diff --git a/doc/source/data/news_articles_100.xlsx b/doc/source/data/news_articles_100.xlsx index 7e6717b..458fe6e 100644 Binary files a/doc/source/data/news_articles_100.xlsx and b/doc/source/data/news_articles_100.xlsx differ diff --git a/doc/source/install.rst b/doc/source/install.rst index 1323b48..8475755 100644 --- a/doc/source/install.rst +++ b/doc/source/install.rst @@ -68,19 +68,19 @@ the preferred package for topic modeling: .. code-block:: text # recommended installation without topic modeling - pip install -U 'tmtoolkit[recommended]' + pip install -U "tmtoolkit[recommended]" # recommended installation with "lda" for topic modeling - pip install -U 'tmtoolkit[recommended,lda]' + pip install -U "tmtoolkit[recommended,lda]" # recommended installation with "scikit-learn" for topic modeling - pip install -U 'tmtoolkit[recommended,sklearn]' + pip install -U "tmtoolkit[recommended,sklearn]" # recommended installation with "gensim" for topic modeling - pip install -U 'tmtoolkit[recommended,gensim]' + pip install -U "tmtoolkit[recommended,gensim]" # you may also select several topic modeling packages - pip install -U 'tmtoolkit[recommended,lda,sklearn,gensim]' + pip install -U "tmtoolkit[recommended,lda,sklearn,gensim]" For the minimal installation, you can just do: diff --git a/doc/source/preprocessing.ipynb b/doc/source/preprocessing.ipynb index 5406dbe..8ee8f48 100644 --- a/doc/source/preprocessing.ipynb +++ b/doc/source/preprocessing.ipynb @@ -940,7 +940,7 @@ { "data": { "text/plain": [ - "(139631948710816, 139633148876880)" + "(140426331677504, 140426727032000)" ] }, "execution_count": 27, @@ -1597,8 +1597,8 @@ " ['instructed', 'White', 'House', 'aides', 'to'],\n", " ['The', 'White', 'House', 'is', 'simply'],\n", " ['the', 'White', 'House', 'and', 'law']],\n", - " 'NewsArticles-99': [['of', 'the', 'house', ',', '\"']],\n", - " 'NewsArticles-3350': []}" + " 'NewsArticles-3350': [],\n", + " 'NewsArticles-99': [['of', 'the', 'house', ',', '\"']]}" ] }, "execution_count": 46, diff --git a/doc/source/topic_modeling.ipynb b/doc/source/topic_modeling.ipynb index 69ad255..c2ac630 100644 --- a/doc/source/topic_modeling.ipynb +++ b/doc/source/topic_modeling.ipynb @@ -337,11 +337,11 @@ " {'smaller': [({'n_topics': 10,\n", " 'n_iter': 1000,\n", " 'random_state': 20191122},\n", - " )],\n", + " )],\n", " 'bigger': [({'n_topics': 10,\n", " 'n_iter': 1000,\n", " 'random_state': 20191122},\n", - " )]})" + " )]})" ] }, "execution_count": 8, @@ -398,7 +398,7 @@ "data": { "text/plain": [ "[({'n_topics': 10, 