMrJz+WnnKb7cEMmxuFQaebjw7MAQxnbzpU4Z95t09mwqjz++lh9+2EuLFvVZu/ZO+vdvXqbLqK5smShigGYWn5tyZdHSJGAAgNb6H6WUC+AFxNkwLiGEjcWnZjJ/8wnm/3OC+ItZhDb24IMx7RnctglOjrYp/vnttwiWLDnASy/14bnneuPiIo06y4ott+Q2IEgpFQCcAm4H7sg3zkmgHzBPKdUKcAHO2TAmIYQNHT+XSlh4JD/+G0Nmjonrg725t3cgPZp7XtUDcoXZvfsMR49eYNSoUMaNa8u11zYjIKDs6jqEwWaJQmudo5R6CFiD0fT1K631fqXUDGC71noZ8AQwVyn1GEax1N1aaylaEqIS0VqzOeICYeER/H4oDifHGozs5MOkXgG0aOBuk2Wmpmbx8st/8tFHW/D3r8vw4SE4OtaQJGEjNr03Mz8TsSrfsJcs/j4AXGvLGIQQtpGda2LV3tPMDY9g36lk6td2Ylq/IMb38MPLzXbPKPz88yEefvhXYmKSue++Trz55o042qg4SxikEE8IUSLJGdks2HqSeRujiE3KINC7Nm/c2pYRnXxwsXHror17z3LrrQtp27YBCxeOomfPZsVPJK6aJAohhFViEtL4emMUC7dFk5qZwzWB9Zk5vA3XBzegRhk/IGcpOzuX8PCT3HBDAG3bNmTlyjvo3z9QmryWI0kUQogi7YpOZG54BKv3nQFgSLvG3Ns7kDY+dWy+7E2bopkyZQX795/j8OGHaNGiPoMGBdl8ueJykiiEEFfINWnWHTxLWHgE26IScHd2ZFKvAO7u6U+TurVsvvwLF9J59tl1zJ37L82aefDjj6Np0aK+zZcrCiaJQghxSXpWLkt2RPPlhkii4tPwqVuLF4eEMrpLU9xdyuetbxkZOXTo8BmxsSk88UQPXnmlL25upX97nbh6kiiEEMSlZPDtphN8t+UEiWnZtG9Wl9k3BzOgdSMcy6l/pJiYZJo29cDFxZGZM6+nQ4dGtG/fqFyWLYomiUKIauzwmRTCwiP4ZVcs2SYT/Vs15N4+gXTxq2eTB+QKkp6ezZtvbuDttzeyZMltDB0azIQJHcpl2cI6ViUKpZQT4Ku1PmbjeIQQNqa1ZsOx88wNj2T9kXO41KzBmK7NmNgrgACv2uUay9q1x5k6dSXHjydw553t6NbNp1yXL6xTbKJQSg0G3gecgAClVAfgZa31rbYOTghRdrJyTCzbHUtYeASHzqTg5ebMkze1ZFx3P+rVLv86gIcfXsXs2dsICqrPunXj6dcvsNxjENax5o5iBkb34H8CaK13KaVa2DQqIUSZSUzL4vstJ/lmUxRxKZkEN3Rn1qh2DOvQBGfH8n0WITfX6BjawaEG11zTFC8vV555ppd04FfBWbN3srXWifnKK6U/JiEquBPxF/lqQySLtseQnp1L7yAv3rmtPX2CvMqt/sHSv/+eZsqUFYwf346HH+7OuHHtyj0GUTrWJIqDSqnRQA1zT7DTgM22DUsIURpaa3acSCAsPJI1B87gWEMxrIMPk3sHENLIo/gZ2EBKSiYvvfQnH3+8FW9vVxo3tk1HgcJ2rEkUDwEvASbgR4zeYJ+zZVBCiJLJyTWxZv9Z5oZHsCs6kTq1ajK1b3Mm9PCngYeL3eJau/Y4Eyf+QmxsClOmdOGNN/pRt6794hGlY02iuFlr/QzwTN4ApdQIjKQhhLCj1MwcFm2L5quNkcQkpOPn6cqMYa0Z1bkprk72L/d3cnKgQYPaLF06mu7dm9o7HFFKqrjXPyil/tVad8o3bIfWurNNIytEly5d9Pbt2+2xaCEqjNNJ6czbFMUPW06SkpFDF796TO4dSP/QhjjYsIO+4mRn5/L++/+QnJzJ66/3A4z3Zduy00BhHfN5u0tppi30kkMpdTPGa0p9lFLvW3zlgVEMJYQoZ/tjkwgLj2T57lhMWjOwTWMm9w6go6/9X9izYcPJSx343XZb6KUEIUmi8ivq3jQO2AdkAPsthqcAz9oyKCHEf0wmzd9HzjE3PIJNx+Op7eTA+B5+TLw2gGb1Xe0dHvHxaTzzzDq+/HInvr51WL58LEOGtLR3WKIMFZootNY7gZ1Kqe+11hnlGJMQAsjIzuXnnacI2xDJsbhUGnm48OzAEMZ286VOrfLpoM8a8fHpLFiwj6ef7slLL11HbTs8vCdsy5raLh+l1OtAKHCpuYLWWi4ZhLCB+NRM5m8+wfx/ThB/MYvQxh58MKY9g9s2wamCvPLz4MFzLFq0n5df7kvLlp6cPPkY9evbvvtxYR/WJIp5wGvAu8BA4B6kjkKIMnf8XCph4ZH8+G8MmTkmrg/25t7egfRo7mmXB+QKkpaWzeuvr+eddzbh5ubEpEmdaNrUQ5JEFWdNonDVWq9RSr2rtT4OTFdKhds6MCGqA601myMuEBYewe+H4nByrMHITj5M6hVAiwYV68G01auPMXXqSiIjE5kwoT3vvNMfb+/y7URQ2Ic1iSJTGZczx5VSU4BTQAPbhiVE1Zada2LV3tPMDY9g36lk6td2Ylq/IMb38MPLzdne4V0hNTWL8eN/wtOzFn/+OYG+ff3tHZIoR9YkiscAN+AR4HWgDjDRlkEJUVUlZ2SzYOtJ5m2MIjYpg0Dv2rxxa1tGdPLBpWb5dtBXnNxcE//73z7Gjm2Dm5sT69aNJyTEC2dn+z/IJ8pXsXtca73F/GcKMB5AKSWPWApRAjEJaXy9MYqF26JJzczhmsD6zPMeMlYAACAASURBVBzehuuDG1TI5wx27Ijl/vtXsGPHaWrVcmTkyFB521w1VmSiUEp1BXyADVrr80qp1hhdedwASLIQohi7ohOZGx7B6n1nABjSrjH39g6kjU8dO0dWsKSkDF588U/mzNlGgwa1WbBgJCNGtLJ3WMLOinoy+01gJLAbowL7J4yeY98GppRPeEJUPrkmzbqDZwkLj2BbVALuzo5M6hXA3T39aVK3YrcOGjlyEX/8EcmDD3bltdduoE4d6cBPFH1HMQxor7VOV0rVB2LNnw+XT2hCVC7pWbks2RHNlxsiiYpPw6duLaYPbsWYrs1wd6k4D8jlFxGRgLe3K+7uzrz++g3UqKHo2lVeSSr+U1SiyNBapwNorS8opQ5JkhDiSnEpGXy76QTfbTlBYlo27ZvVZfbNwQxo3QhHh4rxgFxBsrJyeffdTcycuZ5HHunG22/3lx5eRYGKShSBSqm8rsQV4G/xGa31CJtGJkQFd/hMCmHhEfyyK5Zsk4n+rRpyb59AuvjVqzAPyBVm/foTTJmygoMHzzNqVCiPPNLd3iGJCqyoRDEy3+fZtgxEiMpAa82GY+eZGx7J+iPncKlZgzFdmzGxVwABXpXj4bMPPviHxx9fi79/XVauvINBg4LsHZKo4IrqFPD38gxEiIosK8fEst2xhIVHcOhMCl5uzjx5U0vGdfejXiXoBM9k0ly8mIW7uzODB7fk3Lk0pk/vg6trxa07ERVHsS8uqmjkxUWiPCWmZfH9lpN8symKuJRMghu6M6l3AMM6NMHZsWI9IFeY/fvjmDJl5aU3zYnqySYvLioLSqkBwEeAAxCmtX6rgHFGA68AGtittb7DljEJYY0T8Rf5akMki7bHkJ6dS+8gL965rT19grwqfP1DnrS0bGbO/Jt33/2HOnWcmTixA1rrShO/qDisThRKKWetdWYJxncA5gD9gRhgm1Jqmdb6gMU4QcBzwLVa6wSllPQhJexqx4kLzF0fyZoDZ3CsoRjWwYfJvQMIaeRh79BKZOfO04wYsYioqETuuacDs2b1x8vL/i85EpVTsYlCKdUN+BKjjydfpVR7YLLW+uFiJu0GHNNaR5jnswDj2YwDFuPcC8zRWicAaK3jSr4KQlydnFwTa/afJWxDBDtPJlKnVk2m9m3OhB7+NPCoXA+c5d0x+PrWwde3Dt98M5w+ffzsHZao5Ky5o/gYGAL8DKC13q2Uut6K6XyAaIvPMUD+NngtAZRSGzGKp17RWq+2Yt5CXLXUzBwWbYvmq42RxCSk4+fpyoxhrRnVuSmuTpWr47ucHBOzZ29l2bLD/PbbeDw9Xfn777vtHZaoIqz5NdTQWp/IV66Za8V0BRWE5q85dwSCgL4YfUeFK6XaaK0TL5uRUvcB9wH4+vpasWghCnc6KZ15m6L4YctJUjJy6OJXj+mDQ+kf2hCHCthBX3G2bj3FlCkr2LnzDAMHtiA5OZN69Sp2VyGicrEmUUSbi5+0ud7hYeCIFdPFAM0sPjfF6AYk/zibtdbZQKRS6jBG4thmOZLW+gvgCzBaPVmxbCGusD82ibDwSJbvjsWkNQPbNGZy7wA6+tazd2ilkpqaxTPP/Mann26ncWN3Fi++jZEjW0lltShz1iSKBzCKn3yBs8A687DibAOClFIBGC87uh3I36LpZ2AsME8p5YVRFBVhXehCFM9k0vx95BxzwyPYdDye2k4OjO/hx8RrA2hWv3JX7tasWYO//jrBww93Y+bMG/DwqHgvPBJVgzWJIkdrfXtJZ6y1zlFKPQSswah/+EprvV8pNQPYrrVeZv7uJqXUAYzirKe01vElXZYQ+WVk5/LzzlOEbYjkWFwqjTxceHZgCGO7+VKnVuV9yOzYsQvMmPE3c+YMwt3dmR077sPFpXLVp4jKp9gH7pRSx4HDwELgR611SnkEVhh54E4UJT41k+82n2T+5ijOp2YR2tiDe/sEMLhtE5wcK24HfcXJzMxh1qyNvP56OE5ODqxceQe9e0trJmE9mz5wp7VurpTqiVF09KpSahewQGu9oDQLFMIWjp9LJSw8kh//jSEzx8T1wd7c2zuQHs09K32Z/Z9/RvLAAys5fDieMWNa8/77N9Okibu9wxLViFX3rFrrTcAmpdQrwIfA94AkCmFXWms2R1wgLDyC3w/F4eRYg5GdfJjUK4AWDarGiVRrzeuvh5OdbWL16nHcfHMLe4ckqiFrHrhzw3hQ7nagFfAL0NPGcQlRqOxcE6v2nmZueAT7TiVTv7YT0/oFMb6HH15ulb9C12TSfPnlvwwY0IJmzeowf/6t1K3rQq1KXLciKjdr7ij2AcuBWVrrcBvHI0ShkjOyWbD1JPM2RhGblEGgd23euLUtIzr54FKzcnTQV5w9e84yZcoK/vknhpde6sOrr15P48ZV4+5IVF7WJIpArbXJ5pEIUYiYhDS+3hjFwm3RpGbmcE1gfWYOb8P1wQ2oUQkfkCtIamoWr776Fx98sJl69Woxb94w7rqrvb3DEgIoIlEopd7TWj8BLFVKXdE0St5wJ2xtd3Qic8Mj+HXfGQCGtGvMvb0DaeNTx86Rlb1XXvmL9977h8mTO/LWWzfi6Vm5n/EQVUtRdxQLzf/Lm+1Euck1adYdPEtYeATbohJwd3ZkUq8A7u7pT5O6VatbiujoJC5ezCYkxItnn+3F8OEh9OolXdSIiqeoN9xtNf/ZSmt9WbIwP0gnb8ATZSY9K5clO6L5ckMkUfFp+NStxfTBrRjTtRnuLlWrEjcnx8THH2/hpZf+pHPnJvz99914eblKkhAVljV1FBO58q5iUgHDhCixuJQMvt10gu+2nCAxLZv2Tevwf2M7MrBNIxwdKu8DcoXZvDmGKVNWsHv3WQYPDmL27EH2DkmIYhVVRzEGo0lsgFLqR4uv3IHEgqcSwjqHz6QQFh7BL7tiyTaZ6N+qIff2CaSLX71K/4BcYVauPMLQof+jSRN3fvxxNMOHh1TZdRVVS1F3FFuBeIxeX+dYDE8BdtoyKFE1aa3ZcOw8c8MjWX/kHC41azCmazMm9gogwKu2vcOzCa01sbEp+Ph4cOONgcyYcT3TpnXH3b3yP+8hqo9i+3qqaKSvp8onK8fEst2xhIVHcOhMCl5uztzd049x3f2oV9vJ3uHZzJEj8UydupIjR+I5cOBB3Nyq7rqKis8mfT0ppf7WWl+nlErg8hcOKUBrreuXZoGi+khMy+L7LSf5ZlMUcSmZBDd0Z9aodgzr0ARnx6rxgFxBMjJyeOutDbz55gZq1XLkzTf7UauW9PAqKq+ijt681516lUcgouo4EX+RrzZEsmh7DOnZufQO8uKd29rTJ8irypfJnzmTSp8+X3P06AXGjm3D++/fTKNGbvYOS4irUlTz2LynsZsBsVrrLKVUL6Ad8B2QXA7xiUpkx4kLzF0fyZoDZ3CsoRjWweigr1VjD3uHZnPZ2bnUrOlAw4a16dPHjzlzBtG/f3N7hyVEmbDmfvhnoKtSqjnwLbAS+AEYYsvAROWQk2tizf6zhG2IYOfJROrUqsnUvs2Z0MOfBh4u9g7P5kwmzRdf7OCNN8LZtGkSTZt6EBZ2i73DEqJMWZMoTFrrbKXUCOBDrfXHSilp9VTNpWbmsGhbNF9viiT6Qjp+nq7MGNaaUZ2b4upUPcrjd+8+w/33r2DLllPccEMA2dm59g5JCJuw6lWoSqnbgPHAcPOwqvWorLDa6aR05m2K4octJ0nJyKGLXz1eGBRK/9CGOFSRDvqKo7Xmqad+48MPN1O/fi3mz7+VcePaVvn6F1F9Wftk9lSMbsYjlFIBwP9sG5aoaPbHJhEWHsny3bGYtGZgm8ZM7h1AR9969g6t3CmlSEhIZ9IkowO/evWqVh9UQuRn1XMUSilHIO/VWse01jk2jaoI8hxF+TGZNH8fOcfc8Ag2HY/H1cnBeEDu2gCa1a9evZueOJHItGmreeml6+jUqTEmk64yXZyL6sGm78xWSvUG5gOnMJ6haKSUGq+13liaBYqKLyM7l593niJsQyTH4lJp5OHCswNDGNvNlzrV7C1r2dm5fPDBZl599W8AxoxpTadOjSVJiGrFmqKnD4BBWusDAEqpVhiJo1SZSVRc8amZfLf5JPM3R3E+NYvQxh58MKY9g9s2wcmx6nXQV5xNm6K5//4V7NsXx7BhwXz88UB8faveuzCEKI41icIpL0kAaK0PKqWkL4Iq5Pi5VL7cEMnSHTFk5pi4Ptibe3sH0qO5Z7WuoF23LoKkpAx+/nkMw4aF2DscIeym2DoKpdQ8IBPjLgJgHOCqtZ5g29AKJnUUZUNrzeaIC4SFR/D7oTicHGswspPxgFyLBtXzHc1aa+bP34O3tysDBwaRmZlDdrZJ+mgSVYJN6yiAKcAjwNMYdRTrgf8rzcKE/WXnmli19zRzwyPYdyqZ+rWdmNYviPE9/PByq749mh46dJ4HHljJX39FcdttoQwcGISzsyPO1XeTCHFJkYlCKdUWaA78pLWeVT4hCVtIzshmwdaTzNsYRWxSBoHetXnj1raM6OSDS82q20FfcdLTs3njjXDefnsjtWs78fnnQ5g8uZO9wxKiQimq99jnMd5k9y9GFx4ztNZflVtkokzEJKTx9cYoFm6LJjUzh2sC6zNzeBuuD24gLXeA5cuP8Npr4dx5Zzvefbc/DRtKB35C5FfUHcU4oJ3W+qJSyhtYBUiiqCR2RycyNzyCX/edAWBIu8bc2zuQNj7SaufMmVR27TrDgAEtuO22UPz9J9Otm4+9wxKiwioqUWRqrS8CaK3PKaWqX/vISibXpFl38Cxh4RFsi0rA3dmRSb0CuLunP03qytPDubkmPv98B8899ztOTg6cPPkotWrVlCQhRDGKShSBFu/KVkBzy3dna61H2DQyYbX0rFyW7Ijmyw2RRMWn4VO3FtMHt2JM12a4u1SvB+QK8++/p5kyZQXbtsVy442BfPLJIGpVs4cHhSitohLFyHyfZ9syEFFycSkZfLvpBN9tOUFiWjbtm9bh/8Z2ZGCbRjg6yA1gnsjIBLp1m4uXlys//DCC229vU62fDxGipIp6cdHv5RmIsN7hMymEhUfwy65Ysk0mbmzVkHt7B9LVv56cAM201uzdG0e7dg0JCKjH118PY+jQYOrWrfrvyBCirFWPFwdUAVprNhw7z9zwSNYfOYdLzRpGB329Agjwqm3v8CqUyMgEHnroV1avPsbOnffTrl1Dxo9vb++whKi0bJoolFIDgI8AByBMa/1WIeONAhYDXbXW8ti1hawcE8t2xxIWHsGhMyl4uTnz5E0tGdfdj3q15YlhS1lZubz//j/MmPE3NWoo3n23P6Gh3vYOS4hKz+pEoZRy1lpnlmB8B2AO0B+IAbYppZZZ9htlHs8d48nvLdbOuzrINWm+3BBBWHgkcSmZBDd0Z9aodgzr0ARnx+r7gFxhcnNN9Oz5JTt2nGbEiFZ8+OHNNGsmTYGFKAvF1ngqpboppfYCR82f2yulrOnCoxvGuysitNZZwAJgWAHjzQRmARnWh131zf7jGG+sOkTLhu58M7Ebqx/tzeguzSRJ5JOcbFy7ODjUYOLEjixfPpalS0dLkhCiDFnTNOZjYAgQD6C13g1cb8V0PkC0xecY87BLlFIdgWZa6xVFzUgpdZ9SartSavu5c+esWHTltuNEAh//cZThHZrw3eTuXNfSWyqp89FaM2/eLgIDP+KXXw4BMHVqV4YMaWnnyISoeqxJFDW01ifyDbPmLfIFndkudVVrfoDvA+CJ4maktf5Ca91Fa93F27tqlzmnZGTz6MKdNK7jwozhbewdToV04MA5+vb9hnvu+YWQEC+aN69v75CEqNKsqaOIVkp1A7S53uFh4IgV08UAzSw+NwViLT67A22Av8xXy42AZUqpW6pzhfbLy/ZzKiGdRff3wEMelrvCrFkbeeGFP/DwcCYsbCj33NNR+qwSwsasSRQPYBQ/+QJngXXmYcXZBgQppQIwXqN6O3BH3pda6yTAK++zUuov4MnqnCSW7Y7lx39PMa1fEF385SrZktYapRSNGrkxblxb3nmnP97e0ixYiPJQbKLQWsdhnORLRGudo5R6CFiD0Tz2K631fqXUDGC71npZiaOtwmIS0njhp7109K3Lwze0sHc4FUZsbArTpq2md29fHnmkO3fd1Z677pJnIoQoT8UmCqXUXCzqFvJore8rblqt9SqMXmcth71UyLh9i5tfVZVr0jy+cDdaw0djOkr3GxjNXT/5ZBsvvPAH2dkmevZsau+QhKi2rCl6WmfxtwtwK5e3ZhJX6dO/jrE16gLvj26Pr6ervcOxu127zjB58jJ27DjNTTc155NPBkmFtRB2ZE3R00LLz0qp+cBvNouomtl5MoEP1h1laPsm3NpRursGSErKIDY2hYULR3HbbaHSNFgIOytNFx4BgF9ZB1IdpWbm8OjCXTTycOG14dW3R1OtNYsXH+Do0XheeKEP113nT0TENFxcpCsyISoCa57MTlBKXTD/S8S4m3je9qFVfa8u20/0hTQ+GNOBOtX03QjHj19g0KAfGDNmCb/8cpjsbOMRHUkSQlQcRf4alXGJ2x6jeSuASWt9RcW2KLmVe06zeEcMD9/Qgm4B1a/8PTMzh3ff3cRrr4VTs2YNPvpoAFOndsXRUSryhahoikwUWmutlPpJa925vAKqDmIT03nuxz20b1aXR/oF2Tscu4iOTmbmzPUMHRrMhx/ejI+Ph71DEkIUwprLt61KqU42j6SayDVpHlu4i1yT5qMxHahZjZrCnjt3kdmztwLQokV9Dhx4kMWLb5MkIUQFV+gdhVLKUWudA/QC7lVKHQcuYvThpLXWkjxK4fP1x9kSeYF3RrXDv5q8cMhk0nz99U6efnodKSmZ9O8fSHCwF4GB9ewdmhDCCkUVPW0FOgHDyymWKm9PTCLvrz3C4LaNGdW5ejxAtm9fHA88sJING07Su7cvn302hOBgr+InFEJUGEUlCgWgtT5eTrFUaRczc5i2YBfe7s68cWvbatEUNisrl5tumk9WVi5ffXULd9/doVqstxBVTVGJwlsp9XhhX2qt37dBPFXWzBUHiIq/yP/uvYY6rlW7Kewff0Ry3XV+ODk5sGjRbYSEeOHlJU+cC1FZFVWT6gC4YXQHXtA/YaVf955mwbZoHriuOdcEeto7HJuJiUlm5MhF9Ov3Ld9+uxuAXr18JUkIUckVdUdxWms9o9wiqaJOJ6Xz7I97ade0Do/eWDXfvpaTY2L27K28+OKf5OaaePPNfowb187eYQkhykixdRSi9EwmzROLdpOVY+LDMR1wqqIPk40f/xMLFuxj4MAWzJkziIAAac0kRFVSVKLoV25RVFFzwyPYdDyet0e2JdDbzd7hlKnExAwcHWvg5ubEgw92ZeTIVowc2Uoqq4Woggq9xNVaXyjPQKqafaeSeHftYQa0bsToLs2Kn6CS0FqzYME+WrWaw4sv/gEY9RCjRkkvr0JUVVWzLMTO0rJyeGTBTjxrO/PWyKrTFPbYsQvcfPN3jB27lKZNPbjzTqmHEKI6kC46beC1lQeJPH+R7yd1p66rk73DKRM//LCXiRN/wdnZkdmzBzJlShccqlH3I0JUZ5Ioytia/Wf4YctJ7u8TSM8Wlf8J5OzsXGrWdKBLlyaMGhXKrFn9adJEWkcLUZ1IoihDZ5MzeHbpHtr4ePDETcH2DueqxMVd5Ikn1nLxYhY//jiGli09+e67EfYOSwhhB1J2UEZMJs2Ti3eTnp3Lh2M6VtqmsCaT5osvdhAcPJuFC/fRurU3ubkme4clhLAjuaMoI19tjCT86HneuLUtLRpUzqawEREJ3Hnnj/zzTwx9+/rz6aeDCQmp/MVnQoirI4miDOyPTWLW6sP0D23I2G6VtylsnTrOJCZm8M03wxk/vl2Vaa0lhLg6lbN8pAJJz8pl2oJd1HWtydsjK9/Jddmyw4wYsZDcXBOenq7s2zeVu+5qX+nWQwhhO5IortIbqw5yLC6V90a3p37tytMU9uTJJIYPX8CwYQs4ciSe06dTAahRQxKEEOJyUvR0FX4/eJb5m08wuVcAvYO87R2OVXJyTHz44WZefvkvtNa8/faNPPbYNdSs6WDv0IQQFZQkilKKS8ngqSV7aNXYg6cGVJ6msLm5JsLC/uWGGwL4v/8biL9/XXuHJISo4KToqRSMprB7uJiZw8e3d8DZsWJfjSckpPPMM7+RkpKJs7MjGzdOZNmy2yVJCCGsIomiFOZtimL9kXNMHxJKUMOK+5Sy1prvv99DSMgc3nvvH/78MwoAT09XqawWQlhNip5K6ODpZN769RA3tmrAnd197R1OoY4ciWfq1JX8/nsk3br5sGbNnXTo0MjeYQkhKiFJFCWQkZ3Lowt24VGr4jeFffTR1WzfHssnnwzivvs6Swd+QohSk0RRAm/9eojDZ1OYd09XPN2c7R3OFX777TghIV40a1aHTz8djLOzI40aVc6nxIUQFYdNLzOVUgOUUoeVUseUUs8W8P3jSqkDSqk9SqnflVJ+toznavx5KI55m6K451p/+gY3sHc4lzlzJpU77ljKTTd9x9tvbwTAz6+uJAkhRJmwWaJQSjkAc4CBQCgwVikVmm+0nUAXrXU7YAkwy1bxXI1zKZk8tWQ3IY3ceWZAiL3DucRk0nz22XZCQmazdOlBXn75Ot599yZ7hyWEqGJsWfTUDTimtY4AUEotAIYBB/JG0Fr/aTH+ZuBOG8ZTKlprnl6ym+SMHL6ffA0uFejBtDffDGf69D+54YYAPvlkEMHB0oGfEKLs2TJR+ADRFp9jgO5FjD8J+LWgL5RS9wH3Afj6lm9Lo2//OcGfh8/x6i2tCW5k/6awKSmZnD+fRkBAPaZM6UJAQD3Gjm1ToSvWhRCVmy3rKAo6c+kCR1TqTqAL8E5B32utv9Bad9Fad/H2Lr+uMo6cTeH1VQe5Ptibu3rYt/pEa81PPx0kNPQTxoxZgtYaT09X7rij6ryTWwhRMdkyUcQAln1uNwVi84+klLoReAG4RWudacN4SiQjO5dH/rcTDxdHZo2yb2+qJ04kcsstCxgxYhH169fi448HSnIQQpQbWxY9bQOClFIBwCngduAOyxGUUh2Bz4EBWus4G8ZSYrNWH+bQmRS+vrsr3u72awr7zz/R3HjjfADefbc/06Zdg2MlfXueEKJyslmi0FrnKKUeAtYADsBXWuv9SqkZwHat9TKMoiY3YLH5Cvmk1voWW8Vkrb+PnOOrjZFM6OHH9SH2aQqbnJyJh4cznTo1ZuLEDjz11LX4+taxSyxCiOpNaV1gtUGF1aVLF719+3abzT8+NZMBH4VTz7Umyx7qVe6tnOLj03j22XWsXRvB/v1TcXOrPO+4EEJUXEqpHVrrLqWZVp7MtqC15pmle0hKz+bbid3KNUlorZk/fw9PPLGWhIR0Hn+8B1INIYSoCCRRWPh+y0nWHYzjpSGhtGrsUW7LTUrKYPjwhfz1VxQ9ejTls8+G0K5dw3JbvhBCFEUShdmxuBReW3mAPi29ubunf7ksU2uNUgoPD2e8vFz54oshTJrUSV5HKoSoUKT5DJCZk8sj/9uFq5Mj797WrlxO1GvWHKNTpy+IiUlGKcXixbdx772dJUkIISocSRTAu2sOc+B0MrNGtqOBu4tNl3X6dAq3376EAQO+Jy0tm7i4izZdnhBCXK1qX/S04eh55oZHcuc1vtwYatt6gTlztvL883+QmZnDq6/25ZlnrsXZudrvAiFEBVetz1IJF7N4fNEuWjRw44VB+Tu2LXs7dpyme3cf5swZRFCQp82XJ4QQZaHaJoq8prCJadl8fU9XajmVfVPY5ORMXnrpT8aPb0fnzk345JPBODs7SPcbQohKpdomigXboll74CzTB7eidZOyfeJZa83SpQeZNm01p0+n4Otbh86dm+DiUm03txCiEquWZ67j51KZsfwAvVp4MfHagDKdd2RkAg899CurVh2lQ4dG/PjjaLp3b1qmyxBCiPJU7RJFVo6JaQt24lKzBu+Nbl/mzVG//34v69ef4IMPbuahh7pJB35CiEqv2iWK9347zL5TyXw+vjMNPcqmKWx4+AkyM3O58cZAnnqqJ3ff3YGmTcvvyW4hhLClanW5u+nYeb5YH8HYbr7c3LrRVc/v/Pk0Jk78hT595jFjxt8AODs7SpIQQlQp1eaOIjEti8cX7SbAqzYvDml1VfPSWjNv3i6eeuo3kpIyeeaZa3nxxT5lFKmoSrKzs4mJiSEjI8PeoYhqwsXFhaZNm1KzZs0ym2e1SBRaa577cS/xFzMJm3Atrk5Xt9qrVh1l4sRlXHttMz77bAht2tjnnRWi4ouJicHd3R1/f39pFi1sTmtNfHw8MTExBASUXUOdalH0tHh7DL/uO8OTNwXTxqd0TWHT0rLZuPEkAIMGBfHLL7ezfv09kiREkTIyMvD09JQkIcqFUgpPT88yv4Ot8oki8vxFXlm+n57NPbm3d2Cp5vHrr0dp0+YTBg78nsTEDJRS3HJLsHTgJ6wiSUKUJ1scb1U6UWTnGk1hazqUrinsqVPJ3HbbYgYN+gFnZ0eWLx9L3bq27TRQCCEqmiqdKD5cd4Q9MUm8NaItjevUKtG0cXEXCQ39hBUrjvDaa9eze/cUrrvO3zaBCmFDDg4OdOjQgTZt2jB06FASExMvfbd//35uuOEGWrZsSVBQEDNnzsTy9ci//vorXbp0oVWrVoSEhPDkk0/aYxWKtHPnTiZPnnzZsGHDhtGjR4/Lht19990sWbLksmFubm6X/j5y5AiDBg2iRYsWtGrVitGjR3P27Nmriu3ChQv079+foKAg+vfvT0JCQoHjnTx5kptuuolWrVoRGhpKVFQUALNnz6ZFixYopTh//vyl8VesWMHLL798VbGViNa6Uv3r3LmztsY/x89r/2dX6KcX77ZquVOSJQAAEgFJREFU/DwxMUmX/v7oo8362LH4Ek0vhKUDBw7YOwRdu3btS3/fdddd+rXXXtNaa52WlqYDAwP1mjVrtNZaX7x4UQ8YMEDPnj1ba6313r17dWBgoD548KDWWuvs7Gw9Z86cMo0tOzv7qucxatQovWvXrkufExISdNOmTXVISIiOiIi4NHzChAl68eLFl02bt23S09N1ixYt9LJlyy5998cff+i9e/deVWxPPfWUfvPNN7XWWr/55pv66aefLnC86667Tq9du1ZrrXVKSoq+ePGi1lrrf//9V0dGRmo/Pz997ty5S+ObTCbdoUOHS+PlV9BxB2zXpTzvVslWT0lp2Ty+cBf+nrV5aah1vcImJWUwffoffP75DjZvnkynTo155JHuNo5UVCevLt/PgdjkMp1naBMPXh7a2urxe/TowZ49ewD44YcfuPbaa7npppsAcHV1Zfbs2fTt25cHH3yQWbNm8cILLxASEgKAo6MjU6dOvWKeqampPPzww2zfvh2lFC+//DIjR47Ezc2N1NRUAJYsWcKKFSv+v71zD86iyhL47xBGeWVAQFIBxADxERIgQFBRlKfiqICmkCggj8JVEEV5ueu6U7Iy48CM+GDBYdhZK7g1QAYZHqKCA8qACAhICDFhYgYigwLhtSQ8Q8jZP7r58iV8yfclJl9e51fVVd237+P0qe4+fc+9fS6JiYmMHTuW5s2bs2fPHmJjY1m5ciXJyck0a9YMgMjISLZu3Uq9evWYMGEChw45k0jeeecd7rnnniJt5+bmkpKSQteuXT1pK1asYPDgwYSFhbFs2TJeeeUVv3pZsmQJvXr1YvDgwZ60fv36BazXkli9ejWbNm0CYMyYMfTt25c5c+YUyZOWlkZ+fj73338/ULSX061bN5/1igh9+/Zl7dq1DB8+/CfL6Y9aZyhUlX9ftY/s3EusmHg3jf2s96CqLF+exksvrePo0bM8//wddOx4Q5CkNYzgceXKFTZu3Mj48eMBx+3Uo0ePInk6duzI2bNnycnJITU1lWnTpvmtd9asWTRt2pR9+/YBlOhe8SYjI4MNGzYQEhJCQUEBK1euZNy4cezYsYOIiAjCwsIYMWIEU6ZMoXfv3hw6dIhBgwaRnp5epJ5du3YRExNTJG3p0qW89tprhIWFMWzYsIAMRWpq6jW68EVubi733nuvz3NLliyhU6eiH6bHjh0jPDwcgPDwcLKzs68pl5GRQbNmzYiPj+fgwYMMHDiQ2bNnExJSekTruLg4tmzZYoaiPKz45gc+TjnCyw/eRtebmpWaV1WJj/8zq1btp3v3cNaseZK4uNZBktSoa5Tly78iuXDhArGxsWRlZdGjRw/Pl6u6a7b7oiwzZzZs2MCyZcs8xzfc4P9D6/HHH/e8CBMSEnj99dcZN24cy5YtIyEhwVNvWlqap0xOTg65ubmEhoZ60o4cOcKNN97oOT527BiZmZn07t0bEaF+/fqkpqYSExPj85rKOkMoNDSU5OTkMpXxR35+Plu2bGHPnj20a9eOhIQEEhMTPQa9JFq1asWPP/5YobKURK0azM46cY7XVqdyZ/vmPHtfxxLzXb58BXBukt69b2LevAf5+uunzUgYtZKGDRuSnJzM999/T15eHgsWLAAgOjqaXbt2Fcl74MABmjRpQmhoKNHR0ezevdtv/SUZHO+04vP6Gzdu7Nnv1asXmZmZHD9+nFWrVhEfHw9AQUEB27ZtIzk5meTkZH744YciRuLqtXnXnZSUxOnTp2nfvj0RERFkZWV5jFiLFi2K9HZOnTpFy5YtPboI5Fpzc3OJjY31uXkbtauEhYVx5MgRwDFqrVpd+99V27Zt6datGx06dKB+/fo8+uijfPPNN35luXjxIg0blm2STnmpNYbi8pUCXkpKJqSe8HZCLCElTIXdtCmLLl0Wsnr1fgCmTbubF164k5CQWqMKw/BJ06ZNmTdvHm+++SaXL19m5MiRfPnll2zYsAFweh6TJ0/m5ZdfBmDGjBm88cYbZGRkAM6L+6233rqm3gceeID58+d7jq++jMPCwkhPT/e4lkpCRHjssceYOnUqUVFRtGjRwme9vr7ko6KiyMzM9BwvXbqUdevWkZWVRVZWFrt37/YYir59+5KUlEReXh4AiYmJnnGIESNG8NVXX/Hxxx976lq3bp3HnXaVqz0KX1txtxPAkCFDWLx4MQCLFy9m6NCh1+Tp2bMnp0+f5vjx4wB8/vnnPusqTkZGxjVut0qjvKPgVbWVNOtp7vr9evO/rtW1e3/0eT47+6yOHr1SYaa2b/+Obtx4wGc+w6hIqtusJ1XVRx55RD/44ANVVU1JSdE+ffrorbfeqh07dtSZM2dqQUGBJ+9HH32k3bt319tvv12joqJ0+vTp19Sfm5uro0eP1ujoaO3SpYuuWLFCVVWXL1+uHTp00D59+uikSZN0zJgxqup79tHOnTsV0MTERE/a8ePHdfjw4dq5c2eNiorSZ5991uf1xcTEaE5Ojh48eFBbt25dRH5V1W7duun27dtVVXXmzJkaExOjXbt21fj4eM3OzvbkS09P10GDBmlkZKRGRUVpQkKCHj16tFTd+uPEiRPav39/jYyM1P79++vJkyc91zt+/HhPvs8++0w7d+6sMTExOmbMGL106ZKqqr777rvapk0bDQkJ0fDw8CJlHn74YU1JSfHZbkXPehL1mjNdE4iLi9Pi3eWvD57iiUXbiO/eljcf73pNmaVL9zFp0iecPZvHjBl38+qr99GoUcUFzDKMkkhPTycq6qcFoTRK5+233yY0NPSafylqM8eOHWPEiBFs3LjR53lf952I7FbVuPK0V+P9LWcuXGZKUjI3NW/EzCG+Bwvz8wuIiWlFcvIEfv3rAWYkDKMWMXHiRK6//vqqFiOoHDp0iLlz5watvRo960lV+eWqVI7mXOTDCb1o4k6FPXcuj1mzNtOuXVOee64no0Z1YdSoLhZzxzBqIQ0aNOCpp56qajGCSs+ePYPaXo3uUaxK/oE1e39kysBb6NbOmZK3dm0G0dHvMWfOVjIyTgLOYJkZCaOqqGnuXaNmUxn3W43tUfzz1Hl+uepbekbcwMS+kRw+nMPkyZ+ycuV+OnW6kc2bx3LvvTdXtZhGHadBgwacPHnSQo0bQUHVWY+iQYOKDV5aIw1FvhsVVgTPVNgDB06zfv0/+M1vBjB1ai+uu670vxoNIxi0bduWw4cPe6Y+GkZlc3WFu4qkRs56GjV7Ce9s+I4Xe95MvcNnefHFuwA4efI8LVo0qmIJDcMwqh/VdtaTiDwoIn8XkUwR+Tcf568XkST3/A4RifBX5/m8fOZt/I42eTDt8RW89dZ2zp1zfqAxI2EYhlHxVJqhEJEQYAHwC6AT8KSIFP/dcDxwWlUjgbeBOfgh68R58nPy2PH7PUyefCf79k2kcePrKlp8wzAMw6UyxyjuADJV9QCAiCwDhgLeAVGGAjPd/Q+B+SIiWoo/7EqB0nz/GVZtHU/37uGVI7lhGIbhoTINRRvgn17Hh4HiCzx48qhqvoicAVoAJ7wzicgzwDPu4aW9x8alBhARuC7QkmK6qsOYLgoxXRRiuijktvIWrExD4WsuYPGeQiB5UNVFwCIAEdlV3gGZ2obpohDTRSGmi0JMF4WIyC7/uXxTmYPZh4GbvI7bAsWDp3vyiEh9oClwqhJlMgzDMMpIZRqKncAtItJeRK4DngDWFMuzBhjj7g8DPi9tfMIwDMMIPpXmenLHHJ4H1gMhwPuq+q2IvI4T7nYN8D/A/4pIJk5P4okAql5UWTLXQEwXhZguCjFdFGK6KKTcuqhxP9wZhmEYwaVGBwU0DMMwKh8zFIZhGEapVFtDURnhP2oqAehiqoikiUiKiGwUkVobNtefLrzyDRMRFZFaOzUyEF2IyHD33vhWRJYEW8ZgEcAz0k5EvhCRPe5z8lBVyFnZiMj7IpItIqklnBcRmefqKUVEugdUcXnXUK3MDWfw+x9AB+A6YC/QqVie54CF7v4TQFJVy12FuugHNHL3J9ZlXbj5QoHNwHYgrqrlrsL74hZgD3CDe9yqquWuQl0sAia6+52ArKqWu5J0cR/QHUgt4fxDwKc4/7DdBewIpN7q2qPwhP9Q1TzgavgPb4YCi939D4EBUjsD/vvVhap+oarn3cPtOP+s1EYCuS8AZgG/BS4GU7ggE4gu/gVYoKqnAVQ1O8gyBotAdKHAz939plz7T1etQFU3U/q/aEOBD9RhO9BMRPzGQqquhsJX+I82JeVR1XzgaviP2kYguvBmPM4XQ23Ery5EpBtwk6quDaZgVUAg98WtwK0islVEtovIg0GTLrgEoouZwCgROQx8ArwQHNGqHWV9nwDVd+GiCgv/UQsI+DpFZBQQB/SpVImqjlJ1ISL1cKIQjw2WQFVIIPdFfRz3U1+cXuYWEYlR1f+rZNmCTSC6eBJIVNW5ItIL5/+tGFUtqHzxqhXlem9W1x6Fhf8oJBBdICIDgVeBIap6KUiyBRt/uggFYoBNIpKF44NdU0sHtAN9Rlar6mVVPQj8Hcdw1DYC0cV44M8AqroNaIATMLCuEdD7pDjV1VBY+I9C/OrCdbf8AcdI1FY/NPjRhaqeUdWWqhqhqhE44zVDVLXcwdCqMYE8I6twJjogIi1xXFEHgiplcAhEF4eAAQAiEoVjKOri+rRrgNHu7Ke7gDOqesRfoWrpetLKC/9R4whQF78DmgDL3fH8Q6o6pMqEriQC1EWdIEBdrAceEJE04AowQ1VPVp3UlUOAupgG/LeITMFxtYytjR+WIrIUx9XY0h2PeQ34GYCqLsQZn3kIyATOA+MCqrcW6sowDMOoQKqr68kwDMOoJpihMAzDMErFDIVhGIZRKmYoDMMwjFIxQ2EYhmGUihkKo9ohIldEJNlriyglb0RJkTLL2OYmN/roXjfkxW3lqGOCiIx298eKSGuvc38UkU4VLOdOEYkNoMxLItLop7Zt1F3MUBjVkQuqGuu1ZQWp3ZGq2hUn2OTvylpYVReq6gfu4Vigtde5p1U1rUKkLJTzPQKT8yXADIVRbsxQGDUCt+ewRUS+cbe7feSJFpGv3V5Iiojc4qaP8kr/g4iE+GluMxDplh3grmGwz431f72bPlsK1wB5002bKSLTRWQYTsytP7ltNnR7AnEiMlFEfusl81gR+a9yyrkNr4BuIvJ7EdklztoT/+mmTcYxWF+IyBdu2gMiss3V43IRaeKnHaOOY4bCqI409HI7rXTTsoH7VbU7kADM81FuAvCuqsbivKgPu+EaEoB73PQrwEg/7Q8G9olIAyARSFDVzjiRDCaKSHPgMSBaVbsAv/IurKofArtwvvxjVfWC1+kPgXiv4wQgqZxyPogTpuMqr6pqHNAF6CMiXVR1Hk4sn36q2s8N5fEfwEBXl7uAqX7aMeo41TKEh1HnueC+LL35GTDf9clfwYlbVJxtwKsi0hb4i6p+JyIDgB7ATje8SUMco+OLP4nIBSALJwz1bcBBVc1wzy8GJgHzcda6+KOIfAwEHNJcVY+LyAE3zs53bhtb3XrLImdjnHAV3iuUDReRZ3Ce63CcBXpSipW9y03f6rZzHY7eDKNEzFAYNYUpwDGgK05P+JpFiVR1iYjsAB4G1ovI0zhhlRer6isBtDHSO4CgiPhc38SNLXQHTpC5J4Dngf5luJYkYDiwH1ipqirOWztgOXFWcZsNLADiRaQ9MB3oqaqnRSQRJ/BdcQT4q6o+WQZ5jTqOuZ6MmkJT4Ii7fsBTOF/TRRCRDsAB192yBscFsxEYJiKt3DzNJfA1xfcDESIS6R4/BfzN9ek3VdVPcAaKfc08ysUJe+6LvwCP4qyRkOSmlUlOVb2M40K6y3Vb/Rw4B5wRkTDgFyXIsh245+o1iUgjEfHVOzMMD2YojJrCe8AYEdmO43Y65yNPApAqIsnA7ThLPqbhvFA/E5EU4K84bhm/qOpFnOiay0VkH1AALMR56a516/sbTm+nOInAwquD2cXqPQ2kATer6tduWpnldMc+5gLTVXUvzvrY3wLv47izrrII+FREvlDV4zgzspa67WzH0ZVhlIhFjzUMwzBKxXoUhmEYRqmYoTAMwzBKxQyFYRiGUSpmKAzDMIxSMUNhGIZhlIoZCsMwDKNUzFAYhmEYpfL/jEu6VU9HfpYAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -3029,7 +2880,7 @@ }, { "cell_type": "code", - "execution_count": 340, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -3038,12 +2889,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.82 0.83 3923\n", - " 1 0.39 0.40 0.40 1103\n", + " 0 0.84 0.82 0.83 4009\n", + " 1 0.36 0.41 0.38 1017\n", "\n", " accuracy 0.73 5026\n", - " macro avg 0.61 0.61 0.61 5026\n", - "weighted avg 0.73 0.73 0.73 5026\n", + " macro avg 0.60 0.61 0.61 5026\n", + "weighted avg 0.75 0.73 0.74 5026\n", "\n" ] } @@ -3054,61 +2905,13 @@ }, { "cell_type": "code", - "execution_count": 341, + "execution_count": 38, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ModelRecall-1AUROC
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" - ], - "text/plain": [ - " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706" - ] - }, - "execution_count": 341, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "evaluation.loc[0] = ([\"Decision Tree\" , \n", " classification_report(y_test, tree.predict(X_test), output_dict = True)[\"1\"][\"recall\"],\n", - " auroc])\n", - "evaluation" + " auroc])" ] }, { @@ -3129,7 +2932,7 @@ }, { "cell_type": "code", - "execution_count": 342, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -3139,7 +2942,7 @@ }, { "cell_type": "code", - "execution_count": 343, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -3154,7 +2957,7 @@ " verbose=0, warm_start=False)" ] }, - "execution_count": 343, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -3165,7 +2968,7 @@ }, { "cell_type": "code", - "execution_count": 344, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -3174,8 +2977,8 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 1.00 1.00 1.00 15866\n", - " 1 1.00 1.00 1.00 4236\n", + " 0 1.00 1.00 1.00 15780\n", + " 1 1.00 1.00 1.00 4322\n", "\n", " accuracy 1.00 20102\n", " macro avg 1.00 1.00 1.00 20102\n", @@ -3197,14 +3000,14 @@ }, { "cell_type": "code", - "execution_count": 345, + "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (Random Forest) identified 355\n" + "Of 1017 Defaulters, the Decision Tree (Random Forest) identified 343\n" ] }, { @@ -3240,13 +3043,13 @@ " \n", " \n", " 0\n", - " 3726\n", + " 3812\n", " 197\n", " \n", " \n", " 1\n", - " 748\n", - " 355\n", + " 674\n", + " 343\n", " \n", " \n", "\n", @@ -3255,11 +3058,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3726 197\n", - "1 748 355" + "0 3812 197\n", + "1 674 343" ] }, - "execution_count": 345, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -3270,19 +3073,19 @@ }, { "cell_type": "code", - "execution_count": 346, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.3233333333333333\n" + "Optimal Threshold: 0.2569444444444445\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -3299,7 +3102,7 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -3308,12 +3111,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.95 0.89 3923\n", - " 1 0.64 0.32 0.43 1103\n", + " 0 0.85 0.95 0.90 4009\n", + " 1 0.64 0.34 0.44 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.74 0.64 0.66 5026\n", - "weighted avg 0.79 0.81 0.79 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.74 0.64 0.67 5026\n", + "weighted avg 0.81 0.83 0.81 5026\n", "\n" ] } @@ -3324,7 +3127,7 @@ }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -3357,7 +3160,7 @@ }, { "cell_type": "code", - "execution_count": 349, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -3375,7 +3178,7 @@ " warm_start=False)" ] }, - "execution_count": 349, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -3388,7 +3191,7 @@ }, { "cell_type": "code", - "execution_count": 350, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -3397,12 +3200,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.86 0.97 0.91 15866\n", - " 1 0.79 0.41 0.54 4236\n", + " 0 0.86 0.97 0.91 15780\n", + " 1 0.79 0.40 0.53 4322\n", "\n", " accuracy 0.85 20102\n", - " macro avg 0.83 0.69 0.73 20102\n", - "weighted avg 0.85 0.85 0.83 20102\n", + " macro avg 0.82 0.69 0.72 20102\n", + "weighted avg 0.84 0.85 0.83 20102\n", "\n" ] } @@ -3420,14 +3223,14 @@ }, { "cell_type": "code", - "execution_count": 351, + "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (Gradient Boosted Trees) identified 348\n" + "Of 1017 Defaulters, the Decision Tree (Gradient Boosted Trees) identified 339\n" ] }, { @@ -3463,13 +3266,13 @@ " \n", " \n", " 0\n", - " 3747\n", - " 176\n", + " 3846\n", + " 163\n", " \n", " \n", " 1\n", - " 755\n", - " 348\n", + " 678\n", + " 339\n", " \n", " \n", "\n", @@ -3478,11 +3281,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3747 176\n", - "1 755 348" + "0 3846 163\n", + "1 678 339" ] }, - "execution_count": 351, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -3493,19 +3296,19 @@ }, { "cell_type": "code", - "execution_count": 352, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.2518319662074072\n" + "Optimal Threshold: 0.23427082801012525\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -3522,7 +3325,7 @@ }, { "cell_type": "code", - "execution_count": 354, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -3531,12 +3334,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.96 0.89 3923\n", - " 1 0.66 0.32 0.43 1103\n", + " 0 0.85 0.96 0.90 4009\n", + " 1 0.68 0.33 0.45 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.75 0.64 0.66 5026\n", - "weighted avg 0.80 0.81 0.79 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.76 0.65 0.67 5026\n", + "weighted avg 0.81 0.83 0.81 5026\n", "\n" ] } @@ -3547,7 +3350,7 @@ }, { "cell_type": "code", - "execution_count": 353, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -3565,8 +3368,10 @@ }, { "cell_type": "code", - "execution_count": 355, - "metadata": {}, + "execution_count": 52, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -3598,20 +3403,20 @@ " \n", " 0\n", " Decision Tree\n", - " 0.402539\n", - " 0.612706\n", + " 0.406096\n", + " 0.612964\n", " \n", " \n", " 1\n", " Random Forest\n", - " 0.321850\n", - " 0.745184\n", + " 0.337266\n", + " 0.767212\n", " \n", " \n", " 2\n", " Gradient Boosted\n", - " 0.315503\n", - " 0.759923\n", + " 0.333333\n", + " 0.768656\n", " \n", " \n", "\n", @@ -3619,12 +3424,12 @@ ], "text/plain": [ " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706\n", - "1 Random Forest 0.321850 0.745184\n", - "2 Gradient Boosted 0.315503 0.759923" + "0 Decision Tree 0.406096 0.612964\n", + "1 Random Forest 0.337266 0.767212\n", + "2 Gradient Boosted 0.333333 0.768656" ] }, - "execution_count": 355, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -3665,7 +3470,7 @@ }, { "cell_type": "code", - "execution_count": 356, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -3674,7 +3479,7 @@ }, { "cell_type": "code", - "execution_count": 357, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -3682,7 +3487,7 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.458989\n", + " Current function value: 0.465796\n", " Iterations 7\n" ] }, @@ -3701,13 +3506,13 @@ " Method: MLE Df Model: 25 \n", "\n", "\n", - " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1086 \n", + " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1051 \n", "\n", "\n", - " Time: 00:11:31 Log-Likelihood: -9226.6\n", + " Time: 10:06:24 Log-Likelihood: -9363.4\n", "\n", "\n", - " converged: True LL-Null: -10351.\n", + " converged: True LL-Null: -10463.\n", "\n", "\n", " Covariance Type: nonrobust LLR p-value: 0.000 \n", @@ -3718,82 +3523,82 @@ " coef std err z P>|z| [0.025 0.975] \n", "\n", "\n", - " LIMIT_BAL -0.0501 0.023 -2.163 0.031 -0.096 -0.005\n", + " LIMIT_BAL -0.0732 0.023 -3.154 0.002 -0.119 -0.028\n", "\n", "\n", - " SEX -0.2034 0.036 -5.658 0.000 -0.274 -0.133\n", + " SEX -0.2094 0.036 -5.859 0.000 -0.279 -0.139\n", "\n", "\n", - " AGE 0.0058 0.021 0.275 0.784 -0.036 0.047\n", + " AGE 0.0209 0.021 1.006 0.314 -0.020 0.062\n", "\n", "\n", - " PAY_0 0.6079 0.023 26.717 0.000 0.563 0.652\n", + " PAY_0 0.5851 0.022 26.008 0.000 0.541 0.629\n", "\n", "\n", - " PAY_2 0.1169 0.028 4.147 0.000 0.062 0.172\n", + " PAY_2 0.1338 0.028 4.767 0.000 0.079 0.189\n", "\n", "\n", - " PAY_3 0.0689 0.032 2.166 0.030 0.007 0.131\n", + " PAY_3 0.0732 0.032 2.307 0.021 0.011 0.135\n", "\n", "\n", - " PAY_4 0.0423 0.034 1.251 0.211 -0.024 0.109\n", + " PAY_4 0.0714 0.034 2.128 0.033 0.006 0.137\n", "\n", "\n", - " PAY_5 0.0525 0.036 1.476 0.140 -0.017 0.122\n", + " PAY_5 -0.0152 0.036 -0.424 0.671 -0.085 0.055\n", "\n", "\n", - " PAY_6 -0.0221 0.031 -0.720 0.471 -0.082 0.038\n", + " PAY_6 -0.0189 0.031 -0.614 0.539 -0.079 0.041\n", "\n", "\n", - " BILL_AMT1 -0.3993 0.090 -4.457 0.000 -0.575 -0.224\n", + " BILL_AMT1 -0.4518 0.089 -5.072 0.000 -0.626 -0.277\n", "\n", "\n", - " BILL_AMT2 -0.0629 0.125 -0.502 0.616 -0.309 0.183\n", + " BILL_AMT2 0.0564 0.123 0.458 0.647 -0.185 0.298\n", "\n", "\n", - " BILL_AMT3 0.2031 0.115 1.766 0.077 -0.022 0.428\n", + " BILL_AMT3 0.1343 0.111 1.214 0.225 -0.083 0.351\n", "\n", "\n", - " BILL_AMT4 0.0388 0.104 0.373 0.709 -0.165 0.242\n", + " BILL_AMT4 0.1192 0.102 1.173 0.241 -0.080 0.318\n", "\n", "\n", - " BILL_AMT5 -0.1033 0.125 -0.829 0.407 -0.347 0.141\n", + " BILL_AMT5 -0.1876 0.123 -1.523 0.128 -0.429 0.054\n", "\n", "\n", - " BILL_AMT6 0.1786 0.099 1.797 0.072 -0.016 0.373\n", + " BILL_AMT6 0.1916 0.099 1.934 0.053 -0.003 0.386\n", "\n", "\n", - " PAY_AMT1 -0.1105 0.030 -3.734 0.000 -0.168 -0.053\n", + " PAY_AMT1 -0.1446 0.031 -4.673 0.000 -0.205 -0.084\n", "\n", "\n", - " PAY_AMT2 -0.1873 0.033 -5.617 0.000 -0.253 -0.122\n", + " PAY_AMT2 -0.1728 0.033 -5.219 0.000 -0.238 -0.108\n", "\n", "\n", - " PAY_AMT3 -0.1044 0.030 -3.498 0.000 -0.163 -0.046\n", + " PAY_AMT3 -0.0812 0.028 -2.862 0.004 -0.137 -0.026\n", "\n", "\n", - " PAY_AMT4 -0.0471 0.028 -1.706 0.088 -0.101 0.007\n", + " PAY_AMT4 -0.0391 0.027 -1.471 0.141 -0.091 0.013\n", "\n", "\n", - " PAY_AMT5 -0.0955 0.028 -3.424 0.001 -0.150 -0.041\n", + " PAY_AMT5 -0.0934 0.028 -3.342 0.001 -0.148 -0.039\n", "\n", "\n", - " PAY_AMT6 -0.0309 0.025 -1.254 0.210 -0.079 0.017\n", + " PAY_AMT6 -0.0413 0.025 -1.630 0.103 -0.091 0.008\n", "\n", "\n", - " GRAD -0.2667 0.112 -2.386 0.017 -0.486 -0.048\n", + " GRAD -0.2271 0.111 -2.048 0.041 -0.444 -0.010\n", "\n", "\n", - " UNI -0.3574 0.110 -3.259 0.001 -0.572 -0.143\n", + " UNI -0.3376 0.109 -3.103 0.002 -0.551 -0.124\n", "\n", "\n", - " HS -0.4106 0.115 -3.572 0.000 -0.636 -0.185\n", + " HS -0.4263 0.114 -3.737 0.000 -0.650 -0.203\n", "\n", "\n", - " MARRIED -0.7734 0.108 -7.176 0.000 -0.985 -0.562\n", + " MARRIED -0.7571 0.107 -7.081 0.000 -0.967 -0.548\n", "\n", "\n", - " SINGLE -0.9653 0.108 -8.923 0.000 -1.177 -0.753\n", + " SINGLE -0.9418 0.107 -8.768 0.000 -1.152 -0.731\n", "\n", "" ], @@ -3805,44 +3610,44 @@ "Dep. Variable: Y No. Observations: 20102\n", "Model: Logit Df Residuals: 20076\n", "Method: MLE Df Model: 25\n", - "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1086\n", - "Time: 00:11:31 Log-Likelihood: -9226.6\n", - "converged: True LL-Null: -10351.\n", + "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1051\n", + "Time: 10:06:24 Log-Likelihood: -9363.4\n", + "converged: True LL-Null: -10463.\n", "Covariance Type: nonrobust LLR p-value: 0.000\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "LIMIT_BAL -0.0501 0.023 -2.163 0.031 -0.096 -0.005\n", - "SEX -0.2034 0.036 -5.658 0.000 -0.274 -0.133\n", - "AGE 0.0058 0.021 0.275 0.784 -0.036 0.047\n", - "PAY_0 0.6079 0.023 26.717 0.000 0.563 0.652\n", - "PAY_2 0.1169 0.028 4.147 0.000 0.062 0.172\n", - "PAY_3 0.0689 0.032 2.166 0.030 0.007 0.131\n", - "PAY_4 0.0423 0.034 1.251 0.211 -0.024 0.109\n", - "PAY_5 0.0525 0.036 1.476 0.140 -0.017 0.122\n", - "PAY_6 -0.0221 0.031 -0.720 0.471 -0.082 0.038\n", - "BILL_AMT1 -0.3993 0.090 -4.457 0.000 -0.575 -0.224\n", - "BILL_AMT2 -0.0629 0.125 -0.502 0.616 -0.309 0.183\n", - "BILL_AMT3 0.2031 0.115 1.766 0.077 -0.022 0.428\n", - "BILL_AMT4 0.0388 0.104 0.373 0.709 -0.165 0.242\n", - "BILL_AMT5 -0.1033 0.125 -0.829 0.407 -0.347 0.141\n", - "BILL_AMT6 0.1786 0.099 1.797 0.072 -0.016 0.373\n", - "PAY_AMT1 -0.1105 0.030 -3.734 0.000 -0.168 -0.053\n", - "PAY_AMT2 -0.1873 0.033 -5.617 0.000 -0.253 -0.122\n", - "PAY_AMT3 -0.1044 0.030 -3.498 0.000 -0.163 -0.046\n", - "PAY_AMT4 -0.0471 0.028 -1.706 0.088 -0.101 0.007\n", - "PAY_AMT5 -0.0955 0.028 -3.424 0.001 -0.150 -0.041\n", - "PAY_AMT6 -0.0309 0.025 -1.254 0.210 -0.079 0.017\n", - "GRAD -0.2667 0.112 -2.386 0.017 -0.486 -0.048\n", - "UNI -0.3574 0.110 -3.259 0.001 -0.572 -0.143\n", - "HS -0.4106 0.115 -3.572 0.000 -0.636 -0.185\n", - "MARRIED -0.7734 0.108 -7.176 0.000 -0.985 -0.562\n", - "SINGLE -0.9653 0.108 -8.923 0.000 -1.177 -0.753\n", + "LIMIT_BAL -0.0732 0.023 -3.154 0.002 -0.119 -0.028\n", + "SEX -0.2094 0.036 -5.859 0.000 -0.279 -0.139\n", + "AGE 0.0209 0.021 1.006 0.314 -0.020 0.062\n", + "PAY_0 0.5851 0.022 26.008 0.000 0.541 0.629\n", + "PAY_2 0.1338 0.028 4.767 0.000 0.079 0.189\n", + "PAY_3 0.0732 0.032 2.307 0.021 0.011 0.135\n", + "PAY_4 0.0714 0.034 2.128 0.033 0.006 0.137\n", + "PAY_5 -0.0152 0.036 -0.424 0.671 -0.085 0.055\n", + "PAY_6 -0.0189 0.031 -0.614 0.539 -0.079 0.041\n", + "BILL_AMT1 -0.4518 0.089 -5.072 0.000 -0.626 -0.277\n", + "BILL_AMT2 0.0564 0.123 0.458 0.647 -0.185 0.298\n", + "BILL_AMT3 0.1343 0.111 1.214 0.225 -0.083 0.351\n", + "BILL_AMT4 0.1192 0.102 1.173 0.241 -0.080 0.318\n", + "BILL_AMT5 -0.1876 0.123 -1.523 0.128 -0.429 0.054\n", + "BILL_AMT6 0.1916 0.099 1.934 0.053 -0.003 0.386\n", + "PAY_AMT1 -0.1446 0.031 -4.673 0.000 -0.205 -0.084\n", + "PAY_AMT2 -0.1728 0.033 -5.219 0.000 -0.238 -0.108\n", + "PAY_AMT3 -0.0812 0.028 -2.862 0.004 -0.137 -0.026\n", + "PAY_AMT4 -0.0391 0.027 -1.471 0.141 -0.091 0.013\n", + "PAY_AMT5 -0.0934 0.028 -3.342 0.001 -0.148 -0.039\n", + "PAY_AMT6 -0.0413 0.025 -1.630 0.103 -0.091 0.008\n", + "GRAD -0.2271 0.111 -2.048 0.041 -0.444 -0.010\n", + "UNI -0.3376 0.109 -3.103 0.002 -0.551 -0.124\n", + "HS -0.4263 0.114 -3.737 0.000 -0.650 -0.203\n", + "MARRIED -0.7571 0.107 -7.081 0.000 -0.967 -0.548\n", + "SINGLE -0.9418 0.107 -8.768 0.000 -1.152 -0.731\n", "==============================================================================\n", "\"\"\"" ] }, - "execution_count": 357, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -3854,7 +3659,7 @@ }, { "cell_type": "code", - "execution_count": 358, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -3863,12 +3668,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.82 0.97 0.89 15866\n", - " 1 0.68 0.21 0.32 4236\n", + " 0 0.82 0.97 0.89 15780\n", + " 1 0.67 0.21 0.31 4322\n", "\n", " accuracy 0.81 20102\n", - " macro avg 0.75 0.59 0.60 20102\n", - "weighted avg 0.79 0.81 0.77 20102\n", + " macro avg 0.74 0.59 0.60 20102\n", + "weighted avg 0.79 0.81 0.76 20102\n", "\n" ] } @@ -3879,7 +3684,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -3888,12 +3693,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.81 0.98 0.89 3923\n", - " 1 0.71 0.20 0.31 1103\n", + " 0 0.83 0.98 0.90 4009\n", + " 1 0.71 0.21 0.32 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.76 0.59 0.60 5026\n", - "weighted avg 0.79 0.81 0.76 5026\n", + " accuracy 0.82 5026\n", + " macro avg 0.77 0.59 0.61 5026\n", + "weighted avg 0.80 0.82 0.78 5026\n", "\n" ] } @@ -3911,7 +3716,7 @@ }, { "cell_type": "code", - "execution_count": 360, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -3919,7 +3724,7 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.460192\n", + " Current function value: 0.466716\n", " Iterations 7\n" ] }, @@ -3932,19 +3737,19 @@ " Dep. Variable: Y No. Observations: 20102 \n", "\n", "\n", - " Model: Logit Df Residuals: 20087 \n", + " Model: Logit Df Residuals: 20086 \n", "\n", "\n", - " Method: MLE Df Model: 14 \n", + " Method: MLE Df Model: 15 \n", "\n", "\n", - " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1063 \n", + " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1034 \n", "\n", "\n", - " Time: 00:11:31 Log-Likelihood: -9250.8\n", + " Time: 10:06:25 Log-Likelihood: -9381.9\n", "\n", "\n", - " converged: True LL-Null: -10351.\n", + " converged: True LL-Null: -10463.\n", "\n", "\n", " Covariance Type: nonrobust LLR p-value: 0.000 \n", @@ -3955,49 +3760,52 @@ " coef std err z P>|z| [0.025 0.975] \n", "\n", "\n", - " LIMIT_BAL -0.0611 0.023 -2.715 0.007 -0.105 -0.017\n", + " LIMIT_BAL -0.0726 0.023 -3.203 0.001 -0.117 -0.028\n", + "\n", + "\n", + " SEX -0.2106 0.035 -5.939 0.000 -0.280 -0.141\n", "\n", "\n", - " SEX -0.2033 0.036 -5.700 0.000 -0.273 -0.133\n", + " PAY_0 0.5967 0.022 26.617 0.000 0.553 0.641\n", "\n", "\n", - " PAY_0 0.6279 0.022 27.909 0.000 0.584 0.672\n", + " PAY_2 0.1175 0.028 4.248 0.000 0.063 0.172\n", "\n", "\n", - " PAY_2 0.1173 0.028 4.251 0.000 0.063 0.171\n", + " PAY_3 0.0815 0.031 2.599 0.009 0.020 0.143\n", "\n", "\n", - " PAY_3 0.1328 0.026 5.029 0.000 0.081 0.185\n", + " PAY_4 0.0774 0.027 2.823 0.005 0.024 0.131\n", "\n", "\n", - " BILL_AMT1 -0.1931 0.024 -8.152 0.000 -0.240 -0.147\n", + " BILL_AMT1 -0.1937 0.024 -8.231 0.000 -0.240 -0.148\n", "\n", "\n", - " PAY_AMT1 -0.1191 0.028 -4.288 0.000 -0.174 -0.065\n", + " PAY_AMT1 -0.1440 0.029 -4.946 0.000 -0.201 -0.087\n", "\n", "\n", - " PAY_AMT2 -0.1476 0.029 -5.038 0.000 -0.205 -0.090\n", + " PAY_AMT2 -0.1617 0.031 -5.268 0.000 -0.222 -0.102\n", "\n", "\n", - " PAY_AMT3 -0.1040 0.027 -3.911 0.000 -0.156 -0.052\n", + " PAY_AMT3 -0.0831 0.026 -3.246 0.001 -0.133 -0.033\n", "\n", "\n", - " PAY_AMT5 -0.0782 0.024 -3.210 0.001 -0.126 -0.030\n", + " PAY_AMT5 -0.0752 0.025 -3.063 0.002 -0.123 -0.027\n", "\n", "\n", - " GRAD -0.2624 0.111 -2.363 0.018 -0.480 -0.045\n", + " GRAD -0.2194 0.110 -1.992 0.046 -0.435 -0.004\n", "\n", "\n", - " UNI -0.3495 0.109 -3.212 0.001 -0.563 -0.136\n", + " UNI -0.3288 0.108 -3.044 0.002 -0.541 -0.117\n", "\n", "\n", - " HS -0.4048 0.113 -3.592 0.000 -0.626 -0.184\n", + " HS -0.4090 0.112 -3.656 0.000 -0.628 -0.190\n", "\n", "\n", - " MARRIED -0.7654 0.107 -7.135 0.000 -0.976 -0.555\n", + " MARRIED -0.7455 0.107 -6.996 0.000 -0.954 -0.537\n", "\n", "\n", - " SINGLE -0.9652 0.107 -9.037 0.000 -1.175 -0.756\n", + " SINGLE -0.9529 0.106 -8.971 0.000 -1.161 -0.745\n", "\n", "" ], @@ -4007,35 +3815,36 @@ " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: Y No. Observations: 20102\n", - "Model: Logit Df Residuals: 20087\n", - "Method: MLE Df Model: 14\n", - "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1063\n", - "Time: 00:11:31 Log-Likelihood: -9250.8\n", - "converged: True LL-Null: -10351.\n", + "Model: Logit Df Residuals: 20086\n", + "Method: MLE Df Model: 15\n", + "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1034\n", + "Time: 10:06:25 Log-Likelihood: -9381.9\n", + "converged: True LL-Null: -10463.\n", "Covariance Type: nonrobust LLR p-value: 0.000\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "LIMIT_BAL -0.0611 0.023 -2.715 0.007 -0.105 -0.017\n", - "SEX -0.2033 0.036 -5.700 0.000 -0.273 -0.133\n", - "PAY_0 0.6279 0.022 27.909 0.000 0.584 0.672\n", - "PAY_2 0.1173 0.028 4.251 0.000 0.063 0.171\n", - "PAY_3 0.1328 0.026 5.029 0.000 0.081 0.185\n", - "BILL_AMT1 -0.1931 0.024 -8.152 0.000 -0.240 -0.147\n", - "PAY_AMT1 -0.1191 0.028 -4.288 0.000 -0.174 -0.065\n", - "PAY_AMT2 -0.1476 0.029 -5.038 0.000 -0.205 -0.090\n", - "PAY_AMT3 -0.1040 0.027 -3.911 0.000 -0.156 -0.052\n", - "PAY_AMT5 -0.0782 0.024 -3.210 0.001 -0.126 -0.030\n", - "GRAD -0.2624 0.111 -2.363 0.018 -0.480 -0.045\n", - "UNI -0.3495 0.109 -3.212 0.001 -0.563 -0.136\n", - "HS -0.4048 0.113 -3.592 0.000 -0.626 -0.184\n", - "MARRIED -0.7654 0.107 -7.135 0.000 -0.976 -0.555\n", - "SINGLE -0.9652 0.107 -9.037 0.000 -1.175 -0.756\n", + "LIMIT_BAL -0.0726 0.023 -3.203 0.001 -0.117 -0.028\n", + "SEX -0.2106 0.035 -5.939 0.000 -0.280 -0.141\n", + "PAY_0 0.5967 0.022 26.617 0.000 0.553 0.641\n", + "PAY_2 0.1175 0.028 4.248 0.000 0.063 0.172\n", + "PAY_3 0.0815 0.031 2.599 0.009 0.020 0.143\n", + "PAY_4 0.0774 0.027 2.823 0.005 0.024 0.131\n", + "BILL_AMT1 -0.1937 0.024 -8.231 0.000 -0.240 -0.148\n", + "PAY_AMT1 -0.1440 0.029 -4.946 0.000 -0.201 -0.087\n", + "PAY_AMT2 -0.1617 0.031 -5.268 0.000 -0.222 -0.102\n", + "PAY_AMT3 -0.0831 0.026 -3.246 0.001 -0.133 -0.033\n", + "PAY_AMT5 -0.0752 0.025 -3.063 0.002 -0.123 -0.027\n", + "GRAD -0.2194 0.110 -1.992 0.046 -0.435 -0.004\n", + "UNI -0.3288 0.108 -3.044 0.002 -0.541 -0.117\n", + "HS -0.4090 0.112 -3.656 0.000 -0.628 -0.190\n", + "MARRIED -0.7455 0.107 -6.996 0.000 -0.954 -0.537\n", + "SINGLE -0.9529 0.106 -8.971 0.000 -1.161 -0.745\n", "==============================================================================\n", "\"\"\"" ] }, - "execution_count": 360, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -4049,7 +3858,7 @@ }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -4058,12 +3867,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.82 0.97 0.89 15866\n", - " 1 0.67 0.20 0.31 4236\n", + " 0 0.82 0.97 0.89 15780\n", + " 1 0.67 0.20 0.31 4322\n", "\n", " accuracy 0.81 20102\n", - " macro avg 0.75 0.59 0.60 20102\n", - "weighted avg 0.79 0.81 0.77 20102\n", + " macro avg 0.74 0.59 0.60 20102\n", + "weighted avg 0.79 0.81 0.76 20102\n", "\n" ] } @@ -4074,7 +3883,7 @@ }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -4083,12 +3892,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.81 0.98 0.89 3923\n", - " 1 0.70 0.20 0.31 1103\n", + " 0 0.83 0.98 0.90 4009\n", + " 1 0.70 0.21 0.32 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.76 0.59 0.60 5026\n", - "weighted avg 0.79 0.81 0.76 5026\n", + " accuracy 0.82 5026\n", + " macro avg 0.76 0.59 0.61 5026\n", + "weighted avg 0.80 0.82 0.78 5026\n", "\n" ] } @@ -4108,19 +3917,19 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.2600122571632845\n" + "Optimal Threshold: 0.26756261378331975\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -4133,10 +3942,10 @@ { "data": { "text/plain": [ - "0.7110682677409138" + "0.7093437267049416" ] }, - "execution_count": 363, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -4154,7 +3963,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 61, "metadata": { "scrolled": true }, @@ -4165,12 +3974,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.85 0.83 0.84 3923\n", - " 1 0.45 0.49 0.47 1103\n", + " 0 0.87 0.82 0.85 4009\n", + " 1 0.44 0.54 0.48 1017\n", "\n", - " accuracy 0.76 5026\n", - " macro avg 0.65 0.66 0.66 5026\n", - "weighted avg 0.77 0.76 0.76 5026\n", + " accuracy 0.77 5026\n", + " macro avg 0.66 0.68 0.66 5026\n", + "weighted avg 0.79 0.77 0.77 5026\n", "\n" ] } @@ -4193,14 +4002,14 @@ }, { "cell_type": "code", - "execution_count": 365, + "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Logistic Regression identified 544\n" + "Of 1017 Defaulters, the Logistic Regression identified 545\n" ] }, { @@ -4236,13 +4045,13 @@ " \n", " \n", " 0\n", - " 3269\n", - " 654\n", + " 3303\n", + " 706\n", " \n", " \n", " 1\n", - " 559\n", - " 544\n", + " 472\n", + " 545\n", " \n", " \n", "\n", @@ -4251,11 +4060,11 @@ "text/plain": [ "Predicted False True \n", "Actual \n", - "0 3269 654\n", - "1 559 544" + "0 3303 706\n", + "1 472 545" ] }, - "execution_count": 365, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -4266,14 +4075,14 @@ }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Logistic Regression identified 222\n" + "Of 1017 Defaulters, the Logistic Regression identified 212\n" ] }, { @@ -4309,13 +4118,13 @@ " \n", " \n", " 0\n", - " 3827\n", - " 96\n", + " 3917\n", + " 92\n", " \n", " \n", " 1\n", - " 881\n", - " 222\n", + " 805\n", + " 212\n", " \n", " \n", "\n", @@ -4324,11 +4133,11 @@ "text/plain": [ "Predicted False True \n", "Actual \n", - "0 3827 96\n", - "1 881 222" + "0 3917 92\n", + "1 805 212" ] }, - "execution_count": 366, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -4346,19 +4155,19 @@ }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.25228751829519586\n" + "Optimal Threshold: 0.26179949933879326\n" ] }, { "data": { - "image/png": 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\n", 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ModelRecall-1AUROC
0Decision Tree0.4025390.612706
1Random Forest0.3218500.745184
2Gradient Boosted0.3155030.759923
3Logistic Regression0.4932000.703078
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" - ], - "text/plain": [ - " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706\n", - "1 Random Forest 0.321850 0.745184\n", - "2 Gradient Boosted 0.315503 0.759923\n", - "3 Logistic Regression 0.493200 0.703078" - ] - }, - "execution_count": 369, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "evaluation" - ] - }, { "cell_type": "markdown", "metadata": { @@ -4466,101 +4198,86 @@ "id": "iCxBcin11EI8" }, "source": [ - "### Support Vector Machine\n" + "### Support Vector Machine\n", + "#### Theory\n", + "Support vector machines attempt to find an optimal hyperplane that is able to separate the two classes in n-dimensional space. This is done by finding the hyperplane that maximises the distance between itself and support vectors (data points that lie closest to the decision boundary).\n", + "\n", + "SVM is computationally expensive for a dataset with a lot of features. Therefore, it is neccessary at this stage to do some data reduction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Standardizing attributes to prep for PCA\n", - "SVM is computationally expensive for large datasets like ours. Therefore, we would like to reduce the dimensionality of our dataset before training an SVM on it. This can be done through Principle Component Analysis (PCA). The idea would be to reduce the number of features without loss of information." + "#### PCA\n", + "We would like to reduce the dimensionality of our dataset before training an SVM on it. This can be done through Principle Component Analysis (PCA). The idea would be to reduce the number of features without loss of information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Using training set to determine parameters of standardization\n", - "apply the parameters to standardize all attributes in training and test set" + "#### 2 Component PCA\n", + "First, we will visualize the information retained after performing a 2 component pca." ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "3LfxfeMZ1Kol" - }, + "execution_count": 68, + "metadata": {}, "outputs": [], "source": [ - "#Standardising data\n", - "from sklearn.preprocessing import StandardScaler\n", - "# Standardizing the features\n", - "names = X_train.columns\n", - "scalar = StandardScaler()\n", - "scalar = scalar.fit(X_train)\n", - "X_train_standardize = scalar.transform(X_train)\n", - "X_train_standardize = pd.DataFrame(data = X_train_standardize, columns = names)\n", - "X_test_standardize = scalar.transform(X_test)\n", - "X_test_standardize = pd.DataFrame(data = X_test_standardize, columns = names)" + "#perform pca\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2)\n", + "principalComponents = pca.fit_transform(X_train)\n", + "principalDf = pd.DataFrame(data = principalComponents\n", + " , columns = ['principal component 1', 'principal component 2'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Explained variation per principal component: [0.34110585 0.16477455]\n" + ] + } + ], "source": [ - "#check if numerical attributes are normailised with mean = 0 and sd = 1\n", - "X_train_standardize.describe()" + "#amount of information each principal component holds after projecting the data to a lower dimensional subspace.\n", + "print('Explained variation per principal component: {}'.format(pca.explained_variance_ratio_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Perfrom initial PCA for 2 components for visualization\n", - "giving 2 pca components, we will visualize the information retained after performing 2 pca components" + "This shows that the information of principal component 1 retained is 28.4% and principal component 2 retained is 17.8%, both of which is quite low" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, - "outputs": [], - "source": [ - "#perform pca\n", - "from sklearn.decomposition import PCA\n", - "pca = PCA(n_components=2)\n", - "principalComponents = pca.fit_transform(X_train_standardize)\n", - "principalDf = pd.DataFrame(data = principalComponents\n", - " , columns = ['principal component 1', 'principal component 2'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#amount of information each principal component holds after projecting the data to a lower dimensional subspace.\n", - "print('Explained variation per principal component: {}'.format(pca.explained_variance_ratio_))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This shows that the information of principal component 1 retained is 28.4% and principal component 2 retained is 17.8%, both of which is quite low" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#visualizing pca\n", "pca_visualize_df = pd.concat([principalDf, y_train], axis = 1)\n", @@ -4598,7 +4315,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -4608,18 +4325,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(copy=True, iterated_power='auto', n_components=0.9, random_state=None,\n", + " svd_solver='auto', tol=0.0, whiten=False)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "pca.fit(X_train_standardize)" + "pca.fit(X_train)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No. of components before pca: 26\n", + "No. of components after pca: 13\n" + ] + } + ], "source": [ "#get number of components after pca\n", "print('No. of components before pca: {}'.format(len(X_train.columns)))\n", @@ -4635,13 +4373,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "#perform pca on training and test attributes\n", - "X_train_pca = pca.transform(X_train_standardize)\n", - "X_test_pca = pca.transform(X_test_standardize)" + "X_train_pca = pca.transform(X_train)\n", + "X_test_pca = pca.transform(X_test)" ] }, { @@ -4662,34 +4400,142 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',\n", + " max_iter=-1, probability=True, random_state=None, shrinking=True, tol=0.001,\n", + " verbose=False)" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn import svm\n", "#train svm model without standardization and no parameter tuning\n", - "clf_original = svm.SVC(kernel = 'rbf', probability = True)\n", + "clf_original = svm.SVC(kernel = 'rbf', probability = True, gamma = 'scale')\n", "clf_original.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 145, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Threshold: 0.16392572029200445\n" + ] + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + "Predicted 0 1\n", + "Actual \n", + "0 3913 96\n", + "1 737 280" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#confusion matrix\n", - "confusion(y_test,clf_original.predict(X_test), \"SVM original data RBF kernal\")" + "confusion(y_test,clf_original.predict(X_test), \"SVM original data RBF kernel\")" ] }, { @@ -4708,9 +4554,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma=0.07692307692307693,\n", + " kernel='rbf', max_iter=-1, probability=True, random_state=None,\n", + " shrinking=True, tol=0.001, verbose=False)" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#train svm model with feature reduction and no parameter tuning\n", "clf_reduced = svm.SVC(kernel = 'rbf', probability = True, gamma = 1/13, C = 1)\n", @@ -4719,9 +4579,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 148, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Threshold: 0.18731494599976836\n" + ] + }, + { + "data": { + "image/png": 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\n", 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The outputs from one layer of perceptrons are passed into the next layer of perceptrons as input, until we reach the output layer. Each perceptron combines its input via an activation function. \n", + "\n", + ".\n", + "\n", + "\n", + "![image.png](https://www.researchgate.net/profile/Leslaw_Plonka/publication/260080460/figure/fig1/AS:340931325775876@1458295770470/A-simple-neural-network-diagram.png)\n", + "\n", + "\n", + "The network is at first randomly initialised with random weights on all its layers. Training samples are then passed into the network and predictions are made. The training error (difference between the actual value and the predicted value) is used to recalibrate the neural network by changing the weights. The change in weights is found via gradient descent, and then backpropogated through the neural network to update all layers.\n", + "\n", + "\n", + "This process is repeated iteratively until the model converges (i.e. it cannot be improved further).\n", + "\n", + "#### Training\n", + "Here we create an instance of our model, with 5 layers of 26 neurons each, identical to that of our training data. " ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 128, "metadata": {}, + "outputs": [], "source": [ - "Here we create an instance of our model, with 5 layers of 23 neurons each, identical to that of our training data. " + "from sklearn.neural_network import MLPClassifier" ] }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 129, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "mlp = MLPClassifier(hidden_layer_sizes=(23,23,23,23,23))" + "mlp = MLPClassifier(hidden_layer_sizes=(26,26,26,26,26), activation = \"logistic\")" ] }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -4866,16 +4842,16 @@ { "data": { "text/plain": [ - "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n", - " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", - " hidden_layer_sizes=(23, 23, 23, 23, 23), learning_rate='constant',\n", + "MLPClassifier(activation='logistic', alpha=0.0001, batch_size='auto',\n", + " beta_1=0.9, beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", + " hidden_layer_sizes=(26, 26, 26, 26, 26), learning_rate='constant',\n", " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n", " n_iter_no_change=10, nesterovs_momentum=True, power_t=0.5,\n", " random_state=None, shuffle=True, solver='adam', tol=0.0001,\n", " validation_fraction=0.1, verbose=False, warm_start=False)" ] }, - "execution_count": 372, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -4886,30 +4862,23 @@ }, { "cell_type": "code", - "execution_count": 373, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "predictions = mlp.predict(X_test)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From here, we produce the confusion matrix and tabulate the accuracy and reliability of the model" - ] - }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Neural Network (5x23) identified 285\n" + "Of 1017 Defaulters, the Neural Network (5x26) identified 317\n" ] }, { @@ -4945,13 +4914,13 @@ " \n", " \n", " 0\n", - " 3683\n", - " 240\n", + " 3859\n", + " 150\n", " \n", " \n", " 1\n", - " 818\n", - " 285\n", + " 700\n", + " 317\n", " \n", " \n", "\n", @@ -4960,102 +4929,78 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3683 240\n", - "1 818 285" + "0 3859 150\n", + "1 700 317" ] }, - "execution_count": 374, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "confusion(y_test,predictions,\"Neural Network (5x23)\")" + "confusion(y_test,predictions,\"Neural Network (5x26)\")" ] }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.82 0.94 0.87 3923\n", - " 1 0.54 0.26 0.35 1103\n", - "\n", - " accuracy 0.79 5026\n", - " macro avg 0.68 0.60 0.61 5026\n", - "weighted avg 0.76 0.79 0.76 5026\n", - "\n" + "Optimal Threshold: 0.19207731258676666\n" ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print(classification_report(y_test,predictions))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From this table the results look decent , but the model can still be improved upon. Hence, we will \n", - "double the number of hidden layers to see if there is an improvement in performance.\n" + "auroc = get_roc(mlp, y_test, X_test, \"Neural Network (5x26)\")" ] }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[3648 275]\n", - " [ 771 332]]\n", " precision recall f1-score support\n", "\n", - " 0 0.83 0.93 0.87 3923\n", - " 1 0.55 0.30 0.39 1103\n", + " 0 0.85 0.96 0.90 4009\n", + " 1 0.68 0.31 0.43 1017\n", "\n", - " accuracy 0.79 5026\n", - " macro avg 0.69 0.62 0.63 5026\n", - "weighted avg 0.76 0.79 0.77 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.76 0.64 0.66 5026\n", + "weighted avg 0.81 0.83 0.80 5026\n", "\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:566: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", - " % self.max_iter, ConvergenceWarning)\n" - ] } ], "source": [ - "mlp = MLPClassifier(hidden_layer_sizes=(23,23,23,23,23,23,23,23,23,23))\n", - "mlp.fit(X_train,y_train)\n", - "predictions = mlp.predict(X_test)\n", "print(classification_report(y_test,predictions))" ] }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 135, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Of 1103 Defaulters, the Neural Network (10x23) identified 334\n" - ] - }, { "data": { "text/html": [ @@ -5076,101 +5021,124 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