'n_iter': 1000, 'random_state': 20191122},\n", - " )]" + " )]" ] }, "execution_count": 9, @@ -562,14 +562,14 @@ { "data": { "text/plain": [ - "[({'alpha': 0.001, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", - " ),\n", - " ({'alpha': 0.1, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", - " ),\n", - " ({'alpha': 0.01, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", - " ),\n", + "[({'alpha': 0.01, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", + " ),\n", " ({'alpha': 0.0001, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", - " )]" + " ),\n", + " ({'alpha': 0.1, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", + " ),\n", + " ({'alpha': 0.001, 'n_iter': 500, 'n_topics': 10, 'random_state': 20191122},\n", + " )]" ] }, "execution_count": 12, @@ -736,7 +736,7 @@ " 'n_iter': 1000,\n", " 'eta': 0.1,\n", " 'random_state': 20191122},\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.1166141464331442,\n", " 'arun_2010': 9.915199523875222,\n", " 'coherence_mimno_2011': -1.5746309679390111}),\n", @@ -745,7 +745,7 @@ " 'n_iter': 1000,\n", " 'eta': 0.1,\n", " 'random_state': 20191122},\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.1139204131423471,\n", " 'arun_2010': 7.371331416553211,\n", " 'coherence_mimno_2011': -1.5363408327708654}),\n", @@ -754,7 +754,7 @@ " 'n_iter': 1000,\n", " 'eta': 0.1,\n", " 'random_state': 20191122},\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.11234623318612048,\n", " 'arun_2010': 5.727964369827372,\n", " 'coherence_mimno_2011': -1.5474964313574984})]" @@ -804,17 +804,17 @@ "data": { "text/plain": [ "[(20,\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.1166141464331442,\n", " 'arun_2010': 9.915199523875222,\n", " 'coherence_mimno_2011': -1.5746309679390111}),\n", " (30,\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.1139204131423471,\n", " 'arun_2010': 7.371331416553211,\n", " 'coherence_mimno_2011': -1.5363408327708654}),\n", " (40,\n", - " {'model': ,\n", + " {'model': ,\n", " 'cao_juan_2009': 0.11234623318612048,\n", " 'arun_2010': 5.727964369827372,\n", " 'coherence_mimno_2011': -1.5474964313574984})]" @@ -3089,9 +3089,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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g/ZCVxHbABsE+E5GlytsFt9XTHOoNjb4KEh6rZdhnCnJue7rOYxbJX6m8z/1RmJ4w1tPCVPe0X0E+GmnY3u1Zw9dD5b0LebaOOvLkOapNeden/Da1JC9SbT3weESZrB62WZe8Oc+oexK1HrQzgm2nRuz7VdSj6kamhfYEYZ54T/TGyOKJXk/05lWQT0OW852IWwiPslie6vhWDxrb9qX6XE7MUK99nZK81qOwvd53yrDvl619r8947CjMSNzdwM9zqLMjCT+m4TIjoky7CZBHjbpPiNj