Predicted01
ActualModelRecall-1AUROC
03640283Decision Tree0.4060960.612964
1769334Random Forest0.3372660.767212
2Gradient Boosted0.3333330.768656
3Logistic Regression0.5358900.715244
5Neural Network0.3117010.762252
\n", "" ], "text/plain": [ - "Predicted 0 1\n", - "Actual \n", - "0 3640 283\n", - "1 769 334" + " Model Recall-1 AUROC\n", + "0 Decision Tree 0.406096 0.612964\n", + "1 Random Forest 0.337266 0.767212\n", + "2 Gradient Boosted 0.333333 0.768656\n", + "3 Logistic Regression 0.535890 0.715244\n", + "5 Neural Network 0.311701 0.762252" ] }, - "execution_count": 378, + "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "confusion(y_test,predictions,\"Neural Network (10x23)\")" + "evaluation.loc[5] = ([\"Neural Network\" , \n", + " classification_report(y_test, mlp.predict(X_test), output_dict = True)[\"1\"][\"recall\"],\n", + " auroc])\n", + "\n", + "evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The avergae accuracy of the model can be said to be similiar to that of the previous one, and is even performing slightly worse, hence we might be overfitting the model. " - ] - }, - { - "cell_type": "code", - "execution_count": 388, - "metadata": {}, - "outputs": [], - "source": [ - "#We try to use Keras instead to improve our deep learning performance." + "### Deep Learning\n", + "\n", + "#### Theory\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 394, + "execution_count": 124, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", - "20102/20102 [==============================] - 2s 93us/step - loss: 0.4588 - accuracy: 0.8085\n", + "20102/20102 [==============================] - 2s 83us/step - loss: 0.4930 - accuracy: 0.7872\n", "Epoch 2/10\n", - "20102/20102 [==============================] - 2s 86us/step - loss: 0.4385 - accuracy: 0.8201\n", + "20102/20102 [==============================] - 2s 78us/step - loss: 0.4520 - accuracy: 0.8089\n", "Epoch 3/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4348 - accuracy: 0.8222\n", + "20102/20102 [==============================] - 2s 80us/step - loss: 0.4442 - accuracy: 0.8156\n", "Epoch 4/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4330 - accuracy: 0.8233\n", + "20102/20102 [==============================] - 2s 79us/step - loss: 0.4405 - accuracy: 0.8164\n", "Epoch 5/10\n", - "20102/20102 [==============================] - 2s 80us/step - loss: 0.4317 - accuracy: 0.8224\n", + "20102/20102 [==============================] - 2s 77us/step - loss: 0.4373 - accuracy: 0.8170\n", "Epoch 6/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4301 - accuracy: 0.8234\n", + "20102/20102 [==============================] - 2s 81us/step - loss: 0.4360 - accuracy: 0.8178\n", "Epoch 7/10\n", - "20102/20102 [==============================] - 2s 85us/step - loss: 0.4288 - accuracy: 0.8231\n", + "20102/20102 [==============================] - 2s 87us/step - loss: 0.4344 - accuracy: 0.8174\n", "Epoch 8/10\n", - "20102/20102 [==============================] - 2s 82us/step - loss: 0.4273 - accuracy: 0.8241\n", + "20102/20102 [==============================] - 2s 77us/step - loss: 0.4336 - accuracy: 0.8190\n", "Epoch 9/10\n", - "20102/20102 [==============================] - 2s 82us/step - loss: 0.4269 - accuracy: 0.8246\n", + "20102/20102 [==============================] - 2s 80us/step - loss: 0.4330 - accuracy: 0.8184\n", "Epoch 10/10\n", - "20102/20102 [==============================] - 2s 81us/step - loss: 0.4260 - accuracy: 0.8243\n" + "20102/20102 [==============================] - 2s 81us/step - loss: 0.4320 - accuracy: 0.8188\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 394, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -5193,7 +5161,7 @@ }, { "cell_type": "code", - "execution_count": 415, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -5202,12 +5170,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.95 0.89 3923\n", - " 1 0.66 0.31 0.42 1103\n", + " 0 0.85 0.97 0.90 4009\n", + " 1 0.72 0.30 0.43 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.74 0.63 0.66 5026\n", - "weighted avg 0.79 0.81 0.79 5026\n", + " accuracy 0.84 5026\n", + " macro avg 0.78 0.64 0.66 5026\n", + "weighted avg 0.82 0.84 0.81 5026\n", "\n" ] } diff --git a/BT2101_Default - Reon.ipynb b/BT2101_Default - EDIT.ipynb similarity index 59% rename from BT2101_Default - Reon.ipynb rename to BT2101_Default - EDIT.ipynb index 9246240..a39ffdd 100644 --- a/BT2101_Default - Reon.ipynb +++ b/BT2101_Default - EDIT.ipynb @@ -129,7 +129,7 @@ }, { "cell_type": "code", - "execution_count": 308, + "execution_count": 4, "metadata": { "colab": {}, "colab_type": "code", @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 309, + "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -377,7 +377,7 @@ "[5 rows x 24 columns]" ] }, - "execution_count": 309, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -392,7 +392,7 @@ }, { "cell_type": "code", - "execution_count": 310, + "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 311, + "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -436,7 +436,7 @@ "0" ] }, - "execution_count": 311, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 312, + "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -507,7 +507,7 @@ "Text(0, 0.5, 'Frequency')" ] }, - "execution_count": 312, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, @@ -562,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 313, + "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -623,7 +623,7 @@ }, { "cell_type": "code", - "execution_count": 314, + "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -631,7 +631,8 @@ }, "colab_type": "code", "id": "U3IJzhwwe5KK", - "outputId": "cb61e112-a3ec-4a37-c1a0-0ffc9ebcbf89" + "outputId": "cb61e112-a3ec-4a37-c1a0-0ffc9ebcbf89", + "scrolled": true }, "outputs": [ { @@ -683,9 +684,16 @@ "print(marriage_target)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Chi-square test of independence" + ] + }, { "cell_type": "code", - "execution_count": 315, + "execution_count": 11, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -753,7 +761,7 @@ }, { "cell_type": "code", - "execution_count": 316, + "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -897,7 +905,7 @@ "19 PAY_AMT6" ] }, - "execution_count": 316, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -909,7 +917,7 @@ }, { "cell_type": "code", - "execution_count": 317, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1196,7 +1204,7 @@ "max 426529.000000 528666.000000 " ] }, - "execution_count": 317, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1223,18 +1231,9 @@ "\n" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "**Relationships with Target**\n", - "\n", - "To find out the relationships between the features, we calculate the absolute value of R with the target for all attributes. (R = Correlation Coefficient)\n" - ] - }, { "cell_type": "code", - "execution_count": 318, + "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", @@ -1242,7 +1241,8 @@ }, "colab_type": "code", "id": "awXnqvLOS-wB", - "outputId": "a77b53b8-011e-4f53-b7b7-20d80bbc1777" + "outputId": "a77b53b8-011e-4f53-b7b7-20d80bbc1777", + "scrolled": false }, "outputs": [ { @@ -1378,7 +1378,7 @@ "BILL_AMT6 0.005372" ] }, - "execution_count": 318, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1409,65 +1409,10 @@ "source": [ "## Data Preprocessing\n", "\n", - "In this part, we will conduct some feature selection (for models that do not have embedded feature selection). Additionally, it was previously mentioned that our data had a bit of noise, so we will also clean up the data to allow us to correctly apply ML models. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Filter method for feature selection\n", - "The filter method for feature selection entails selecting relevant attributes before moving on to learning phase" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [], - "source": [ - "#importing libraries\n", - "from sklearn.datasets import load_boston\n", - "import statsmodels.api as sm\n", - "from sklearn.model_selection import train_test_split\n", - "from sklearn.linear_model import LinearRegression\n", - "from sklearn.feature_selection import RFE\n", - "from sklearn.linear_model import RidgeCV, LassoCV, Ridge, Lasso" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "We compute the Pearson Correlation between each input attribute and the target attribute. Those with correlations below a threshold are excluded from the learning phase.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 319, - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Using Pearson Correlation\n", - "plt.figure(figsize= (19, 15))\n", - "cor = df.corr()\n", - "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n", - "plt.show()" + "It was previously mentioned that our data had a bit of noise, so we will clean up the data in this part. Additionally, we will conduct some feature selection.\n", + "1. Removing Noise - Inconsistencies and Outliers\n", + "2. One Hot Encoding\n", + "3. Feature selection\n" ] }, { @@ -1481,7 +1426,7 @@ }, { "cell_type": "code", - "execution_count": 320, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -1490,7 +1435,7 @@ "array([2, 1, 3, 4], dtype=int64)" ] }, - "execution_count": 320, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1502,7 +1447,7 @@ }, { "cell_type": "code", - "execution_count": 321, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -1511,7 +1456,7 @@ "array([1, 2, 3], dtype=int64)" ] }, - "execution_count": 321, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } @@ -1531,7 +1476,7 @@ }, { "cell_type": "code", - "execution_count": 322, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -1830,7 +1775,7 @@ "[8 rows x 24 columns]" ] }, - "execution_count": 322, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -1856,27 +1801,23 @@ }, { "cell_type": "code", - "execution_count": 323, + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler\n", + "scaler = StandardScaler()\n", + "cols = df.drop([\"Y\", \"SEX\", \"MARRIAGE\", \"EDUCATION\"], axis =1)\n", + "df1 = df.copy()\n", + "df1[cols.columns] = scaler.fit_transform(cols)\n", + "df = df1" + ] + }, + { + "cell_type": "code", + "execution_count": 21, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " after removing the cwd from sys.path.\n", - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\pandas\\core\\indexing.py:494: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " self.obj[item] = s\n" - ] - }, { "data": { "text/html": [ @@ -2066,212 +2007,46 @@ " -0.414315\n", " 0\n", " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 29993\n", - " -1.222380\n", - " 1\n", - " 3\n", - " 1\n", - " 0.908157\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " -1.595628\n", - " -1.600657\n", - " ...\n", - " -0.779012\n", - " -0.754167\n", - " -0.734439\n", - " -0.310079\n", - " -0.604799\n", - " -0.592095\n", - " -0.581776\n", - " -0.590503\n", - " -0.541998\n", - " 0\n", - " \n", - " \n", - " 29995\n", - " -0.623544\n", - " 1\n", - " 2\n", - " 2\n", - " -0.116665\n", - " 2.044837\n", - " 2.037145\n", - " 2.065457\n", - " 2.189771\n", - " 2.299686\n", - " ...\n", - " 1.115246\n", - " 1.365251\n", - " 1.379514\n", - " 0.654716\n", - " -0.032112\n", - " -0.592095\n", - " 0.846905\n", - " -0.590503\n", - " 0.210185\n", - " 1\n", - " \n", - " \n", - " 29996\n", - " 0.574130\n", - " 1\n", - " 3\n", - " 1\n", - " 0.452680\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " 0.297071\n", - " 0.349514\n", - " ...\n", - " 1.371458\n", - " 0.047270\n", - " -0.318202\n", - " 0.944155\n", - " 2.667700\n", - " 0.333247\n", - " 0.040108\n", - " 0.448943\n", - " -0.353953\n", - " 0\n", - " \n", - " \n", - " 29997\n", - " -0.024707\n", - " 1\n", - " 3\n", - " 2\n", - " 0.908157\n", - " -0.896189\n", - " -0.709410\n", - " -0.676121\n", - " -0.649279\n", - " 0.349514\n", - " ...\n", - " -0.559601\n", - " -0.621009\n", - " -0.734439\n", - " -0.341532\n", - " -0.027858\n", - " 1.072152\n", - " -0.555448\n", - " -0.590503\n", - " -0.541998\n", - " 0\n", - " \n", - " \n", - " 30000\n", - " -0.880188\n", - " 1\n", - " 2\n", - " 1\n", - " 1.249764\n", - " 0.084153\n", - " 0.206108\n", - " 0.237739\n", - " 0.297071\n", - " 0.349514\n", - " ...\n", - " 0.113759\n", - " 0.077827\n", - " -0.335576\n", - " -0.295028\n", - " -0.310274\n", - " -0.327606\n", - " -0.377679\n", - " -0.382613\n", - " -0.353953\n", - " 1\n", - " \n", " \n", "\n", - "

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BILL_AMT4 BILL_AMT5 BILL_AMT6 \\\n", - "ID ... \n", - "1 -0.676121 -0.649279 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", - "2 0.237739 0.297071 0.349514 ... -0.699057 -0.665523 -0.649499 \n", - "3 0.237739 0.297071 0.349514 ... -0.428819 -0.370651 -0.329429 \n", - "4 0.237739 0.297071 0.349514 ... -0.087130 -0.011176 0.035183 \n", - "5 -0.676121 0.297071 0.349514 ... -0.267321 -0.262945 -0.236127 \n", - "... ... ... ... ... ... ... ... \n", - "29993 0.237739 -1.595628 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", - "29995 2.065457 2.189771 2.299686 ... 1.115246 1.365251 1.379514 \n", - "29996 0.237739 0.297071 0.349514 ... 1.371458 0.047270 -0.318202 \n", - "29997 -0.676121 -0.649279 0.349514 ... -0.559601 -0.621009 -0.734439 \n", - "30000 0.237739 0.297071 0.349514 ... 0.113759 0.077827 -0.335576 \n", + " PAY_3 PAY_4 PAY_5 ... BILL_AMT4 BILL_AMT5 BILL_AMT6 \\\n", + "ID ... \n", + "1 -0.676121 -0.649279 -1.600657 ... -0.779012 -0.754167 -0.734439 \n", + "2 0.237739 0.297071 0.349514 ... -0.699057 -0.665523 -0.649499 \n", + "3 0.237739 0.297071 0.349514 ... -0.428819 -0.370651 -0.329429 \n", + "4 0.237739 0.297071 0.349514 ... -0.087130 -0.011176 0.035183 \n", + "5 -0.676121 0.297071 0.349514 ... -0.267321 -0.262945 -0.236127 \n", "\n", - " PAY_AMT1 PAY_AMT2 PAY_AMT3 PAY_AMT4 PAY_AMT5 PAY_AMT6 Y \n", - "ID \n", - "1 -0.695997 -0.492062 -0.592095 -0.581776 -0.590503 -0.541998 1 \n", - "2 -0.695997 -0.441174 -0.407137 -0.377679 -0.590503 -0.165907 1 \n", - "3 -0.403085 -0.359362 -0.407137 -0.377679 -0.382613 0.398231 0 \n", - "4 -0.310079 -0.274440 -0.370146 -0.357269 -0.368269 -0.353953 0 \n", - "5 -0.310079 5.397128 1.257479 1.255100 -0.447267 -0.414315 0 \n", - "... ... ... ... ... ... ... .. \n", - "29993 -0.310079 -0.604799 -0.592095 -0.581776 -0.590503 -0.541998 0 \n", - "29995 0.654716 -0.032112 -0.592095 0.846905 -0.590503 0.210185 1 \n", - "29996 0.944155 2.667700 0.333247 0.040108 0.448943 -0.353953 0 \n", - "29997 -0.341532 -0.027858 1.072152 -0.555448 -0.590503 -0.541998 0 \n", - "30000 -0.295028 -0.310274 -0.327606 -0.377679 -0.382613 -0.353953 1 \n", + " PAY_AMT1 PAY_AMT2 PAY_AMT3 PAY_AMT4 PAY_AMT5 PAY_AMT6 Y \n", + "ID \n", + "1 -0.695997 -0.492062 -0.592095 -0.581776 -0.590503 -0.541998 1 \n", + "2 -0.695997 -0.441174 -0.407137 -0.377679 -0.590503 -0.165907 1 \n", + "3 -0.403085 -0.359362 -0.407137 -0.377679 -0.382613 0.398231 0 \n", + "4 -0.310079 -0.274440 -0.370146 -0.357269 -0.368269 -0.353953 0 \n", + "5 -0.310079 5.397128 1.257479 1.255100 -0.447267 -0.414315 0 \n", "\n", - "[25128 rows x 24 columns]" + "[5 rows x 24 columns]" ] }, - "execution_count": 323, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "from sklearn.preprocessing import StandardScaler\n", - "scaler = StandardScaler()\n", - "cols = df.drop([\"Y\", \"SEX\", \"MARRIAGE\", \"EDUCATION\"], axis =1).columns\n", - "df[cols] = scaler.fit_transform(df[cols])\n", - "df" + "df1.head()" ] }, { @@ -2299,7 +2074,7 @@ }, { "cell_type": "code", - "execution_count": 324, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -2308,7 +2083,7 @@ }, { "cell_type": "code", - "execution_count": 325, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -2317,7 +2092,7 @@ }, { "cell_type": "code", - "execution_count": 326, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -2402,7 +2177,7 @@ "4 0.0 1.0 0.0 1.0 0.0" ] }, - "execution_count": 326, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -2417,7 +2192,7 @@ }, { "cell_type": "code", - "execution_count": 327, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -2615,7 +2390,7 @@ "[5 rows x 27 columns]" ] }, - "execution_count": 327, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -2628,7 +2403,7 @@ }, { "cell_type": "code", - "execution_count": 328, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -2689,7 +2464,7 @@ "[0 rows x 27 columns]" ] }, - "execution_count": 328, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" } @@ -2704,71 +2479,147 @@ ] }, { - "cell_type": "markdown", - "metadata": { - "colab_type": "text", - "id": "mbhlIlQzZz7c" - }, + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data has 27 Columns and 25128 Rows\n" + ] + } + ], "source": [ - "## Model Selection\n", - "\n", - "In this part, we will fit machine learning models learnt in BT2101 to this classification problem, and pick the model that can produce the best results.\n", - "\n", - "We will be attempting to fit the following models:\n", - "\n", - "\n", - "- Decision Tree \n", - "- Logistic Regression\n", - "- Support Vector Machine\n", - "- Neural Network\n" + "size = df1.shape\n", + "print(\"Data has {} Columns and {} Rows\".format(size[1], size[0]))" ] }, { - "cell_type": "code", - "execution_count": 329, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "from sklearn.metrics import *\n", - "from sklearn.model_selection import *" + "### Filter method for feature selection\n", + "The filter method for feature selection entails selecting relevant attributes before moving on to learning phase" ] }, { "cell_type": "code", - "execution_count": 330, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "VOB68z_hM1jW" - }, + "execution_count": 15, + "metadata": {}, "outputs": [], "source": [ - "#using holdout sampling for train test split\n", - "ft = df1.drop(\"Y\", axis = 1)\n", - "target = df1[\"Y\"]\n", - "X_train,X_test,y_train,y_test = train_test_split(ft,target,test_size=0.20)\n", - "#make the results reproducible (according to instructions)\n", - "np.random.seed(123) " + "#importing libraries\n", + "from sklearn.datasets import load_boston\n", + "import statsmodels.api as sm\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.feature_selection import RFE\n", + "from sklearn.linear_model import RidgeCV, LassoCV, Ridge, Lasso" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "To make things easier, we define a get_roc function that will plot an ROC curve for all the models we evaluate, and a confusion matrix function." + "We compute the Pearson Correlation between each input attribute and the target attribute. Those with correlations below a threshold are excluded from the learning phase.\n" ] }, { "cell_type": "code", - "execution_count": 332, - "metadata": {}, - "outputs": [], - "source": [ - "def get_roc(model, y_test, X_test, name):\n", - " try:\n", - " fpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[0]\n", - " tpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[1]\n", - " thresholds = roc_curve(y_test,model.predict_proba(X_test)[:,1])[2]\n", + "execution_count": 16, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Using Pearson Correlation\n", + "plt.figure(figsize= (19, 15))\n", + "cor = df.corr()\n", + "sns.heatmap(cor, annot=True, cmap=plt.cm.Reds)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "colab_type": "text", + "id": "mbhlIlQzZz7c" + }, + "source": [ + "## Model Selection\n", + "\n", + "In this part, we will fit machine learning models learnt in BT2101 to this classification problem, and pick the model that can produce the best results.\n", + "\n", + "We will be attempting to fit the following models:\n", + "\n", + "\n", + "- Decision Tree \n", + "- Logistic Regression\n", + "- Support Vector Machine\n", + "- Neural Network\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import *\n", + "from sklearn.model_selection import *" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": { + "colab": {}, + "colab_type": "code", + "id": "VOB68z_hM1jW" + }, + "outputs": [], + "source": [ + "#using holdout sampling for train test split\n", + "ft = df1.drop(\"Y\", axis = 1)\n", + "target = df1[\"Y\"]\n", + "X_train,X_test,y_train,y_test = train_test_split(ft,target,test_size=0.20)\n", + "#make the results reproducible (according to instructions)\n", + "np.random.seed(123) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To make things easier, we define a get_roc function that will plot an ROC curve for all the models we evaluate, and a confusion matrix function." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "def get_roc(model, y_test, X_test, name):\n", + " try:\n", + " fpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[0]\n", + " tpr = roc_curve(y_test,model.predict_proba(X_test)[:,1])[1]\n", + " thresholds = roc_curve(y_test,model.predict_proba(X_test)[:,1])[2]\n", " except:\n", " fpr = roc_curve(y_test,model.predict(X_test))[0]\n", " tpr = roc_curve(y_test,model.predict(X_test))[1]\n", @@ -2794,7 +2645,7 @@ }, { "cell_type": "code", - "execution_count": 333, + "execution_count": 30, "metadata": { "scrolled": true }, @@ -2806,15 +2657,6 @@ " return conf" ] }, - { - "cell_type": "code", - "execution_count": 334, - "metadata": {}, - "outputs": [], - "source": [ - "evaluation = pd.DataFrame(columns=['Model', 'Recall-1', 'AUROC'])" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -2832,6 +2674,15 @@ "However, simply predicting every data point as a defaulter will give us 100% recall. We have to also consider accuracy and AUROC to get a better idea of how our model performs.\n" ] }, + { + "cell_type": "code", + "execution_count": 137, + "metadata": {}, + "outputs": [], + "source": [ + "evaluation = pd.DataFrame(columns=['Model', 'Recall-1', 'AUROC'])" + ] + }, { "cell_type": "markdown", "metadata": { @@ -2860,7 +2711,7 @@ }, { "cell_type": "code", - "execution_count": 335, + "execution_count": 32, "metadata": {}, "outputs": [], "source": [ @@ -2869,7 +2720,7 @@ }, { "cell_type": "code", - "execution_count": 336, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -2883,7 +2734,7 @@ " random_state=None, splitter='best')" ] }, - "execution_count": 336, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -2895,7 +2746,7 @@ }, { "cell_type": "code", - "execution_count": 337, + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -2904,8 +2755,8 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 1.00 1.00 1.00 15866\n", - " 1 1.00 1.00 1.00 4236\n", + " 0 1.00 1.00 1.00 15780\n", + " 1 1.00 1.00 1.00 4322\n", "\n", " accuracy 1.00 20102\n", " macro avg 1.00 1.00 1.00 20102\n", @@ -2927,14 +2778,14 @@ }, { "cell_type": "code", - "execution_count": 338, + "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (GINI) identified 444\n" + "Of 1017 Defaulters, the Decision Tree (GINI) identified 413\n" ] }, { @@ -2970,13 +2821,13 @@ " \n", " \n", " 0\n", - " 3227\n", - " 696\n", + " 3280\n", + " 729\n", " \n", " \n", " 1\n", - " 659\n", - " 444\n", + " 604\n", + " 413\n", " \n", " \n", "\n", @@ -2985,11 +2836,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3227 696\n", - "1 659 444" + "0 3280 729\n", + "1 604 413" ] }, - "execution_count": 338, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } @@ -3000,19 +2851,19 @@ }, { "cell_type": "code", - "execution_count": 339, + "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.5\n" + "Optimal Threshold: 0.3333333333333333\n" ] }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3029,7 +2880,7 @@ }, { "cell_type": "code", - "execution_count": 340, + "execution_count": 37, "metadata": {}, "outputs": [ { @@ -3038,12 +2889,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.82 0.83 3923\n", - " 1 0.39 0.40 0.40 1103\n", + " 0 0.84 0.82 0.83 4009\n", + " 1 0.36 0.41 0.38 1017\n", "\n", " accuracy 0.73 5026\n", - " macro avg 0.61 0.61 0.61 5026\n", - "weighted avg 0.73 0.73 0.73 5026\n", + " macro avg 0.60 0.61 0.61 5026\n", + "weighted avg 0.75 0.73 0.74 5026\n", "\n" ] } @@ -3054,61 +2905,13 @@ }, { "cell_type": "code", - "execution_count": 341, + "execution_count": 38, "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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ModelRecall-1AUROC
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" - ], - "text/plain": [ - " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706" - ] - }, - "execution_count": 341, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "evaluation.loc[0] = ([\"Decision Tree\" , \n", " classification_report(y_test, tree.predict(X_test), output_dict = True)[\"1\"][\"recall\"],\n", - " auroc])\n", - "evaluation" + " auroc])" ] }, { @@ -3129,7 +2932,7 @@ }, { "cell_type": "code", - "execution_count": 342, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -3139,7 +2942,7 @@ }, { "cell_type": "code", - "execution_count": 343, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -3154,7 +2957,7 @@ " verbose=0, warm_start=False)" ] }, - "execution_count": 343, + "execution_count": 40, "metadata": {}, "output_type": "execute_result" } @@ -3165,7 +2968,7 @@ }, { "cell_type": "code", - "execution_count": 344, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -3174,8 +2977,8 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 1.00 1.00 1.00 15866\n", - " 1 1.00 1.00 1.00 4236\n", + " 0 1.00 1.00 1.00 15780\n", + " 1 1.00 1.00 1.00 4322\n", "\n", " accuracy 1.00 20102\n", " macro avg 1.00 1.00 1.00 20102\n", @@ -3197,14 +3000,14 @@ }, { "cell_type": "code", - "execution_count": 345, + "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (Random Forest) identified 355\n" + "Of 1017 Defaulters, the Decision Tree (Random Forest) identified 343\n" ] }, { @@ -3240,13 +3043,13 @@ " \n", " \n", " 0\n", - " 3726\n", + " 3812\n", " 197\n", " \n", " \n", " 1\n", - " 748\n", - " 355\n", + " 674\n", + " 343\n", " \n", " \n", "\n", @@ -3255,11 +3058,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3726 197\n", - "1 748 355" + "0 3812 197\n", + "1 674 343" ] }, - "execution_count": 345, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -3270,19 +3073,19 @@ }, { "cell_type": "code", - "execution_count": 346, + "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.3233333333333333\n" + "Optimal Threshold: 0.2569444444444445\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -3299,7 +3102,7 @@ }, { "cell_type": "code", - "execution_count": 347, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -3308,12 +3111,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.95 0.89 3923\n", - " 1 0.64 0.32 0.43 1103\n", + " 0 0.85 0.95 0.90 4009\n", + " 1 0.64 0.34 0.44 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.74 0.64 0.66 5026\n", - "weighted avg 0.79 0.81 0.79 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.74 0.64 0.67 5026\n", + "weighted avg 0.81 0.83 0.81 5026\n", "\n" ] } @@ -3324,7 +3127,7 @@ }, { "cell_type": "code", - "execution_count": 348, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -3357,7 +3160,7 @@ }, { "cell_type": "code", - "execution_count": 349, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -3375,7 +3178,7 @@ " warm_start=False)" ] }, - "execution_count": 349, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" } @@ -3388,7 +3191,7 @@ }, { "cell_type": "code", - "execution_count": 350, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -3397,12 +3200,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.86 0.97 0.91 15866\n", - " 1 0.79 0.41 0.54 4236\n", + " 0 0.86 0.97 0.91 15780\n", + " 1 0.79 0.40 0.53 4322\n", "\n", " accuracy 0.85 20102\n", - " macro avg 0.83 0.69 0.73 20102\n", - "weighted avg 0.85 0.85 0.83 20102\n", + " macro avg 0.82 0.69 0.72 20102\n", + "weighted avg 0.84 0.85 0.83 20102\n", "\n" ] } @@ -3420,14 +3223,14 @@ }, { "cell_type": "code", - "execution_count": 351, + "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Decision Tree (Gradient Boosted Trees) identified 348\n" + "Of 1017 Defaulters, the Decision Tree (Gradient Boosted Trees) identified 339\n" ] }, { @@ -3463,13 +3266,13 @@ " \n", " \n", " 0\n", - " 3747\n", - " 176\n", + " 3846\n", + " 163\n", " \n", " \n", " 1\n", - " 755\n", - " 348\n", + " 678\n", + " 339\n", " \n", " \n", "\n", @@ -3478,11 +3281,11 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3747 176\n", - "1 755 348" + "0 3846 163\n", + "1 678 339" ] }, - "execution_count": 351, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" } @@ -3493,19 +3296,19 @@ }, { "cell_type": "code", - "execution_count": 352, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.2518319662074072\n" + "Optimal Threshold: 0.23427082801012525\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -3522,7 +3325,7 @@ }, { "cell_type": "code", - "execution_count": 354, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -3531,12 +3334,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.96 0.89 3923\n", - " 1 0.66 0.32 0.43 1103\n", + " 0 0.85 0.96 0.90 4009\n", + " 1 0.68 0.33 0.45 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.75 0.64 0.66 5026\n", - "weighted avg 0.80 0.81 0.79 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.76 0.65 0.67 5026\n", + "weighted avg 0.81 0.83 0.81 5026\n", "\n" ] } @@ -3547,7 +3350,7 @@ }, { "cell_type": "code", - "execution_count": 353, + "execution_count": 51, "metadata": {}, "outputs": [], "source": [ @@ -3565,8 +3368,10 @@ }, { "cell_type": "code", - "execution_count": 355, - "metadata": {}, + "execution_count": 52, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -3598,20 +3403,20 @@ " \n", " 0\n", " Decision Tree\n", - " 0.402539\n", - " 0.612706\n", + " 0.406096\n", + " 0.612964\n", " \n", " \n", " 1\n", " Random Forest\n", - " 0.321850\n", - " 0.745184\n", + " 0.337266\n", + " 0.767212\n", " \n", " \n", " 2\n", " Gradient Boosted\n", - " 0.315503\n", - " 0.759923\n", + " 0.333333\n", + " 0.768656\n", " \n", " \n", "\n", @@ -3619,12 +3424,12 @@ ], "text/plain": [ " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706\n", - "1 Random Forest 0.321850 0.745184\n", - "2 Gradient Boosted 0.315503 0.759923" + "0 Decision Tree 0.406096 0.612964\n", + "1 Random Forest 0.337266 0.767212\n", + "2 Gradient Boosted 0.333333 0.768656" ] }, - "execution_count": 355, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } @@ -3665,7 +3470,7 @@ }, { "cell_type": "code", - "execution_count": 356, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -3674,7 +3479,7 @@ }, { "cell_type": "code", - "execution_count": 357, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -3682,7 +3487,7 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.458989\n", + " Current function value: 0.465796\n", " Iterations 7\n" ] }, @@ -3701,13 +3506,13 @@ " Method: MLE Df Model: 25 \n", "\n", "\n", - " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1086 \n", + " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1051 \n", "\n", "\n", - " Time: 00:11:31 Log-Likelihood: -9226.6\n", + " Time: 10:06:24 Log-Likelihood: -9363.4\n", "\n", "\n", - " converged: True LL-Null: -10351.\n", + " converged: True LL-Null: -10463.\n", "\n", "\n", " Covariance Type: nonrobust LLR p-value: 0.000 \n", @@ -3718,82 +3523,82 @@ " coef std err z P>|z| [0.025 0.975] \n", "\n", "\n", - " LIMIT_BAL -0.0501 0.023 -2.163 0.031 -0.096 -0.005\n", + " LIMIT_BAL -0.0732 0.023 -3.154 0.002 -0.119 -0.028\n", "\n", "\n", - " SEX -0.2034 0.036 -5.658 0.000 -0.274 -0.133\n", + " SEX -0.2094 0.036 -5.859 0.000 -0.279 -0.139\n", "\n", "\n", - " AGE 0.0058 0.021 0.275 0.784 -0.036 0.047\n", + " AGE 0.0209 0.021 1.006 0.314 -0.020 0.062\n", "\n", "\n", - " PAY_0 0.6079 0.023 26.717 0.000 0.563 0.652\n", + " PAY_0 0.5851 0.022 26.008 0.000 0.541 0.629\n", "\n", "\n", - " PAY_2 0.1169 0.028 4.147 0.000 0.062 0.172\n", + " PAY_2 0.1338 0.028 4.767 0.000 0.079 0.189\n", "\n", "\n", - " PAY_3 0.0689 0.032 2.166 0.030 0.007 0.131\n", + " PAY_3 0.0732 0.032 2.307 0.021 0.011 0.135\n", "\n", "\n", - " PAY_4 0.0423 0.034 1.251 0.211 -0.024 0.109\n", + " PAY_4 0.0714 0.034 2.128 0.033 0.006 0.137\n", "\n", "\n", - " PAY_5 0.0525 0.036 1.476 0.140 -0.017 0.122\n", + " PAY_5 -0.0152 0.036 -0.424 0.671 -0.085 0.055\n", "\n", "\n", - " PAY_6 -0.0221 0.031 -0.720 0.471 -0.082 0.038\n", + " PAY_6 -0.0189 0.031 -0.614 0.539 -0.079 0.041\n", "\n", "\n", - " BILL_AMT1 -0.3993 0.090 -4.457 0.000 -0.575 -0.224\n", + " BILL_AMT1 -0.4518 0.089 -5.072 0.000 -0.626 -0.277\n", "\n", "\n", - " BILL_AMT2 -0.0629 0.125 -0.502 0.616 -0.309 0.183\n", + " BILL_AMT2 0.0564 0.123 0.458 0.647 -0.185 0.298\n", "\n", "\n", - " BILL_AMT3 0.2031 0.115 1.766 0.077 -0.022 0.428\n", + " BILL_AMT3 0.1343 0.111 1.214 0.225 -0.083 0.351\n", "\n", "\n", - " BILL_AMT4 0.0388 0.104 0.373 0.709 -0.165 0.242\n", + " BILL_AMT4 0.1192 0.102 1.173 0.241 -0.080 0.318\n", "\n", "\n", - " BILL_AMT5 -0.1033 0.125 -0.829 0.407 -0.347 0.141\n", + " BILL_AMT5 -0.1876 0.123 -1.523 0.128 -0.429 0.054\n", "\n", "\n", - " BILL_AMT6 0.1786 0.099 1.797 0.072 -0.016 0.373\n", + " BILL_AMT6 0.1916 0.099 1.934 0.053 -0.003 0.386\n", "\n", "\n", - " PAY_AMT1 -0.1105 0.030 -3.734 0.000 -0.168 -0.053\n", + " PAY_AMT1 -0.1446 0.031 -4.673 0.000 -0.205 -0.084\n", "\n", "\n", - " PAY_AMT2 -0.1873 0.033 -5.617 0.000 -0.253 -0.122\n", + " PAY_AMT2 -0.1728 0.033 -5.219 0.000 -0.238 -0.108\n", "\n", "\n", - " PAY_AMT3 -0.1044 0.030 -3.498 0.000 -0.163 -0.046\n", + " PAY_AMT3 -0.0812 0.028 -2.862 0.004 -0.137 -0.026\n", "\n", "\n", - " PAY_AMT4 -0.0471 0.028 -1.706 0.088 -0.101 0.007\n", + " PAY_AMT4 -0.0391 0.027 -1.471 0.141 -0.091 0.013\n", "\n", "\n", - " PAY_AMT5 -0.0955 0.028 -3.424 0.001 -0.150 -0.041\n", + " PAY_AMT5 -0.0934 0.028 -3.342 0.001 -0.148 -0.039\n", "\n", "\n", - " PAY_AMT6 -0.0309 0.025 -1.254 0.210 -0.079 0.017\n", + " PAY_AMT6 -0.0413 0.025 -1.630 0.103 -0.091 0.008\n", "\n", "\n", - " GRAD -0.2667 0.112 -2.386 0.017 -0.486 -0.048\n", + " GRAD -0.2271 0.111 -2.048 0.041 -0.444 -0.010\n", "\n", "\n", - " UNI -0.3574 0.110 -3.259 0.001 -0.572 -0.143\n", + " UNI -0.3376 0.109 -3.103 0.002 -0.551 -0.124\n", "\n", "\n", - " HS -0.4106 0.115 -3.572 0.000 -0.636 -0.185\n", + " HS -0.4263 0.114 -3.737 0.000 -0.650 -0.203\n", "\n", "\n", - " MARRIED -0.7734 0.108 -7.176 0.000 -0.985 -0.562\n", + " MARRIED -0.7571 0.107 -7.081 0.000 -0.967 -0.548\n", "\n", "\n", - " SINGLE -0.9653 0.108 -8.923 0.000 -1.177 -0.753\n", + " SINGLE -0.9418 0.107 -8.768 0.000 -1.152 -0.731\n", "\n", "" ], @@ -3805,44 +3610,44 @@ "Dep. Variable: Y No. Observations: 20102\n", "Model: Logit Df Residuals: 20076\n", "Method: MLE Df Model: 25\n", - "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1086\n", - "Time: 00:11:31 Log-Likelihood: -9226.6\n", - "converged: True LL-Null: -10351.\n", + "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1051\n", + "Time: 10:06:24 Log-Likelihood: -9363.4\n", + "converged: True LL-Null: -10463.\n", "Covariance Type: nonrobust LLR p-value: 0.000\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "LIMIT_BAL -0.0501 0.023 -2.163 0.031 -0.096 -0.005\n", - "SEX -0.2034 0.036 -5.658 0.000 -0.274 -0.133\n", - "AGE 0.0058 0.021 0.275 0.784 -0.036 0.047\n", - "PAY_0 0.6079 0.023 26.717 0.000 0.563 0.652\n", - "PAY_2 0.1169 0.028 4.147 0.000 0.062 0.172\n", - "PAY_3 0.0689 0.032 2.166 0.030 0.007 0.131\n", - "PAY_4 0.0423 0.034 1.251 0.211 -0.024 0.109\n", - "PAY_5 0.0525 0.036 1.476 0.140 -0.017 0.122\n", - "PAY_6 -0.0221 0.031 -0.720 0.471 -0.082 0.038\n", - "BILL_AMT1 -0.3993 0.090 -4.457 0.000 -0.575 -0.224\n", - "BILL_AMT2 -0.0629 0.125 -0.502 0.616 -0.309 0.183\n", - "BILL_AMT3 0.2031 0.115 1.766 0.077 -0.022 0.428\n", - "BILL_AMT4 0.0388 0.104 0.373 0.709 -0.165 0.242\n", - "BILL_AMT5 -0.1033 0.125 -0.829 0.407 -0.347 0.141\n", - "BILL_AMT6 0.1786 0.099 1.797 0.072 -0.016 0.373\n", - "PAY_AMT1 -0.1105 0.030 -3.734 0.000 -0.168 -0.053\n", - "PAY_AMT2 -0.1873 0.033 -5.617 0.000 -0.253 -0.122\n", - "PAY_AMT3 -0.1044 0.030 -3.498 0.000 -0.163 -0.046\n", - "PAY_AMT4 -0.0471 0.028 -1.706 0.088 -0.101 0.007\n", - "PAY_AMT5 -0.0955 0.028 -3.424 0.001 -0.150 -0.041\n", - "PAY_AMT6 -0.0309 0.025 -1.254 0.210 -0.079 0.017\n", - "GRAD -0.2667 0.112 -2.386 0.017 -0.486 -0.048\n", - "UNI -0.3574 0.110 -3.259 0.001 -0.572 -0.143\n", - "HS -0.4106 0.115 -3.572 0.000 -0.636 -0.185\n", - "MARRIED -0.7734 0.108 -7.176 0.000 -0.985 -0.562\n", - "SINGLE -0.9653 0.108 -8.923 0.000 -1.177 -0.753\n", + "LIMIT_BAL -0.0732 0.023 -3.154 0.002 -0.119 -0.028\n", + "SEX -0.2094 0.036 -5.859 0.000 -0.279 -0.139\n", + "AGE 0.0209 0.021 1.006 0.314 -0.020 0.062\n", + "PAY_0 0.5851 0.022 26.008 0.000 0.541 0.629\n", + "PAY_2 0.1338 0.028 4.767 0.000 0.079 0.189\n", + "PAY_3 0.0732 0.032 2.307 0.021 0.011 0.135\n", + "PAY_4 0.0714 0.034 2.128 0.033 0.006 0.137\n", + "PAY_5 -0.0152 0.036 -0.424 0.671 -0.085 0.055\n", + "PAY_6 -0.0189 0.031 -0.614 0.539 -0.079 0.041\n", + "BILL_AMT1 -0.4518 0.089 -5.072 0.000 -0.626 -0.277\n", + "BILL_AMT2 0.0564 0.123 0.458 0.647 -0.185 0.298\n", + "BILL_AMT3 0.1343 0.111 1.214 0.225 -0.083 0.351\n", + "BILL_AMT4 0.1192 0.102 1.173 0.241 -0.080 0.318\n", + "BILL_AMT5 -0.1876 0.123 -1.523 0.128 -0.429 0.054\n", + "BILL_AMT6 0.1916 0.099 1.934 0.053 -0.003 0.386\n", + "PAY_AMT1 -0.1446 0.031 -4.673 0.000 -0.205 -0.084\n", + "PAY_AMT2 -0.1728 0.033 -5.219 0.000 -0.238 -0.108\n", + "PAY_AMT3 -0.0812 0.028 -2.862 0.004 -0.137 -0.026\n", + "PAY_AMT4 -0.0391 0.027 -1.471 0.141 -0.091 0.013\n", + "PAY_AMT5 -0.0934 0.028 -3.342 0.001 -0.148 -0.039\n", + "PAY_AMT6 -0.0413 0.025 -1.630 0.103 -0.091 0.008\n", + "GRAD -0.2271 0.111 -2.048 0.041 -0.444 -0.010\n", + "UNI -0.3376 0.109 -3.103 0.002 -0.551 -0.124\n", + "HS -0.4263 0.114 -3.737 0.000 -0.650 -0.203\n", + "MARRIED -0.7571 0.107 -7.081 0.000 -0.967 -0.548\n", + "SINGLE -0.9418 0.107 -8.768 0.000 -1.152 -0.731\n", "==============================================================================\n", "\"\"\"" ] }, - "execution_count": 357, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -3854,7 +3659,7 @@ }, { "cell_type": "code", - "execution_count": 358, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -3863,12 +3668,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.82 0.97 0.89 15866\n", - " 1 0.68 0.21 0.32 4236\n", + " 0 0.82 0.97 0.89 15780\n", + " 1 0.67 0.21 0.31 4322\n", "\n", " accuracy 0.81 20102\n", - " macro avg 0.75 0.59 0.60 20102\n", - "weighted avg 0.79 0.81 0.77 20102\n", + " macro avg 0.74 0.59 0.60 20102\n", + "weighted avg 0.79 0.81 0.76 20102\n", "\n" ] } @@ -3879,7 +3684,7 @@ }, { "cell_type": "code", - "execution_count": 359, + "execution_count": 56, "metadata": {}, "outputs": [ { @@ -3888,12 +3693,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.81 0.98 0.89 3923\n", - " 1 0.71 0.20 0.31 1103\n", + " 0 0.83 0.98 0.90 4009\n", + " 1 0.71 0.21 0.32 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.76 0.59 0.60 5026\n", - "weighted avg 0.79 0.81 0.76 5026\n", + " accuracy 0.82 5026\n", + " macro avg 0.77 0.59 0.61 5026\n", + "weighted avg 0.80 0.82 0.78 5026\n", "\n" ] } @@ -3911,7 +3716,7 @@ }, { "cell_type": "code", - "execution_count": 360, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -3919,7 +3724,7 @@ "output_type": "stream", "text": [ "Optimization terminated successfully.\n", - " Current function value: 0.460192\n", + " Current function value: 0.466716\n", " Iterations 7\n" ] }, @@ -3932,19 +3737,19 @@ " Dep. Variable: Y No. Observations: 20102 \n", "\n", "\n", - " Model: Logit Df Residuals: 20087 \n", + " Model: Logit Df Residuals: 20086 \n", "\n", "\n", - " Method: MLE Df Model: 14 \n", + " Method: MLE Df Model: 15 \n", "\n", "\n", - " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1063 \n", + " Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1034 \n", "\n", "\n", - " Time: 00:11:31 Log-Likelihood: -9250.8\n", + " Time: 10:06:25 Log-Likelihood: -9381.9\n", "\n", "\n", - " converged: True LL-Null: -10351.\n", + " converged: True LL-Null: -10463.\n", "\n", "\n", " Covariance Type: nonrobust LLR p-value: 0.000 \n", @@ -3955,49 +3760,52 @@ " coef std err z P>|z| [0.025 0.975] \n", "\n", "\n", - " LIMIT_BAL -0.0611 0.023 -2.715 0.007 -0.105 -0.017\n", + " LIMIT_BAL -0.0726 0.023 -3.203 0.001 -0.117 -0.028\n", + "\n", + "\n", + " SEX -0.2106 0.035 -5.939 0.000 -0.280 -0.141\n", "\n", "\n", - " SEX -0.2033 0.036 -5.700 0.000 -0.273 -0.133\n", + " PAY_0 0.5967 0.022 26.617 0.000 0.553 0.641\n", "\n", "\n", - " PAY_0 0.6279 0.022 27.909 0.000 0.584 0.672\n", + " PAY_2 0.1175 0.028 4.248 0.000 0.063 0.172\n", "\n", "\n", - " PAY_2 0.1173 0.028 4.251 0.000 0.063 0.171\n", + " PAY_3 0.0815 0.031 2.599 0.009 0.020 0.143\n", "\n", "\n", - " PAY_3 0.1328 0.026 5.029 0.000 0.081 0.185\n", + " PAY_4 0.0774 0.027 2.823 0.005 0.024 0.131\n", "\n", "\n", - " BILL_AMT1 -0.1931 0.024 -8.152 0.000 -0.240 -0.147\n", + " BILL_AMT1 -0.1937 0.024 -8.231 0.000 -0.240 -0.148\n", "\n", "\n", - " PAY_AMT1 -0.1191 0.028 -4.288 0.000 -0.174 -0.065\n", + " PAY_AMT1 -0.1440 0.029 -4.946 0.000 -0.201 -0.087\n", "\n", "\n", - " PAY_AMT2 -0.1476 0.029 -5.038 0.000 -0.205 -0.090\n", + " PAY_AMT2 -0.1617 0.031 -5.268 0.000 -0.222 -0.102\n", "\n", "\n", - " PAY_AMT3 -0.1040 0.027 -3.911 0.000 -0.156 -0.052\n", + " PAY_AMT3 -0.0831 0.026 -3.246 0.001 -0.133 -0.033\n", "\n", "\n", - " PAY_AMT5 -0.0782 0.024 -3.210 0.001 -0.126 -0.030\n", + " PAY_AMT5 -0.0752 0.025 -3.063 0.002 -0.123 -0.027\n", "\n", "\n", - " GRAD -0.2624 0.111 -2.363 0.018 -0.480 -0.045\n", + " GRAD -0.2194 0.110 -1.992 0.046 -0.435 -0.004\n", "\n", "\n", - " UNI -0.3495 0.109 -3.212 0.001 -0.563 -0.136\n", + " UNI -0.3288 0.108 -3.044 0.002 -0.541 -0.117\n", "\n", "\n", - " HS -0.4048 0.113 -3.592 0.000 -0.626 -0.184\n", + " HS -0.4090 0.112 -3.656 0.000 -0.628 -0.190\n", "\n", "\n", - " MARRIED -0.7654 0.107 -7.135 0.000 -0.976 -0.555\n", + " MARRIED -0.7455 0.107 -6.996 0.000 -0.954 -0.537\n", "\n", "\n", - " SINGLE -0.9652 0.107 -9.037 0.000 -1.175 -0.756\n", + " SINGLE -0.9529 0.106 -8.971 0.000 -1.161 -0.745\n", "\n", "" ], @@ -4007,35 +3815,36 @@ " Logit Regression Results \n", "==============================================================================\n", "Dep. Variable: Y No. Observations: 20102\n", - "Model: Logit Df Residuals: 20087\n", - "Method: MLE Df Model: 14\n", - "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1063\n", - "Time: 00:11:31 Log-Likelihood: -9250.8\n", - "converged: True LL-Null: -10351.\n", + "Model: Logit Df Residuals: 20086\n", + "Method: MLE Df Model: 15\n", + "Date: Sun, 17 Nov 2019 Pseudo R-squ.: 0.1034\n", + "Time: 10:06:25 Log-Likelihood: -9381.9\n", + "converged: True LL-Null: -10463.\n", "Covariance Type: nonrobust LLR p-value: 0.000\n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", - "LIMIT_BAL -0.0611 0.023 -2.715 0.007 -0.105 -0.017\n", - "SEX -0.2033 0.036 -5.700 0.000 -0.273 -0.133\n", - "PAY_0 0.6279 0.022 27.909 0.000 0.584 0.672\n", - "PAY_2 0.1173 0.028 4.251 0.000 0.063 0.171\n", - "PAY_3 0.1328 0.026 5.029 0.000 0.081 0.185\n", - "BILL_AMT1 -0.1931 0.024 -8.152 0.000 -0.240 -0.147\n", - "PAY_AMT1 -0.1191 0.028 -4.288 0.000 -0.174 -0.065\n", - "PAY_AMT2 -0.1476 0.029 -5.038 0.000 -0.205 -0.090\n", - "PAY_AMT3 -0.1040 0.027 -3.911 0.000 -0.156 -0.052\n", - "PAY_AMT5 -0.0782 0.024 -3.210 0.001 -0.126 -0.030\n", - "GRAD -0.2624 0.111 -2.363 0.018 -0.480 -0.045\n", - "UNI -0.3495 0.109 -3.212 0.001 -0.563 -0.136\n", - "HS -0.4048 0.113 -3.592 0.000 -0.626 -0.184\n", - "MARRIED -0.7654 0.107 -7.135 0.000 -0.976 -0.555\n", - "SINGLE -0.9652 0.107 -9.037 0.000 -1.175 -0.756\n", + "LIMIT_BAL -0.0726 0.023 -3.203 0.001 -0.117 -0.028\n", + "SEX -0.2106 0.035 -5.939 0.000 -0.280 -0.141\n", + "PAY_0 0.5967 0.022 26.617 0.000 0.553 0.641\n", + "PAY_2 0.1175 0.028 4.248 0.000 0.063 0.172\n", + "PAY_3 0.0815 0.031 2.599 0.009 0.020 0.143\n", + "PAY_4 0.0774 0.027 2.823 0.005 0.024 0.131\n", + "BILL_AMT1 -0.1937 0.024 -8.231 0.000 -0.240 -0.148\n", + "PAY_AMT1 -0.1440 0.029 -4.946 0.000 -0.201 -0.087\n", + "PAY_AMT2 -0.1617 0.031 -5.268 0.000 -0.222 -0.102\n", + "PAY_AMT3 -0.0831 0.026 -3.246 0.001 -0.133 -0.033\n", + "PAY_AMT5 -0.0752 0.025 -3.063 0.002 -0.123 -0.027\n", + "GRAD -0.2194 0.110 -1.992 0.046 -0.435 -0.004\n", + "UNI -0.3288 0.108 -3.044 0.002 -0.541 -0.117\n", + "HS -0.4090 0.112 -3.656 0.000 -0.628 -0.190\n", + "MARRIED -0.7455 0.107 -6.996 0.000 -0.954 -0.537\n", + "SINGLE -0.9529 0.106 -8.971 0.000 -1.161 -0.745\n", "==============================================================================\n", "\"\"\"" ] }, - "execution_count": 360, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -4049,7 +3858,7 @@ }, { "cell_type": "code", - "execution_count": 361, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -4058,12 +3867,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.82 0.97 0.89 15866\n", - " 1 0.67 0.20 0.31 4236\n", + " 0 0.82 0.97 0.89 15780\n", + " 1 0.67 0.20 0.31 4322\n", "\n", " accuracy 0.81 20102\n", - " macro avg 0.75 0.59 0.60 20102\n", - "weighted avg 0.79 0.81 0.77 20102\n", + " macro avg 0.74 0.59 0.60 20102\n", + "weighted avg 0.79 0.81 0.76 20102\n", "\n" ] } @@ -4074,7 +3883,7 @@ }, { "cell_type": "code", - "execution_count": 362, + "execution_count": 59, "metadata": {}, "outputs": [ { @@ -4083,12 +3892,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.81 0.98 0.89 3923\n", - " 1 0.70 0.20 0.31 1103\n", + " 0 0.83 0.98 0.90 4009\n", + " 1 0.70 0.21 0.32 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.76 0.59 0.60 5026\n", - "weighted avg 0.79 0.81 0.76 5026\n", + " accuracy 0.82 5026\n", + " macro avg 0.76 0.59 0.61 5026\n", + "weighted avg 0.80 0.82 0.78 5026\n", "\n" ] } @@ -4108,19 +3917,19 @@ }, { "cell_type": "code", - "execution_count": 363, + "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.2600122571632845\n" + "Optimal Threshold: 0.26756261378331975\n" ] }, { "data": { - "image/png": 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QFV5EfAr7Q2NYujeMAxdiiIj/t8fV+2/ypq1XLXo3r4uH679dzO/YcQGXSpVwcKjEF18Mxt3dmUaNitIjc95smShWYnRSvhjoAsRK/YQQoiJLSc9k88mrfLblDHvN7hpcnRzp4efO3e0bckfbBjg5Olz3vaioJJ55Zj1ffLGPWbNu5uWXe9O+fYMSi8tqiUIp9SPQG3BXSoVhdIFYGUBrvQCjk/VBGJ2NJwETrBWLEEKUVWcjE/l25zl+P3SZy3H/Vjy39apJT38PRpiKlPKitebbbw/w1FN/Eh2dzIwZ3Zgxo1uJx2jNp55GFzJeA1OttXwhhCiLwmOSeWvtcc5EJpKQksGZyMSccTc386Cnvzu9m9fFr65LofOaOXM9b7+9g27dGrFgwe20bl3PKjHbXX8UQghhb1bsC2POmuNEJqSSZfY4TlOP6jzc25dbW9SjvXdti+aVnJxOYmI67u7OTJrUHn//Okya1IFKlfJ6PqhkSKIQQogSdjU+lb3nr7E9JIqDF2M5cCEGgJua1uHmZnXp3KQOHRtblhjMrV0bwtSpa2jXrj7Ll4+keXN3mjd3L+nw/0MShRBClIB9odF8t/M8By/GEhKRcN24O9t68sbQ1rg4Fe+UGx4ez2OPrWXp0qM0b+7GtGmdSiJki0miEEKIGxARn8L4r/Zw9FIcAJUdFA/2aop/XRe6+rrhVdv5hub/119nuPvuJaSlZTJ7dh9mzOiGUzETTnFJohBCiGI4czWBD9afYuUB4/WvW1vU46kBzWlWz7VE5p+enknlyg60bVufQYP8ee21vvj51SmReReVJAohhLBQVEIqX28/x+6z19h97hoAtZ0r83BvXx7s5Vsiy4iLS+XFFzfw998X2b59Iu7uzixePLxE5l1ckiiEEKIQ205FsubwJRb9HZoz7M62nozt2pggn5K5ytdas2zZUR59dC2XLycwZUonUlMzcXa2fbdBkiiEECKXlPRMTl6JZ+upSH47EM7xy/EAeNdxZs7Q1nTzdUOpknsc9erVRMaN+4Xffw+hffv6/PrrPXTq1LDE5n+jJFEIIQSw83QUi3aHcupKPCeuxKNN7zsoBU/d2oyhHbzwrFXNKsuuUcOJyMgkPvhgAFOndsbR0fZ3EeYkUQghKqSMzCwOhMXy8z9hbAuJ5HxUEgBN3aszrqsPgQ1c8a5TnU4+tXF0KPkT95Yt53n99a0sXz4SF5cq7Nr1gFVfmrsRkiiEEBVGSnomH28M4aMNIf8Zd3f7hjw7MIC6NapaNYbIyCRmzPiThQv34+NTi3PnYmjVqm6ZTRIgiUIIUU5FJaRy4nI8P+wOJeRKAhdjkklIzQCgkgLPWtW4t4s3/QLrldgjrQXRWvP11/uZMeNP4uJSefbZHrzwQi+cnStbfdk3ShKFEKJcSE7L5J0/TnA2MpGNJyJy6hiyBdR3xb+eK30DPLi7vZdNYvz++4O0aOHBggW307JlXZvEUBySKIQQdik5LZMDYTHsOhPFtlOR1/X61rphTbzrONM3oC49/N2pZ+XipPwkJaXzxhtbmTw5CC+vGixfPpKaNauW6WKmvEiiEELYhStxKSz/J4w/jlxhv6mRvWyVlHHHMKZrY0Z38i4TJ+I1a04xdeoazp2LoWFDVx5+uBO1a1vnqSlrk0QhhCizYpLS+HzrGf44coVTZg3ttfWqiX89V3r4udOuUS183PPu2McWwsLieOyxtSxffozAQHc2bx5Pr16NbR3WDZFEIYQoU6ISUnnnj5McDIvhSHhczvB+gfUY0s6TAS3rU6WMvWdg7vXXt7B69SneeKMvTz7ZjSpVHAr/UhmndO4anzIuKChIBwcH2zoMIUQJysjMYknwBT7eeJqLMck5w/sG1OW2VvUZ0dGrRN+ELmm7d1+kWjVHWreuR1RUErGxqTRtWvT+JqxJKbVXax1UnO/KHYUQwmYyszTzN4bw3p8nc4b19HdnbFcf+gXWLdPJASA2NoXnnvuLTz4J5o47mrFy5Wjc3Jxxc7uxpsXLGkkUQohSF5uUzsebQ/hmxzlS0rNoVKca3Zq68/KdLalmB0U1WmuWLDnC44+vIyIikenTOzN7dl9bh2U1kiiEEKXm+OU4fvw7lMV7LpCakQXAjAHNmdrHz8aRFc333x9k7NhfCAryZNWq0XTs6GnrkKxKEoUQwmoyszTf7TzHz/sucjAsNme4UvB/o9tze+sGZeJRVkukpmZw5kw0gYEejBzZkoyMLMaObYuDFdqBKmskUQghStT5qETWHbnMT8Fh1/Ud3djNmY6Na/NQL198PapbpaE9a9m48SwPP7yapKR0Tp2ajpOTIxMmtLd1WKVGEoUQ4oalZWTxxppjrDwQzrXEtJzhvh7VGd3Zm/tvakzVymW/7iG3iIhEnnrqD7777iBNm9bms88Gl3p/1WVBxVtjIUSJycrSLNsbxnMrDpGRZTxqP6G7D7e3bkBLz5p2UTGdn5CQa3Tu/DkJCWk8/3xPnn++J9Wqlf0G/KxBEoUQokhS0jM5dimOn/+5yPJ/wkhKywTguUEB/K9n0zL/SGth4uJSqVHDCV/f2kya1J6JE9sTGOhh67BsShKFEKJQWmu2nopkwebT7Dl3jfRM4+7B16M6d7VryJiujanlXMXGUd6YxMQ0Xn11M59//g8HDz6Ml1cN3n77VluHVSZIohBC5CkzSxN87hpvrzvBP6HRmEqWaF7PldGdG9GlqRuBDWrYNsgS8ttvJ5g27XdCQ2OZNKm9XfQRUZokUQghAOOu4eilODYej+BIeBy/H76cM655PVfu7tCQO9t6Wq3faFvIyMhi5MilrFhxnJYtPdi6dQI9enjbOqwyRxKFEBWY1pp1Ry7z5baz7DkXfd249t616O7rzpB2nviXQg9wpUlrjVIKR8dKNGjgwptv3sLjj3ctFw34WYMkCiEqmKwszbaQSDafvMqX287mDPeqXY3uvu7c3aEhnXzq4GAnL8IV1a5dYUyduobPPx9Mhw4NmD//dluHVOZJohCiAlm2N4ynlh7I+VynehXu7ezNw719qV7O3w+Ijk7muef+4tNP9+Lp6Up0dHLhXxKAlROFUuo24EPAAfhCa/1mrvHewDdALdM0z2it11gzJiEqqt8OhOckiYndmzCma2OalKEOf6xpyZLDPPLIWiIjk3jssZt45ZXeuLo62Tosu2G1RKGUcgDmA/2BMGCPUmql1vqo2WQvAD9prT9RSrUA1gA+1opJiIrmfFQii/dc4NPNp8nS0LBWNZZO7lquKqQtcfx4JD4+tVi79j7at29g63DsjjXvKDoDIVrrMwBKqcXAEMA8UWgg+/m6mkC4FeMRokJITstk4Y5zfLntDJEJRnMagQ1q0D+wLv/r1RTXquX/0c+UlAzmzt1Ghw4NGDy4Oc8915MXXuhVIRrwswZrJoqGwAWzz2FAl1zTvAz8oZSaDlQH+uU1I6XUg8CDAN7e8uiaEHk5G5nI2+uOs+bQv4+19mnuweP9m9HGq5YNIytd69efYcqU1Zw6dY0nn+zK4MHNqWyH7UyVJdZMFHk9MpG739XRwEKt9btKqa7Ad0qpVlrrrOu+pPVnwGdgdIVqlWiFsFMhEQl8ue0sP+4OzRn21K3NmHyzr1210HqjrlxJ4Ikn/mDRokP4+dXhjz/up39/X1uHVS5YM1GEAY3MPnvx36KlScBtAFrrnUqpqoA7EGHFuIQoF05diWf6j/s4fjkegB5+7jxyiz+dfGrbfXtLxfHnn2dYtuwoL73Ui2ef7UnVquX7Ka7SZM0tuQfwV0o1AS4C9wD35pomFLgFWKiUCgSqAletGJMQdi0zS7PxeASfbD7N3vPGC3L9Auvy2l2tqV+zqo2jK30HDlzm1KlrDB/egvvua0337o1o0qS2rcMqd6yWKLTWGUqpacA6jEdfv9JaH1FKvQoEa61XAk8CnyulHscolhqvtZaiJSHMhEUn8frqY2w7FUl8agYAlR0U47v5MLyjF60a1rRxhKUvISGNWbM28uGHf+PjU4u77grA0bGSJAkrseq9memdiDW5hr1k9vdRoLs1YxDC3mitCT4fzYp9F/n5nzBS0v+tsuvp705779pM7O5j9621Ftcvvxxn+vTfCQuL48EHOzBnTj8cHStOXYwtSCGeEGVAdGIaX+84x7LgC4THpuQMd6tehZ7+tXl6QPNy195ScRw6dIW7715C69Z1WbJkON26NSr8S+KGSaIQwkbiU9LZfPIqvx0IZ92RKznDA+q70tPfnRFBjWgmyYH09Ey2bg2lb98mtG5dj9Wr76V//6byyGspkkQhRCnSWrPzTBTzN4awPSQqZ3iLBjWY0N2HoR28ym1jfMWxY8cFJk9exZEjVzlxYhp+fnUYNMjf1mFVOJIohLCyhNQMNp2I4M+jV/h1/79PiLdqWIMHejSlX4t6uJTzBvmK6tq1ZJ55Zj2ff/4PjRrV4OefR+LnV8fWYVVYcnQKUcKysjRnIhPZc+4a3+w4l/OeQ7Z+gXWZMSCA5vWlWCkvKSkZtGu3gPDweJ58sisvv9wbF5eKWXFfVkiiEKIEaK35dud5/m9DCJEJqTnDq1auxMBW9WnVsCZ3t29I/RpVqSRFS3kKC4vDy6sGVas6Mnt2H9q1q0/btvVtHZZAEoUQNyQxNYN/QqN5bsUhLlxLxrmKA//r2QQXp8oENnClf4t6FfIt6aJITk5nzpxtzJ27nWXLRjB4cHPGjWtn67CEGYsShVKqCuCttQ6xcjxClHnpmVkcuBDD/I0hbDxhNCTgUEkxKqgRc4a2ljuGIvjjj9NMmbKa06ejuf/+NnTu3NDWIYk8FJoolFK3A+8BVYAmSql2wCyt9d3WDk6IsuLCtSSeW3GI0xEJ173n4FzFgWcHBXJri3rUq1HxmtC4EdOnr2HevD34+9dh/fox3HJLU1uHJPJhyR3FqxjNg28E0FrvV0r5WTUqIcoArTUbjkfwxppjnL6amDO8p787gQ1qMLZrY7xqO9swQvuTmWm8Ze7gUImbbvLC3d2ZmTN7SAN+ZZwleyddax2Tq5xV2mMS5dbhi7Es2h3KX8eucCXOqJgOqO/Ks4MC6eXvLnUOxfTPP5eYPHkVY8a0Yfr0Ltx3XxtbhyQsZEmiOKaUGglUMrUE+yiwy7phCVG6ElIzWPT3eRb9Hcq5qCQA6teoyrQ+ftzepgGBDWoUMgeRn/j4VF56aSMffbQbDw9nGjSQx4LtjSWJYhrwEpAF/IzRGuyz1gxKiNISGpXENzvPsTT4AnEpRsusbb1q8tygQLo0dbNtcOXAH3+cZuLEXwkPj2fy5CDeeOMWatWSuhx7Y0miGKC1ngnMzB6glBqKkTSEsCth0UkcvhjLgbBYPtl0+rpxL9weyLhuPlSuQL3CWVuVKg7UrVud5ctH0qWLl63DEcWkCuv+QSn1j9a6Q65he7XWHa0aWT6CgoJ0cHCwLRYt7NDpqwks2xvGvtBojl+OJyYp/brx93RqxP03NaalZw2peygB6emZvPfeTuLiUnn99VsA4011eWTY9kzn7aDifDffOwql1ACMbkobKqXeMxtVA6MYSogy60h4LK+tOsbOM/82vNfT353ufu40q+eCr4cLXrWdpQG+ErRtW2hOA34jRrTISRCSJOxfQUVPEcBhIAU4YjY8HnjGmkEJURzpmVl8vvUMS4PDOBtpPM7a09+dR2/xp713bUkKVhIVlcTMmev58st9eHvX5LffRnPHHc1sHZYoQfkmCq31PmCfUuoHrXVKftMJYStaa8Kik1l35DJ/n73GxuMRZGRpmnpU55G+fgxu6ymd/ZSCqKhkFi8+zNNPd+Oll26menVpwK+8saQyu6FS6nWgBZDzuILWWi4ZRKlLTstk55lI1h2+wpLgC9eN6xdYl/4t6jGiYyMp7rCyY8eu8tNPR5g1qzfNmrkRGvo4depUs3VYwkosSRQLgdeAd4CBwASkjkKUoswszayVhzkYFsvBsNic4W29atKuUS16+nvQu7kHjvK0ktUlJaXz+utbePvtHbi4VGHSpA54edWQJFHOWZIonLXW65RS72itTwMvKKW2WjswIYLPXWPB5jNsD4kkOT0TgO5+bnT3c+eO1p54u0nzGaVp7doQpstFhmwAACAASURBVExZzdmzMYwb15a33+6Ph0d1W4clSoEliSJVGc8NnlZKTQYuAnWtG5aoiFLSM9l/IYbgc9f4Zud5rsYbzWc0dnNm8s2+jO7sbeMIK66EhDTGjFmBm1s1Nm4cR+/ePrYOSZQiSxLF44AL8AjwOlATmGjNoETFsv9CDPM2nGL9sYicYY6VFDc1rcPzg1rQ2qumDaOruDIzs/jxx8OMHt0KF5cqrF8/hoAAd5yk29YKp9A9rrX+2/RnPDAGQCklr1iKG5KWkcXqQ+F8sP4U501tK/Vq5kEPPzc6N3GjTcOaUiFtQ3v3hvPQQ6vYu/cS1ao5MmxYC+ltrgIrMFEopToBDYFtWutIpVRLjKY8+gKSLESR7T1/jUd+3M/FmGTA6Cp0QMt6zBjQHL+68iirrcXGpvDiixuZP38PdetWZ/HiYQwdGmjrsISNFfRm9hxgGHAAowJ7BUbLsXOByaUTnigv0jKyeGrpAVYeCAfAtaojj/T1Z2KPJvIiXBkybNhPbNhwlqlTO/Haa32pWVMa8BMF31EMAdpqrZOVUnWAcNPnE6UTmrB3qRmZ/Hn0CkuDw9h80ugytJuvG7PvaoWvh4uNoxPZzpyJxsPDGVdXJ15/vS+VKik6dZIuScW/CkoUKVrrZACt9TWl1HFJEsISWmu2nIrkqaUHcp5cAnh+UCAP9Gwije+VEWlpmbzzzg5mz97CI490Zu7c/tLCq8hTQYmiqVIquylxBfiYfUZrPdSqkQm7kpSWwe+HLrPm0CX+Ov7v00tP9m/G6C7euLs42TA6kduWLeeZPHkVx45FMnx4Cx55pIutQxJlWEGJYliuz/OsGYiwP9GJaQSfj2bNoUus2HcxZ7iLkyOjOzdi8s2+uEmCKHPef38nTzzxBz4+tVi9+l4GDfK3dUiijCuoUcC/SjMQYR+S0zJZtDuUz7ec4XLcv21FNnGvzsQeTRjUqr4khzIoK0uTmJiGq6sTt9/ejKtXk3jhhV44O1e2dWjCDsibM8IikQmpvPjLYX4/fDlnWOuGNbmvizfd/dxpVEea0yirjhyJYPLk1Tk9zTVr5sYbb9xi67CEHbFqolBK3QZ8CDgAX2it38xjmpHAy4AGDmit77VmTKJoshvk+35XKABBjWvzQM+m9G7uQdXKDjaOThQkKSmd2bM38847O6lZ04mJE9uhtZaHCUSRWZwolFJOWuvUwqfMmd4BmA/0B8KAPUqplVrro2bT+APPAt211tFKKWlDqgzQWrP60CXWHbnC7rNRXIlLpa6rE3OHt6FPc9lF9mDfvksMHfoT587FMGFCO956qz/u7nLXJ4qn0EShlOoMfInRxpO3Uqot8IDWenohX+0MhGitz5jmsxjj3YyjZtP8D5ivtY4G0FpH/GcuolSkZ2bxy76LrDtymV1nrpGQmgFAFcdKzBjQnKl9/GwcobBE9h2Dt3dNvL1r8s03d9GrV2NbhyXsnCV3FB8BdwC/AGitDyil+ljwvYaAec8yYUDuZ/CaASiltmMUT72stV5rwbxFCTpzNYHHluy/rq+Hh3o15ZFb/KkuDcDZhYyMLObN283KlSf4888xuLk5s3nzeFuHJcoJS84ClbTW53OVa2Za8L28CkJ1Hsv3B3pjtB21VSnVSmsdc92MlHoQeBDA21uami4poVFJ/LgnlC+3niUtM4uJ3ZvweH9/XKvKkzD2ZPfui0yevIp9+y4zcKAfcXGp1K4tHQmJkmNJorhgKn7SpnqH6cBJC74XBjQy++yF0QxI7ml2aa3TgbNKqRMYiWOP+URa68+AzwCCgoJyJxtRRBuOX+GD9ady7iDqujox/74OdPKpY+PIRFEkJKQxc+affPJJMA0auLJ06QiGDQuUympR4ixJFA9jFD95A1eA9aZhhdkD+CulmmB0dnQPkPuJpl+A0cBCpZQ7RlHUGctCF0UVk5TGQ9/t5e+z1wDj3YfH+vlzZ1tPObnYocqVK7Fp03mmT+/M7Nl9qVFD3l8R1mFJosjQWt9T1BlrrTOUUtOAdRj1D19prY8opV4FgrXWK03jblVKHcUozpqhtY4q6rJEwbTWLNxxjjd/P05qRhY1q1Xmq/Gd6Ni4tq1DE0UUEnKNV1/dzPz5g3B1dWLv3gepWlXqkYR1Ka0LLslRSp0GTgBLgJ+11vGlEVh+goKCdHBwsC1DsBtxKensCIli8vd7AWhYqxof3tOOIClisjupqRm89dZ2Xn99K1WqOLB69b307ClPMwnLKaX2aq2DivNdS3q481VKdcMoOnpFKbUfWKy1XlycBQrry8jM4tEl+/njyGXSM40LgTvbevLeyLY4OlSycXSiqDZuPMvDD6/mxIkoRo1qyXvvDcDTUzp5EqXHontWrfUOYIdS6mXgA+AHQBJFGZOZpXnou72sP3YFgFrOlZk7rA2dfepQu3oVG0cnikNrzeuvbyU9PYu1a+9jwAB5n0WUPkteuHPBeFHuHiAQ+BXoZuW4RBFtD4nkvi+M7s3dXZyY3teP+29qLL3H2aGsLM2XX/7Dbbf50ahRTb777m5q1apKtWry2LKwDUvuKA4DvwFvaa23WjkeUQSpGZn8ui+cH/4+zwHTo64P9mrKswMD5CkmO3Xw4BUmT17Fzp1hvPRSL155pQ8NGkgxk7AtSxJFU611ltUjEUUSEZdC5zf+bQm+d3MP5g5rQ70a0sexPUpISOOVVzbx/vu7qF27GgsXDmHs2La2DksIoIBEoZR6V2v9JLBcKfWfR6OkhzvbiE9J5511J/hm53kAxtzUmJkDA3CRpjbs2ssvb+Ldd3fywAPtefPNfri5SQN+ouwo6OyyxPS/9GxXRizeHcozPx8CwL+uCzNvC6Bfi3o2jkoU14ULsSQmphMQ4M4zz/TgrrsC6NFDmqgRZU9BPdztNv0ZqLW+LlmYXqSTHvBKSUR8Co8t3s+O08a7iK/d1Yr7b5Jn6O1VRkYWH330Ny+9tJGOHT3ZvHk87u7OkiREmWVJecVE/ntXMSmPYaKExZmKmb41FTM1qFmVbyd2xr+eVG7aq127wpg8eRUHDlzh9tv9mTdvkK1DEqJQBdVRjMJ4JLaJUupns1GuQEze3xIl5fdDl3j+l8NcS0yja1M3pvTxpae/h63DEjdg9eqTDB78I56ervz880juukueThP2oaA7it1AFEarr/PNhscD+6wZVEV2KTaZF1Yc5q/jRh9OH41uz+A2DeSEYqe01oSHx9OwYQ369WvKq6/24dFHu+DqKg34CftRaFtPZU15buspOjGNIfO3E3otif4t6jF3WBvqyBvVduvkySimTFnNyZNRHD06FRcX2ZfCdqzS1pNSarPW+malVDTXdzikAK21lpblSlBCagbjF+4h9FoSs4e0ZExXH1uHJIopJSWDN9/cxpw526hWzZE5c26hWjV5fFnYr4KO3uzuTt1LI5CKLCYpjT7vbCI6KZ0xNzWWJGHHLl9OoFevrzl16hqjR7fivfcGUL++i63DEuKGFPR4bPbb2I2AcK11mlKqB9AG+B6IK4X4yr2tp64y5kvjSeQJ3X2YNbiljSMSxZGenknlyg7Uq1edXr0aM3/+IPr397V1WEKUCEvanP4FoxtUX+BbjIYBF1k1qgritwPhPL7kAADvjmgrScIOZWVpFiwIxtf3I8LC4lBK8cUXd0qSEOWKJQWnWVrrdKXUUOADrfVHSil56ukGhMckM/7r3Zy8kkBlB8UPD3Shu5+U8NmbAwcu89BDq/j774v07duE9PRMW4ckhFVY1BWqUmoEMAa4yzRM2jsupqiEVLq9uQEwipqeHhBAtSoONo5KFIXWmhkz/uSDD3ZRp041vvvubu67r7U8wizKLUvfzJ6C0cz4GaVUE+BH64ZV/mRmaWavOsrCHecAeOXOlozr5mPTmETxKKWIjk5m0iSjAb/atavZOiQhrMqi9yiUUo5AdtdaIVrrDKtGVQB7fI8iJCKex5cc4NDFWNxdnHh7RBv6NK9r67BEEZw/H8Ojj67lpZdupkOHBmRlaSpJp1DCjli1z2ylVE/gO+AixjsU9ZVSY7TW24uzwIokK0uzaHcoL/xyGIAHejThhTta2DgqURTp6Zm8//4uXnllMwCjRrWkQ4cGkiREhWJJ0dP7wCCt9VEApVQgRuIoVmaqKJLSMhj75W6Cz0cDsHBCJ3rLXYRd2bHjAg89tIrDhyMYMqQ5H300EG/vmrYOS4hSZ0miqJKdJAC01seUUtIWQQEyMrMY+elODl+M4/6bvHluUCDOVeTNXHuzfv0ZYmNT+OWXUQwZEmDrcISwmULrKJRSC4FUjLsIgPsAZ631OOuGlreyXkcREZfC3LUnWP5PGGO7NubVIa1sHZKwkNaa7747iIeHMwMH+pOamkF6epa00STKBavWUQCTgUeApzHqKLYA/1echZV3h8JiGfnpTpLTMxnfzYdZg6U+wl4cPx7Jww+vZtOmc4wY0YKBA/1xcnLESRp5FaLgRKGUag34Aiu01m+VTkj2KTYpncHztgHw9fhO9AmQ+gh7kJyczhtvbGXu3O1Ur16FTz+9gwce6GDrsIQoU/JtwkMp9RxG8x33AX8qpSaWWlR2JjYpnZGf7gTg4d6+kiTsyG+/neS117YyalQrjh+fyoMPdpQnmoTIpaA7ivuANlrrRKWUB7AG+Kp0wrIfy/eG8cIvh0lOz+TdEW0Z1tHL1iGJQly+nMD+/Ze57TY/RoxogY/PA3Tu3NDWYQlRZhWUKFK11okAWuurSilLGhCsMK7EpfDyyiP8fvgytZ0r83+j29OvRT1bhyUKkJmZxaef7uXZZ/+iShUHQkMfo1q1ypIkhChEQYmiqVlf2QrwNe87W2s91KqRlWEJqRkM/HAr1xLTGNzWk5cHt8DNRWo9y7J//rnE5Mmr2LMnnH79mvLxx4OoVk2aLBPCEgUlimG5Ps+zZiD24mp8KuO/3s21xDReuD2QB3o2tXVIohBnz0bTufPnuLs7s2jRUO65p5U04CdEERTUcdFfpRmIPQiLTmLEgp1cik3h/VFtubu91EeUVVprDh2KoE2bejRpUpuvvx7C4MHNqVWrqq1DE8LuSL2DhfZfiKHfe5u5FJvCtD5+kiTKsLNno7njjh9p3/5TDh68AsCYMW0lSQhRTFZNFEqp25RSJ5RSIUqpZwqYbrhSSiulymT7USevxDP6s12kpGex6H9deGpAc1uHJPKQlpbJm29uo2XLj9m8+RzvvNOfFi08bB2WEHbP4gaIlFJOWuvUIkzvAMwH+gNhwB6l1ErzdqNM07livPn9t6XzLk0hEfEM+3gHyemZvHF3a7r5Sk90ZVFmZhbdun3J3r2XGDo0kA8+GECjRtKAnxAlodA7CqVUZ6XUIeCU6XNbpZQlTXh0xui74ozWOg1YDAzJY7rZwFtAiuVhl44dIZEM/HArKRmZrJzWnXu7eNs6JJFLXJxx7eLgUImJE9vz22+jWb58pCQJIUqQJUVPHwF3AFEAWusDQB8LvtcQuGD2Ocw0LIdSqj3QSGu9qqAZKaUeVEoFK6WCr169asGib5zWmpk/HyQ9U/PV+E608apVKssVltFas3Dhfpo2/ZBffz0OwJQpnbjjjmY2jkyI8seSRFFJa30+1zBLepHP6/nDnKZqTS/wvQ88WdiMtNafaa2DtNZBHh6lU+a8bG8YF64lM65rY3r6Szl3WXL06FV69/6GCRN+JSDAHV/fOrYOSYhyzZI6igtKqc6ANtU7TAdOWvC9MKCR2WcvINzssyvQCthkeqa9PrBSKXWn1tqm7YjvPR/N8ysO07BWNZ6+TfohKEveems7zz+/gRo1nPjii8FMmNBe2mYSwsosSRQPYxQ/eQNXgPWmYYXZA/grpZpgdKN6D3Bv9kitdSyQUzOslNoEPGXrJAHw/p8ncXZy4Jep3anuJB0OlQVaa5RS1K/vwn33tebtt/vj4VHd1mEJUSEUehbUWkdgnOSLRGudoZSaBqwDHICvtNZHlFKvAsFa65VFjrYUnI1MZPvpSB6+2RcPV2mWw9bCw+N59NG19OzpzSOPdGHs2LaMHdvW1mEJUaEUmiiUUp9jVreQTWv9YGHf1VqvwWh11nzYS/lM27uw+ZWGz7eeobJDJcZ397F1KBVaZmYWH3+8h+ef30B6ehbduskLjkLYiiXlKuvN/q4K3M31TzOVG5dik1n0dyijO3tT11Xe4rWV/fsv88ADK9m79xK33urLxx8PkgprIWzIkqKnJeaflVLfAX9aLSIbiU9JZ8LXewC4T96XsKnY2BTCw+NZsmQ4I0a0kAb8hLCx4tTUNgEal3QgtjZ71VGOX45nah9fWjWUl7VKk9aapUuPcupUFM8/34ubb/bhzJlHqVpVHiQQoiyw5M3saKXUNdO/GIy7ieesH1rpWXv4Ej8Fh9HT350ZA+Rx2NJ0+vQ1Bg1axKhRy/j11xOkpxuv6EiSEKLsKPDXqIx7/rYYj7cCZGmt/1Oxbc+01jy/4jAerk7MG93B1uFUGKmpGbzzzg5ee20rlStX4sMPb2PKlE44OkqDxkKUNQUmCq21Vkqt0Fp3LK2AStvHm04TlZjGK3e2pKaz9HhWWi5ciGP27C0MHtycDz4YQMOGNWwdkhAiH5Zcvu1WSpXLS+3E1AzeXncCgPtvKnfVLmXO1auJzJu3GwA/vzocPTqVpUtHSJIQoozL945CKeWotc4AegD/U0qdBhIx2nDSWmu7Tx63vLsZgEdu8cdBmoGwmqwszddf7+Ppp9cTH59K//5Nad7cnaZNa9s6NCGEBQoqetoNdADuKqVYStWFa0lcjkuhX2BdnugvLY5ay+HDETz88Gq2bQulZ09vFiy4g+bNpU8PIexJQYlCAWitT5dSLKXqLVOR04t3tLBxJOVXWlomt976HWlpmXz11Z2MH99O3okQwg4VlCg8lFJP5DdSa/2eFeIpFfEp6fx2IJzBbT1p7CYNy5W0DRvOcvPNjalSxYGffhpBQIA77u7Otg5LCFFMBVVmOwAuGM2B5/XPbr211ribuLVFPRtHUr6EhcUxbNhP3HLLt3z77QEAevTwliQhhJ0r6I7iktb61VKLpJRsOXmV73adp0WDGtzRpoGtwykXMjKymDdvNy++uJHMzCzmzLmF++5rY+uwhBAlpNA6ivIkOS2TRxfvo2rlSsy/r4OUl5eQMWNWsHjxYQYO9GP+/EE0aSJPMwlRnhSUKG4ptShKyYp9F4lOSmfB/R1p4i51EzciJiYFR8dKuLhUYerUTgwbFsiwYYGSfIUoh/Kto9BaXyvNQErDvA2ncHepQn+pmyg2rTWLFx8mMHA+L764ATDqIYYPl1ZehSivKkzDOltPXSU8NoW+AXXl5bpiCgm5xoAB3zN69HK8vGpw//1SDyFERVBhmuhcsNl4HWRcNx/bBmKnFi06xMSJv+Lk5Mi8eQOZPDkIB4cKc50hRIVWIRLF+ahEtodE0ae5By09pa+JokhPz6RyZQeCgjwZPrwFb73VH09Pu346WghRRBUiUSz/x2gl/clbm9s4EvsREZHIk0/+QWJiGj//PIpmzdz4/vuhtg5LCGED5b7sICU9k4/+OoVnzarSc50FsrI0n322l+bN57FkyWFatvQgMzPL1mEJIWyo3N9RvP/nSQCm9fW3cSRl35kz0dx//8/s3BlG794+fPLJ7QQESAN+QlR05TpRaK35dMsZKjso7unUyNbhlHk1azoRE5PCN9/cxZgxbeRxVyEEUM6Lng5fjAPg1hb1qSSPxOZp5coTDB26hMzMLNzcnDl8eApjx7aVJCGEyFGuE8Wec8Y7gzMGSCV2bqGhsdx112KGDFnMyZNRXLqUACAJVQjxH+W66OnX/RepX6Mqjd2k9dJsGRlZfPDBLmbN2oTWmrlz+/H44zdRubKDrUMTQpRR5TZRRCakciAslul9/aQYxUxmZhZffPEPffs24f/+byA+PrVsHZIQoowrt0VPqw6EA8gjsUB0dDIzZ/5JfHwqTk6ObN8+kZUr75EkIYSwSLlNFEuCw3BxcqR/YMVtAFBrzQ8/HCQgYD7vvruTjRvPAeDm5ix3WUIIi5XLoqeU9EyOXYpjbNfGFbZy9uTJKKZMWc1ff52lc+eGrFt3P+3a1bd1WEIIO1QuE8W2U5EA+NeruG0SPfbYWoKDw/n440E8+GBHacBPCFFs5TJR7DY9FntLQF0bR1K6/vzzNAEB7jRqVJNPPrkdJydH6td3sXVYQgg7Z9XLTKXUbUqpE0qpEKXUM3mMf0IpdVQpdVAp9ZdSqnFJLPezLWdo16gWnrWqlcTsyrzLlxO4997l3Hrr98ydux2Axo1rSZIQQpQIqyUKpZQDMB8YCLQARiulWuSabB8QpLVuAywD3rrR5a46aDzt1N67/D/Rk5WlWbAgmICAeSxffoxZs27mnXdutXVYQohyxpp3FJ2BEK31Ga11GrAYGGI+gdZ6o9Y6yfRxF+B1owudtyEEgMk3+97orMq8OXO28vDDq+nY0ZODByfz8su9qVq1XJYmCiFsyJpnlYbABbPPYUCXAqafBPye1wil1IPAgwDe3t75zuDM1QSOX46nrVdN6tWoWuSA7UF8fCqRkUk0aVKbyZODaNKkNqNHt5LHXYUQVmPNO4q8zlw6zwmVuh8IAt7Oa7zW+jOtdZDWOsjDwyPfBa7YZ3RQ9MIduUu47J/WmhUrjtGixceMGrUMrTVubs7ce29rSRJCCKuyZqIIA8zb9vYCwnNPpJTqBzwP3Km1Tr2RBa48EE6d6lXo5FPnRmZT5pw/H8Oddy5m6NCfqFOnGh99NFCSgxCi1Fiz6GkP4K+UagJcBO4B7jWfQCnVHvgUuE1rHXEjCzsflcj5qCSGdmh4I7Mpc3buvEC/ft8B8M47/Xn00ZtwdJR3IoQQpcdqiUJrnaGUmgasAxyAr7TWR5RSrwLBWuuVGEVNLsBS0xVyqNb6zuIsb+3hywBM6NakJMK3ubi4VGrUcKJDhwZMnNiOGTO64+0t7VYJIUqfVR+R0VqvAdbkGvaS2d/9SmpZG09EUNu5Mq297PtkGhWVxDPPrOePP85w5MgUXFyq8H//N8jWYQkhKrByUYahtWbv+Wi869hvvxNaa7799gABAfP5+uv9jBrVEqmGEEKUBeXiofsj4XGkZ2pubm6fTXbExqZw111L2LTpHF27erFgwR20aVNxW70VQpQt5SJRvPfnSQDu75L/OxZlkdYapRQ1ajjh7u7MZ5/dwaRJHSpsi7dCiLKpXBQ9hV4zXu6ua0cv2a1bF0KHDp8RFhaHUoqlS0fwv/91lCQhhChz7D5RpGVkERKRwOC2nrYOxSKXLsVzzz3LuO22H0hKSiciItHWIQkhRIHsvuhp91mjSfHuvm42jqRw8+fv5rnnNpCamsErr/Rm5szuODnZ/S4QQpRzdn+Wyu57omez/Jv2KCv27r1Ely4NmT9/EP7+ZT+xCSEElINEsS80GgDPmmWvfiIuLpWXXtrImDFt6NjRk48/vh0nJwdpfkMIYVfsPlHsOXeNpu7Vy9TJV2vN8uXHePTRtVy6FI+3d006dvSUJsCFEHbJrs9ckQmppKRncVMZqp84ezaaadN+Z82aU7RrV5+ffx5Jly433M2GEELYjF0niqPhcQB0LkOtxf7wwyG2bDnP++8PYNq0ztKAnxDC7tl1ojgcHgtAGxu377R163lSUzPp168pM2Z0Y/z4dnh51bBpTEIIUVLs+nL38EUjUfi4VbfJ8iMjk5g48Vd69VrIq69uBsDJyVGShBCiXLHbO4qsLM2Wk5EM7+hV6m8za61ZuHA/M2b8SWxsKjNndufFF3uVagzCPqSnpxMWFkZKSoqtQxEVRNWqVfHy8qJy5colNk+7TRSxyekkpGbQvJ5rqS97zZpTTJy4ku7dG7FgwR20amWfjREK6wsLC8PV1RUfH58y9WSeKJ+01kRFRREWFkaTJiXXN4/dFj0dvWRUZNepXqVUlpeUlM727aEADBrkz6+/3sOWLRMkSYgCpaSk4ObmJklClAqlFG5ubiV+B2u3iWLXmSgA+gZY/0T9+++naNXqYwYO/IGYmBSUUtx5Z3NpwE9YRJKEKE3WON7sNlGsOniJJu7VqW3FO4qLF+MYMWIpgwYtwsnJkd9+G02tWmXvDXAhhLAmu00U1xLT0Fpbbf4REYm0aPExq1ad5LXX+nDgwGRuvtnHassTwlocHBxo164drVq1YvDgwcTExOSMO3LkCH379qVZs2b4+/sze/bs635Xv//+O0FBQQQGBhIQEMBTTz1li1Uo0L59+3jggQeuGzZkyBC6du163bDx48ezbNmy64a5uLjk/H3y5EkGDRqEn58fgYGBjBw5kitXrtxQbNeuXaN///74+/vTv39/oqOj/zPNxo0badeuXc6/qlWr8ssvvwAwb948/Pz8UEoRGRmZ851Vq1Yxa9asG4qtSLTWdvWvY8eOOjktQzeeuUo/9dN+XdLCwmJz/v7ww106JCSqxJchKo6jR4/aOgRdvXr1nL/Hjh2rX3vtNa211klJSbpp06Z63bp1WmutExMT9W233abnzZuntdb60KFDumnTpvrYsWNaa63T09P1/PnzSzS29PT0G57H8OHD9f79/54LoqOjtZeXlw4ICNBnzpzJGT5u3Di9dOnS676bvW2Sk5O1n5+fXrlyZc64DRs26EOHDt1QbDNmzNBz5szRWms9Z84c/fTTTxc4fVRUlK5du7ZOTEzUWmv9zz//6LNnz+rGjRvrq1ev5kyXlZWl27VrlzNdbnkdd0CwLuZ51y6fespuWryJR8m9PxEbm8ILL2zg00/3smvXA3To0IBHHulSYvMX4pXfjuS0JlBSWnjWYNbglhZP37VrVw4ePAjAokWL6N69O7feeisAzs7OzJs3j969ezN16lTeeustnn/+eQICAgBwdHRkypQp/5lnQkIC06dPIRiIOwAAD/JJREFUJzg4GKUUs2bNYtiwYbi4uJCQkADAsmXLWLVqFQsXLmT8+PHUqVOHffv20a5dO1asWMH+/fupVasWAH5+fmzfvp1KlSoxefJkQkONh0g++OADunfvft2y4+PjOXjwIG3bts0Ztnz5cgYPHky9evVYvHgxzz77bKHbZdGiRXTt2pXBgwfnDOvTp4/F2zU/v/76K5s2bQJg3Lhx9O7dm7lz5+Y7/bJlyxg4cCDOzs4AtG/fPs/plFL07t2bVatWMXLkyBuOszB2mSi2nroKwF3tGt7wvLTWLF16lMceW8vlywlMm9YZX9/aNzxfIcqazMxM/vrrLyZNmgQYxU4dO3a8bhpfX18SEhKIi4vj8OHDPPnkk4XOd/bs2dSsWZNDhw4B5Fm8ktvJkydZv349Dg4OZGVlsWLFCiZMmMDff/+Nj48P9erV49577+Xxxx+nR48ehIaGMmDAAI4dO3bdfIKDg2nVqtV1w3788UdmzZpFvXr1GD58uEWJ4vDhw//ZFnmJj4+nZ8+eeY5btGgRLVq0uG7YlStXaNCgAQANGjQgIiKiwPkvXryYJ554otA4AIKCgti6daskivycvmr0CtfgBpsW11ozdOhP/PLLcTp0aMDKlaMJCrKPnvKE/SnKlX9JSk5Opl27dpw7d46OHTvSv39/4N8+2/NSlCdn1q9fz+LFi3M+165d+IXWiBEjcHBwAGDUqFG8+uqrTJgwgcWLFzNq1Kic+R49ejTnO3FxccTHx+Pq+u+7U5cuXcLD49++aK5cuUJISAg9evRAKYWjoyOHDx+mVatWea5TUZ8QcnV1Zf/+/UX6jqUuXbrEoUOHGDBggEXT161bl/DwcKvEkptdVmYfuhhL/RpVi/0YWHp6Jv/f3t0HV1XfeRx/fxZ5CBLYFQqzLSA4UkiIARE0aBGBLmuVhYVxRJ4qO7qOIFKL4rCDM+uuD7WtoBvBRdZloGuLUacCAwiLbCwVeTBsIyjYNKXXgMNgVrMspTznu3+ck+QSkptD5N6bh+9r5s7cex5/+c7N+d7zO+d8fxB8Sb7znV7k59/O7t33e5JwLVJGRgbFxcV89tlnnDlzhqVLlwIwcOBAioqKLlj24MGDdOrUiczMTAYOHMiePXsa3H59CSd+Wu37+q+8sqbbePjw4ZSWllJeXs6aNWuYNGkSAJWVlezYsYPi4mKKi4v5/PPPL0gSVX9b/LYLCgqoqKigb9++9OnTh1gsVp3EunbtesHZzldffUW3bt2qYxHlbz1+/PgFF57jX/FJrUqPHj04cuQIECSC7t3rv53/jTfeYOLEiZGfqD516hQZGRmRlv26mmWiKD9+mt5XdWzUuu+9FyM3dxlr134KwKOP3szDD99EmzbNMhTORdalSxfy8/N5/vnnOXv2LNOmTeP999/n3XffBYIzj7lz5/L4448DMH/+fJ599llKSkqA4MC9ePHii7Y7duxYlixZUv256mDco0cPDhw4UN21VB9JTJw4kXnz5pGVlUXXrl3r3G5dv+SzsrIoLS2t/rx69Wo2bdpELBYjFouxZ8+e6kRx2223UVBQwJkzZwBYuXJl9XWIqVOn8sEHH7Bhw4bqbW3atKm6O61K1RlFXa/a3U4A48ePZ9WqVQCsWrWKCRMm1BuH1atXM2XKlHrn11ZSUnJRt1uyNLuj4/nK4Na9G/teWmnx8vIT3HvvGkaNWsXp0+fIzGyfjOY516Rdf/31DBo0iNdff52MjAzWrl3L008/Tf/+/bnuuusYNmwYc+bMASA3N5cXX3yRKVOmkJWVRU5OTvWv43hPPPEEFRUV5OTkMGjQIAoLCwF47rnnGDduHKNHj67up6/P5MmTee2116q7nQDy8/MpKioiNzeX7Oxsli1bdtF6AwYM4NixYxw/fpxYLEZZWRl5eXnV8/v27Uvnzp3ZtWsX48aNY8SIEdxwww0MHjyY7du3V19YzsjIYP369bz00kv069eP7OxsVq5cmfAMIIoFCxawZcsW+vXrx5YtW1iwYAEQXFuJv6U3Fotx6NAhRo4cecH6+fn59OzZk8OHD5Obm3vBOoWFhdx5551fq31RyZL4LEIyDMgZbKfGPcOKmUMZPaBHpHVWr97HQw9t5I9/PMP8+TezcOGtdOx4+QpmOVefAwcOkJWVle5mtGgvvPACmZmZFz1L0ZIdPXqUqVOnsnXr1jrn1/W9k7THzIY2Zn/N7oziXGUlAH27dWpgybh1zlWSk9Od4uIHeeaZMZ4knGtBZs2aRfv2rauHoKysjEWLFqVsf83urqeTZytpC3wjQdfRiRNneOqpbfTu3YXZs4cxfXou06fnes0d51qgDh06MGPGjHQ3I6WGDRuW0v01uzOK0+fOk9n+Cjq1rzvHrV9fwsCBL/PjH2+npCQoHCjJk4RLm+bWveuat2R835rdGcXpc5XcdE3Xi6YfPvx/zJ37Dm+//SnZ2d9g27aZjBhxdRpa6FyNDh068OWXX3qpcZcSFo5H0aHD5S1e2uwSxZlzlXXeGnvwYAWbN/+eH/1oDPPmDadduzZpaJ1zF6q6Y6W8vDzdTXGtRNUId5dTs0sUAN0yg9Liu3d/zo4dh/jBD/K49darKSt7hK5dG/d8hXPJ0LZt28s60phz6ZDUaxSSbpf0W0mlkhbUMb+9pIJw/i5JfaJs95beVzF79gby8l5l8eKdnDgRPEDjScI55y6/pCUKSW2ApcD3gGxgiqTajy7eB1SY2bXAC0D9ZRXj/PXNK3jllT3MnXsT+/bN4soUDYfqnHOtUTK7nm4ESs3sIICk14EJQHxBlAnAk+H7t4AlkmSJLtsb9OrVhY0bpzFkSOKnPZ1zzn19yUwU3wIOxX0+DNQe4KF6GTM7J+kY0BX4n/iFJD0APBB+PF109IGPI1QEbg26UStWrZjHoobHoobHokb/xq6YzERR172Atc8UoiyDmS0HlgNIKmrsY+gtjceihseihseihseihqSihpeqWzIvZh8GesV97gnULp5evYykK4AuwFdJbJNzzrlLlMxE8SHQT1JfSe2Ae4B1tZZZB9wbvr8L+K+E1yecc86lXNK6nsJrDnOAzUAbYIWZfSLpnwkG+V4H/DvwH5JKCc4k7omw6eXJanMz5LGo4bGo4bGo4bGo0ehYNLsy484551Kr2RUFdM45l1qeKJxzziXUZBNFssp/NEcRYjFP0n5JeyVtldRiy+Y2FIu45e6SZJJa7K2RUWIh6e7wu/GJpF+kuo2pEuF/pLekQkm/Cf9P7khHO5NN0gpJX0j6uJ75kpQfxmmvpCGRNmxmTe5FcPH798A1QDvgIyC71jKzgWXh+3uAgnS3O42xGAV0DN/Pas2xCJfLBLYBO4Gh6W53Gr8X/YDfAH8Rfu6e7nanMRbLgVnh+2wglu52JykWtwJDgI/rmX8H8A7BM2x5wK4o222qZxTV5T/M7AxQVf4j3gRgVfj+LWCMWmbB/wZjYWaFZvan8ONOgmdWWqIo3wuAp4CfAKdS2bgUixKLvweWmlkFgJl9keI2pkqUWBjQOXzfhYuf6WoRzGwbiZ9FmwD8zAI7gT+X1GAtpKaaKOoq//Gt+pYxs3NAVfmPliZKLOLdR/CLoSVqMBaSrgd6mdn6VDYsDaJ8L74NfFvSdkk7Jd2estalVpRYPAlMl3QY2Ag8nJqmNTmXejwBmu54FJet/EcLEPnvlDQdGAqMTGqL0idhLCT9GUEV4pmpalAaRfleXEHQ/XQbwVnmryXlmNn/JrltqRYlFlOAlWa2SNJwgue3csysMvnNa1IaddxsqmcUXv6jRpRYIOm7wEJgvJmdTlHbUq2hWGQCOcB7kmIEfbDrWugF7aj/I2vN7KyZ/QH4LUHiaGmixOI+4A0AM9sBdCAoGNjaRDqe1NZUE4WX/6jRYCzC7pZXCJJES+2HhgZiYWbHzKybmfUxsz4E12vGm1mji6E1YVH+R9YQ3OiApG4EXVEHU9rK1IgSizJgDICkLIJE0RrHp10HfD+8+ykPOGZmRxpaqUl2PVnyyn80OxFj8VOgE/BmeD2/zMzGp63RSRIxFq1CxFhsBsZK2g+cB+ab2Zfpa3VyRIzFo8C/SfohQVfLzJb4w1LSaoKuxm7h9Zh/BNoCmNkyguszdwClwJ+Av4u03RYYK+ecc5dRU+16cs4510R4onDOOZeQJwrnnHMJeaJwzjmXkCcK55xzCXmicE2OpPOSiuNefRIs26e+SpmXuM/3wuqjH4UlL/o3YhsPSvp++H6mpG/GzXtVUvZlbueHkgZHWOcRSR2/7r5d6+WJwjVFJ81scNwrlqL9TjOzQQTFJn96qSub2TIz+1n4cSbwzbh595vZ/svSypp2vky0dj4CeKJwjeaJwjUL4ZnDryX9d/i6uY5lBkraHZ6F7JXUL5w+PW76K5LaNLC7bcC14bpjwjEM9oW1/tuH059TzRggz4fTnpT0mKS7CGpu/TzcZ0Z4JjBU0ixJP4lr80xJLzWynTuIK+gm6V8lFSkYe+KfwmlzCRJWoaTCcNpYSTvCOL4pqVMD+3GtnCcK1xRlxHU7vR1O+wL4KzMbAkwG8utY70HgX8xsMMGB+nBYrmEycEs4/TwwrYH9/w2wT1IHYCUw2cyuI6hkMEvSVcBEYKCZ5QJPx69sZm8BRQS//Aeb2cm42W8Bk+I+TwYKGtnO2wnKdFRZaGZDgVxgpKRcM8snqOUzysxGhaU8ngC+G8ayCJjXwH5cK9ckS3i4Vu9keLCM1xZYEvbJnyeoW1TbDmChpJ7AL83sd5LGADcAH4blTTIIkk5dfi7pJBAjKEPdH/iDmZWE81cBDwFLCMa6eFXSBiBySXMzK5d0MKyz87twH9vD7V5KO68kKFcRP0LZ3ZIeIPi//kuCAXr21lo3L5y+PdxPO4K4OVcvTxSuufghcBQYRHAmfNGgRGb2C0m7gDuBzZLuJyirvMrM/iHCPqbFFxCUVOf4JmFtoRsJiszdA8wBRl/C31IA3A18CrxtZqbgqB25nQSjuD0HLAUmSeoLPAYMM7MKSSsJCt/VJmCLmU25hPa6Vs67nlxz0QU4Eo4fMIPg1/QFJF0DHAy7W9YRdMFsBe6S1D1c5ipFH1P8U6CPpGvDzzOAX4V9+l3MbCPBheK67jw6TlD2vC6/BP6WYIyEgnDaJbXTzM4SdCHlhd1WnYETwDFJPYDv1dOWncAtVX+TpI6S6jo7c66aJwrXXLwM3CtpJ0G304k6lpkMfCypGBhAMOTjfoID6n9K2gtsIeiWaZCZnSKorvmmpH1AJbCM4KC7PtzerwjOdmpbCSyruphda7sVwH7gajPbHU675HaG1z4WAY+Z2UcE42N/Aqwg6M6qshx4R1KhmZUT3JG1OtzPToJYOVcvrx7rnHMuIT+jcM45l5AnCueccwl5onDOOZeQJwrnnHMJeaJwzjmXkCcK55xzCXmicM45l9D/A+w/iEMWvlQXAAAAAElFTkSuQmCC\n", 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\n", "text/plain": [ "
" ] @@ -4133,10 +3942,10 @@ { "data": { "text/plain": [ - "0.7110682677409138" + "0.7093437267049416" ] }, - "execution_count": 363, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -4154,7 +3963,7 @@ }, { "cell_type": "code", - "execution_count": 364, + "execution_count": 61, "metadata": { "scrolled": true }, @@ -4165,12 +3974,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.85 0.83 0.84 3923\n", - " 1 0.45 0.49 0.47 1103\n", + " 0 0.87 0.82 0.85 4009\n", + " 1 0.44 0.54 0.48 1017\n", "\n", - " accuracy 0.76 5026\n", - " macro avg 0.65 0.66 0.66 5026\n", - "weighted avg 0.77 0.76 0.76 5026\n", + " accuracy 0.77 5026\n", + " macro avg 0.66 0.68 0.66 5026\n", + "weighted avg 0.79 0.77 0.77 5026\n", "\n" ] } @@ -4193,14 +4002,14 @@ }, { "cell_type": "code", - "execution_count": 365, + "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Logistic Regression identified 544\n" + "Of 1017 Defaulters, the Logistic Regression identified 545\n" ] }, { @@ -4236,13 +4045,13 @@ " \n", " \n", " 0\n", - " 3269\n", - " 654\n", + " 3303\n", + " 706\n", " \n", " \n", " 1\n", - " 559\n", - " 544\n", + " 472\n", + " 545\n", " \n", " \n", "\n", @@ -4251,11 +4060,11 @@ "text/plain": [ "Predicted False True \n", "Actual \n", - "0 3269 654\n", - "1 559 544" + "0 3303 706\n", + "1 472 545" ] }, - "execution_count": 365, + "execution_count": 62, "metadata": {}, "output_type": "execute_result" } @@ -4266,14 +4075,14 @@ }, { "cell_type": "code", - "execution_count": 366, + "execution_count": 63, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Logistic Regression identified 222\n" + "Of 1017 Defaulters, the Logistic Regression identified 212\n" ] }, { @@ -4309,13 +4118,13 @@ " \n", " \n", " 0\n", - " 3827\n", - " 96\n", + " 3917\n", + " 92\n", " \n", " \n", " 1\n", - " 881\n", - " 222\n", + " 805\n", + " 212\n", " \n", " \n", "\n", @@ -4324,11 +4133,11 @@ "text/plain": [ "Predicted False True \n", "Actual \n", - "0 3827 96\n", - "1 881 222" + "0 3917 92\n", + "1 805 212" ] }, - "execution_count": 366, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -4346,19 +4155,19 @@ }, { "cell_type": "code", - "execution_count": 367, + "execution_count": 140, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Optimal Threshold: 0.25228751829519586\n" + "Optimal Threshold: 0.26179949933879326\n" ] }, { "data": { - "image/png": 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\n", 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ModelRecall-1AUROC
0Decision Tree0.4025390.612706
1Random Forest0.3218500.745184
2Gradient Boosted0.3155030.759923
3Logistic Regression0.4932000.703078
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" - ], - "text/plain": [ - " Model Recall-1 AUROC\n", - "0 Decision Tree 0.402539 0.612706\n", - "1 Random Forest 0.321850 0.745184\n", - "2 Gradient Boosted 0.315503 0.759923\n", - "3 Logistic Regression 0.493200 0.703078" - ] - }, - "execution_count": 369, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "evaluation" - ] - }, { "cell_type": "markdown", "metadata": { @@ -4466,101 +4198,86 @@ "id": "iCxBcin11EI8" }, "source": [ - "### Support Vector Machine\n" + "### Support Vector Machine\n", + "#### Theory\n", + "Support vector machines attempt to find an optimal hyperplane that is able to separate the two classes in n-dimensional space. This is done by finding the hyperplane that maximises the distance between itself and support vectors (data points that lie closest to the decision boundary).\n", + "\n", + "SVM is computationally expensive for a dataset with a lot of features. Therefore, it is neccessary at this stage to do some data reduction." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Standardizing attributes to prep for PCA\n", - "SVM is computationally expensive for large datasets like ours. Therefore, we would like to reduce the dimensionality of our dataset before training an SVM on it. This can be done through Principle Component Analysis (PCA). The idea would be to reduce the number of features without loss of information." + "#### PCA\n", + "We would like to reduce the dimensionality of our dataset before training an SVM on it. This can be done through Principle Component Analysis (PCA). The idea would be to reduce the number of features without loss of information." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Using training set to determine parameters of standardization\n", - "apply the parameters to standardize all attributes in training and test set" + "#### 2 Component PCA\n", + "First, we will visualize the information retained after performing a 2 component pca." ] }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "colab": {}, - "colab_type": "code", - "id": "3LfxfeMZ1Kol" - }, + "execution_count": 68, + "metadata": {}, "outputs": [], "source": [ - "#Standardising data\n", - "from sklearn.preprocessing import StandardScaler\n", - "# Standardizing the features\n", - "names = X_train.columns\n", - "scalar = StandardScaler()\n", - "scalar = scalar.fit(X_train)\n", - "X_train_standardize = scalar.transform(X_train)\n", - "X_train_standardize = pd.DataFrame(data = X_train_standardize, columns = names)\n", - "X_test_standardize = scalar.transform(X_test)\n", - "X_test_standardize = pd.DataFrame(data = X_test_standardize, columns = names)" + "#perform pca\n", + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=2)\n", + "principalComponents = pca.fit_transform(X_train)\n", + "principalDf = pd.DataFrame(data = principalComponents\n", + " , columns = ['principal component 1', 'principal component 2'])" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 69, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Explained variation per principal component: [0.34110585 0.16477455]\n" + ] + } + ], "source": [ - "#check if numerical attributes are normailised with mean = 0 and sd = 1\n", - "X_train_standardize.describe()" + "#amount of information each principal component holds after projecting the data to a lower dimensional subspace.\n", + "print('Explained variation per principal component: {}'.format(pca.explained_variance_ratio_))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Perfrom initial PCA for 2 components for visualization\n", - "giving 2 pca components, we will visualize the information retained after performing 2 pca components" + "This shows that the information of principal component 1 retained is 28.4% and principal component 2 retained is 17.8%, both of which is quite low" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 70, "metadata": {}, - "outputs": [], - "source": [ - "#perform pca\n", - "from sklearn.decomposition import PCA\n", - "pca = PCA(n_components=2)\n", - "principalComponents = pca.fit_transform(X_train_standardize)\n", - "principalDf = pd.DataFrame(data = principalComponents\n", - " , columns = ['principal component 1', 'principal component 2'])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "#amount of information each principal component holds after projecting the data to a lower dimensional subspace.\n", - "print('Explained variation per principal component: {}'.format(pca.explained_variance_ratio_))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This shows that the information of principal component 1 retained is 28.4% and principal component 2 retained is 17.8%, both of which is quite low" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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60IdYtGgR06dPH42oxnFHfQRBEARBqHDqa+rzlvHS2tpKa2trDqUV5S8IgiAIOcEq48UvLX0FQRAEoTwZKxkv4vMXBEEQhApDlL8gCIIgWGCWa19KZCOfKH9BEARBSEFtbS379u0r2QGA1pp9+/ZRW1ub0X7i8xcEQRCEFEyaNIndu3fz9ttvj+o4AwMDGStou9TW1jJp0qSM9hHlLwiCIAgpcDqdTJ06ddTH2bx5Mx/96EdzIFFuELO/IAiCIFQYovwFQRAEocIQ5S8IgiAIFYYof0EQBEGoMCTgTxDyhd8PPh90dUFzM3i9UF9fbKkEQRBE+QtCXujshNZWiEYhEAC3G5Ytg44OaGkptnSCIFQ4YvYXhFzj9xuK3+83FD8Y7/HlfX3FlU8QhIpHlL8g5Bqfz5jxmxGNGusFQRCKiCh/Qcg1XV0HZvzJBALQ3V1YeQRBEJIQ5S8Iuaa52fDxm+F2Q1NTYeURBEFIQpS/IOQarxccKX5aDoexXhAEoYiI8heEXFNfb0T119cfsAC43QeWezzFlU8QhIpHUv0EIR+0tEBPjxHc191tmPq9XlH8giCUBEVT/kqpnwPnAHu01ifEljUAPmAK8BqwSGv9jsm+FwPfjP37fa31XYWQWRAywuOBJUuKLYUgCMIIimn2vxM4O2lZG/B7rXUz8PvY/8OIDRCuAz4GnAxcp5Q6JL+iCoIgCEL5UDTlr7X+I9CbtPh8ID6Lvwv4tMmu84CHtda9MavAw4wcRAiCIAiCkAKltS7eyZWaAjyQYPZ/V2t9cML6d7TWhyTtcw1Qq7X+fuz//wL2a61vMjn+JcAlABMnTjxxzZo1WcnZ19eHp0x8teVyLXIdpYVcR+lRLtci15E9c+bMeVZrPcts3VgM+FMmy0xHMFrrnwI/BZg1a5aePXt2VifcvHkz2e5bapTLtch1lBZyHaVHuVyLXEd+KLVUv7eUUkcAxN73mGyzG5ic8P8koKcAsgmCIAhCWVBqyv9+4OLY3xcD95lssxGYq5Q6JBboNze2TBAEQRAEGxRN+Sul7gb+DBynlNqtlFoC3ACcpZTqAs6K/Y9SapZSqh1Aa90LfA94Ovb6bmyZIAiCIAg2KJrPX2t9UYpVnzTZ9hngywn//xz4eZ5EEwShSPiDfnxbfXTt66J5fDPe6V7qa+qLLZYglB1jMeBPEIQypHNnJ62rWonqKIFwALfTzbKNy+hY3EHLUS3FFk8QyopS8/kLglCB+IN+Wle14g/5CYSNdsiBcAB/yFjeF+orsoSCUF6I8hcEoej4tvqI6qjpuqiO4tviK7BEglDeiPIXBKHodO3rGprxJxMIB+ju7S6wRIJQ3ojyFwSh6DSPb8btdJuuczvdNDU0FVgiQShvRPkLglB0vNO9OJT548ihHHhP8BZYIkEob0T5C4JQdOpr6ulY3EG9q37IAuB2uql3Gcs9rrFf210QSglJ9RMEoSRoOaqFnqt78G3x0d3bTVNDE94TvKL4BSEPiPIXBKFk8Lg8LJm5pNhiCELZI2Z/QRAEQagwRPkLgiAIQoUhyl8QBEEQKgxR/oIgCIJQYYjyFwRBEIQKQ5S/IAiCIFQYovwFQRAEocIQ5S8IgiAIFYYof0EQBEGoMET5C4IgCEKFIcpfEARBECoMUf6CIAiCUGGI8hcEQRCECkOUvyAIgiBUGKL8BUEQBKHCEOUvCIIgCBWGKH9BEARBqDBE+QuCIAhChSHKXxAEQRAqjOpiCyAIgiDYxx/049vqo2tfF83jm/FO91JfU19ssYQxhih/QRCEMULnzk5aV7US1VEC4QBup5tlG5fRsbiDlqNaii2eMIYQs78gCMIYwB/007qqFX/ITyAcACAQDuAPGcv7Qn1FllAYS4jyFwShpPEH/bQ/187yh5fT/lw7/qC/2CIVBd9WH1EdNV0X1VF8W3wFlkgYy4jZXxCEkkXM3Afo2tc1NONPJhAO0N3bXWCJhLGMKH9BqET8fvD5oKsLmpvB64X60goaSzRzx4krv9ZVrfRc3YPH5SmWeAWneXwzbqfbdADgdrppamgqglTCWEXM/oJQaXR2QmMj/n+/gvZHbmT5+ktpP/tQ/Js3FVuyYYiZezje6V4cyvyR7VAOvCd4CyyRMJaRmb8gVBJ+P7S20nmIn9bFEAUCNYO4g4Ms2zSPjsM30nL83GJLCYiZO5n6mno6FneMcIM4lIOOxR0VZQURRo8of0FIQVnmU/t8+KsitC4Gf82BxYHY3633nE9P29sloUjEzD2SlqNa6Lm6B98WH9293TQ1NOE9wVsS35cwthDlLwgmlG2gWVcXvqP7MTemQzQawbfFx5KZSwoqlhne6V6WbVxmuq6Szdwel6ckvh9hbCM+f0FIoqzzqZub6ZpYPTTTTyagwiVjTo+buetd9bidbsCY8de76sXMLQijRGb+gpCEnUCzXM+8CuZi8Hpp/sXluIODpgOAUjOni5lbEPKDKH9BSKLQgWYFdTHU1+P9f/ezbNM809WlaE4XM7cg5B5R/oKQRCEDzaI6WvBc9vrZc+k4fCOt95xPNBohoMIVFTVeToGc5XQtQmER5S9UFjaK2xQy0Kx3f2/BXQwALcfPpaft7Yozp5dTIGc5XYtQeET5C2XNsJlRL3gvW0l9UEMgAG43LFsGHR3QcuBhWch86mAkWLRc9kozp9upGDhWKKdrEYqDKH+hbBkxMwrBsq9AxypoCWAMAABaW6GnBzwHlHqhAs1qqmoyczGMgbK8pYqdQM5jOKbAUmVHOV2LUBxE+QtlienMyGW8ty6GnpvBE4qtiEYNhbpk+Cy4EDPjhnEN9ku2dnYaA5Vo1NJyIZhjJ5DzmOqxoTDL6VqE4iB5/kJZ4tvqIxKNmK6LAr7pCQsCAeguTm573JWQNpc9VpYXv/+AxSIQOLC8bwzXHigQ8UBOM0otxTEd5XQtQnEQ5S+UJY+9+hj9g/2m6wI10N2QsMDthqbiPSzjLoYVZ6+g7bQ2Vpy9gp6re4YHbfl8xozfjLjlQrCknBrjlNO1CMWhpMz+SqnjgMSn2NHAt7TWP0rYZjZwH/BqbNF6rfV3CyakUPL4g37Wb1+fcn1dEJp6ExY4HIbvvIikdTF0dR2Y8SdTRMvFWKKcGuOU07UIxaGklL/WegfwEQClVBXwOnCvyaaPa63PKaRswtjBt9WXclYEEHGAdyvGjN/hMHzmnhJ/WDY3G/KaDQCKbLkYS5RTxcAxfS0SuFp0Skr5J/FJ4GWt9T+KLYgwtuja10V/2NzkD7DwoFPwLJttKEyvt/QVPxhyLjOvPVAKlouxRDmlOI7Ja5HA1ZKglJX/hcDdKdadqpR6AegBrtFaby2cWEKpk65C35wzvwxJD8ySr5RWX288HJMfmmPFciEIMDxwNb4oHMB3AnRdfwbN/3kL3hMvLq3fXpmitNbFlmEESikXhmKfrrV+K2ndQUBUa92nlGoFVmitm1Mc5xLgEoCJEyeeuGbNmqzk6evrw1MmD9dyuRar64jqKC+89YJpHrRDOZgxccYwt0BfqI+u3q6hfePrmhua825Czfj7iEahtxeCQaipgYYGYwBQZCrhvhprlOS17N0Lu3YNBa/2uaArFnwbdYADBUoN++2V5HVkQTGuY86cOc9qrWeZrStV5X8+sFRrPdfGtq8Bs7TWe622mzVrln7mmWeykmfz5s3Mnj07q31LjXK5lmHXYeI/7HznhZTBUIlR9P6gn8ZbGofVA4hT76rPS239lNdhg3QWimJZMMryvsoR8p0ksHw53HgjAH4XNF4NfpPukom/vZK8jiwoxnUopVIq/1I1+19ECpO/Uupw4C2ttVZKnYyRrrivkMIJJUQK/2FLR4etYKhitO/NlnS13M3WX7XxKi6bdRlAabozyhypv28wNAA67AWaT3HhfS6E7wSj5oYZpfbbK0dKTvkrpeqAs4CvJCz7KoDW+nZgIXCpUmoQ2A9cqEvRfCHkHxP/YWLJXk9PT9qHR6Hb92ZLulruOy7fkXL9jU8YM61KVTzFwk79/TERmT9KRgyAzoBlc+Dc7UbNDTNK6bdXrhTfWZiE1rpfaz1ea/1ewrLbY4ofrfWtWuvpWusZWutTtNZPFE9aoajkoPDNWKmUls5C0fb7tpTr4wTCAfwhQyH1hcqzIqA/6Kf9uXaWP7yc9ufa8QdHunMKhR2rUrmTOACKD3wCLsPUv24auEPm+5XSb69cKbmZvyDYJgeFbwrZvnc0pLNQbNuzLeX6ZMKRcFmaVAttYk/nyx8rVqV8YjUAqnK6iOgIMLIMdyn99sqVkpv5C4Jd/MdMpv0UF8vPhPaZRgDREDYL38QrpaWtrV9krCwUAM+/9Ty1VbW2jjUQGWDb29tyJVpJYDrDzKOlo3NnJ423NHLlhiu58YkbuXLDlTTe0kjnzs6hbcaKVSmfWA2A+gmx4MMXlvxvr1yRmb8wJukL9dG49xtEzwgRcIE7CMvmxdr17iSjwjdjoVKalYUCYDA6yCCDto+3b395xcgWMnDTri9/rFiV8knamhtT5nD7ObeX9G+vXBHlL4w5/EE/Xb1d+MN9EJvtxwOHWhdDzx0ePPdlVvim1CulxS0UZ/3qLAYGB0y3qa2uRWtNtaM6rQtgfN34fIhZNPJlYjcz7dsdaEj9fXtutVL/7ZUrovyFMYdva+pAqWhtDb4HbmDJqSN9vLnIty5mJcCWo1r46olf5UdP/sh0/cDgAMtOXca0CdNYt20dj7z6COFoeMR2tdW1TJswLd/iFpR0M8xsTOypYgjOPfZc2wONsWBVSkUu7nUZAJUuovyFMUfXvi4O04eZrgvoIN2B3SOW5yIYrBRytqcfNt1SyU2bMI0lM5ewaPoiGm9pJBwaqfydDmfZmZxzbWK3Mu2v376euuo605bRZgONsTizHXmv17Hsga/Rsf+ztBwzJ6NGPGN5AFTOSMCfMOZoHt+csmtfDdVMqpkwbFkugsHyEVDmD/rZ2783o7Q0u33cx0ogY67I9fVamfYdyhGLUjdfN9YHVub3ej9+PUCrWk3fv18BjY1GgS2bxAdA1595PUtmLim7+28sIspfGHN4p6d+uAb1IG0PXUPnAyuHluUi3zrXOdvxaPFd7+9KGS1uRiZKLj7jWnH2CtpOa2PF2SvoubqnbAv85PJ6LaPUw/0snLawbAdWlvc64Jvaf6DAVl951ouoBMTsL4w56mvqjcYfTo8x41YJKxX01UDrE0vp+fhn8TQcnpNgsFwGlCXOrOIP2Uwqv2ViRi22ybnQMRK5ut5KjlK3vNdroDvWiGeokNaSseXSEAxE+QtjEo/Lw/V153L1/rsJmdzFUQW+X7ex5Ot35iQYLJcBZblISxutkstYKZs0T0rn8y2FGIlsqeQodct7PQhNvbF/bBbSEkoTMfsLY5Zde182VfxglBDtfnsHYN9PbkUujhGn4JXf/H5obzc6qrW307l9U9oCNcPo7DR8vFdeaXRku/LKtD7fQhfdyTVlHzORdE8k9sewvNcB79bYPzYLaQmlicz8hTFL86HH497zFAHXyHXuEDRNPA7ITbpRLlOW8pGWlpKkrof+g+tovbR/WBvV5AZBD3Y9eMAi8MFW6i2aJ9HTY1pPYSx1S0xF2Uapp+iESUcHtLQk3esRAuF+3EFD8XesAk+8Hn8GhbSE0kOUvzBm8X7+epbd/EvTdQ4N3s/fMPR/Lh7kuVIGBav8ZtL10Hd0f8o2quFomKkrpg4VCXI73Swb/BodR0CLWSKChc+3XOral51pP00nzPhgbti9/rfHaPrpWrx/r8Lzbr8xWHA4jMFCBoW0hNJClL8wZqkffyQdH7+N1ieWElWGqd8dMhR/x8dvw9Nw+LDtc/EgTz5GvItcJgFtiTOruHk1L4VPTLoedjWkbqMarxwYjASBBIvAAui5OWHGF8fC51tQ64ZgHzudMGODuaF7feYSWHi7sa672zD1e72i+Mc4ovyFMU3LOZfR8/HP4vt1G91v76Bp4nG0LvomD/Zs5ncPL89rhPloAtriM6sNj2yg7bS2/JiUt24d0fWwudcI2ko1ADAjqsA3HZb8NWmFhc9X6tqXKNl2wvR4JKq/zLBU/kqpc4CrgMOAbcBtWus/Jm3zMeAJrUIjwL4AACAASURBVHVV3qQUBAs8DYez5Ot3AoZCPu4XM4cUcl11HZd3XM6CaQuYM2VOzgYCdpu7WMrt8jChbgLXz75+1PKMoLMTfvKTEYu9W4wGSJkQcCWkdyVi4fOVsq4lSnOzMWgzGwBIAF9FkTLaXyl1FnAfUAv8AWgCHlNK3ayUUqn2E4RiYRZh3j/YTzASZPWLq20X0rFDrov+5JS4XzcYNF196dNQbb8BIG5HLU39NYZyAOO9vj6tz7fSigyNCbxeY9BmhgTwVRRWM//rgF9qrf81vkAp9SXgx8DRSqmLtNbm7cUEoYDEc9bXbls75K82I9OZuRU5CWjz+2HvXiPdymbuvC1S+HU7jzK6HkYVDGbg8HNUO/E+8BLc+2DGPt+yC5gb68QHbcnR/hLAV3FYPQJOwBgADKG1/rlS6gXgAeDRmFtAEIpGst/dDrlINRt1QFs83eo73zFy55PSrUaFiV/X7zIUvz8DX/8wM33D4eLzLRdaWoyofgngq2islP8A4E5eqLV+Vil1GrAReAL4dn5EEwRrzPzudshFf/cte7Zk39wlMd0qPkO3kTtvGxO/ru8EUqb4JVNTVcMZU89gwYcWZByEWMyWx0J6hn0/H23G+/lr5fupUKyU/9+A+cD9ySu01q/EBgAdwJ35EU0QhpP44DopfBJ3vXBXSr+7FTWD0OSelPF+yVaG2qpaAGqraxkYHEgd0JZcGndgwHa6VVZ4vYYVIQGrFL9kXFUu7rngnozdImO5nG+54w/6+f7j3+eHf/4hSilCkZB8PxWOlfJfB1yrlGrQWvcmr9Ra71FKnQ7cC5yZLwEFAUYqlluOu4Xlzy4nHB3Zrz4dWhlR75xqfx8zK8NAxAh50Vqz7NRlTJswbeRM2ayaWigE4RRy56Jeuolft7nPhTsUMq2GGGc00fhRHR119kMlk0+LSefOTuavmj+ipHIuvh+x9IxdUip/rfUdwB1WO2utA8DcXAslCEP4/fjvvovWnqvxqwNVZqI6mpXiR8NVT4DnpN0Z7WYV3V/tqGbahGkjYwisqqklbuYyzPJdDTB5vwsO/we7Hl5Os3sy3i1Q//KuzAMCk/y63qMnseztNgiPrKlfU1XD0pOXmg9ebNK7v3fMl/MtFvm0mMQHrVa9FLL9fsTSM7aRIj9C6RKbNfumB4nOCUEGwWqpqIrAN5+tg4syy2fOKrrfqppajD4XNF5t+OMDNYAOwbt3wxNGtcJlGjrWQMu+LAICEwqz1AMdO2ekzLsf7cM6GAmWRTlfKOxsNhf1IqywGrQmni/T7yffcgv5R5S/UJokzJq7PJlVpLNiwd/BE6nKOJ85q+h+q2pqgN/jpKsB/IlOtYQKGnETfeti6Lk5YJTXHUVAYD4b1dRU1ZRFOd++UB+NtzQWbDab7wZIVoPWONl8P5nILa6B0kSUv1AyDHtIbHsTb1WEeqxL0laraga1vYo1tWGY21OTVT5zVuVq01RT8337fHCkr5cVJaG87igDAvOVd98wriFnLY+LhT/op6u3q6Cz2Xw3QLIatMYZjA7S2tya0XHtyi2ugdIlZYU/QSgknTs7h/eYf+duGi/tp/MoIzgv1Y1a5ajCVWURxZaA01WL94HXssqjt9PfPd7kZ/nDy2l/rh3/Z1otq6l1fWgiUXTacwdqEsrr5iIgMA/E3QdWn0+p49uauipjvqo2xpWzGbmwmHine1MOyuIopTju1uMyqnxpR26zipuBcAB/KH0cgpB/ZOYvFB1T/6EKQ03c5G30EW9dfMA37kAxrnocWmvLqn5gUqwmS6zM5qYzHLWMjtU30PK5NtNqas112/G/n75GgTsITXHXQAnXX8+nW6EQdO3r4jB9mOm6fMUt5LsBklmPhWQGBgcYYCAj64YduddsWSNBoCWMLeWvlHoUuExrvd1k3bHA7VrrM3ItnFBepPL9Gf5D84I5UeCuGaCBj+2CNzxwxH4HR848EjiQbpeMy+Hio4d/lEPGHcI5x57DxR+5OCdKyMxsbhn89GIbPa+9hMekNK43OIP2l9rTntMBeLfG/ynt+utjuZxv8/hm/PvMB2P5ilsoRAOkxEHZ2m1refS1RwlFkvszZ6aQ7cidb5eGMDrszvxnAwelWHcQ8ImcSCOULVa+v64XHiMQ7jfdL1ADl8/HCISLuce3EmV+Xw/7B/enPF9UR3my50ncTjd/2vUnZhw+w9zHmFyAJ4v6+r6tPsIR87TD0GCIpX9YzuFHHW5UVJu+iPoa44FeX1NPc0Mz9a56wtEwA4NJAxkNdYOG1cPjdEON1F/PJ97p3pSDsXzGLRTCYhIflL207yU2vLzBdJtMFXI6uUddAlvIK5mY/Uc4J5VSLuAM4M2cSSSUHVYz4zPuPIOF2zR1R0N/qoh+E5elTuMrjwcBWgZsmRXgyaK+/pY9W1JaIILRIHdvuZtwNGwa7ORxedhx+Q6mrpg6cmcFDqeLj5zwCYhWw6c+hf9DR3PXU7fywEsPEIlGONR9KIe5D+OEw06QKOpRkjgYK3Qb4kJZTHKtkK3kzrdLIxMk42AkKZW/Uuo64FuxfzXwF4tOvv+TY7mEMsIqLSisw6xrhlBVfmUYYdK0KsCTYTrdO/vfsVwfL0aUaiDyYNeDVDuqTWMXdCiEr/ePLPlLiM5XNjP3ja+x3yS+sbaqVqKoc4DH5RnTcQvpyJVCtqNMC+HSsINkHJhjNfPvAPZiGFt/DNwMvJa0TQjYrrV+PC/SCWVBulzjUPwu1OAahJDT+Jv0WXC2GWHStCrAk2E6XcO4hvQbJRCOhIcNRCx9oy7odofwu2D+ggFTxQ9G7MNAJLOgLcGcsRy3kI5cKORMlGmxg0ClGFFqrMr7Pg08DaCU8gMPaq33FkowoXywk2sMgIKoAxxR4z2XjDBpWhXgyTCdbvph04ea+9hhIDLA828+P/R/8/hmaqtqzV0H2hgH+U6AkI3PZMxEUecg1iIvMu3dC8uXl45MeWA0CtlKmZ75yzN59YpXOaL+iGH7FHMwle8iSmMZW49YrfVdoviFbLGTaxxnsCqm+NOnvzOuehwep4eaKiNYwCrff4RJM16Ax4wM0+m80704HU7b2wOsfHolm17eBEBrU2vKmAEU3HoybJsQs4ikYUxEUXd2QmMjXHkl3Hij8d7YaCwvtky7dpWOTHkkrpCvP/N6lsxcYnv2a6VMg5EgR//4aMt6ASNqYQQza8edKZJxkBpbT2SllFMpdY1S6gml1E6l1J7kV74FFcYuiQVy7BbkSYdDOdj0L5t445o3uK31NtpOa2Nl60o2fn6jvUIzXq9lAZ5M0unqa+pZu2gtNbqK6lixwao0RQejRJn363m8H3yfju4Oy8FD2AH7xoHLRh+jko+iToy1iFteAoEDy/syKPzi90N7uzFTb28fHr+RrUxxV1C2MpU56Vx4A4MDKQv4jCjkteFKGm9pzKi4UKbku4jSWMZutP8Pga8ADwCPYfj6BcE2cVPjXc/fxbJNy0zzjIehoDoCgw4O+P41OJTiilOuZIbrQOpestnOlknTpO1tYgGeTNLpOnd2svCehVSpKoLVERxR0A5wDkI4zS+su7eb3ey27FAYcsL4/eCKpv/hlXwp3VzFWuQoUyOnMlUAdlx4Zub0YvneSynjoNSwq/wvANq01jfnUxihvPG4PCw9eSnNDc2c7zufUCSU0oRYF4KIMtwAQyiIoml/9mecc+ypKX2ztn2MSW1vEwvw2MXsoRaPV4jaCFjUaP7+9t+pqapJWanQFYbpb8NDv3Exd1EoZbS/s8pZ+qV0M4y1MI0qjzc4ykGmRjYyjZpcxjsUOHbCSpnGMTOnF8v3XioZB6WIXeWvgL/lUxChMujc2cnC3yxER7Vlq1Erv3+4v4/evTHf7GhmfDCs7W02+Lb6iKSoTmg3W+HhVx6mtro2tfKPGhX+PA4He77azV1vbODBrgcZjA5yaN2hHO45nGmHThsbKWlpmh0lxlqkjCo/6FJacjlTz0CmUZNLi0Uuj2WTuDI985dnprxfzczpxfS9FzvjoFSxq/x/BlwEPJxHWYQyx2yWbIqGY/fA3440Xz3ghIGq2MhgNDO+HNC1r4v+FNUJ7RLREfNMAQ3jwvDQKox2vu4qPJs2s3TJUpaevHRU5ywaXq+hoMxIiLWwNBO//SN6wiFMv+lsZuo2ZRo1OawtYetYeaLlqBZeveJVjv7x0ab3rZk5vdjV/so5fTNb7CZUvQWcoZR6TCl1rVLqsqTXpfkUUigPrEx/w1DwtyNIHfGvY7EAicRnfAWmeXwzjhw0xzSzHtQMwisroGVnbEGJdvTLiHisRX39gWwLt/vA8pjyszQTK4VvZorA0RQzdcso80SZ4kGgJjKNGjuxBSaYyp7lsbLCJLDyiPojePhfHrbdxdEq46fSfe/Fwu7M/0ex96OA003Wa+AnOZFIKFvSRQoPw8pkrqA6+blXJMW4p28PUWwMaLKgOgoPHgtL/hpbUMId/TLCRqyFpZmYIN2HpMiOMJmp2ypKE5dpwwZoa8sq/iMtWcQWpJT9/XNpSXesY44ZvcwWroWWFvvmdPG9lx62lL/WOsclV4RKpLnXmM0GR9lIujYEtYPgdxnFb7oaoLnPhffoSRSyJEvP+z3852P/mbfjB2qgO7F4YIl39MuINLEWac3EX7wcOlemzdTIKMrc44EJE+D663N0kckXlVlsgaXs49bTc3AdnndNXE65GiTacC14PPbN6eJ7Ly1EqQuFwe/He9lKO7V70uLU4IpA49Vw5Ty4sQWuPCNE49ttec0ZTuYbv/9G+o1iF1wXwlbhokTcIWjqJb0J2u+HW2+Fs882Xrfemn3Oe4mQ1kz86W8aM/UVK4yZ+ooVxv9JgW52oswLRoa1JSxlr3bg+1CKQNM0g0TbhXby4FrItriQkHtsz8GUUocBVwOzgMnAZ7TWW5VSVwBPaa3/nCcZhXLA56N+IMqVf4EbT8N+3f6Yog9VGzM+R1Sz9n7N1m+Af9+BzQIuINyX15zh5LSzrW9vTbuPQ4OKwj+9BbN64LaTsX3tDg3eOZfD0o+kNkF3dsK8edCfMAPcuBH+4z9g06b8RH2bpZflGFtmYhdpo/pLqsJbhrUlrGXvp/uSxbDlfohG8YcD+Ga66GrQNH/hUrxO85FmRk1ucpGWWeGd80oZW8pfKXUyRqT/28AfgNlAvAHrERiDgoV5kE8oE/xdW/Ad30/IAY6I0aHWDu4w/GAT7P7QETSdeBbez9/AmjPWwT/My93kK2c4+aFZ56yzVcs/nvP/5GR4cSKpFb82rAP9NeAOGia5jnW1eP7jI6kVnN8P8+cPV/xx9u831r3xRm791ql8wKtXGyLlUAHkwkxc7CjzEWRQWyKt7B+eAz230/nL79O654dEHYqADuF++TaW3fITVp+4etg+GRfayUVaZoV3zitlMqnw9xjwWYzn0r8mrHsK+FyO5RLKiE3dmzi/7jYin4JwFfbN3xqiwIw9sPSZN2D9Ovive+lacS6H1c403SUfszmzh2Y26X39FpWN3WFYuA2O6DNM/d6t4AkNWAcx+nwQtqj5GwrltjqdlQ+4q4vO7ZtovXdhThXAaFO0SrLCm83aEnZk92tN63sr8avQ0O8qrtC7ervoC/UNKfSMC+3kIi0zB5a4qI7S/ly7WBRyjF2f/0xgpdY6yshH9z7gsJxKJZQNm17exLxV8xhg0FD8YN/kr2C/C1oXQ5+LoXrrze3rUvqD8zGbs52iOAoCLkPxX/97I7pfA+2nuFg+4fnUftmuLgiaF1oBDOWfYQaEpT/YwgccVdB6z/n4Q/6hB38gHMAf8qes9V4IEvtK2ElJKyXsyJ7u3kyMacjYBZKLtEybcRWp7rvOnZ288NYLBe0HUCnYnfm/BxyaYt3RGHUABGEY/qCf8+4+b9THiQK+6QdS3rzbqmjX5uYDW7O5DEuiZpSimCXuYCy4D+g8yhjwRFWIQN8G3BseN59BNzdDTU3qAYDLZRn1nWyiP+oDR7HwHouZu4UPuLcmSjQaMR3YhSIhLrjnAhZMW1DwWZs/6Gf73u0s+egSegd6mTBuQu6qIRagtG4614fVvRnVUX723M/QaLzTvdm5QEablmnDEpfKZbD2grUs/M1Crpty3bABJZhbFCTmIDPsKv/7gO8opf4M/CO2TCulJgDXAOtzKZRS6jXAD0SAQa31rKT1ClgBtAL9wBe11s/lUgZh9Pi2+ohEU0QkZ0ByytsLB5mb3Oucdelnc1mURLXTzGS0OADvq3X4Xf20LgZ/zYF1KR94Xi9cdZW18k8RjGcWw5DsyhhxXgsfcNCpCChzF0QwEmTDyxt4fGeKQUyeMFMqOcsrL2BpXSvXR7p788nXn2TLni1DyjSrQjuJbgq/H9asGTbgGU1chZXL4Hzf+SkLaCW7KSTmIHPsmv3bgPeBbcAfY8tuB3YA+4Fv5V405mitP5Ks+GPMB5pjr0uQAkMlSde+LgZ1mt62NkicFftjboCoSeCAAwcfOfwjqQ+UZTtZq7SzXFBTVUPHFzbiuenH+P59PtHaGtPtojrKXc/fdcA82uXD/7t1UFc3cuNx4+Chh0wDyRIfuPEHrVUMw5Dp1iJVrSZCytapcQrpBjC7xpydP5dtiUeJnXszft0Lf7OQtYvWZu0C8W/eRPvZh7J8/aW0P3Ij/n+/Ahob8b5/VNbV+6xcBpFohP5B8/sy0aKQ1++6jLH1RNNavwOcAizFmPk/AryKMSg4TWtd6KTi84FfaoO/AAcrpY4osAxCGprHN1NXbaKYMsSBEQAHRlGfVN3yNNrav5hF3nLclPixxo/ZEzaLQgZLT15Ky/FzYckSuk7/JwLafCYfCAe4auNVw/2ff15I57P3Grn98+cbr1tvhT17Us5AM41hGHrQWviAGxqbbA+QCpFfn8/8fv/dd9E+PcjyM6F9pjEgPXDwwpaZNosLSEVUR9n13i56ru5hxdkraDutjRVnr6Dn6p60s+PO7Zto3DSPK08PcuPHBrlyHjRe2k/nIX7qz1tIx2eyG1RYuQzC0TDVytw4Hbco+IN+Lu+4nP6Q+SAhHAkXtpbDGELpFL7TYqKUehV4B+NReofW+qdJ6x8AbtBad8b+/z2wXGv9TNJ2l2BYBpg4ceKJa9asyUqevr4+PAVuGJMvCnktUR3lhbdeGFWwnCMKx7yrCDk0Qaeiv1rzfg1MqpnE7uDuEdsf7jmcxvpG84O9/jq8+Wbqkx1+ODQe2Lcv1EdXb9fQteSDSTWTcNQ6OLTOCKnZ27+XXe/vyuh8DuVgxsQZtpXv6/7XebPP4nMwOf7kgyYzoW6CsSAahd5ew91QUwMNDfT194ML25+X5feUA9JdY6rzp/t99IX66Nr3EkQ1UYdxf4JRvdITzz5Nuo8KQVRH6d3fy97+vUPK1Ow3ks3nHtVRXnjzeXNrWxRmvO3AMWky0fEN9O7vJRgJUlNVQ8O4hrT3pNX97lAOtNY01jSOuA6HcnDMIcfw8jsvo7VGW4y6J7onMumgSTavNn8UQ4/MmTPn2RTWc/tFfuIopaoxymsMQ2s9utZmwzlNa90TKyz0sFJqu9b6jwnrzeZ+I7792KDhpwCzZs3Ss2fPzkqYzZs3k+2+pUahr+WBjQ/ww7/80Ph2FMO/pTRR/4umLWLJ8Z9j4b0XEo1GCKgwrioXoUiIm469iWteumbY9m6nmxVnr2D2zNnmB2xvh+uuS523vGIFxD4bf9BP4y2N6TsQjpKbjr2Jb7/4nzzkvZ+W4+dmdV63082KY1fYTolrf66d6zZcZzuGod5VnzZdK35f9YX68G3xsXbbWh597VFCkZH1GNJ+Tzng1qdu5Zrnrkm5/qITLmJyePKIwDCr34fVd1MfhJ6bweMcfh8VmsTvNvk3ku3n3v5cO//1hzbTmA53EFZsgCXz2jIqixy3qG3as4nf7PiN6Tb1rnrWLlrL1qe3ct2r1w358hWKJTOX0PZUG6Goeb2PRC6ecTF3zr7Ttmz5otT0iN0iPwcB/42R538Y5o/tKpNlWaG17om971FK3QuczIFYA4DdGFUG40wC8tfDUsiKnvd7DMUPB+6Y+LvmwIAgBZMOmsTCB/4Fvx4Y2s5MmcRJG+mfQevWQqT3xekjSOsv59EzdyP1s+eydtFazrv7PCLRCIN6kLrqcQwOhghhHjyZaW0Dq/zxZMZVj8soQC4enLZo+iIab2k0/b5KoYvbum3rCEVDloFhydHjA4MDqV0JxDJSuovbfyEfdQ269nWlDOYM1ED3xOqMegnEg/OsfPoAaxetZe4xc6neWc2KY1fQ3duN1prbnrmNnzzzE1uKH2B83XjbslUSdmf+dwDnAO0YQX/2PvUsUEq5AYfW2h/7ey7w3aTN7gcuV0qtAT4GvKe1fiNfMgkWpEh38gf9LLwnTdFHC8VfV13H3v17M1LAaxettVZSGZRXtZ3el2YAY5dQFVzwi1Y+HPgaK//WTrWjmmAkiFNVEx3Yz2V/reJnHzYetskkR1SnS3kyK52biipHlXUQZex8e/v3svzh5cPOV8wubrve22W5Pq44kjMa4phFj4ciIcJRCyV4uBN+nFkL4FynpyV+7nGT+2g/dyOav46ASVCoOwhN71XZHvCYRfebUVddx673duEP+und38tLgy8x+QOT+cbvv5FRAF9tdS3TJkyzvX0lYVf5zwOu0lq351OYGBOBe41sPqqB1VrrDUqprwJorW8HOjDS/LoxUv3+NcWxhHySIt2pc/UNtL7YRiBkoTzTKMyqqKahtsG2adrtdKd94AO2y6vaTe+rjhglfKOjTAYIVsOGoyNseOZHw5aH9SDhamj/cCTlR5Y4o9vUvYnzfecTiUYIR8PUOetMZ7aJ+ePrtq3j0dceJRgZGWiotbYslxxXkt+Z+h1u3HHjiJl0sbq4ZZqeGQ8CPIZjLNPPUuGkip5/vQD/STNsd5bMV3pa/HPf8MgG2k5rG/XnbmlNALz/fb/tAY9di1r/YD+PvfYYV228aujeirv8MsHpcBbdylSq2FX+AQxTe97RWr8CzDBZfnvC3xoj80AoFilKvfpd0PrE0mF56raIzaCdsczAS58OMfn0RtsP8EA4wNpta1k0fVH6mZON8qrpTON11XUQjaCjQfbnzOGVGg1c/hSsPNkwMQdqwK1qcDhdQzO6eDXFROIpfGZFUeIm+pf2vcRDLz9kel4rl0Kikow/0M1qEuS6z4IdMnFtwIHrPKb6mKxcPmEirH3pt9x7y+9sKe98l8T1uDxMqJvA9bMz98MnWyFMrTjaicNRRccFd+N5dic8tDynBbPqnHWs3baWYCQ49F1kovjrquuoclSVfBXHYmJX+d8MXKaU2hQr8StUOinS5qxS8SxRRuSwA2MWfNuJEdTmbxKtsj+lfvS1R2m8pTEnhT0SH3jhSJiByIEmPg4cDEYHqVJV7Leo159LAjWGsaTnZsO33N0ATaecgbftHjwuT9pqilYNj7It0pJxrfg8k6y81l6wlgW/WWDLTDx0ne+nV1CuKhfVjuoRtRHi/ms7yjtnn12Oqgyms0KYWnHen4zn9IV5KZgV1VGqVGajagcOHA4Hnz3+s8w9Zm7BrExjFbvKvxFjNr5DKfUY8G7Seq21Xp5TyYTSJkWp160TYu11M0UbpvNgTNcHXIAOUqfq8Dg9aHTaB0YoEiIUCeWsrW/LUS3suHwHU1ZMGbY8StR2sFGuiBc68oRiZY7dbrhoASQ0bbGqpmg1g882SKyU2uWmqub35Y9+mZXPrEw7a4xf5zNPPJN2MPSDM3/AUz1Psfpvq02LWNlR3jn57BLcbkMtfe+9jOYvXIX3099Mv38Mu1aIYVYcv99IZzRr8tTaarjWTFwB3ulertpwVUpZ6qrriOgIUw+eyt/3/t32NYDxuxxXNY6Huh/iax/7muXvX0oB21f+CzGsjdXAWSbrNSDKv5IwKfXaeRT85CRyFgQHoFDccNYN1FbVDov2VRYnsDtzsvMAWPXiqoz9jLbJoMRGYqEjY8HwqPJ01RSdDmfKGXy2wXml0i7XSnmtfHql5UDN6XBSW1077Dq90718/aGvm24f1VEu/sjF7HxvZ8rP247yHvVnl+B2G+oFQchwB/3tRpa9vJLVs+62PkaMrKwQdgpmJbjW4r+1x159zPT7cDqczJ4ym8d3Pk61o9pa8WuoUdUEGfn523GdSClgA1vKX2s9Nd+CCGOMWNqc32WY+p+bCD+bBYMZ+r9dYdAKwinuxEA4wO73dnP9mQd8l988/Zvc/UDqB1ty6U8zBW/nAdC5s5O2R9oyu6BUaHCpakIM4na6iUYj7E9wJVjhikDHulqjxW+K7IR4NcVUqVNVjirLwKdsgvNKpV2ulfJSSqUMFKtW1Xzunz7Hra23jrjOWMCx6fFg9Mp71J9dTPnGy10P6wXhAsJ9I1r6piIrK4RFkycCgWHdJO2k9jmUg82vbiasLVpUx/CE4IY/OnjwmCoePcZB0GSfVIOWfMdajCUyLvIjCADU1xtR/U8sJeyAASdZlbb95KvQ2gVtZ9pLYwMjmOmQ2kPSPnzTdQtL+QC4ZAd63Tpad19FpGr0jYkAUPDJyFHM+MQiJh00ias3XW1rN1eVi1vOuJ6WD37AMjshXYDbfRfel/ahlmlwXj7SyrLBSnkFI0GcDqfputrqWlPF79vqS2lZUih8W3yjVt6jToWMKV/fTMMkmwo7FrCsBjIxy58/HMB3AnQ1GFUOvVug3ukeyvu3m9pnlmmSjCtsxBOdthO63SGiEQjqzGpflFqcSjGxrfyVUkcD/w60AA1AL/A4cFMsQl+oIPxBP60vtg2P6s/Q1F8XhAV/h0Vb4Rtnmm/jUA68H2w1qvMlBDVZlQ51KAetza0cd+txmXcLGwzjO2cqOjJI9MxIzkpXuUOwYOI/s+TM62l/rt12t0OtNbrGhf/z1lkMicoka85qIQAAIABJREFUPsOqVtVUOaq4/6L7mXvM3NxcSBK5TivLhnTK6/KTL+fHT/6Y/YP7h62L6Ajf+8P3ho7hnW4obDsz4VzUMRhVKmRM+XY1BEwHzWAoMzuxA1kNZLxeOm/+Oq2fScg+CcKyedBxb5SWmEsqV8WyHFHDQjhYDRubYGMzVA+S0sWYatBSSnEqxcZuhb8TgceAAeAB4C2MfPwFwGKl1BxpqVtZ5OJHXYXhx37+cIjES/8m/JCdDidrp30bz9TjRkQUO1avtnz4Ptj1oGW3sIGouck9EB2g223MMFI9VC1J8TByaPB+/gYgs26H4WiYtkfauPb316b1SWaqTHIV9JRNWlkusc5DV1zRPYHbwoMjvpf9g/u58YkbAYasQqtPXE3zBHsz4VzUMcg6FTLmdpv8HpYxNnZq2mczkDHcDQp/whg2/ntpXazocYGHDIplpWFYLY3YtQ5aaC+NHhq0JN7nb/a9adq+Ggobp1IK2J353wT8FZifWMNfKVWHUXDnJuCM3IsnlCqj+VE7qcYRHuTc7XDnDGPWb5YyF46G+fTTV7PpEGjZGVsY9zN2ddEy+99SPnx/t+N3abuFmSngeFS9VsbfpgMAq4DG5OXaaHd77uQzWfPaA3jd3rT++WQy8UnaVSa5CnqKP1jH+cfR/lx7XqOmM8pDd7pxRDUdv4rw4MH/iZ4TBovBXPwz7urt4sJTL7Q9Ey5WHYN4tcqXf3AGYOEnt2mNy2QgE++kN5DCPx91qCHzeabFlnKF1po7n7+TP+/+M+u2raNKVdE/2G/5uyuFstOFxK7yPxlYlNy8R2vdr5S6CZCeiRVG8/hmaqtqh+W/2yWqNK6aWlbPGGDddAhamNb3O2H+Ynjj5oSuaXF8PjxLlmScu17nrDPq5kdGKv94VL0Grpo3YnVWhKoVq/c8wm8femIo5sCq21ltdS0DgyM/11z5JHMV9JQ4gPjO1O9w3Ybr8hY1nXEeet0kvOe24ent43cp4klS0dHVUdTSxHbxnzSDlSdj6fTf/Z792mx2BjLx72F/eL+tbAfvdC9XbUyd2peWLJvO7h/cz9Wbrh4R6Jmo+OPPh1L8bguBXeW/H0jVHaEBwx0gVBCtTa38W+Tfsto3oiMEYoE6QRt3YLgq1jTlrwkLo9FhEcXJWJmCq1QV9150LwvvWTj84b5/gI5VETwhI21xhCtCQ10YvvIM/PDU2DITd8UwFEPtRuMPnk/7Pm26qdPh5DPHf4Z7tt1juj5XPsl0QU93PX8XNdU1w2bY8f3iy1qbWgsWNZ1VHnp7OwSNz72518KKk0TcT75k5pKilSa2i2+rD2UxiFSonJqx7Qbv1VTVDLkb6mvqOe/Y81i9ZXV2Jx1FyrBVim5ddR0Lpy3kCM8RJfndFgK7yv9B4Aal1Cta6874QqVUC3A98Lt8CCeUHnHT69pta1OaznNNsNqoaDcMh8Oyk1g6P6apmfNP7+LZec1Q+tQIV4QCpeFnJzL8oZThAyo58CyOq8pFlaMKp8Np2kCmzllHT1/PiAY6mZIu6GnZpmU4Hc6hz+zrD30dpRQKNbTsa/prKWdliRaKXMQVZBWhnZCK1voSXD7f3rkcyjGkMAtm0s+ySl/Xvq60UfLZmrHNvje7cT7BSJArN1zJzvd3csXJV7B229qsZMgn/YP9HOE5YlgKcaVhV/kvA+4D/qCUehsj4O+w2OsJwF7ekjCmSTa9FoqaQcMPP4I0ncTS+TFHPNyb/dD2LXzH96e0pIYd5KyAUTKBcIB129al7BzXH+5n7da19A/2Z+Wjjz/QX3jrBcsmKfFKiXGZzORMdx3dvd05iyvIKkI7Fg3fOT5A6+KEr8xGAapcKsy0A50UzbGsSuTGSedPn+iZmNVsNtX3du6x59r+3Q/qQW78042s+MsKBqP5nyBkSqUF95lht8jPPqBFKXU2cBJwBPAG8KTWelMe5RNKBLsmv3zgjIL31Tqg33g4KgWHHgoLYy2DzzkHLr7YdLaU0eytvh7/g/ey9hetBGrMU/FC5injOcOs+tm46nFD1oK46yD+ED7rV2fxytdf4Yj6IyyPW8iBm9vpZtJBk3LmFsgqD93rxb/8qhEFcOKK3+Vw4nS4QDHMKtTc0JxThWk50EnRHAuwLJE7dIkWri2Py8MRHuOeyGRQYuViWb99fUaBqmAvfz+XVKkqIily/xOptOA+MzIq8qO13gBsyJMsQgmTq3zdtCT72J3jeMj7WzxH7zJ8/FrDihXw1luwcaOx3caNsHy58Z5mtmRF585OWv+8kFBTFaTKw89F6eIMjxEcDFJTVWP6IB0YHGDqiqk88oVHUioZOwO3dP3qM8GhHGh0zoqp2MlDNzVTr7yM6N9uNN3PWeXiB2f9YKhsdNwq9MwTz9i7yASyDqDMsERuMqlcW0opLpt1GW/0vcHyR5az8qmVQ70x0g1KrH7nDuWwXZ+iGFSrahZNX8T9O+6nL2zezEm6/R0gI+WvlJqLEfmfOPN/OB+CCaVB/KH6s2d/VhhTv4Kj98Fx++BT/3Bx8cX/g+f4uXA8xgzpyCNhwIgvjZcWNqqL9eM972zqd75pu7d4IgWzbGgYFzZPbUxFlKjlDCoYCVoqGasHek1VDWdMPYMFH1rA/sH9tD3SlvX3nBhTYZVqmWyqTzczTRe/8fybz5vOuuc3zU/ZZCoQDvCrF37Fl2d+mWv/+dpRpSdmXTUugxK5qUh2bWk0tz11G7c9fRvfmfodbnxu+OAn3aDEysXSH+5n8T8t5v4d9w991tWO6pIx649zjuOOc+/g0pMuHXE/RHSEBR9awJwpcyoyuM8Mu0V+jgTuxTD574m9DgO+q5R6BviM1vr1vEkpFIVi+PjdQbi2Mx7ZH4J/TkhV8vkgZJjF+1xw5NVGJkCw2ogLuCoS4KFffp+Wy27I+LxpLRvx4LZRzvq9L8Llz8QbsRi4BiE0ykLbVkomXfnbGRNnDAXnXfv7a7M6v9vpZsXZK4YerNv3brdlqrdrLjeN3/hgK3rdOhp7rsavDrhL4udMlTUR58nXn2TLni2jTk/MumqcSXOsIdxuy4DWROKuLX/QT+MtjSlnvYlEdQTfT5aypOfwYUGG6VJkqxxVLPnoEnoHeukL9rF++3pbMuYbp8M5NJvPRfGlSsDuI+enGLP9Fq31E/GFSqnTgLuBO4Bzci+eUCyK5eMf1r0u6QHo79qC74QQWw6Fo8ZDX0IQYLDaeM3bczNvhb454oduNbv0B/2s3bbWeoCT4IpIOwBIsY0rDO/VwvYJsON/oaMZaqfALRuhrdVJn8re5G6lZOz6zOMz7Pmr5tMXSq9AEo8xoW4CC2cuHFpm11Sfibnc4/KwaPoifFt9bHl+E3+84au8XhchNFln3aUk+XzZMPkDk1O6ZSwDy2JV+uIMs2T1D+L9TCt27BGJGTh2feyBcD/rnv01L70RpfmPLrzLllJ/7kK8p5/KshQ3eGLAaaoqecXAVeXilnm3DBu8Fa340hjC7k/mDOBLiYofQGv9J6VUG/CznEsmFJV0/eHzgoa1voRiPgltaze9vInz6m4j8imjc+BNKRRwvxrkrhfuYulJS4e1EV2/fT0O5aA/PDxSHowHfy4Ck6oGoTZilAY2M+uHqmHDsfD4B2M10FfBoB8Wb3PT/IVL+NQ7/5vShFpbVcugHky53krJZFK7veWoFq7/5PWmBVJS4VAOGsYNz8W0UzK2/bn2jMzlcStBOBI2iktNI2eZF/HzHcMxGe3XubOTbzzyjZT3j2VgWaxKH62tdB4RpnXBgFFW2gVuh2LZHceltUhkbZ3T8MiUKA8dA+5giGVzoGPValruu4+OyVFaF9cRcRgKP9G0Hw/2KxXFD1DtqObiGRcXW4wxh13l/xZGoR8z9gN7cyOOUCo89upjGUX15oK6MHSNh52Huehq0DR/4VK8Ts2fuzcxb1Ws3J6NRjsP7niQGRNnpGwjGn9Inv3rsxmMDmam+C2K+lRr6P4xdI8/YNYPmESax5fNXww/d8PiTw2wvvdWqoODDKbwUTurnLx4yYuc8JMTTOW1UjK2arcn5JrvOuwFS8Ufr0NQ56wjqqOce+y59O7vxR/0D/OdpzO/ZmIuN7VE5TDlMn6+Y6rtK/+4TKnM7B6XxzKwzB/046vbztZVX+Anz91B4rcaiA5AaID5v57PG9e8kbLMbtbWOWW4zCCxJj/03BygZTusXeXkPG+UauUwFH8uAl3zhNaZlwHMVV+LsYxd5f/fGP79Z7XWQ05YpdQk4Drg/+VDOKE4+IN++768HD4U+l2wrNWB06EI6BDul2/jqltW2p6BxhnUg7YeirmOY4gC//IZOLIPvvBX8Huq6Jl5LI9HXjFV2H0u2HUQrJ4WAR0BE8XvDoHDbSiRpvFNPPKFR7IqO2upiJNyzZtPceE+A9NgubrqOi6YfgGD0UHWbltLlapi9ZbVzDpuFo23/H/23j0+ivL8+3/fewzZDSqgHAIqSKCCGqt4oE0tCALG09OCbhVb+mvsQcF+IdgHtPaxByuUR8D0C2hr+vsWW5Ug1ooaAdFSTT2gIrSAQlABMYAcWt1skj3M3M8fs7tsNjOzs8nmyLxfr7yyyc7O3LM7O9d9X4fPVdhipWrmfjUNR+BleP6JpjTtXW2S9Jx8Yf01ZmPyOD0snLDQcNW+Yc8Gbqi6AUVVTCss6qP13P/3+1l4Vcs8lly/J4qAmaVwWiP8bkyUcBuErDoSh3BkVT2SK/2J7o5V4z8JTd73QyHEFk4k/F0UfzxRCJFoyiqllCd3AWU3p2pHlan2fDNyfFOICJWI1Axla43z6fmnt29ZosE5R92wcTjJCVFeVEGJ7iFq0AAFoTUQMsIVg2m7nCybvBB//KbUlmQmXUOsU2se2KK5gfVwOpwsmLCAkctGNpvQqFIlGAlmVcNvGo4IhwlcNx+eLYaSkpx1hzMi4TnJptTPbEwRJcKBL/R19Td8mOLJssDSt5Zy79db5rFYeU/cyokVfiYaPPDEefFuea3U1O8MspG9zlVfi56AxTs8/YBaNDW/JqB3/PfrwB7g9JSfM3I/TJuOpPZYbZeK6WVDL1cv+vv7d3gXsWbEDXqTG2PDb4GYCwb+R8H/UXMjkjDiCyYuoOyisrbdrHRqzQsiWj5CQRh8QvMJ+9w+CjwFGdslJ2LnqQTDQSq3VDLvpXlUbqkkGNZuvIlwRIHbjy/u3PGFteNWPw7+4/XaxKS+PuklaC1uh5sCTwHLS5dT4ClI7suHlwLpobr37fjD2Vk8szEZ5WAEw0Guf/L6rI4jEC3e00zH9wo3p4Th5p1O8rOIaiXb5Fqd1EvtvQVNYKddJw0G+/bgYuuBd5pdW0ZYKcs8WbCq8GewDrDpiQw5ZUj7HyQtXNDWPgEepwePw8OLt77I1kNbDbOvuxO+MAwPeSyXfLUKg1rzkv1QtxiqfnIle8YVW26XnL4Ks9SNr98Cqp6byx5fhOHHtWqPZNJnXOwmcKuxlyCJUS6GcHHL+bewrHQZfo+f7xR/h6q/3s+ePy5h+L8lgS0R/O7lcPfD8IT1BjRmnouoEqUx1tgiD6I1ibRhJdxiZRsMB2mKNRFV9CeXHncewwadR8B/E085V9FuVlmQDFuc1fssPvr8o/Y5TvxYekRkjHX7NvLaJzUt3Pfpsf3tn21vXVlmD6SN1cU2PYH0L0hTtAOaNKZ9kZ3CgVd6CJFdfF97rZMlk5Yw48IZbD201TT7us20MsfB7XAjkVkJojiAwG5Pxh4GrSKR4LdtG3i9EG75fvndPsqGToWJzUMFVksHLXfj+/ATyt40+NzjYjepSYtRNdqs5XGedOJyuFCcDhqVlnnJvVx5ScMP4A9Lym5bAcEUwxmJn0ttLdTXE3TLjAlheomUyd2pEeZvnM89L9+jGaPTiqGqitq9jxJzZzfJTcglV26ppPZYLQAr3l6BjEaJpH1fkjkg5y8ktmMnPPss4g5zw+9StAqattKuhh8Yd9Y4Xtv3KqgqioMT38VEIm08STJxbemJPylSMWxFfrLp/Vs2/nGhn+uAQiAv/Xkp5f/O4bhsOgi9lVmHGP80nE0R7Qutc0X2ikKjC0Oj63V6yXPlIaU0zb7OCa0w/F6HF0UqWXk2PApUP9ML/7Mvtkqx0JT0ZjJGpJRapmK1dNCy8p1FsZvUfIedR3dyrOEYfXv1ZdTpowicF9Bu9o9NRm1s0MrlwtoEqnqVgv+KrSekn81kdYGax+6n9PMVlhLCEmNauXUlc9bPaZa8l5zoPDaZuqUO/GFJ0cgQ+VO0+LpVwrEwczfMxSmcphU4blz85qrfMGPYN/EPHcmm++6jalgDqsE16xIurvpQ5T8ulTeG0KWT+gA27dukPUgYfgMSbanvfvlu3YmnESeb3r9Vhb9vASvRLo8j0GJ5JgHb+HczzFZmHU2DB6Zvg7VfOlEi54uAw+Ol+inBf5/fxOrzDV4ba2DP8T0d138gS8Jqdl4IpxRckf8lPvjDHRRfXGxJ6MUyes1k0vH5NMNfXa078dBb8TqEI5kTkHUpX5rYTTPSJiBm1QMlpxVTt9TBynPg+RFaB8YzQvD0mY18MG8igec+pqDPQFNZXVWqlH62VFcx0CghzO/x43V58Tg9upn7amMDVWdpqpWB7ZrGgxG9nL1wOBzN3reYjBFTMk8cPZEYeTHwP/NCcnKzo5+We6JHTMY496gLNabyxpkZd9+1MJmohKIhnt/9vOG9ILFQcDlcWVXM9DSsrvx/DTwN/EhKmUUxjE1XplOMpYHb3BeG8XvhkRegajTs6aPFuwN9voZ/90Y+8Gs39Aavzmvj7rrdx3Z3bqJfgsQ5tjJEoAjJxvD7vLFpPuV/vye3JUhmq16PByZMgKlTNYNr4nEo7l/MAxMe4IXdLwAwuPfgFobRcje+ggJYswauvx4UBWIxyM8Hp9NwAmJ0blv7xbh7IkQFNHlIqbwIU75sGNXffYkSE0/D8XyBWi90V5atlVAOeWDH6fFTjSdTlk7XSusaPNoK3OlwsvbmtXxlyFdYuXUl5RvKsy5xDXlgz/8shv0jkud2PB/j61DCMXeMkkOQFzWeJHQ3EkmQRp9HU6yJ8rHljOo36qSW/7Vq/PsCf7ANf8+ivcunWiDBperHFxOyvv5IQtcfIAJXu8HnI7A9ZLhiEkIQOC/Aqu2rukainwSHBNVqLY0BuSxBSuZ17H2UopEhAts1Q9SMSASKi007yYF+qGiSaxJbD21tNkmxrCxYU6O1Z3a5CMowVZc4qe0Tpmj6nQQuse75CNZup3Rqk24L3yY3NMl4PPgHu/AbeBrCLghJ/euntRLKSHj4EvjmB1oiZTKZcjTsGTOM4d8tJzBmRvLz9bq8uB3urI2/Jwb7j33MPPZRdBEME1rNvuEEVIBfcdCvXqWpB2V/OYSDa0Zcw2v7XzOceI7qN8rQg3SyCABZvT39BRjXjuOw6QTaWj6VNQKmDryyZalVorQr5V4X9EDl5R7mjYtSWay5PKsfh/wILVZliqqw9dBWAqMDrVL7yikScGAYZ20N2ZQg6ZXV1eyvoXBJIbPXzWaRezOzp0DhXKhJc/UGT82ncmBdi5K89P0nQkWJG2soGtLc5Y+XNusJkCzlS/28U0oGk8qC8TBETd8QhXNh9kSFRWMVZn/wEIWLB1Gzv8bSuVcN+nfG912VKlX7qjWPQkGB5gEA7XdBAZ4+p+Nx6gfkM0koG2pjCG3yUTpdE3aCE5PcBY99StmUu/Fv3prcvLWT8ogTnjgfFo1V+a8psHUA/PVLmMbHf/9llW/cTJeP9xsitaZeAD5HXvLamlE8w/DzMIvtN/uuvL6I2etmU7ik0PI12J2wOt+bBfxBCFEJvAL8J30DKWV1Lgdm0/6Yrczai78e+wdrb17LJ59/ornc8gcTuG6+VtMdp+bMuDyuiBBq3IhvSh7lX4c1z3pxyHCLG1VjrJHSx0vZNWsX44eOZ/2H6zv0nJoh0n7nAKslSHor8jnr5qCiNtNtSCj3aXKumiHS3vMG1PqnCb1unOSWbfvakjNL2DVrF/Nfns+uo7sY2W8kCycsZGDBwPgOtTBE0KONJ3XVHvIA0XrLno/a4X0ItbgzNSf5Xk4sg7o67fh79sDw4dR8dQgHtu4wXHE7hIPSotJk1n3qqjAx0Zn42ERDz5OKtto/4dlCq7IIh7UJUF0d+P0U9S1qXelryjXX4NEEpPadZv4SqwJAnYXI8EXKx8mivgEOjBzA8P6jmrnvM0pap3GyCQBZNf4jgEuBocD3dJ6XWFJdt+lKFHgLqD5/IVe9NZMmJx0y+w8rYaatntb8i/RscTL7PBgNtTQCahN44YabFBzSBbS8KUbVKEMrhmpCIz0MKyVIrUneVIVmjG76OJ/S6Q3ae56ymoeWN71s29emT0i2f7adZ95/5sSkIp58V3XRiRbHLcZpEGtPd88OOf0cPMJFxMRoepyeE++l358McQTDQUqXFHLf2ffpvs7v9rNw4kJGLhtprFlwWjF35H2NpaGN+u+PV8tl0T9JTc+AsjICowP88PkfGp7DyUQmpdE7v3oXM3WkjyF7NcxsJ7bdHavG/3/QVK+vQVP0y74Y26brEQxScst8fjQWHvpKxx02rIS5cfWNTB01VVs5lZQkV2FVHz+N6nkFdOKuikPQZKCDnlr33dNwxBQCZ5WabtOa5M2QBx69biAv+4bQFH4P9DLV4ze9RCvdbYe34XF6dFfH6ZMUSyupePJdbZ9Q8yZIqePUafJz/2v3s/SNpQghiCgRfG4fQgiUDGI2Ukpdl6/Z++d1evn5uJ8zb+O8ZmGNZucydg3+66cxanQY33h0z8WnOBl+XF/gJxgNUfXx09S+tJuivkVcedaVbNyrP4noEUgQEmSGwLMizQWRhDBfsWTT2jfbiW13J5uV/zellJ3oT7XJOXGX6+ijWra90c0310SUCOs+XMcre19hzro5vHjri9oqsKyM2pd2E3r9Rd3XRdVoq9yhAoHsRmLlbpxEUbRSRwnVT4P/wZFanLpEP+u/tXHitxwHeavxoOHzoWiIv+39G3PWz8nYNjY9lmppJRUv8ys6Dvlh/WqOfFc+dUEtFwFgxdvLqU8bR2JcHqcHRTE2GOVjy3VXfmbvX1gJ89TOp5oZ/ubnolB1z/WUBcMEtmDYF8HhchP42As0EPRA1XlQG/cErLgUpOcVQq+/qE1kum0Q3oB4xYEzfjk4hAPVKTIadzNyLcpjuTqlh2DV+G8GulslqI0eqgqVlZq7dds2CGmZ37Ot9xnJGRElQkSJMOlPk/jsJ5/h9/hNv4D57nwUVbFU85xKdzL8AFGpMOtNuPCzRAVEE9DULC6cjmm2eRvId+Xz9PtPm3pWUmOpUspkTHzb4W2ZV1LxnvZn/mgSDR79ruENsQaefv9pS+fmcrgQCN24u9/j594r7tV9nVnya747n3fqjBv+hKINPHI+vNpfy66//W1YcYlm70JerT+Cw+2h+htr8D84jQ3D4PqbtVK/ZBMdQdLblTjPLlG5kivicxklvtJXUNusOKyXuNeWTH3L1Sk9BKvGvxz4oxCiEeOEv+7ZCeZkoqZGM/g/+5lWB+w5kdV89n9gxxl0StZvY6yRlVtXMvPSmaZfQKdw8szNzzBt9bRkLNDn9hFTYx1zk4xnFjuARoOa6HxXvqkKm1WCeWmJYdAsLpyO2fvWy9ULp8OJlDLryYEiFVwO/duE1+nlyqFXMvXcqQz9fCgAhUsKkx4Cr9PYldRMBviSYqbd4gSTHkhWx90QbWD6+dNZu2ttVm2Pzd4/Vao4hMN4lSrhnUHwzkC01a2ilbTe8TZ4FRh++ZUE5q/G7/Gz4U8/Z/J7c5t/zwy+c06HEy89aALQFqSmehlxaVn9Dpe7xefZ1la9euJVPVkAyGqp37vA+Wgqf58AQZ0fm65MoqQqnlRXeRHMuyLCvIkwaC68fzqdWu7zQq0mFqNXHuZxenA73Nx+ye2MHTyWurl1DOk9hPlfnU/FlAp+dsXPOmSMLhWqnkJbsaSuWiTku3qx/tb1/Pbq3zLnsjnkuVooYFtHwK6+Ov+P69zrUeAtoPobaygQefikNjPxufMp8BSw4dsbODj3IBVTKris8DLLw3A73EwdNdXUHX5uv3ORSD4NfspVf7qqWQmgmdFqIQOcI++Mz+1j/NnjqZtbR8WUiuQ1Uje3ztQAJK47h3C0KEv85pe+qavclyStwkNxQtgNS8fC+INebjrrGlZtX8WcdXO4Zts8y9+zhmiDYeOekw1/BJasg/mvQcWLkrof7m72eRqVoCbaTBuFbNJJVKdMHTWVywovY+qoqeyatSt3IltdCKsr/+/RrTo827QgHt+v92g13gkJ3daq0OWamBprVkK1a9YuKt6sYOlbSxEIImqE5ZuX8/DbD1M9vZp++f1YMG4BAFc9dlX7D1CClHDzNGhMLwMX4IipfGXIV/Cf4ycYDuJ2uVla8yAoKtFsBVQkjDym8/8UnfsW1NRQUjqNOqeDqqFN7OnvYvjnCoEHnsEfv3GVXVSGRJp2NkvgdXpZPHkxXqeXZz94Vnf7PFcey99ejsvh4hdDf2EaGkgkCeqtpHIpNpWYVGRK9NJzD5ecWULkwwgVIyqaZYf/cesfWfP+mqxFdxBw7TfDeI/MR67L3usCoBrWQPRsknkvYXCo8OLjmjgSAD4XPPNCMw9YrjL1M1an9CCstvT9YzuPw6a9qa0lGA1R2weCx1P+356GPwuZ21f3vcrrn7zeoj499Yabml3918v/qmV9v3o/Gz/ugKxoAYoLGg2mwGEZZWb1TKafN51pT01DlSpRoeJqpczvQr1TMmi0kyqU4ycRLohpP9dNhYMHwe/P2AY2FY/Tw4ziGUgpDd3hCWNvxS094ewJFA8o1i23ykm+ggS/8FpyzxrpIdxx6R1c0HgB8hTJPV+7hwJvARv2bOBS3hTXAAAgAElEQVSuDXdlb/jjRF0Qbc9GUz2UcbHBXPzGPoYfh6H9Ugw/6HrAcpGpf7LV+WclQCqEGCSEmCqE+H7896D2GphNjikqouqiLFqJ5QKhzdqtGL6wEm7mrquP1jcTpklFkQof/vtD+v6mL4teX5TDAVvA4FyiQuXxbY8z+fHJzVyPMSv6CTLlt4Tl1TAg9T7m8SQT43R17s30+uvr4f77k8pl8zfOJ6IaG7J0Bb7UMEy+Ox/QwgEuh8s0pp++z6mjprJg4gLKLiprcQM1VcczIv6eeWOarO28zW4O3rk34+rMyD1cH61n0T8Wcaj+EDOrZ9J3UV9ueuomJj8+2Y65dwKDCgax4E0fZe9pFS/N0PGAmSVsWs3Ut+I96ElY+sYJIZxCiBXAPuAp4Hfx3/uEEMuFyPaba9PhBALU9pFt1pvPFivHy3NmFx9viDbwRfgLorJrxUMVWle25FLgkk9gxlao/a2W2DRvIlRepMkcM2GCluVvUOZn1qUOILhsMaV/vrqZwUvgFE7GnTWOm8+7mfLLy3Xj4yVnlrDmpjUoqoJLuIiqUaQqLRvFTJnSRjLAea48Q6ldlwJX74blL8CxRbDw2ofw9xmQcSxW9BAiSoSoGuWpnU8ZbuPGiav1VWptZpC/e6+7HBneu77nXqx5unRf3NIDZjaBtJqpb9f56/MLtLj/PUAVcBjoDwSAXwLHgP/THgO0yREFBRR9Zw5fdOINS48v9/8y7x1OT2s/SZCaZ+SFJ2D/qfC3s+C8O7Ra6Aavpr1QPhmqB19ASdqKv1nMetAhAj4XBSH9EsiqURI1pj9RUqTCpn2bDLOag+EgK7etZO76uc08BlYmOtlkSqd3Cbx2xLXsObSTh95bobt9zAXFh1MqIubPh+98J2MHwFzlF0RRcKZ6bDo4b6auvq5jD5hDXAqc+R/4+FSQOoKcec48hvX/EpWP3k7tY0u5xCcIeqDAbdxqOqtM/WBQ85bV1kJRkTaRKCiw6/wN+A5wr5TywZT/7Qf+rxBCAj/GNv5dmmA4SNPA05EHOnskzenv74/vSJ4m4XuScd4RwVmnww03Q8zRstthQnSp9D/LqYvcm7yBtYhZu/Ip/3GM6sfTYqNxak9RCGUQU0nc8K7601V89OOPGFgwMHmcsBI2DRWk43V6mXnpTEb1G2WpVapeDP4fe1/l9jei+C480YsgFV8YhqfmrpiUQaaSSz0EJXH37AIJs51CKyc9MSfsMzD8oKn2zX95vlaaemmUJadA4d0eqs+YRcl37jWc4FmS862pgdJSgk6FqmEN1P7LRdH/zCLw67UExp5cdf5WncBnAP80eO6f8edtuiiJeO+8v/20S92ovE4vjeF6wtFuYPjTy/tywM6+ko/7aB3f9NocJ1CRyXijbsw6punyp3aNS2VIyHq/g6ZYE0MrhrLhww3J42RKdnM7EqWFWr7A2pvXcm6/c9l9bDertq/S7Q6YwLBES2lgRXEUYfCeJ1pAJzEpg0wlcFYpjljHu786tHtmB+EUDkYdgYGtaPSumF2SUlIfqU9eDyqSoIhQ+vkK6sNBTaRs3jztd7D5tZWo8tDNL4knxtacFqTw9gZmT4ZFl8WY/fUwhRsms+3jNzJ3oexBWF357wa+BWzQee5bwK6cjcgmp+hlsHYVwkqYvx+oOTEFtbKS6IzSRAkz34LfjyH7sj0TVIs2OTXeaBazDjtgZTHMfDvtiSzbHIeVMNc/eb2huE8qTpyMGTSG/r7+VEypYMgpQ5i2epploRWz85HArM2a9G2iNNUX1i6X9BbQpmWQCWpqKCgtZeEFKjMnxv/XzteSS7iYddks3tj/Bm/Xvd2jSvcUVGrPcDMnchHLIm/RkIN8Yo9wo4SbdC2TGotSdd1Qyv7p0iZ7Ph+UlzeTvTZV+KuqIuhUWjYOS3jYVt9A3fwjWTUD6s5YvZXdD6wSQpwJrEGL+Z8B3AiMR5sA2HRBqnZUGcZ7OwypxfkcTicRobPqaoc2uLnELRwsu/B/4zt1K4vq13X48fNcecl4o1nMOuLWcgSKDzd3/38y4RLgrayOqaiKpYQ+BYX3Dr7HEd8RRp8ymmmrp2VVKmWaZOXVLom6xVr3wT19NFe/JnmctrFRGWSC+KovGA4y/wo67FqTUvL7d36fE9XHrkhURlnq3YIDDxiEhhJhFhdOYhlyRSIyamiVQmoTe/KBUPy6TCS5xmWva45vNVf4q62laliDcfdIVUnqAfSk7n1GWHL7SylXA1MAH1ABPA38FsgHpkgpjdNibTqV2oM7Oj+eLkCIzB24MhJfgXe03FQUlQ23jefeWastl7flkqZYE9eMuAYwL2kCTf60mfvf76eo9Nas3c4xGUu68zOOT2lClSrXP3l91qVSQ04ZYpjRn4jr+yNaYt+Cl6Hs/Tz8jjxt1Qfab7MyyATxcsiq84xbB7cHCkqPNfwJomqUWDynJOEtSrjL19+6Pqm0eMsF08l39TLdlycGHoO1ii+SlueRQFUJPrkys8JfURG1/V3G3SNFtMdl9JthufBLSrlBSjkW6AUMAHpJKb8ipXyp3UZn02aK9hzH19kNmCVEnRAmu4Y8qTil4Jkn4bEv0ykegmufuJb6SD3F/Ys7/Nh5zrxkFryVmngVbaWM1wsvvkjg4hlZ19Hnu/JxOqznCoDmLcimVKpmfw13v3y3YU5Bi7g+gNsNH38MFRVahn9FhXkZZIJ4OWRtHwvdK20t06xJ9D2IqdqkcdYls6ibW8ekcyYlY/DLSpdllHEWEjwGszOH1LkeAEIhqva9kHniGQhQ9LkTn4FDqydm9JthekcQQpwvhBic+j8ppSql/ExKqQohCoUQ57fvEG3aQqDutJYiGd2QH/sncLSPh2gnKUpE1ShnLT2Ldw++2+HHblKa2HlkJ5VbKrn/1fu5/ZLbcQnjiF3Iq7nImTkTSkooiEB179spkB58WPNcOISDZ7/1LO5MDddTyNRqeXBv7VYSDAdZtnkZV/7xSn3NdQn+cFpcP3WFP2CAltW/YIH2O0N5H6CVdCW8BZm+D8LCNjaGRNUoK95ZQTAcpHJLJfNemkfllkoAvvmlb5q+dtpuJy8+DgVhkkbaoWp/V1e5WoZ7AHw+ak8zlk9O7SAZ+PVaQ6PXEzP6zTC8gwghJgHPApcARgVipwFvCSFullI+29bBCCGGAI+heRZU4PdSyoq0bcbFx/Vx/F9/kVL+sq3H7onUfVHH3X03M3A/BPvRKYlyiNwc99HwG8zoF6PJmie6XWg3UaEMMsgep4flby/H6XDSEG3Q3PECXNJBTMeJnR+GutOczBu0k6KqeQTuWEFJWFIXjVB1kYenRzjZMMy8Vn/mpTOZdM4klpwa4K5jTxK2kB3kFE7z/uziRFlfY6zRcLLgVTR545L9gNdLcOIVVE0aSO3wvhTlf0AgXGy5TWuSQIDgvDmsuARr12MXzT/pSJzCgSJVvE4vUqpElKjl9yWqRBn222E4hbNZ/P32S2437HzpEi6cQPGh5nkeQ86Aukd8+KMC0JksOhwUjb0G36bXMtboF4ybRPWA9ZSuvgFVVQiJaI/u3GeG2Vd6NvA/UsrtRhtIKbcLIf4A/AjNILeVGDBXSrlFCFEAvCuEeElKuTNtu9eklNfm4Hg9lhVvr2Bm9Uztj9PpnJVMDm+gsiHE2wPpMo2IcolXga/shb+do/980i0et6umHeaABg+sGaHQUL8O3z/XUf5DkhoAZW9GGPIZvDgU0/dRxJ+c8e0HuWexNeNvaviBj45/xN0b785YeRJ2wYHe2uOaoQ5Kv/IGar0k9HZ2bVrTM7+blt2Guv2hzCdiQ77wcuMF32KgfyDD+wxn1foH2ah+YPn1TUrzPKOEUV6xeQUOA+W+mIyx5jwvzwyPUf10HmXvNYHPx6ZrHPjXxhNt451Jk9n+cdGfwMXFlP/9Ht39pq/oS740ibr5R06KjH4zzL7SlwPLLexjHdpqvc1IKQ8CB+OPg0KI94FCIN3425hQ90XdCcOfoJsbzJDnRL/0nkbYBXkq5MVolWcjLxp/XYqnJVF2lRDIKZ2uraYkMC2A6fvYbKXUdxDVX1lO6esziTrSjpMFPrePo41HM0rrgrZ/6RAEC9yU3gLBlMY4Vhut6AkHRZQI0Q5ub9FdURywYMICBhYMBOCpZ+63XhtmgkQya8wsVryzAkUqLfp3NMgwxDUr6hrL8Q8fBUOHnsjpqKvTkjf37NFKOwMB8PspAOsKf5Cx6+PJgNnHmQ9YkW/4Ir5tThFCnA18Gf0apbFCiG1AHXCXlFIvDeSk5Xtrv9fZQ8g90lqfgC6NgdH0RUC6HDS5s89Dd+Ag5nWAGjM1yIkkQCkyZ7u3WCldewd1X/kmVX+ez84jOznW203BiPPZU7+PDXs2WKpddwgHffL6WFPWE7B8jGT/aQpN0Qjo5B0qMl6WVXRTC6nWoAfD7mw21hm5bGTSw3Jt37Gs/8/eNk++Q9EQQgjq5moLlCf++YRu+Ed1Oam6cZRmoDdtOvGE32+o4mhJ4c8miZAGAiBCiD3AIinl7013IMQPgZ9IKXOWJimE8AN/B34tpfxL2nO9AVVKWS+EKAUqpJRFBvv5AfADgP79+1+8atWqVo2nvr4ev5Wkoi6AKlXeO2SslT/YO5gD4S6m8dsKetJ51EXqGOw4lQPKvzNmQ+shEEgLrxsQBAQcMrmUBYIRfUdkvGGqUmXb4W3JlbzR5yEQCCEo6lNEU6yJ/Z/vtzRWIKOHoY+rN0MPxL0CqppsBHP07DP4JPyZNS9DGj3luoLcnItDOLQKF1Vh2+F/orbR+AsEZ55yJv3y+/Fp8FMO1R8y3PYU7ykMO20YDaGGbnP/NaMz7Mj48ePflVKO0XvOzPg/BFwNXCSl1J02x430O8CLUso5uRisEMINPA+sl1IusbD9XmCMlPKo2XZjxoyR77zzTqvGtGnTJsaNG9eq13Y0lVsq+cFz3ze8vT444kHu2n1Xzo8rpLaqzDV5uGmSLRON2us82hOXojXtcalxtboI/Or8JVzylUso7l/MgMUDDNsYt5W8CCx7UfuMZk/WL3fzOD0smbSEmZfObPlkGpVbKpm9bnZyRa33ebiEi+kXTGdZ6TL8Hj91X9RRuLQwJ+cD4I3C0f/bUvBnXqmbRZe2LjkzeR49ILckF98Rn9tHxZQKyi4qo+b5FUx6cyaNLjKGjcw8LQfnHmSAf0CLaygdr9OLx+nhiYuf4NpJxilepqp+XYjOsCNCCEPjb+ZIfQDwA68LIUqFEMnbhRDCI4S4Gngtvs2CHA1UAH8A3jcy/EKIAfHtEEJcGj+HY7k4fk/gvf1vdXxuXzsZ/h9c/ANwOrr9TThBzAFVT8FvNmrtaL92wMFgx6lJ7QCjiXhGLLysyQ3X7IbAduMvvdfhYcaFMywd0kp3PCEEYwaNSZ5X9Z5q8lzZtW82wym1UEbQo7U/TrRBHvI5eA0imnkOD3PeduGO0eJ96+XqxQD/AMafPb7HXHNtvRmk6jMUX/VtnG6P4Xvji0CByGPmJTMNP+c8l3XNirASJhgJUnu8Vr8klBN9S2avm82i1xcxe91sCpcUUrO/JouzPDkxfOellJ8BVwJRtJV4UAjxqRDiABAEXkDLzr8yvm0u+CrwbeBKIcTW+E+pEOJHQogfxbeZBmyPx/x/C3xLtvqu2fN4fcf6HlGj7HV4+dehfxFVWy8M1OUQcPM0mD8RXj0L1g1TOaD8m8Ilhdz/6v2tclMn9puJPOHmhannUSC8VKfVUfvC8TrqU2dajo9mUhoErSph3kvzkjfj2mO1NMVypzbZ4IGXhsHpP4EfXQuLSmBmKfxkXJSwQRlhkxLhjn/EOL4Ilr2gTcKu3g3LNnr57PaPKCwozFoQqSvjaKOqpk94k8mfVTuqDCeorhhM2wF1jXcAGH7OTbEmnt75NMFwMNmGt8BTYKjymEBPHdKwKVSqqp+NIab5m1LKXcAYIcQVwBVomfcAnwKbpJQ5nV7F92d6tUoplwHLcnncnsTuaF3Hr1oyHE+okIVWDABhNcybn75pPT7cTWh00+z9UpEEI0EWv7E4Y6lcW2giyp4hPgiHKdlvoJdf3vKDNHKplg4vZZY6K+NxE/XcE1ZOYOqoqeS783MW2siLQtV5NHs/IxYy0s+fCc8+CV4Vzv8Mio5D4CMn/mdeoH5Ifzbt3ZST8XUFWpNDkopQVRpjjcx7aR7bDm8jJPTDKTEXfNbbwa/67eRQ/Rmmn/Mre1+hcElhMpmwbm4dN66+kXUf6vfNUKWqK7tr1hQqoep3smf0m2GpeENK+SrwajuPxSYHKG3Vz+9C9DTDDxhOlNrT8APku/Op80jmTXZQdEQlsF3Ty0+i0xVPr1yufH05CycuZP7G+Vn1aoioEdbsXJNRoyAbmjLEnnURWghk8rfBF9VKIfMjcKdo4NoPf8PY/B+1+2fRpYnnOvjC2oRdcQvmvTSPhlgDDrMosYRXzlJ5sX4d+Tv1RXwShJUwYSXcrFxz6qipvLZfX6THIRy6srumTaF05KRtmtNz/Fs2AOR7/F3O7S8kILWVGtDlxncy0BBtYE39ZhaNVZk9GQrnQs2ZKRukdcUzc6nOrJ5JMBLM2oXfWsOfF6HZ9eMLa49FWzr0iBMaCA0ebUKwxlvbMyecWeCJQfk/tLwUhwqNRJKG3LSkU5AUgrLayCi12VNgdMB0Mqknu2sWejrZdPpbg238exh5nl5dLllJdQIi3p/9TS3b3caEXNqflH0lhX+8Wj/zZPc/v79FV7yV21YaNtzJJXqdAz1ODz6Xj3lfncd8/xSWveTk4IOwrBrmvwYV6+BHb4PMru+QTSYkuCR8Y18eXrcXNc9CH4g2XKupq/Nth7ehqC09LvnufIr6FOnmopglDJ5sOv2twTb+PQzR1Sx/CmGX5mq9yZZkMieXH2Em4Z9iJyxc2KwrXs3+GsrXlxNWDNqf5ZCYGqO/rz8u4UpOBBRFoUlp4m97/0bhJRO4aadgQCilre97MPooOHtQLmiXIK4MWToddsy/TVPbs/Ca1pIXheG+wUkvU2OsscU2Dhzku/U15FITBhMegEQr4ZNNp7815ECw0aYrMey0YdTV13X2MPQRsHQsPLARnjifLuehONkIeWFPb4XggQ+p2lJJ7bFahpwyhPkvzc9pbN4MieRw6HDiDyDecEjC5k83s/nTzcwrd7B+ZbzRT5zAdvjhNR0yxJMO1eXkuBLEJVwZOzW2hSYXXPPPMFVe48Q9ieR443HDfdiqfq3HNv49jCGnDIFPOnsUxkQd8Iiu5IRNR+MLg3S7KOz1MOo6rfua2+HuMMNvlQanytXT4eDiE4I+BREYUwebh2R4cXrHxB4g3pMk1eWe3oa4DecYiobo16sfToeTmNJ+xj8vCi98spHaYeebJu5l8kDZOv2tw6ylb2k2O5JSVrd9ODZtpb+vf2cPwRTpgD39OnsUNqDZh2VfjhGSMU3Ng9Yn5bU3EadWmphaofDtf8LmwZgbOmHwuwdw1Vnj+cfeV2lCQRW5U9n0uX2MOn0Ua29ey+Q/T8769R6Hh4iaOV+kyQM7fDGO1R8y9DL43D68Tgu5BzZZY7byfx7r82SJbvsNm45m9Bmje9bqxiZ3pK5+gS9/Cq8N68wBWSfigp39YNkl8PwI7X/nGHuDezR9evVh5piZPPjGgzQ6TiTJZaulYUQiWc7v8TP7stk89Jb1NsiXF17OqXmnGtbsp5IXhYebXsXxvtMwvOAQDvr06mP5+G0iGGzRJIqCricTnCvMjP/QDhuFTc4IjA7w/bXf7+xh2HQGmSZ9aavf17rRN1xIeOjyeGfHxHmcpJPc443H+dVrv8rZ/hKhHr0WuL8c/0sqt1RSH82sludz+7jtotuQSMOa/VSa3IASBh1ZhXxXPk6Hk+rp1cQ+6oDMzpoaKC3VGkSFQpruRXm5VgWTkgzbkzA0/lLKfR05EJvc0BUbWthkgYTrdsFzI+N/Z2Pc4tt6HB4UqSClzFib3V2Q6JT2daPxd2UcwsH086cz/uzxLZLlCrwFvHjri83Ensz2EzgvgJSS8vXlhtvl40Fxat0e9bQi3A43N46+MdkQatNHm9p0fhkJBjXDHzzRAppQ/DxLS6GurlkZbE8hq4Q/IYQLOBNo0bVBSrkzV4OyaT3BcDDzRja5JdsVaCIxy+A1z4/Icn9pWIm3djtsQ99uhJUwa3et5ZFrH9HNkk/PqJdIlm9ejkQmlR/TPQbV06tbqEMqUmHquVMZf/Z4dhzZwdI3l+qOJ6pGGegf2LaM/Wxc+FVV2opfD1XVni/reQmFlox/vM3ub4EZgFH2hR3z7wTStddz2TjFxiJZZpE7VVCMvi2i+wkguhx20VB3J5MWfnpG/b1X3NusvK60qJQXal/guV3PJXtAmJXgVW6pNGz922Z1vmxd+LW1J1b66YRCsKdnygRb/db+H+BaoAx4HJgJhIBbgXOAO9tldDam6GmvR5WovUrqqkjwR+EOdQwV8p2kHGoLutHn53P7uKfkHq3Vl023JVst/NTJQM3+GkYuG5lyH8qn/LlZVG8vpix4GkycCHmNUPWr5Co8MDpgGBpokzpfa1z4RUXaBEFvAqDT86LZ4QwaX3UHrOaH3gT8HFgd/3uzlPIxKeUkoAa4oR3GZmOCkfZ6RI10v6VjT8CiwR51CMLbtxJztSI1W6b9bgs5ukYcwsF7h97LvKFNl6a1q239+1ADQcKUFm3mYM16Kp/8CfOevZPKjYsI/uS/oLCQgre3ZVbnCwahshI+/VT7HbQQ0rTiwk8nENB6W+iR1vMilZr9NRQuKWT2utksen0Rs9fNTrav7g5YXfkPAXZLKRUhRBNwWspzjwNPAD/M9eBsjDFrZ2nTRRGaKM3mM2M4W7O8z2Wteo68Cz//+s95oOYBLh9yeW52aNMpZL3ajsfUqz5ag+rVzzGJOmDobK2XR8iriUqV00D141BSWkpJXZ1xaCDVdf+LX8B991nLvm+NC7+gQNtveqjA4WjR8yJ5+imTnuTu45Of1G6FXRmrxv8gcGr88cfAFcDG+N/n5HpQNpkxa2fZndzGJx3xz0bpau6ZVpbNzX1pbs6HctLQBUoV81x5uB3u7LTwUwxz7dgQIQNb3BTv2ZTQ5wvFs8VKp0Pdwwr+qir8ZWUt8wzakn3fWhd+SYm236oqbYIwfLi24jc4jtniK1P+RFfBqvHfBHwNeA54FHhQCDEc7XMNAE+2y+hsDEm0s8xUS2tjYwl7wti+6FV4tON7rtctUY+mWBOrAqsoOdNiLXuaYS46rq3oQ3pp4AaTGxWoGtpAmVEiXVuy7wMBzUOgh4kLH9AMfYas/kSM/9F3HzWVJM4mf6KzsGr8fwr0A5BSPiS0xsvTgF7AfwO/bJ/h2RhhljDjcrg0TW77hm5jc1Jy06ibcEQdlhYIU1dP5aEpDzGjeEbmZLU0wxzYDuVGCsAG95+QF/b0dzVbhTdLnPtoG4FoCN2RZMq+t+DCb22SXnqCtRFtrlboICwZfynlIeBQyt9LAf0iTZsOIdHOMj3b3yEcPPa/HuMbVd/o7CHa2Ngk6OCJ+LO7n+W7l32XihEVPLrlUd769C3DbRWpcNeGu7jn5Xuonl7dzAvQwlDWbqcgxaVeEIHqxzVXvopm2D1RUByaKmNMx8L4wjD8c2dyFd6iasnrpXwurKmC/adCr95QeZE20Shwm2ffA6YufL0KqfL15RnPu3R4aYsYvxFtqlboQLIV+TkVOA8YCNQBO6SU/2mPgdlkxm5naWPTA2iH2L+Ukv80/Yeyi8qQSN6te9e0PW9YCRNWws2S1XQNpU+hekQeJbtP6ImU7Ie6xXD/lS6WXqYihKrpWBiktTiAwPQHkqvwFolzhMELk78Nvij8wg/3TdY8DNXPqJSkuO4NV/E6LnyrSXp6532nvDNjhYye2FFXxqrIjwv4NVp9f37KUw1CiBXAT6WUXbMdWA/HbmdpkxVdIMnMJo12+DxSW+EGRgeYVT3LUnveRLLaTaNvMjaUUzVjn2ivHPTAymJYekmMiOCEVUnrweALa4a/+nHw//vnMOMHVO02qVoSEPLEj51MFhTUecCPvs5JYhVf3L+4xaTASpKe2XmbcXnh5dx20W3davFldeW/BPgBWmz/L8BnwBnAVOBnaHK/P26PAdq0Evsm3zXoKp9DBklhm55Feivc28fcbqk7Xyga4umdT/PUzqeSk4d01F55VF0sKfuni5q+IUqnQ9iptV3Ww6vAlR/B1PchsCM+afBpiXu1Z5pULekd2yEyGunJf56MA0cz+eHy9eVcN+K6jEl6rSmhTjQ06m6LMKvG/9vAPVLKJSn/Ow78Ol73fy+28e9a2Df5rkFnfg4S3IoWi1VsBd6TCkdMoc+/m6hZPo/Sz1egZlFa+sreVwwNP0BIbWLPz8oJHhhG6aflBIV5L4mwC4oPQ1mqFlQ8cW/I+UMsjws0I73jsx3M2jfLUMq8IdrQ4jUAf/ngL+S78mmINbR4TSJJb/ex3VlXUHWXGH86VmXGVGCHwXPbsTXlbGy6FhJu2g4zN5v0EbDp2sTvqt4YuBRwxyA/bpN90o0/DLfscOKJadsA+PBQENZc6xw+TOmniwhG67MyaGaGH+KGsv8oqi72onoylxT6wjD8ePo/LSTu6ZDnzOPhdx/miX89QVTNLtLsEA4UqdM/mBMGPFFCrXtsVx5ep9dYkbCbYdX4/wm4zeC57wN/zs1wbHJFL2Ev9U52Lh1+BcvGCtsL1M1w4sDr9HLTLifuGCgCYk7tY1QcMH2Hk1nx5P1nhytEXCClNjmY9VqEusVQsruJ470wa+jcahyRKIF3Gqk9uMPSpMKB5u5v/k+t5v6Tzz/J6thNShNNsSbT5EUjGqINTBs1zVRSODA6gEPom0W3w83e2XupmFLB/K/Op2JKBXVz66xrJHQxrFqIfZsee+YAACAASURBVMBUIcQOYC0nYv43AAXAYiHEHfFtpZTy4ZyP1CYrJp0ziWf3VNs3/pMVAX/ou49YyHbKdTcUVBQlzOovNf9/JH63/ssogTMSpT5FWCcSX4A/+BV4dyDcsAtOdRmI77QSTww8ClQ/HsF/bD5FxTF8U/IIqfrud6/Tiwcn1c9I/G4HRFrW3GcSK/M4tYw/n9tHTI0hhGh151Kf28f4s8fzyLWPGFZImZVQV0+vZoB/QLeL7Rth1fgvjv8uBM7VeT41F0ACtvHvZFZc/yjPLins7GHYdCLvh/bZk78eSCMxPAY+W8UJG4fDxnNgsQ/yoidkdttKs0spFCLwDpR/Hd0m726Hm8WTFzOjeAb+2RjK5pqJlfk9fhZOWMiph0+lYkoFO47sYOmbxvIyThw4HFqMSy8kkHDtZ6qQOllKqK2K/LSiBZlNZzKo96Cuk2lu0znYn33XQoJDxF3xie9ma76j4sRK32wbKaAph9G/sEv7KZ2ulfoVRKD66TxN4MflbLFKTrrDPRjK5pqttNfcuIb9X+wHQCIZdtowfO58QtGWCXtIEKpKFJU8Vx5RNUqeM48mpalV9fcnQwm1HRjuwQhpZ2La2HQV8mLw8e/yoLGJ+RNhV1/tO7ptIDR4stuXQwXVwpLMoWpzCwcQzZD42cvVC6fDiZTSNJavCKgarWXvl+xuoq6xnKobR7V6lay30h5yyhCmrZ6GKlV+MfQX3LfuPgQCGTOI9cfzIoBkWCAmY4wZOIZRZ4xi4YSFDCwYaHlMJwOGxl8IMQr4UEoZjj82RUq5M6cjs2kzLiGI2ubfxsYaMuV3Lr0mEvKjsP7PMOCoZpj++Kz2VNADhUaNEU3G4XK4iZA5212NG0T9HHeNfFc+ToeT6unVXDjgQqq2V5lKAjd44G9nx0v3fD78w0e1eZWcutIOhoMULinUreHvJV34I9pbk5ASjrjQfZ9iaox3Dr7D+0ff55n3n2kh4XuyY7by3w5cDmzGvJwv4byyC4q6GPkOL5/TuuQYG5uTjlRFutS/c7Bfh4Rzjmsa9bV9tG54ge3NtfGjDmvx+V7OXvz15r8yrWoq4WgTEbLPfE/gEi6KxQAuD53GB888SvGtCyi7qIzGWCPvHXqPiKJfw79mFDzyAvgzdcrDRILXADOhHYdwsvBVQV5DlD19YGt/WDfC/Bz1JHxzNdbujJnxHw/sTHls0804Nebicyd27NfGJhvaIcMpKmDYf4FTPbFivaMU5rwJ974Ku34LQ2envShNHtcTBY8KLw7+MSXnTKLuroOs3LqSOevnZF3zniAmY7wV/og33JD/2buUL36MhRfM4e6PHzU0/ABOCVUXeylbVG3Y8x7MJXiNVuG1x4xV/0KEOdDbzYJ/aH9XXgSvnWWtqiEh4Wvkpch2rN19omBo/KWUf9d7bNNNqKnhtCP17LPDXDY2nU44LaafSNhb9FVYcQnc9i6oJpN0pxKfKLwG/nJtQ7/Hz8xLZ1I8oJjJf57cQtnOKoncgUTewcwPlmZcMDR4YM/PZmod9Ayw2kgnHbPyP5/bx/DvzoKaFaCqBLaHjFsKp5GQ8M3FWBMTBUVVaIg14BIuZlXPYu3Na5l0ziRrA+pkLM1xhRAThBDfNXjuu0II2zPQlQgGobSUCw5jZ/zZ2HRlBNR74aGxEDVaigmthG/FpUB+PsFhg6ncUsm8l+ZRuaWS4v7FHL7rMMtKl3H1OVcz9NSh7T7sfHc+deGjyTEEwy1b3VpppKOHmdCOQzgI/K97tZa9FRUUlM+nevA8Ctx+Q2W+BAkJXz2yGWvqRCEhFRyTMcJKmMl/nsyGDzeYjqOrYDXb/9fAMwbP9QN+CIzNyYhs2k5VFagqCzbCY8WdPRgbm5OI1iYLWniNKuD+sVFWHJmPuk62cE3PvGQm37ngOwxaMqht47QwloZoA2t2rKEh1mDoHjd136eswvXc56nlf6DTLjelfLAEqIvcS9X2KnYe2cnyt5frShSbafBbHStoEwVFNU6hvGHVDRz5yZEurwtgNbo1GnjH4Ln3gIzVADYdSG0thEIMqodb/oW9+rexyRUSHhj/gOGNXbRjfk3IA0suVZpp9YeiIYIRbSVaH6mnakcVUhp/4afEhnKZe2ir84ASintActWbPoYEZjr5LuGiLljHhg83ULikkNnrZrPo9UXMXjebwrg4Wd3cOiqmVDDAPyCjlG6iWmDx5MVs/M5GUwlfPczGmu4xqD1Wq9scKIGiKlRtryIYDjbz0GTbLbC9sWr8Y0Afg+f65mgsNrmiqEiT0QQeeV6T5bSxsWk7HuHiDP8ZvDj9RV0DM+kciwHoVuBUQRhY7YgS4cbVN7Jm5xrTGv0L3/iY2577lHzzRny6eJwepp47lXxXvu7z6e5xM/d9TMZY8/4aJv95MsFIUHcyA1B2URmFBYWUXVRmeSWd0A3IRoM/Y6ghxWNQ1LcIl0nvlKga5dF3H2XQkkHNJjXbDm+jZn+NpXPoCKwa/xrgJ0KIZmkr8b/nAq/lemA2bSAQ0PSz0UqJnnsSe/VvY5MDIsSo2lHFc7ue44EJD/Cbib9JGphds3aZuoNzcnyhv/+wEmbdh+v4296/Gb420V0vsCWCM9P9QKZ0CoxAQRhevnApQ3oPMVz1prvHE+p9BZ4C3QmDWYKiWU6AFRKegAUTF1iaOKSONZPHIDA6gNNhXtn+Vt1b1Eeae2hUqTbzjqR7BvTyJtoTqzH/n6JNAPYIIaqAg8BA4CbgFKBn6yB2NwoKtMYZpaWgqkz6KMT6P8ENN2uKYoAt/Wtj00pe+fgVXvropWZxaICRy0aatsPNc+Ux7qxxvPzxy9mX5km4c4ubR8d6TFf2ZuV5Amh0wf1XwO1vw7JLoMGgRM4Tg1+/DEd98QnDDvAvm88H6x4wz8RPS6gr7l/MAxMe4JF3HuGDox8YttRNxywzv72wqulf4C1g7c1rmfzn7L08iUnNyH4jsy6BzDVWtf3/KYS4BPg58G00V/8x4GXgF1LK3e02QpvWUVKiZcTGG2pMGjyYIzLMOnozx3cVDze9SlOGvt02bcSeYPVIEgYsYQCv/tMUUGLUy8zfp99O+S33/f0+Vm1fhbTqjpPw1zVOrlz2PH94Y5rl1yQm+r6wpvOvCJg/UauJz4togkJJmeD0XgMCfjFeEyAq2R/fp1slsENQbuTKV2PsOLKDyi2VBEYH2HZ4W7NyuGwwy8xvT6xq+k86ZxLrb13PDatuIKpEs5rU7Dyykznr52RdAplrLGv7Syl3ATe341hsco3f36yhhh/ot2kTS27ZwDfjdaqpF6BNDrHDLCcNkaaQNsfLcDeNKTFGLB+BU2rG2CoeBY5eeyUF4yZRPSyRBa/oN7hJIKB3GOa/BoO/0Ix+agvgpngAN6ktkPY74tJ+Ek18/BEgFKLgowNU3968EU+igY4QgqVvLsXn9jFn/RwUVaEx1mj9RFNQpEJpUWmrXptLzIR8Jp0ziSM/OcKNq29k3YfrLO3P5/ZxtPFoxrLCjmgqZHfrO0lJuLgG0ruzh9IzsVf8Jw2ReLe7TMSkFkRXsrw2Ii7Yc7p2gJIzS6gbu4aK5xWm7BF4DKIHvjCc2gQLXgav0vq5aNgJN07TlPSCp+bD8OGUnFnCrlm7mDpqKmMGjkmeV6KhTigaoj5Sn5Xh9zrT4g8SRvz3COZtnMenwU9zGhO3Gmuv2V+jW4mQmrTn9/iZOso4CTIdh3DQJ6+P5bLC9sSy8RdCTBNCPCGEeFUIsTn9pz0HadM++D1+rooOsVep7YU9ATgp8ERPJMe1y/5jsLVfVDNUx+rwXz+NsjfCrF4t8RpUjzmAPnHbW9vHmvytHhGXpp0/ezIU3t5AzVeHULO/hpHLRvL0zqd55+A7xNTWnbzX6aXAU8AzgZYSMk1KE/XRehb9YxGH6g/pGt7WYMWgQ3MhH6OyygSB0YGMbn+P05PMDxl9xmjLZYXtiVWFv58Dq4FzgU+AHTo/Nt2QBYO/29lDsLHpWkiymhB7VK1xT3sRccG6vRs1Q7X8HGoGasv9RFOggrC20gftd0FY+39iTEXHIa910v9JQl4IeuHKp65lwsoJzYxia7ly6JXUza3jaMNRXA5z14mR4c2GbAx6Nop/Bd4Cpo6aanrsCWdPoLh/MSVnlmRVVtieWF35lwELpZRfllJOl1L+f+k/7TlIm/Zj0PW3kNeKml8bmx5LPOHN7GmAfDwUhOHpKjrEexaKhgjKJkqnNlEfj9mX7Ndi8hXrtPh+xTrt72SSHlC6G5osZ3eZE1WjRNS23zB8bh9Tz52K3+M3VddLpy0lgNkY9GwU/wDGnz3edDU/ddTUpMHPpqywPbF6SRSgZfbb9CRqagjecDX5ZfEEINtNbWNjTjxZz+1wowrBM1Ww/9Tcr/ydwolTOHUNrSqgajSUvaf97Y+ceJzEE58d+HxUXxAjzyFpkjpGOz3Lv4NIXeGaNfJJpy0x8WwMesbmQmmu+cDoAHPWzdHdd+Jc33n9hEiu1bLC9sTqyn8VMKU9B2LTwQSD1Hx/EoU/rOd4L2zDb9PzyYWBjn9PomqUJiXMtADs6Gctpu6JaWNIeNryIuiGGPLd+QRGBwxX2CEP7DHSWwWtymfJEhgwACoqqP3pHfqGP34+Zx9v37BFi+G5/c1WuGZu8HTaEhPPRsI3W9f8tsPbUGnpVejl6mW4ms9WiCjXWDX+LwNThRD/I4S4RQhRmv7TnoO0yT3BJ1dS+o1Ggl7smg+bk4N2mOCqwPH8EzF3IxwIbv7AxcEVvVj2IszZ7NS+dzohBgcOxg4Za2yoHHkMb/BCXl7zJ/LyCPbxU1l5B/NG7OfoaV6Ct95E0YBRpkbvSwPPS7b1bW+8Ti8Lr1rYTMhGzw1uRFti4tkY9Gxc84lcAj3FQqfDyYUDLmzVeNsbq27/RDDkbGCGzvMSMNc7tIgQYgpQEd9fpZRyYdrzXuAx4GI0oaGAlHJvLo6dLWY1oF2dqr3P68xTbWxssiHkhX6hzPNnFUnBrd9jwJRLKduzh8qBdTjrnwYdt7JEIhDGhsrlJvD8bnjmBdi5E44dg759qTnHTel/lqN+uJzQByGWjFxC4ZJC1ty0xtToXXPlD3lt4/xWJ/D53D4iSsSSamFYCXPg8wMt/p/uBpdSsvyd5ckmRS26+rWChEFPV9YTQnD7mNv51d9/1ew+btU1b5ZLIKXssLr9bLFq/Nu/QTQghHACy4GrgAPA20KItVLKnSmblQH/llIOF0J8C/gN0DHpkSnUxEVyOlOesS3U9oVQ65JmbWx6Dm2MdfvCMOqoll3/9RlxtTyD/W05uh3KfgdA7UvzCL1uHH8+8MWBFoYq35WPIhWuG3kdq/Y+T+DWE4uNYDhI6eJBBKMnvtSqVAlGgkxbPY01N61h2uppze5XCWNa3L+Ye16+p1Xnf9XQqwicF6Ax1sh8CxMIM7d9urrevV/X2vTmfZpHxZSKnMTEW0wykCzfvJzlby/XvY/7PX7Kim7SlFJf2g1bVmm9UwpOLPKyTQ7sKliV993X3gOJcymwR0r5EYAQYhVwA5Bq/G9AkxkGWAMsE0IIadbHMseklowk6Ax5xrZQNPZafC+sJ+TJvK2NTY8lYahl2uPU50xwENe9j0DxIXiv0Hjb1JVxUd8i8l35urK3CQOZaqg2fLiBv3zwFwSCJ/71BH/94K/NjFTVX+9HDdVrfe7TUKXKJ59/ktzXjs92cKzxGH3z+/LB0Q8o7l9M9fRqrvrTVUmhHqtcPOhiyi4qIxgOWppAZOO2T0wGNn2xiXEXjctqXHqke2rvvPROvrT8S9SnTJha3Mc3b032SCEU0rqllpdrvVNKtEVetsmBXQVD4y+EyJdSNiQeZ9pRYts2UoimI5DgAHCZ0TZSypgQ4nO0XgNHc3B8S1gpGemKbp5UAhfPoPyVeaDk4mOzsenmiOaP3VFQnaAY+fPjE4SFG+PSt8D5R+C9QRhOGkadPir5+MzeZxrq3acaSCkl//rsX6zeubrZNon4cumfr6buh7upfWwpoUv1j5tYffo9fkb2G8mc9XN0PZY/uvhHPPTWQwYn3BKP05M0bHou9VSM3PZ6oVOg2f+GyWGWx2SEnqf2TnknRmtGVaqsfPN3eO/+KbWXhSk6DoHtUBCKn1dpqdY7xe8nMDpA+fpy3f10ZN1+tgijkxdCKMBYKeVmIYRKhlxZKWWbY/5CiBuByVLK2+J/fxu4VEp5Z8o2O+LbHIj//WF8m2M6+/sB8AOA/v37X7xq1apWjau+vh6//8QF+2nwUw7VHzLcfoB/AIUFJkuATiT1XOoj9dQer0VKab3JSBdhsHcwB8ItY4fdDfs8uhaJ8xASECLj98KhQvFhLVs+7ITt/Y23Pe+M8/A6vahS1bLDDRYQRX2K6O3tnfx+Gm0H2nGHyN4QDPJJgWyWuJc4FweCIaecSZ9efQyP6xAOBvcezIEvDpgeLxWB4MIBFzbLJ1ClyvHG44SVMB6n5oaIKBG8Ti99evVptm3i/BKvS89LSPyv0FtIXn4eESVCWAnr7suMTO+38flpzZFUoX3OoAkm+SNoLdOHDIF+/UzPpahPUXKyk25HOoLx48e/K6Uco/ecmdv/e8CH8ccdJeJzABiS8vdgoM5gmwNCCBdaS+HjejuTUv4e+D3AmDFj5Lhx41o1qE2bNpH62sotldy37j5DN0/FlIqcuKnag/RzqY/Us3LrSuasn5N9m9FO5MERD3LX7rs6exhtxj6PrkXW5yFhXg0sfFnTv7+nVFPkS8fj9LBi5ArKLiqjckslP3vjZ8b3j5EVjB89nsIlhZYab83/h4N7/q5SOFdT4Us/lwLpoe6eY6zavsr0uL+Z+Bvu23af5WZf8746jyvHX2lp23SC4aDl83twxIPc9c+7kmGSVC+Clfwqs/c7W/xhOJhodDR/PixYkHyuPlJvmhyYfu/tbAyNv5RyJYAQwg3sAT6WUqYb4lzzNlAkhBgKfAp8C7glbZu1aBUHbwDTgFc6Mt4PdFs3jx5+j5+Zl86keEAxEx6bYNoP3MbmZMLj9GT+PghYMlbrnPenC/QNP2ir30TiV6YEsR2f7WDWvlk0RjM3xnGqMLheUICH6scjlE7Xyg9DXm21WhCG6sFzMirpGSUZGuH3+Ln3inszjs8Is9CpEYkwSbb5VdkoCCYxSASt98D9X4OFb/pgePNYvtV2wF0FKwl/CvAKUErLVXhOicfwZwHr0Ur9/n8p5Q4hxC+Bd6SUa4E/AH8SQuxBW/F/qz3HpIdRyUhbS1E6k5IzS9j7X3s5+6GzcyLfaWPTZbGY0Gd1TRF1wuwpoDgxNBqJxK9gOMi2w9sM95XnzOPhdx+23CNeETB/nELxISj5WJP2rRqtiQANOQPqfufHv08z0lYS08xK7nJ5n2uVQU7Dan5VNgqCSYyujfhk7973BP5A91nk6ZHR+EspVSFELWASzcodUspqoDrtf/8n5XETcGNHjMWMriDPmGsGFgzk5RkvM6lyHI0OpfkXIIsMaBubzkCo4HZ5Mk5eLzgIu0+HJrf5/iQSv9uPqsRoUE2y4EXc8Mcf624iBENOGcKgxYOaZZen06Rkl22PgHovlH7HSd1/98IflpS9p2Wlb7rGgf/ZFzXFP6x7LI1K7nJ5n2uVQU7Dahmd2Xm3BgFUPTyTsg6O3+caq3X+PwV+I4T4l5TyX+05oO5Ed3PzWKHkzBI+K3ufldNGsPIC2FKorS5cCsQy3CxtbDoT6QAlFsmouLPrdFj7JFx3C0ScGBpsVVWZf/kcBty3iEdHwVuDjbfNxPe//H2mrZ5mavhB6xnQmtwb1eP+f+3deXxU5bnA8d8za8hMtAIKCFIXUIpWXADLNfaKIkK01oWatmrTNtZWwaqgF1S628JFQbGKbaVeaV2IYqlWIiAordQVd0CB4AIYKJtL1lnf+8eZCZPJzGQm28wkz/fzySeZmTNn3jNJ5jnnXZ6HiqdnU76xAKqqrC7po45qWo4Gbe+x7IzPuY4IyOkuo0t03IXOwoQZ+dLhd0BV7/y/Cko3+M/EWk73loh8AvyHuNn/xpgkC01UvvF+eSiTf3AvkydPbrpv4Slw7YRIASClcpGxrv6xkTJ5T9AGi06yTmiTjdEDhAkz88XfcK/NxbN/hb43gb+NJ8Dv7X2PULj1bvy2TrqtC9RRVbcDyg9MQGPNmhbb5UqPZbITkbAJIyII0hSkkwmEAjQEG6jx1bSaWTXRcR9x8BHNEh+lK5fX7mci3eC/AVjfmQ1ROeaaa+Dii60ZrZs2UTrsaKa4HgOC2W6ZUokJBB0Hfk4mZIdHvpr+bieP83PxWzBpIzwyIvNmefzAp58mXdcfJQhOm7NNc24KnYVU11Yz/dnpzdbLJ5IrPZbJTkSAZvcduudQilxFLYK0P+xnxqoZ3LL6lhYz/5OlXo8/7upp1dz2z9u4/aXb056AmG+TupNJN8Pf9zu5HSoX9e8PDz4IWDWdL6kI8sj7j6V8ilIZ6+JyspD5680YB2M/hie/QsZZMW0Gznv8TVaNcxA0yU+eDabNk23rA/Us2bCkaSnc1BVTeeTUR9q0r66U7EQk9r41a9ZQPa064ZLkRDP/M0m9boxhwboFaQX+Qkchdps9byd1x0s5OiYivUTkEhGZFqnm1yWT/lRuGjv0HDy2gtY3VKo7EXj3MHjuSGhIt68UKPRFlto9DGXv2rFnsCDZbU+jRjDWHIGo2KVwNf4atuzfQq2/exTwMMbw6ievpszIV7G+olnq9eiJQfT9KHm4pMX7ke6Sw9Lhpdw98W6qp1XnRe2WdKRK73s0sAqrkl/UFyJyqTFmZWc3TOWepkk6/gxnJCuVSq7PnTLwxuHWF0LrK18MnLYdfvTmgbz/0MBTO8Zy7qDnW325QmchFx53IXvq97Bh9wZ21u5MmGnQIQ5GHj6St3e9nXhIwRgm//pr9D9kEEPHnE/pqWV5U3U0Vq2/loHzBtIYbEzacxKd+Z8qmIdMqMXSwNaWHNrFutIff8z49h1EDkp15T8HK1/EGUAhcDzwJvDHLmiXykHRSTrdoctL5aBsZ5hO9frCgWAf+3MCHj+segjK3zyQ9x9g/F9fZMUlf8dhS919UB+o5/GNj/Pi9heprq1OmmLYbrNzcv+Tk84lCGN41LaBObUruH7ZtQy8vT9rt62FmhpYuBCmT7e+16SX0S8banxWD0aNvyblZEiHOPj4s4+pWF+RNJjXB+p5/qPmJ1/RJYeJuO1u5k+c3y0DP6QO/mOAmcaYfxtjGo0x7wE/BgaLyICuaZ7KNcWDi9k5bSfTT5+OEzuu6Il4tj+4Vf7LVg+AgRN2waXv25puN33P9O/awBkfw2++bq2QqYmdH2C3M/6VvUwZNaXV3QTCgVZnoIsID7z1AAX25ENxgUj+gToX1ITqKVk0ntojD4frr4c5c6zvAwfC2rUpX6vGV8PCNxYy/dnpLHxjITW+NE8Y2nmiUbGhIq3tgibIoxseZdWHq1Jut2TjkmZd/6XHlyatEeCyuygbUZZ+Y/NMqlPQAcAHcfdtxfoX7Q/s7KxGqdzmdXmZPW42M0++jopvHEVVoY9qL1R8FXwZjIkqlRMEPuwNHx8S5ru2vpStt/PaYSE297GWBbaWNyB+X6uPgeXHgscHU8+1xvyLtwH19VBVxfEnH4/b5sYX9iXeR5oTIDMtvwsQbmyg4stWrwRglamFZlXq4mUyga75E9e2Wg43Ktns/A27NzDIDMr4OJOxi71Z1393zNaartY+qvV6TiXl7TOA8jmr4JxzqAk3snS4Bn+Vn6Iz+LeG9/HVfXaeODZ0YNlghpqutiNz9kous9Luep1WPviSIRPbHfhTSrGPOpeV+reFcBgqKqC8+cz72Al0TftIJ7d+TY0V+GOv9JOcaCQ7uZg9bjb3rbuP3x7z23SPvFX1wfoWWQFzJfdBV2vtz3uFiCSaYbE6/n5jzGEd1yyVN4qL4YMPKDrqKCof9jHuisgJQK5P4lK5I4dSRxsMM84MEezAy54wVr798iobNReVcPPqGdiNEJIELxK2PpSD7SmQHjspMY7HB0MS1UCtq7MyA8ZJNYEuZW79igrrhCLhEw+caKQ6uZhcOTnx89shWYKeXMl90JVSBf9fdVkrVH4bMABWraK4pIQP/xTkyB83pMycplSs4/bB1r42gmRW5a2zBAmlPhHJ8GSlzg1V/Z2s/fVsSv54HA2BhsSBH8BOh554xLNhrUBowdOySh20XoEwaW79LVsOXOm3eKJ1olHjq2FKZXrVC+M5bA6C4cwTjtmQbpGgpyOkKumrwV+lr7gYqqsZUFHB6q3PM97xGA20LVWp6kEMnLLHzs+/9ycuW1aeE1f/rcqwjR5xM+jm31KydkZa9evj9+9xehAR/CF/+iW3I1f/7qDVE+fxg62gF5VLwetPEGxtNkhQpS5VAZ5CRyHVNc2zCjYtJRw61DqhSHQC4PGw9ghDSSvL91I5Y/AZLWbuJxQZAvH4rBOfykMnd/vu/HRlMpVFqdS8XigvZ8Qv7sPuTC9JierhBB77iuGHK66h7B1bl8wysgfp0tlMNqcL43ZnXL8ewIaNKaOnsHPaTiZ9ZVJmTxYwdjtO7Ew5/Qaqp++m+P6VUFRkBWawvhcVWZPwEkz2SzUbvj5YzxPvPcGcF+dw/fLrGThvoLWUEKwTCVvi59W4hZLP7m11+V4yHqen1SRIzhB4fTB9Lcx4AeYvt+ZdFG/Ph7PLrqHBX3W4ig0VSdcmKxUvRBhfyMeiE8MM+LwTX8hA6Tvwx2Ww4q9W9j23LUWu3rb+CUeeVxCAIimg8rJKtn++vU3la8OEWfDaAgDGHjWWQkfyQjeJ+CVEgBAL3l5o3RHpoWP+fKtux/z51u3ixLP2o7Phi1xFTevhXTHvWdIsetETigQnGhULriHcjs8Hm9g479jzkq7Pd4Tgu+/A0fqzvAAAIABJREFUzrkwezXMWh3JueBMPLTRU2nwVx2utaxZSiUksPNLdNpVeWEAzvkQyjd7GL+niOrxK5h77rxmKXJjuYNga+Vi3ZHo8cjFpQE2N1xJ8eBihnqOwEPbesNCfh+Tf/011j+3mLBpvTJgItHJeUBTDx2zZlnfW6lLH50NP2X0FJw2J6EUbYhm0bOemPhEY0tv2vz54LA5qLyskrIRZUl7JHoF4Z5nmidYApIObfRUGvxVh0uVNUupVnVSz2y9C6rO+1pTEDJjxuB2uPnW8G9RgIPCSLDwRHLyP/Wo1X2cyimuI5Nu4zCwbEANrF1L6TduxuZLsryvtXbj5xHZwPy61dDYtn3UBep4YuMT6SfniWOMYcFrCwiEAymDf4sseglONIbuj1Q6bIOfnPoTigcXJ+yR8Dg9FLmKqPyve/G60x/a6Kl0TrbqcE01AJTKIW67m0ETL4fR5dba8ocmEg4EqMNHYchGSKB3vTU+HM3Jf/VrcNcYkp6QHHz4UQS2fZTwsToXVA0ugpISimpqqXwYxl8ODc7k+0smmnOgMXEnRVqe++g5Bs4b2HpyngTSLYADVha928+5nWVblrVI2kNNDaXXLGDqjxM/12Vz4k8xDyD2oiLl+vzq71nLCauqrK7+0lIN/HE0+KsOlyxrlojw5YO/zIbdG/JjVrfKXZFZ3K4A1rLSNP6efCEfM1bNYGifoUx69CJqQgdy4tfbw2CHzwrgRxsOdBm7wqn3bXe68dgKqAu3zLbnsRUw5OMvmta7j9iFVdmvA/723TjwkdkseV/Ihy/kS52cJ4mMhvIMHH330djF3jIj4Mr3KaoPUvmwlfwojLUU0h20fqXXfOm/+VPji0nrFdy77l5m/vfMprYnXZ8f7XFQSWm3v+oU0bPy+RPmM+P0GcyfMJ+d03Yy7uhxGvhVekxMt7tp/t0RAmcQrnktwdhuCrWBWi549ALCDUmK4djgtjMO3B663xoGSMTj9HD+sedjcyS+HLc5nJRW925a7lZxQnrTGaIz2VMNOfgIYid5JiCXPflExmbj/2nKZCjPF/bRGGxMPBlw/RvQ2EjxNmv2/ZRXrd+jMdZJ3P01/0y5AsAYk3HbVWIa/FWniZ6Vzxo3i/JTyvG6vJxw2AkU0I6+S5UfYoritDZunsqUV2DKyzET6yInjkEHBBxw3yj469/AmSIQxguFAk3pfBOZNwZqI4+Xrk/+IRkIBTAYlly6JPHY82WVeIce3zT2vKX3gZS/yfQSF3PPncsM7wS+s9FOYZITDzcO7PbEx1zoKOTY3scmfY2UyXkSqPHV0BhsTD/HQBJhE6Yi+FbTbQMsGG39Hv2Rj4Q6CaQM/pm2XSWn3f6qS5UeX8rU5TfQGNAEQN1aJEhLGE6uhnf7QUOKgJtsH/eNguKPre7yRJ3cPgdc/B2BDLIDBgljC1tX+Qlf1kTS8b4JRX4OdFELzU4a/GE/NzxzHXa7k8WTFrOvfl+Lseeai46m4v+msKUQth8EriAps1+K30/ZMZfgHfY9an53OI8fV5twu5AYgkmCcX2wniMOOiLpbPhkKW6jYovsILDg1QUYTJvW5MeqC9RRVXRgHxUnZPJbs7TWdpU+Df6qSxW5i6i8/BkmLhpPbahBhwC6OWOD1w+HUBv7GBsdsCrVZ73QppwS4RR/d35n8+I30S7qRaPd3DAuSIADXRlBwgRDPi6quIhHLn6EY3ofw+Z9m3nwrQep2l/FgtcWIOca/GmWBxYDFQ/NoPynD8ITTyCrzk24nU3sFNrdCcfGPU4P5x17Hv4PEp8c2MSWNMVtfJGdZFx2F5NHTub+N+/HGNM0th8MBxGExlDiioOmbx8oKIDGxrR6QjJpu8qMBn/V5YoHF/OLs3/NTc/elO2mqC4Qam+Rmk7QdOWfYP8tit8UFuK123FfVY7z/bsIJOnB+O7fvovb7sYXStJXn8ax1Lmgas8mACoO2oYUeiBBEHbYHYTCicdTbGKj7KQy1ny2hiJXUdqlahMV2UnGLnZe/uRljutzHC67i1MHnMpJ/U+iZH8fjn3uIpKlNLjXt5aZhQ68jQfmUyQ6ASiwF4BYrwP0mDK7XUnH/FVWrPpgVbaboHqwsN2aNJiIDSj9sNC6Qr3sMrj7bis5ze73qG9l6CJp4E+XAXPIl4DUM+zrA/VMGj4p+VwDlxevy9ti0m31tOqky/wyWc7XEGzgpR0v8frO13lpx0vc89o9+Oo+Z8DF3+OCTSTt5agN1HHb3G9CURGlHxQmDUBOu5MPr/uQ+RPm09/bv9W2q8zplb9Sqsdx2V3cMGoyC9bdRzgcok4CeByF2BCutp3Gb2YewtAx51F6ahkAFRsW8/ZnmxAB056ejNYI3Nu4lpn+2pRFdTxOD2OPHMsfzv9Dyjr0mZSqbW9mzsnPTWN8UQGPDydlL8e87Y8x86NtFC1dRuXW5ymRJwg77C16J/p7+1N+SjlrvljDmaec2eZ2qcQ0+KusOP/Y81mxdUW2m6HyTQetkzehIIO8h7Pphg+o3FJJ1f4qjDGwT7i3cD11tXV41rzAdWumY4zBJjbqHHVdUhDIYC1nS5UsKzr23ZF16FOdbKTFwPcmNJKsWnGUiFDx0TLKy8spppxqf+oTGNU5tNtfZUXZiDJ6OXpluxmqp4lMvAsQZsaKmzhu/hCO63sct5xxCwvWLWg20a0uUEd9oJ6GYMOBgNgFE1Sjy9lSprBNY+w7bMIsfGMh05+dzsI3Fraa2rf0+FJEUh+gpHoDBN7pd2DZXjL+kL/Zcr1ES4JV59Mrf5UVRe4iVl6xkokPTcQfzqBOuep+kl3NG2t9f9BuZYDDWLPhGzNdMhgr5nXqXEConpKHJvK7cbPaVHK3rVx2V9K/+djlbClT2Kawdtta3v7P2/zspZ+1zLKXYNw8urxveN/hvFr9asJ9OsTB4C8N5oNPP0j6unVuWu2d0eV6uUGDv8qa4sHF7LxxZ9MHm8Fwzyv3UBfUioA9SopAYQsDdisDXFgg2An5ocLBAMs2L+v0SpTjjh7HhcddyI4vdjDooEHMWD3DKn8bJ345W6Zd+9FZ+7848hfNejGAhKl9013eFzRB7J/XtD700krviC7Xyw0a/FVWxX+wDTpoENcvvz5l5TDVwTpoHL09r+8MgStkXTm6guC3W22KdiE3dSV3QlvrjA9CocwqzUXaHHCAI2glIZpqTmOW65WkT/nrRX+lv7d/0+0R/Ue0qH/REcvZUs3aj6b2jf7PZbK8DwNbwnvSf//jflcFjgKcNqcu18sRGvxVTtn++XYN/FlQ1AA12ZqCIVbgv2od3HMaBJOsv28PdxB89sT79eDi/Nc+598HZbbPb22AwV9YOQFKPyxk8a+Ow/3FWwmX+xU4Cli2eVmzE922dum3JtWs/fj0uBUbKgiE0szcl+nvRGDUgFEMP2w4fQr7MLzvcJ3Ml0M0+Kuc0u4ZxypzAjUFZLUHoM4F88ckT7nbJMP2ObDx069eydF3LmLGGT5qEySUsfn8lD3wOiMOhVdnpbljgf61MGt15HaRnS1D+uB7LfE6/8ZgY8Kc9B05Wx+sK/ldtbtwSOKP9vjx9vW71yfNxtdeHqeHH4/8cYcen+o4Ottf5ZTS40uT5iRXnSjbaZYldcrdNjGw7FEbc7/zIJMHX8Izf+tFke9AlT6PH4p8Vu5+b0OI4m1wSAPpLeczsK8w8rPLBZWVDO0/PGnlu66Y5LZ221oGzhvIkveWEDSJy/3Gj7d/2vBp8h0a6NuOc3Ad289teuWvckp0eVPJwyWEwqGkdb1VN9SRwd/ADS/C+E2RIPjIIxR7PFSHb6DC8T5VXhhkvJi//51/HBvg/b5WBT9nOM12CPSpxwr88+ZBcTGlvhGtrsvvLK2N3Ttt1qSJq0ddzReNX7B4/WK27NuScuY+Al/dBa8eaafOnv5QnKbizQ8a/FXOiR0Lff7Vx1iyYyV2A/Uuq0qcyfZVanclZH/yXwfx+uHX/zxwu8YFFcfVseXdexh66zzGHnYslzx0Pv4zA/idYA/C1SXwexdpvQcFfhi+F3C7oczKAhh74trRk/ha01pqXmMMQRPk7lfuZs6/51BgL2i9u9/AgEY7NpsNaD34u+1uzjrqLC75yiU6tp8HNPirnBQdCy0/pZw/7N9FxUMzqNqziSGHHscRZ13E+ne3dptAlVPy8f00WLVh7VaXvo1IV35k9v7awZGSvECdO0Dhs9Oox28da2QVQSjySVjnIq33wGmg9GMvVFaC90CQ66xJfPFiy+4O7TOUDbs3tLpMD6y5B0B64/wC/euFysUOSi4ORN4/kv7fuewuHvvWYxr084QGf5XzvL37WyVOY+z+4KH8DFSq4wn0boCDfVAYgu+/ASN2WQ/VuKzAXxMz0a+e9iWUchoblYNuwvvxzGaBP6q9k/hqfDUsensRT29+GrBSYZeNKKPIXQS0XJcfLaVb4ChoCu4doSAAw08cR/GaF6ieCxXHW6WODXDvaKsHrs6l3fz5SoO/yksFjoJsN0HlCgP7PbA/EnduOhd+fhasfAje72td8XcUNw7mnncXxaMmAy2vwEuPL20K0m2xdttaxv91PA3Bhqb7VmxdwfRV01lx+QpG9BvRYmy/s1bGOAu9lH4+DOqW4wXK3zzw2MwXIicD532NId+4Urv585AGf5WXevfqjSCYrqi0orpeJkM68dsJNLhg4mVw5euJ68W3lcvYKBthjfEnugJPlUI3VqKTBoCJD01sFvij6gP1THxoIrMKv0HY15DwvXEbOz7pmBwZdrFz9ahrMB8eAR4P1DU/wfD6oXyzByZfCbqULy9p8Fd5ySY2rjjxCv7yzl+y3RTVVqkCfAcM6fjtsN8reHym/ScABrwBqBx4A16XN+Hs+ugV+MSHJzLr7Fls/3x7wt6AZCcNV4+6Gn84+ZCEv6GWZe8vpu6YxCe8PglhD0GoA0oOh0yIe1+7l/sQKo8IU/x+go1sNijVpXz5SoO/yluBcJqZyVRu6uQ5G34H9B0zDlvtPyHTcf7IiYkrYI1tT30JZr7ptcb5ST27vtZfy7SV0/CH/C16A1KdNMx9cW7K7JZ+B3zqMhQEoDFBjQNbBoHfYXMQDCfOBRDfrpLLCqm+04vXZ6weAI/HCvxxkx1VftHgr/LW1v1bs90ElUz04rSDA/wJh57Apn2b0jrxc9ldDD+rlMq+P29xpR0N3MFwsNm+BMFrK+D0qgCfucMct9sw+8VeDGh0NAt2qVLoAk0V++IL6qQ6aUgnrfVbAyJpihMI20h7uOSco85hRP8RDDpoEAg8velpnvvouYSVBsM2oeLp2ZRvLICqKhgyxLri18Cf1zT4q7w1rO+wpOVHVZZ1wlW9y+7i+yd9n1/981cE/K0HfxM2NAQbGNFvRMLldwAV6yvYuHcj++r30adXH/r5+4Hdwdrj7NQF6lh/uJOlpxgqL11C8bAD4/iZpqGOFtRp7aSh1f20o5pelMfp4ZLhlzRbkbDts20s37o84fZ1gTqq6nZAebq5j1U+0DyqKm/NOls/jHoSf8jPL//5S6485cq0tg+YADcsv54+sw/hN786m0vXNTDrtFsoP6UcYwyL1y9m877NfKXvV/j9xN/zyzN/ye663dQGag+UwpUANaaRkqWTmpXfzTQNdbSgjnXSUNj6E5IdU5LiRJlIlG0wejKTSFekJlZdT4O/yluHH3Q495bc2/xOnfyf99x2N2574hl6tf5a7nz5zrT3FTQhAoSY43yVwz+6lrWj+7H26QUMnDeQ65dfz5wX53D98usZOG8gt636OZjEf0DRK/eoaDa/IldRU9BM1mY4EEBLvxiMrbYdKavb+fdd4ChIuB4/1cmM5ujvnjT4q7x2zahr2DltJ2UjyhjlOJLhe8EettIAg/VdDHypDj0xyBMuu4sr+5d07O9LoNYNEy9qYOKLk6nx1xy4ug/UUeOv4c6X7yKc5EXjS+HCgWx+8yfMZ8bpM5g7fi5eZ+JxcJvYKP1yCUUXTKLyYZoVGMroONt51X/NyGsSLkNMdDLjcXoochVp8p5uSsf8Vd7r7+3Pgxc+CGfXwMCB1PpqmrKRDdkPpRusdckn/wjeGpjt1qpU7GJndL9Tue/jpZ1yadLgtE4GExGT/LFkXd/x2fxG9B+RPLf/0mUQDlO8jaaMeRv7WtnyfAlm7wO4gtYsf3cQiLSv0ZXhQcccw/BDhyd9vKtSE6vcoMFfdR9FRVBZifessyh/s+WEsH5aIDDnhUyI1dvXdFqfZCjFfv3O5Bfh6XZ9Fw8uZtOUTcxYPYNNezdxXN/jmH32bLwuLws/uI0tY+oYuh9KNltLCB0Grn4N7hsFYYeNgIQpjMwJCIfChLHS9YYk0rZ2vC/pHEN7UxOr/JEzwV9Ebge+gbUgdyvwA2PMZwm2+wiowSozFTTGjOzKdqocV1xslVi98Ubw+Zo9dP5mWDEErQmgEosuk4tZpujxgc3lStj1nShL39v/ebvZlf/63et5fMPjiAjiDlFXbFUE/NE3oCAYWa/f9HphBMEf9OOwOWgMNzZ9Qgejy/vizk4cNgfBUDDl37QgeF1e7b5XzeRM8AeeBW42xgRF5H+Bm4HpSbYda4zZ23VNU3mlrAxuuaVF8C97G6aNt67wlGpBmn93BuF//+WirGwe3rhx8vgsfW67m2uWXdNUOjcq0bK+aLd9U6KemMBtsJ4fDCVJwBMX5E043OrJ7JhBY1hxxQoN/KqZnJnwZ4xZaUzTf83LwKBstkflsUj3P0VFUNC8AJBDJ/21XT6+d+1osysEBWHB+52yZvfHZumLBndfyEcgHGgW+LuCzRgcqVIeGHii9AkN/KqFXLryj/VDoCLJYwZYKSIG+KMx5k9d1yyVN4qLoboaKipg40bYt4+Kgg0I67LdsvyUSaGdLuIQBwWOAsKEqQ+0nNDhtDk5+bARrNu1rk2V/ercUHXVpKZMdtFu/iUbl+AL+Vp5dtcIiMGR4vcy9+BL6e/t33UNUnlDTJJ1rZ3yYiKrgER/ibcaY56MbHMrMBK42CRonIgcboypFpHDsIYKrjXG/CvJ610FXAXQr1+/UxcvXtymdtfW1uLtJqksu8uxtOU4Pqn5hF21uzqpRW0zyD2IHb4d2W5Gu2XjODxOD8f2OZb6QD1b9m8BrPX40fXqQ3sPpdAf5q0vtmDSPHGJPQ6b2DjioCPoW9iXWn9ts9fIJQc1Qm1kKCGa4leAY5yDOLjPoVYe/jzWkz+z2mvs2LGvJ5sX16XBvzUiUgb8BDjbGNPq3GwR+SVQa4y5o7VtR44cadata9tV35o1azjzzDPb9Nxc012OpS3HsfCNhVy//PpOq3/eFnccewc3br4x281ot2wcR4GjgD037cHr8lLrr225RM1nYOBALh1fw+NfTW+fscdR5Cqielo1xhgOn3d4swx/uWTqKzZ+tdZJxfGGKo+fIXUuSje7WLfoUc48//xsN6/devJnVnuJSNLgnzOnhCIyAWuC3wXJAr+IeESkKPozMB5Y33WtVPks05SsKkNdfB1hF3tT1j1jDAZD2IQxGIwxUFHB2gEB/jEss7bFJ7f5+fM/b1/gb8/70spzCwIwfFcY748mU37lAmaNmkH5lQvwfrxTC++olHJpzP8ewA08KyIALxtjfiIihwMLjTElQD9gaeRxB/CIMSZxNQql4kSzmMUnYfGH/ATDQUxezmjLHY4QBLvwEyWadS9+5n20jO6SLyYw6ZLGhOVvE3HZXRzsPpj5E+Y3JbdZWbWSu165q3MPJAV7GArsLuqMP+GcC2cYSj8shMnDoVzX56v05UzwN8YkrBxhjKkGSiI/fwCM6Mp2qe4lWRazGl8NR847Aj+tl1VVCRi4ah385WSr+IyvIz9Zkkw29Dg9DDpoUNPM+6josM4FBUtxtKxQm5Tb7uboQ45m2JBhTF42mQ17NvDmrjfb2XjaPlHSwDkf23n8zo+57eU5zHvpTsRYS1U9PqvbtvJh8IbsVoldpTKQM8Ffqa6SKIuZ1+VldWMp422P0OAk52a25zyBBadZV6pfauy44O8IASZxj4JNbE1d/YmEBHwpUuE6gtZ+PSE7NpudyoOuZmfdHgbeeXbHNL69BAaffh7e3v2ZXTKPmYUTqLjlAqoODjHkP0FKPyy0An9lpXbxq4xp8FcqoviYsey+6e/8aVg9N44Ho9MDMiMQssO+tlesbSFoh8vehqeGQRhr+Z1H3NicVta9f2z6R9IJnEETxCkOAgnW3nv8MGkD9G6AfV5Dn1o/LzfOQ34yu+Ma3wEe2FXJFdvWUjy4GO+Z4ylfuddavlpVBUOGWFf8GvhVG2jwVyqqtBTv1KlMfRlO2A3nXoH2ALRFB75nrgCM/Qj+sMwqhFPV38mQn82l9NQyvC4v7+99H4/Tk/AEoNBRSJgwgWDL4B+wwSENcP+pYAhT5wZ7MMj/dlzTO0TQBCl5uITqadVWoh6vV8f2VYfQaxulomIyA47/j4cVfz3Q7ayyw0ikKqPTQ3lVEbNueY7yMZObMtalWsFht9l58ttP4nV5cUtk1p+xvvwOuGuMVea3zm09FMrRS6GwCTetalCqo2jwVypWNDPg/PmMv3QG2wbegU308r9JV54IGTjbczy/+Z/TWPi7S6j5aJP1+4lz9circdlcuO1WFI9dqlfoLMSEDcFojj+hRQ7/XBdd1aBUR8rRc12lsiima3UAcOPcZ5lTsyJvgkV38q/Qhyx31OOpXc/UPy6l8rJKiiNFdmKX+PnDflx2F06bkymjpzDz6zMxxtDvjn40BBuyfBTt43F6GNI74WIopdpMr/yVasXM3cPwZLBkrNvrqqt/gfqgle+rLlBHjd8qqFPrr01YXMcf8hMIB1jw2gIAFr29KO8DP1irGkpP0KV8qmPplb9SrSgaegLLby/g3EmN1McuA4yp+95jZPlYo+PfqZb4Rbd5evPTXdy69il0FmLDWr4YTVZkE1tTpkGlOpIGf6VaU1pK8dSp/OeORhaNgGVDYX8veH2AtRRNdZ3o+Hc0m1/SbXZthB35UTApNsif1P+kljUKNPCrTqDBX6nWRFYBeEtKmLwxzPfermPgtK5NZassDnFQXVPNqIGjki7x89gKGHLbvQy0GVaMI+u9FYm47W6u/9r1CNIiyMcnoFKqM+jHl1LpiK4CqKig4sMnCDtXAzoRoCNJuPXESkET5JF3H6FiQ0XSJX7S0EhDELYeAq6Qtawvl7jtbj66/iP6exNVN1eqa+TYv4VSOSyyCmDLs5upe/GZbLem20k3o2LQBAmGrMQ9vRy9sImtaYw8HAgQtvmZMc5av18QAAzYTKTWfRdKNYavgV9lmwZ/pTI0tM9QPMZJnQSy3ZQeL2xC/KbwPFY3vE6jy8kLZgvBmCp+0Yp+iacGdqDY4kMGCm0uVly+QsfwVc7S4K9UhkqPL2Xq09eC0eCfbb6gn+mfLbHqCmRzFEaa/2yzOzmp/0kJi0gplQt0nb9SGSpyF1F56ZMU+azSqmDloO/xaYAzPP5hfYa1/zUFQjaroFD0drLtupIRNCWvymka/JVqg+Jh46kev4L5a9zMeNnBvJXg1Y6AtE8A3HY3oweNptCRugSgPRen6kdIirEETcmrcp12+yvVRvElVkcMNJTsuxufvyHnZph3BXcQwgKBNI7dF/Kxff+HNLaSgS8UNs3z8ecIRxBG7RLePsxQ72r5uKbkVblOr/yVao9oHYBZsyi+ZjbV03czb/wdOOl52X98Trh0A3h9kWGQVrzw0QuEW+sqsJFzgR+gl93FEyPvwO5JPHlPU/KqXKfBX6kO5HV5mXzGNJ77wRqKXEV4nB6Apu/dmccHYz+CnXNhQSWM/CT19nmVHTFyjlKA06oY+MPVDPjxVCovf6bF7zlaUVBn9atc1gM7J5XqfMWDi6meVt1smdfcl+by3t73st20TmMDSjeA1w/lb1qT3t493I5PQtluWvsYOG0HnL7LwfBb76T01LKmwJ7o96zL+VQ+0OCvVCeJX+b1aeOn3PTsTVlsUQeKKWrk8YMtDJUPW4E/qnQ9XFsSyvtPGWcIVi314n3yGRhT3OJxXc6n8pF2+yvVRX586o+x5/NcgEjAlzC4gnDDgIuYMuJHnLjHRkEQ7j8FqmMueIv8cPHG7DS1wxh4ut8NeD/eaaV4VqqbyPNzcqXyR5G7iGn/NY05L87JdlPaJjLxztjAb4MFO5bi2wUMhEtc8JcR1tc5W+HSjdaV/6AvaJ79LpV0t+sEdrFjw4ZEGmDDhsPm4B/f/QfjjxmfnUYp1Yk0+CvVhWZ+fSYLXltAbaA24eN9e/Vlb8PeLm5V2/jiOzEigfvZIfDvwXDDuRDKwWV68TxOD8svX85J/U9i+arlzDh9ho7dq25Pu/2V6kJF7iKeSTJD/IUfvMAPT/5hlluYgRRBvd4FtW5ocCbfJpP9dbhI+oDpp09n1427KB5cjNflpW9hX2aNm0X5KeUa+FW3plf+SnWx2BniBZ8UMH/C/KarzPf3vp+0Tn1eyuGr/mvecDB72kzQIK96IL3yVyoLojPEBxYNbHaVWXp8adI69Tknn2sZCPzxxCC1jy7KdkuUyoo8+ZRRqmcochex5NIl2W5GaobOnZzXRScVBqj4eFnXvJhSOUa7/ZXKMds+34YgmFy9tO7MrvwunPEfckCV9virHkqv/JXKMRt2b8jdwN/ZunCOgCsIQ/7rvK57QaVyiAZ/pXLM/ob92W5Cj+By9aL01LJsN0OprNDgr1SOOaTXIdluQv4Ip7FNdI5CjF72XjxTtlKX86keS8f8lcoxJxx2AgX2AhpDjdluSs5zhcGfLJGQAXcInnoEtgxwseyYIIwcxXmnXUHZSWUa+FWPpsFfqRxTenwpU1dM1eDfGgOTX4U/jIQGV8uHnTYnHw2YTf9L9zB+yBAml5aCVwO+UqDBX6mcU+S26sFPfHi9Is7hAAAUc0lEQVQitf7EaYAVINaV/cq/9WLi5Tb8JoA/5Mdld+GyuXjm8mfoP1iL8SiViAZ/pXJQ8eBidk7byW3/uo25/55LiFCLFQAOcRA0wSy1MPs8fhhS76b4/pXsHH0SFesrqNpfpXn5lUqDBn+lckiNr4aKDRVs2beFoX2GcusZtzLz6zObAtuggwaBwI7PdzDooEFMXzW9+6QCzpDNXUDp0x9C7/54gfJTyrPdJKXyhgZ/pXLE2m1rKXm4hLAJUxeow+P0MHXFVCovq0wY2Ba+sbDtLxZJplMQAJuxbtoM1LnbvssuY6AAO5U/eBZv7/7Zbo1SeUmX+imVA2p8NZQ8XEKNv6bpSr4uUEeN37o/0dj/ln1b2n7VLwe+b50Pu++A+cuhdx50IjhC8OGAORTreL5SbabBX6kcULGhgrBJvGg9bMJUrK9ocf/QPkObygK3ld3uZNmJbrxOD+VvgifQrt11PgPL/l5A/8uuynZLlMprGvyVygGpruLrAnVU7a9qcX9HVACskwBVP5sM8+dTM+MGdhzcrt11LgM3rHMw/r5ndcmeUu2kwV+pHJDqKt7j9DCk95AW90eXBBa5ipqe63F6cNlcOGwOHNL6lB4XDob0Gw7l5VR8a3j7DqKTecXNr/+yHYq1u1+p9tIJf0rlgGhin0RsYqP0hNKEjxUPLqZ6WnWLZW4Ai95axINv/Jl1O9+0xvgTZMHzE+TPb/6Z1R+uZvO+zZguLKyTVGRFY4HDynLocXqwiY3Kyyp1gp9SHUSDv1I5IHoVHz/bvynopViz7nV5W6wGWLttLTevvtmaR2CjRW77WC/teImXdrzUQUfSfjYDm/91Imvm/lTX7SvVSTT4K5Ujkl3FZxr0YlcONMmFK/o0fWs9HDPpKo7RdftKdRoN/krlkERX8ZlKtXIg17kCcM4nTijTUrtKdSad8KdUN9Ou9f9Z5g5D6eyndTa/Up1Mg79S3UxHrP/vdMb6soesm4V+KDIuKr+3Au+Z47PaNKV6gpwJ/iLySxH5RETeinyVJNlugohsEpEqEZnR1e1UKtd1xPr/zlbgcFPV73f8MTyRGd6J3H3+PVTfso/iYRr4leoKuTbmf6cx5o5kD4qIHbgXOAfYAbwmIk8ZYzZ2VQOVynWJVg50iEg9gPYodBZiFzuVl1VyzOBijuHmDmmaUiozuX150NJooMoY84Exxg8sBr6Z5TYplXOiKwfmD5nCgJrWt09LOwP/8EOHc/eEu6meVq15+ZXKslwL/lNE5B0ReUBEDknw+EBge8ztHZH7lFJxvD5D+ZULOGcrKdf5d0lbnF5eufIVyk8p1/X6SuUAMabrPhVEZBWQKEXXrcDLwF6sj6nfAAOMMT+Me/63gHONMVdGbl8BjDbGXJvk9a4CrgLo16/fqYsXL25Tu2tra/F2k9nH3eVY9DjSsHcvbN9OgDDvdHJivEHuQezw7Whxf3TuwdDeQ/Mi6HeXvyvoPseix9F2Y8eOfd0YMzLRY1065m+MGZfOdiJyP/B0god2AEfE3B4EVKd4vT8BfwIYOXKkOfPMM9Nua6w1a9bQ1ufmmu5yLHocaZg+HebMAWDLKJgcnULbCQl/7jj2Dm7cfCMATpsTm9iYNHwSY48cm1fZ+brL3xV0n2PR4+gcOTPhT0QGGGN2Rm5eBKxPsNlrwFAROQr4BPg28N0uaqJS+WXoUPB4oK6Oa16DizfCjHGwdBh80atzXtJldzFv/DzKTirLm4CvVE+US2P+c0TkXRF5BxgL3AAgIoeLSCWAMSYITAFWAO8BjxljNmSrwUrltNJSsB34F+9fBw8+Cb99jszmAES2dWEHA25/zP2Rx2wGipxeVn9vNZNHT9bAr1SOy5krf2PMFUnurwZKYm5XApVd1S6l8lZREVRWQkkJhMNQVwceD2Vbhen2APVhX1q7cYTgJ+84OGnGXZxXP4hlPyul6uAQg/YGwe1ix0GGI07sT/WNOzXoK5Uncib4K6U6QXExVFdT8+giKj5expZDDEPHnMfSw47lkscvIRAK4Av5cNvd1uS8cBhbo486F3h8Vtdg5dJeFN+/EsZYy/PKT9sLFRVQVQVDhkBpKWvWrdPAr1Qe0eCvVDe3dv9blOy9mVCvEPW19ThWrcJus1MxqYK99XubVRAEqHh9EVUvLmNIAEq/fB7e18qa59r3eqFcK+4plc80+CvVjSUq7xs0QYKhIBdWXMjS0qUtqgiWj5kMYyZ3dVOVUl0olyb8KaU6WMWGCkLhUNLHL6q4iJVbV3Zhi5RSuUCDv1Ld2JZ9W6gP1qfc5oJHL6DWX9tFLVJK5QIN/kp1Y0P7DMUhqUf3QuEQFesruqhFSqlcoMFfqW6s9PhS7DZ7ym2CJkjV/qouapFSKhdo8FeqGytyF/HUd55KuU2ho5AhvYd0UYuUUrlAg79S3dz4Y8aztHRp0sftNnvTMj+lVM+gwV+pHuDCYRey4vIVuO3upjkAhY5CilxFVF5WqQl6lOphdJ2/Uj3E+GPGs/d/9lKxvqJZYh8N/Er1PBr8lepBvC5vi6Q+SqmeR7v9lVJKqR5Gg79SSinVw2jwV0oppXoYDf5KKaVUD6PBXymllOphNPgrpZRSPYwGf6WUUqqH0eCvlFJK9TAa/JVSSqkeRoO/Ukop1cNo8FdKKaV6GA3+SimlVA+jwV8ppZTqYTT4K6WUUj2MBn+llFKqh9Hgr5RSSvUwGvyVUkqpHkaMMdluQ5cQkT3Ax218el9gbwc2J5u6y7HoceQWPY7c012ORY+j7b5sjDk00QM9Jvi3h4isM8aMzHY7OkJ3ORY9jtyix5F7usux6HF0Du32V0oppXoYDf5KKaVUD6PBPz1/ynYDOlB3ORY9jtyix5F7usux6HF0Ah3zV0oppXoYvfJXSimlehgN/hkQkWtFZJOIbBCROdluT3uIyI0iYkSkb7bb0lYicruIvC8i74jIUhH5UrbblAkRmRD5e6oSkRnZbk9biMgRIvK8iLwX+b+4Ltttag8RsYvImyLydLbb0lYi8iURWRL533hPRMZku01tISI3RP6m1ovIoyJSkO02pUtEHhCR3SKyPua+3iLyrIhsiXw/JJtt1OCfJhEZC3wTONEYczxwR5ab1GYicgRwDrAt221pp2eBE4wxJwKbgZuz3J60iYgduBeYCAwHviMiw7PbqjYJAtOMMV8BvgZMztPjiLoOeC/bjWin+cByY8wwYAR5eDwiMhD4KTDSGHMCYAe+nd1WZeRBYELcfTOA1caYocDqyO2s0eCfvquB2cYYH4AxZneW29MedwL/A+T1hA9jzEpjTDBy82VgUDbbk6HRQJUx5gNjjB9YjHVymVeMMTuNMW9Efq7BCjQDs9uqthGRQcB5wMJst6WtROQg4OvAnwGMMX5jzGfZbVWbOYBeIuIACoHqLLcnbcaYfwH74+7+JrAo8vMi4MIubVQcDf7pOxY4Q0ReEZF/isiobDeoLUTkAuATY8zb2W5LB/sh8Ey2G5GBgcD2mNs7yNOgGSUiRwInA69ktyVtdhfWSXE42w1ph6OBPcD/RYYvFoqIJ9uNypQx5hOs3tVtwE7gc2PMyuy2qt36GWN2gnXSDByWzcY4svniuUZEVgH9Ezx0K9Z7dQhW1+Yo4DEROdrk4HKJVo7jFmB817ao7VIdizHmycg2t2J1Pz/clW1rJ0lwX879LaVLRLzAE8D1xpgvst2eTInI+cBuY8zrInJmttvTDg7gFOBaY8wrIjIfq3v5Z9ltVmYi4+HfBI4CPgMeF5HLjTEPZbdl3YcG/xjGmHHJHhORq4G/RYL9qyISxsrVvKer2peuZMchIl/F+md6W0TA6iZ/Q0RGG2N2dWET05bqdwIgImXA+cDZuXgilsIO4IiY24PIo27NWCLixAr8Dxtj/pbt9rTR6cAFIlICFAAHichDxpjLs9yuTO0Adhhjor0vS8jy2HIbjQM+NMbsARCRvwH/BeRz8P+PiAwwxuwUkQFAVoeOtds/fX8HzgIQkWMBF3lWbMIY864x5jBjzJHGmCOxPihOydXA3xoRmQBMBy4wxtRnuz0Zeg0YKiJHiYgLazLTU1luU8bEOov8M/CeMWZettvTVsaYm40xgyL/F98GnsvDwE/kf3m7iBwXuetsYGMWm9RW24CviUhh5G/sbPJw4mKcp4CyyM9lwJNZbIte+WfgAeCByNINP1CWZ1ea3dE9gBt4NtKT8bIx5ifZbVJ6jDFBEZkCrMCayfyAMWZDlpvVFqcDVwDvishbkftuMcZUZrFNPd21wMORk8oPgB9kuT0ZiwxZLAHewBrSe5Mcy5CXiog8CpwJ9BWRHcAvgNlYw8XlWCc338peCzXDn1JKKdXjaLe/Ukop1cNo8FdKKaV6GA3+SimlVA+jwV8ppZTqYTT4K6WUUj2MBn+lYojILyPVDqNf1SLyhIgck8Zzvx95jreD23RmZL8ndOR+I/s+MrLv89PYtp+I3CUiW0XEJyKfisgzInJuR7erOxKR0SLyyzS3HSkiD0aqPoZF5MHObZ3qaTT4K9XS58CYyNeNwEnA6jRypC+LPKejEw69Ednv1g7eb9oiSWPexCp8cwdWiujvAR8BT4nIiGy1LY+MxlrvnY7TgWKsZFB5mYRL5TZN8qNUS0FjzMuRn18WkW3AC0AJ8Hj8xpHyvPZIKtIOT/ccyZX/cqsbdq6HsaqU/Vdc7v5/iMh9WPnXVcf5vTFmPoCIrMt2Y1T3o1f+SrXu9cj3IwEi3bHrRORCEdkANAKnxXf7x3SpXyoifxSRz0Vkh4j8SkSa/e+JyIki8g8R+UxEakXkVRE5J/JYi27/yO2pIjJfRPZHnvf7SFa36DYDROQBEflARBpEZLOI3Ba7TTpE5OvAqcDNiYr2GGPeMcZsi9n+UhF5NzI0sF1EfitWWdbo49H36RQRWSMi9SLyVuS2R0T+L/JefSAi34lryxoRWSIiV4nIR5HjWiZW/ffY7fqKyCIR2RfZ/xoRGRm3zUcicoeI3BD5vXwqIotF5Etx2/WO/P7+IyKNIvKiiJwWt40RketE5HciskdEdovIvSLijh4z8PuYbY2IrEn2nhtj8rmyoMoDGvyVat2Rke+74u6bA8zC6hH4MMXz5wC1wCSswiQ/j/wMgIgMA/4NDAB+AlwELKV54Z9EpmEVBLoMuA24CvhtzON9sa7WpwITgNuxUr3+vpX9xvtvIASsam1DERkPVGANVXwz8lo3YqVijrcIeBS4BKvK4RKsOgHVWO/PK8BfRGRQ3PPGYKWwnQqUAydi1d6I9Xfg3Mhrl2J91j0vIkPitrsUK2/8VVh1Is4HfhdzPO7IcZ8D3IRVg30PsEpE4qtNTgMOBy7Heq9/DFwXeWwZMDem/WOAaxK8J0p1DWOMfumXfkW+gF9iFWxyRL6OBZ4HvgAGRLZ5EKv87klxz/1+5H5v5PaRkdt/idvuLWBxzO1HsYos9UrSpjMj+zkh5j4DvA/YYu67FWu+Qe8k+3EA38XqqXDFtfH8FO/JH4Cdab5/LwPPx933P1gnD4Pi3qeymG1KIvc9EHPfwUAAuDrmvjWR+74cc9/pkedOiNyeELn93zHbeLCC9h9j7vsIax6FI+a+u4BdMbfLsWp5DI17H7cCt8f9Pv4Vd9x/x6o3Eb09xfrIzfhvch3wYLb/N/Sre33plb9SLfXBCjABYBNwNFBqjNkZs80nxpi3Ej05gZVxtzdiXbFHnQVUGGMaMmznk6Z59/DfgF7ACWBV3BOR60Vko4g0YB3Pw1jFkAZn+FqtFgGJzH04hZbzIiqwrrzHxN2/Oubnqsj355pe0JjPsQJ2sy594A1jzMcx2/0bqzzq6Mhdo4E9xph/xmxTBzyNNYku1vPGmGDM7Y3AYTFDI+Owhn0+FBFHzPDFP4Fmwwi0/ntWKmfohD+lWvoc60PfYHX1Vxtj4oPffzLYX/xkOD9WzfioPsBOMhdfDzx6e0Dk+/VYM/NnYwWrT4FRwL1xr9+aT4BDRaTAGNOYYru+gJOW7030du+4+2PfF3+C+6L3x7c1UR303Rw47gEJ2hBtR6o2RF9PsEp2+7GO6WtYJ07x4ldfpNN2pXKCBn+lWgoaY1qbYd2R5TD3cSBwZeKwJLejJxLfAh43xtwa3UBEhrfhddYAv8YaG1+WYru9WEEyvl39It/3t+G1E4nff/S+6HHvTLJNvza0YT9Wt/vVCR7zZbgvpXKGdvsrlX2rgUtFJNOrxG/GrRq4GGgA1kdu96JlgLos08YZY17A6vr+nYgUxT8uIl8VkSOMMaHIdvF1yi8FwsBLmb52EqeISNOwhYicjhXsX43c9QpW1/3XY7YpxMpRsDbD11oNDAG2GWPWxX29m+G+/JG2aG+Ayjq98lcq+36FlczlXyIyF6sn4GRgnzHmgRTPKwIeF5H7geOxVhHcY4yJXt0+C/xURF7B6qK+DCuQtcVlWBMf14nInVjj2Qdhzaj/EXAasB0ric0KEfk/YDHwVeA3wP3GmB1tfO14u4GnxcqWVwD8L9Y8gOUAxpgVIvJvoEJEZmC9nzdinQzdnuFr/QVrBcYaEbkD+ABrmGY01sTAOzPY1/uR79eJyHPAF8aYTYk2FJFDsVZZABwCfFlEJgEYY5ZkeAxKtaDBX6ksM8ZsEpFirLH5hZG7NwK3tPLUuViTER/F6sVbGPecXwOHYi0DBGtC4E+Bf7SxjacAN2PN3h+ItbLgVeC7xpi3I9utFJFvAzOxThh2R9qZbma7dLyEtfzuLqzjW4O1VC/WRZHXvQvrBOFV4CxjTBUZMMY0ishYrPfyV1hDB7sj+3sqw3a/gHXycR3WEtF/Ya3kSOR4mk+cPDpmW8nwdZVqQVrOY1JK5ToRMcC1xphE6+e7rUhinL3GmEmtbauUSk7H/JVSSqkeRoO/Ukop1cNot79SSinVw+iVv1JKKdXDaPBXSimlehgN/koppVQPo8FfKaWU6mE0+CullFI9jAZ/pZRSqof5f+XdkaQg2cTrAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], "source": [ "#visualizing pca\n", "pca_visualize_df = pd.concat([principalDf, y_train], axis = 1)\n", @@ -4598,7 +4315,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -4608,18 +4325,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 72, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(copy=True, iterated_power='auto', n_components=0.9, random_state=None,\n", + " svd_solver='auto', tol=0.0, whiten=False)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "pca.fit(X_train_standardize)" + "pca.fit(X_train)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 73, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "No. of components before pca: 26\n", + "No. of components after pca: 13\n" + ] + } + ], "source": [ "#get number of components after pca\n", "print('No. of components before pca: {}'.format(len(X_train.columns)))\n", @@ -4635,13 +4373,13 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "#perform pca on training and test attributes\n", - "X_train_pca = pca.transform(X_train_standardize)\n", - "X_test_pca = pca.transform(X_test_standardize)" + "X_train_pca = pca.transform(X_train)\n", + "X_test_pca = pca.transform(X_test)" ] }, { @@ -4662,34 +4400,142 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 144, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=1.0, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma='scale', kernel='rbf',\n", + " max_iter=-1, probability=True, random_state=None, shrinking=True, tol=0.001,\n", + " verbose=False)" + ] + }, + "execution_count": 144, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "from sklearn import svm\n", "#train svm model without standardization and no parameter tuning\n", - "clf_original = svm.SVC(kernel = 'rbf', probability = True)\n", + "clf_original = svm.SVC(kernel = 'rbf', probability = True, gamma = 'scale')\n", "clf_original.fit(X_train, y_train)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 145, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Threshold: 0.16392572029200445\n" + ] + }, + { + "data": { + "image/png": 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" + ], + "text/plain": [ + "Predicted 0 1\n", + "Actual \n", + "0 3913 96\n", + "1 737 280" + ] + }, + "execution_count": 146, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#confusion matrix\n", - "confusion(y_test,clf_original.predict(X_test), \"SVM original data RBF kernal\")" + "confusion(y_test,clf_original.predict(X_test), \"SVM original data RBF kernel\")" ] }, { @@ -4708,9 +4554,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 147, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "SVC(C=1, cache_size=200, class_weight=None, coef0=0.0,\n", + " decision_function_shape='ovr', degree=3, gamma=0.07692307692307693,\n", + " kernel='rbf', max_iter=-1, probability=True, random_state=None,\n", + " shrinking=True, tol=0.001, verbose=False)" + ] + }, + "execution_count": 147, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "#train svm model with feature reduction and no parameter tuning\n", "clf_reduced = svm.SVC(kernel = 'rbf', probability = True, gamma = 1/13, C = 1)\n", @@ -4719,9 +4579,39 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 148, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimal Threshold: 0.18731494599976836\n" + ] + }, + { + "data": { + "image/png": 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\n", 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The outputs from one layer of perceptrons are passed into the next layer of perceptrons as input, until we reach the output layer. Each perceptron combines its input via an activation function. \n", + "\n", + ".\n", + "\n", + "\n", + "![image.png](https://www.researchgate.net/profile/Leslaw_Plonka/publication/260080460/figure/fig1/AS:340931325775876@1458295770470/A-simple-neural-network-diagram.png)\n", + "\n", + "\n", + "The network is at first randomly initialised with random weights on all its layers. Training samples are then passed into the network and predictions are made. The training error (difference between the actual value and the predicted value) is used to recalibrate the neural network by changing the weights. The change in weights is found via gradient descent, and then backpropogated through the neural network to update all layers.\n", + "\n", + "\n", + "This process is repeated iteratively until the model converges (i.e. it cannot be improved further).\n", + "\n", + "#### Training\n", + "Here we create an instance of our model, with 5 layers of 26 neurons each, identical to that of our training data. " ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 128, "metadata": {}, + "outputs": [], "source": [ - "Here we create an instance of our model, with 5 layers of 23 neurons each, identical to that of our training data. " + "from sklearn.neural_network import MLPClassifier" ] }, { "cell_type": "code", - "execution_count": 371, + "execution_count": 129, "metadata": { "scrolled": true }, "outputs": [], "source": [ - "mlp = MLPClassifier(hidden_layer_sizes=(23,23,23,23,23))" + "mlp = MLPClassifier(hidden_layer_sizes=(26,26,26,26,26), activation = \"logistic\")" ] }, { "cell_type": "code", - "execution_count": 372, + "execution_count": 130, "metadata": {}, "outputs": [ { @@ -4866,16 +4842,16 @@ { "data": { "text/plain": [ - "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n", - " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", - " hidden_layer_sizes=(23, 23, 23, 23, 23), learning_rate='constant',\n", + "MLPClassifier(activation='logistic', alpha=0.0001, batch_size='auto',\n", + " beta_1=0.9, beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", + " hidden_layer_sizes=(26, 26, 26, 26, 26), learning_rate='constant',\n", " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n", " n_iter_no_change=10, nesterovs_momentum=True, power_t=0.5,\n", " random_state=None, shuffle=True, solver='adam', tol=0.0001,\n", " validation_fraction=0.1, verbose=False, warm_start=False)" ] }, - "execution_count": 372, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } @@ -4886,30 +4862,23 @@ }, { "cell_type": "code", - "execution_count": 373, + "execution_count": 131, "metadata": {}, "outputs": [], "source": [ "predictions = mlp.predict(X_test)" ] }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From here, we produce the confusion matrix and tabulate the accuracy and reliability of the model" - ] - }, { "cell_type": "code", - "execution_count": 374, + "execution_count": 132, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Of 1103 Defaulters, the Neural Network (5x23) identified 285\n" + "Of 1017 Defaulters, the Neural Network (5x26) identified 317\n" ] }, { @@ -4945,13 +4914,13 @@ " \n", " \n", " 0\n", - " 3683\n", - " 240\n", + " 3859\n", + " 150\n", " \n", " \n", " 1\n", - " 818\n", - " 285\n", + " 700\n", + " 317\n", " \n", " \n", "\n", @@ -4960,102 +4929,78 @@ "text/plain": [ "Predicted 0 1\n", "Actual \n", - "0 3683 240\n", - "1 818 285" + "0 3859 150\n", + "1 700 317" ] }, - "execution_count": 374, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "confusion(y_test,predictions,\"Neural Network (5x23)\")" + "confusion(y_test,predictions,\"Neural Network (5x26)\")" ] }, { "cell_type": "code", - "execution_count": 375, + "execution_count": 133, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " precision recall f1-score support\n", - "\n", - " 0 0.82 0.94 0.87 3923\n", - " 1 0.54 0.26 0.35 1103\n", - "\n", - " accuracy 0.79 5026\n", - " macro avg 0.68 0.60 0.61 5026\n", - "weighted avg 0.76 0.79 0.76 5026\n", - "\n" + "Optimal Threshold: 0.19207731258676666\n" ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ - "print(classification_report(y_test,predictions))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "From this table the results look decent , but the model can still be improved upon. Hence, we will \n", - "double the number of hidden layers to see if there is an improvement in performance.\n" + "auroc = get_roc(mlp, y_test, X_test, \"Neural Network (5x26)\")" ] }, { "cell_type": "code", - "execution_count": 376, + "execution_count": 134, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[3648 275]\n", - " [ 771 332]]\n", " precision recall f1-score support\n", "\n", - " 0 0.83 0.93 0.87 3923\n", - " 1 0.55 0.30 0.39 1103\n", + " 0 0.85 0.96 0.90 4009\n", + " 1 0.68 0.31 0.43 1017\n", "\n", - " accuracy 0.79 5026\n", - " macro avg 0.69 0.62 0.63 5026\n", - "weighted avg 0.76 0.79 0.77 5026\n", + " accuracy 0.83 5026\n", + " macro avg 0.76 0.64 0.66 5026\n", + "weighted avg 0.81 0.83 0.80 5026\n", "\n" ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "C:\\Users\\reonh\\Anaconda3\\lib\\site-packages\\sklearn\\neural_network\\multilayer_perceptron.py:566: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.\n", - " % self.max_iter, ConvergenceWarning)\n" - ] } ], "source": [ - "mlp = MLPClassifier(hidden_layer_sizes=(23,23,23,23,23,23,23,23,23,23))\n", - "mlp.fit(X_train,y_train)\n", - "predictions = mlp.predict(X_test)\n", "print(classification_report(y_test,predictions))" ] }, { "cell_type": "code", - "execution_count": 378, + "execution_count": 135, "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Of 1103 Defaulters, the Neural Network (10x23) identified 334\n" - ] - }, { "data": { "text/html": [ @@ -5076,101 +5021,124 @@ "\n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
Predicted01
ActualModelRecall-1AUROC
03640283Decision Tree0.4060960.612964
1769334Random Forest0.3372660.767212
2Gradient Boosted0.3333330.768656
3Logistic Regression0.5358900.715244
5Neural Network0.3117010.762252
\n", "" ], "text/plain": [ - "Predicted 0 1\n", - "Actual \n", - "0 3640 283\n", - "1 769 334" + " Model Recall-1 AUROC\n", + "0 Decision Tree 0.406096 0.612964\n", + "1 Random Forest 0.337266 0.767212\n", + "2 Gradient Boosted 0.333333 0.768656\n", + "3 Logistic Regression 0.535890 0.715244\n", + "5 Neural Network 0.311701 0.762252" ] }, - "execution_count": 378, + "execution_count": 135, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "confusion(y_test,predictions,\"Neural Network (10x23)\")" + "evaluation.loc[5] = ([\"Neural Network\" , \n", + " classification_report(y_test, mlp.predict(X_test), output_dict = True)[\"1\"][\"recall\"],\n", + " auroc])\n", + "\n", + "evaluation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The avergae accuracy of the model can be said to be similiar to that of the previous one, and is even performing slightly worse, hence we might be overfitting the model. " - ] - }, - { - "cell_type": "code", - "execution_count": 388, - "metadata": {}, - "outputs": [], - "source": [ - "#We try to use Keras instead to improve our deep learning performance." + "### Deep Learning\n", + "\n", + "#### Theory\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 394, + "execution_count": 124, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + }, { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", - "20102/20102 [==============================] - 2s 93us/step - loss: 0.4588 - accuracy: 0.8085\n", + "20102/20102 [==============================] - 2s 83us/step - loss: 0.4930 - accuracy: 0.7872\n", "Epoch 2/10\n", - "20102/20102 [==============================] - 2s 86us/step - loss: 0.4385 - accuracy: 0.8201\n", + "20102/20102 [==============================] - 2s 78us/step - loss: 0.4520 - accuracy: 0.8089\n", "Epoch 3/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4348 - accuracy: 0.8222\n", + "20102/20102 [==============================] - 2s 80us/step - loss: 0.4442 - accuracy: 0.8156\n", "Epoch 4/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4330 - accuracy: 0.8233\n", + "20102/20102 [==============================] - 2s 79us/step - loss: 0.4405 - accuracy: 0.8164\n", "Epoch 5/10\n", - "20102/20102 [==============================] - 2s 80us/step - loss: 0.4317 - accuracy: 0.8224\n", + "20102/20102 [==============================] - 2s 77us/step - loss: 0.4373 - accuracy: 0.8170\n", "Epoch 6/10\n", - "20102/20102 [==============================] - 2s 83us/step - loss: 0.4301 - accuracy: 0.8234\n", + "20102/20102 [==============================] - 2s 81us/step - loss: 0.4360 - accuracy: 0.8178\n", "Epoch 7/10\n", - "20102/20102 [==============================] - 2s 85us/step - loss: 0.4288 - accuracy: 0.8231\n", + "20102/20102 [==============================] - 2s 87us/step - loss: 0.4344 - accuracy: 0.8174\n", "Epoch 8/10\n", - "20102/20102 [==============================] - 2s 82us/step - loss: 0.4273 - accuracy: 0.8241\n", + "20102/20102 [==============================] - 2s 77us/step - loss: 0.4336 - accuracy: 0.8190\n", "Epoch 9/10\n", - "20102/20102 [==============================] - 2s 82us/step - loss: 0.4269 - accuracy: 0.8246\n", + "20102/20102 [==============================] - 2s 80us/step - loss: 0.4330 - accuracy: 0.8184\n", "Epoch 10/10\n", - "20102/20102 [==============================] - 2s 81us/step - loss: 0.4260 - accuracy: 0.8243\n" + "20102/20102 [==============================] - 2s 81us/step - loss: 0.4320 - accuracy: 0.8188\n" ] }, { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 394, + "execution_count": 124, "metadata": {}, "output_type": "execute_result" } @@ -5193,7 +5161,7 @@ }, { "cell_type": "code", - "execution_count": 415, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -5202,12 +5170,12 @@ "text": [ " precision recall f1-score support\n", "\n", - " 0 0.83 0.95 0.89 3923\n", - " 1 0.66 0.31 0.42 1103\n", + " 0 0.85 0.97 0.90 4009\n", + " 1 0.72 0.30 0.43 1017\n", "\n", - " accuracy 0.81 5026\n", - " macro avg 0.74 0.63 0.66 5026\n", - "weighted avg 0.79 0.81 0.79 5026\n", + " accuracy 0.84 5026\n", + " macro avg 0.78 0.64 0.66 5026\n", + "weighted avg 0.82 0.84 0.81 5026\n", "\n" ] }