+SbDttzH7f45KELV6QmC74gVIY2QRIFnbsSoaiWc517GkhyRvBe6l0ub5VJwAbzDWzyOb78JpVF+LP2bYd1Nr39FkC6i4tbV/2qS/C+tRHdtrHDAoh3o7DjPvdzfRHpftJkDGGnVHqR5GB9vOT6jjF0YdWXpDWfACpDGyCJAsns2rkV14fACs0eD5NItvUt3276AP9lRjXdaO09LIaMAUQC7OgAPQ/ILZnh9nPPbK1v6fkI/ZrP183Uy2GF0hLZOhsIg5kIPQUHV14B3SvWS/R+OTSQuh4GtFEfqYdFE7nwN60CHZ3vsqNIwFDe2zhDLwtB6ucyCrozmPlTPU/TbKX94yQfNSuAPlulk8+P011PbFjTIuk+cmHwOnoJDuoG/Vvcjf5MGYfYYiy7AtjXWvAxdlPPaHqFMYTsQvhUZE/5exHpufoM5jqMbeH3X6jkNh+5NYGV3Xw1BnNO4aNJUiBMh43MMNLwAuo/FRQx+KFSDhJH2o67UJTQSTvF3HoJHM8pQfl8fTOC7JwdZAwsO2CEridWBn2ium22zkl3Jk8HtH9LyHTKE+1e2FKP/HN4LfS6JkUg8F9b0XHDs0WNmXaqE1AziQSgcvC3+hOuLyz5Bq7GYqgn0RJACWRULhpJQ63w3a808q396dkDHOs8g6c1zQ3kHofNdC8z+mxV7LjEDKIhzCTcyxTjPPct6YYQei0lbeGWyLy3wW8lJQriiTQq/CaowsKqw0z+Y1qKg2XZcXqA4i2E5sQ/W5mO9M1hGAST8UTj3LdQy/LY3Ev1qUbMm8smRl3BF9A7KeU7js3MB5dQThhbAjTDbCGKPevHnZqHvLiO3nGtuXT6jnQyr63CLwAqQxsgiQpEnZlckuPJ6i2uGuHXmT6HOzAwlmpRdwFBVrxqSlC3nIZ1EZxrECtcmc8hAgoFHpX9C3wPUZmQeMIJ9za2vCC/LvHOs0ewt5c41R9/ER2w8ztsdN2C1FJaHM1NxbKLwAaQxXAZKkElmC7GloH6U+b+tW4+fUntvIHOtfFL1rf0MOudOQg96H6EP/S7Kb+6bRC9gVzeGMRKrL+egdfg+5KVwEfKvO+lcGfogEw5vIa30+stocg56NS5Dqq11Hp7kTPly351jnE0a9efNdo+6oye/lqZjoTSHa9PJPRh1FORB5AdIYrgJkfMz+A3HvsYbLfRQfRaGncDr68B5UdkN6CmWFMgk/sC4Tka7kWZfNnUhA9EaTeqsgM8uQsainsANSQzyNMqi9gEYeu6K0lCEPFNhWT/FEPWu9kcNZlsx3/0CWOHPyaJSH3dDk8y4k5xvxeGo4HQ0nozzf8+AuKnrIAyK2b4+7+mOVgtroRyCN4ToCeSZi3z9mPI+b6ZxYdK3C6UittVfJ7fB4atgROQomTWD9huSPxgKkwy0KL0Aaw1WA2CPIUzKew2Q6Y87D4/HkzNFEW4u8RuMhnNPwAqQxXAWIOXd3CNUhKlyX2/D2/B6PJ4K+KILvPsCewDpNOq4XII3hKkCuDsrvjBIrZRUe4fKbAs+l2axK5bziVHN/Drab0bjD/e6gYq77DPLrmomCs55IfMiPF6m9rqc4tLdvcKzHkUXVbOAN4CyiI0o02k6Pp+XxAqQxXAXIBShC7rSMbY9a6onq24qsSmMCZBQyV+1GToDPIGu3sM64UCjfAn6PjFZCP6s0AbIIihDQjUaPryHLyNAZ+SNgWMz51dtOj6fl8QKkMVwFyG1UB9hsZJmNor+2O6vSmADpRv4Px1BR7fVCvfpwu53jw+Ym3ATIVUG5l1CokJCFgOHBtneonqfKs52eFqYnT056AdIYWTzR81wmUJxlXrNYlcYFSFzIk1eC7T9MaYOLAFkDGbMsoFp4mIQ+ZaZTcJ7t7Bh6l3Tc31GMCeOWSBfpaR/KegZbiWWQr1FUnLWexHUx618J/mbJJxLHbuiZ+y/yZo/imuDvN2K2N6OdbUFZL+/P0ORVlrSeSfRGoZYfJ1ue6UZZGTkJHoaGtEc08didQtHpiMsia8rbDZDzW08WqG/ErA9Dx+TR6Vw3+PtqQplwW5wqqhntbAvKfFjD0cI3G6xnBRQb/7c058b1Q2GrRyJv9H8iq5xLqOQusFkVeSh/keYKuHYgj0Q9rcQ04Fh0z7MGC90DODvvBrUR05twjFDFHZUpNeSz4O8goq2qmtHOtqDs3s5iqNd1FfWld9wbRcrdIcc2JbEsCgB5OZWejAufRzGSHkNmgJ4KA8tuQI6MQOmLL0Ix0XYne+j+k1BGv06kFVK4hiPDJHVhKGRmorkSTwxlCRA7b8bhwPPAJo77LwRcihy6TJvt+cCvGm1cDIujeFdb1bHvXeiDArAhsFFejeoAkrI4tgtjkc/P3sgENOS9YF3WWFeXotA47cR84/+FY8qs2YyGpBCqp5Ki9obb0rIE9njKEiAboVj4JmujjFwnkuyhuyGy2T7aWv8m8AUqaWPz5hLUxpCPkO25S5rLecAjxu8v59estictMVMr040+9usRH1n6CRTNOQv9UMjydsmJDkog1RX8H/VxXg33DmKR3ImE3RbEO/iGodn/3pQWeepmT+SMY5s13kN0etjjkN28Xf4S4ns9ebA+1eEqzqFadx+u/6x21/9xklEuzzD2Ju1oxrsP7WnGOwpl4XPljAx1h8tIqlO0tjqh+evjVOeuWBlZPYXnFWfGm8X8NwpXP5DhQbmXqTblHWhs+4hK7vK82+nJkWVQWGv75RlHpae+NJqstsuMR2Z5RXOmccx/Rmx3ESC7GuXyzMRo0o4C5Ce0pwA5LWPdvah84LIs99E+4TG2pxLaJQzv8SqaRxgD/IF8BcheKALvcOBKKp7oLwX7nIdU2nYK2AFodNGNOoavUwlL0o06tfa70Ug7PU3gSKrzmoc3989ImNgv1ggkWJrBU8Zxo9RPLgJkQ6Pc1JzbF5JVgDSSMzovwrAQnS5AQD1c81lyXf5U5/mUwVZITTQJCZPRwGXIN+Kr5CtARuB2/S6NqLM3Mr9/DOV3mY1GlX8g2o+jkXZ6msQawH9Ifhimk12n3ChmrJvFIra7CJDVjHJF5URfErcXKlx2LKgdWXicniNAQB+nDzIcJ1x+UOfxPJ7CKNuM1+YdYFvk0xHFqyiI3Z+b1aCAUBc6l+wOYiGmGqKoDHRZ6128kFa40wfdz57EBCQEs/oSDKc6q6XHUzqtJkBA3p97xWxbG026Nrvd4ciiXwPHNofFkxprTiyzMpYfXEQjMrABreEb0GxeAQ4km49BX+AWsvkfeTyF0koCpA8KcfI0taGUQ/qjeP0P09zgcxOCv72QLrQezIircTF4GqWLSjgFF8qO2VN0gq1W5m5kmZeFwcinqBN8ZzwdQKsIkNWRk97vUC8/5G1gJ+Baq/x2yATv0Ka0TvMyIfV89HoB3zZ+P9JQa5IZl6Fs2VZYzbCga2UuIHqCN4k1kI9Iv7SCHk9PIMr6qhvFlzLDDRyMrCXscrdQfI9sL+N4H1A7kZ42iX6qUaYLOZ4Vxb9xn5j9oMB2pLFWQrs6eRLdpi8y1c16HZo9D+jxtBRDkbmf/WJ8SnyAxdWJNoMcQ7ETjL3RiCc83lNURxKOEyCLIVt0s61FORGGXEm2D9HyBbcnjnMytLGTBQjImOH1DMcOl6wqMI8nZAR6hnYotxn1sRfRHuhPkh7ivS9SdS2w9u1ClipFBefbFlk5hcebgwIj/thYNws4ADgeuJHaEdMkip+7OZ5sHyGXUCx5MxQJWy9AKqyOAi9muRYLKPZ6eDqXEbSxAIl6EX5DtnDsO6CRh11XkQHQDkZxdOr58M2g1iO2CHbI2K4PaL6n8+UZ29gTBAgoNEpUqJ6kZRrNS6F6HO0du8xTYQQdIkBGU3/k0SXRKMB+qYpkO9TmLC/5ezQvkNxAZImVpX3NMkaA6pAuXoDUcmiGNoTL+0THjsubbjTyvhUZk7RLiBVPLSPoAAFih2Ovl+9R/dEsmoVQBsLnqFWlhUsX8ALyIG520qSsk7JTUMC7otkAmJyxbT1NgAD8OkM7wuUJis/uaB9zDHL6bYUw7Z5sjKCNBchMasOxN8owKhPdzWQxNILaF6W0PQCZHjcrTlcUR5H9A/QYEoxFsSnRMc28AKmlF7IuzHptbHP3vEk69qMotlSRUbHbkTVQgrFRaN5vKoqyfCXxKu3FkEp/JFJpTgHuRd+VOLLuM4JoARI6rHYDN9Oi6XmLMmMdSHsFniuKxciuxupGIbfzdi7shUy162lPTxUgIGFuhkB3XU4tsE0ux5+G8uRsHVNHT2I9dD0WIF+yG9BHPYyF9oeIfZZDOde7kcPxbUg4z0VajaiOdz37jKBWgPShEjH6BryKskdT70T1+8A3SE7q5cqOZA+W6AVIhWXJHnixC4X7KYKs92okslIsO+JBWZyPrsP3I7ZtTLQJfZi24rdUO3pvijphc5HFXqP7jAj22T743QcJjW40kvXCo4ezCtVmx1mXl9CEbtaXfx2U4+MFx+NMDI7lBUg0GxLtaJu0zKAYo416n6V5KP/G12lRlUhBXIDO/wjH8p8Lyr9J9Af8omD7rxvcByoCZAskdK4Nfl9FhgglPelm9jQ+AP5I/c5mGwLXBP+PRM6TE5AvSzgRvhByglsZ9XA2I5tRRDdwCMpjcn2d7ex0XkaBF/+B+4u9cFB+C5SvvWz6ouyje6Jn6Fo0BzCyzEY1gRuBY4GL0WjgUnQ/4/hS8PcRogNtvhL8NTsH9exjMg3lazkEpRk/ikpqYk8PZyE0eVdvz7HoJdQBr59hn542Agk5PkPbwuUZ8jWMyPv+P4nmx6Jy7HQKX0Ojg/Ccn0f5jKIsM8/G7br9p8F9oDICuTT4Ox91GjPRiiOQNVFWs6HIaSm80JegfCF580kBdbowJL1Iw8xCYWH+TeuFTb8bRV8GTQDOpfnmzu3EcBTKPYv14mbAX5FlYHcBbWqUrYJlOBLeV1KJ5dYp3IPM6ndHqqxdkZHBScE685sWjjBfIHmk0ug+JkeikFJ7IKGyBeV9E+tmMaQ3D3MaRy07ROzXCw3hdg6WenwZyup9N5PdkR66rHO1l0eo7Rm/6LhvTx2BgDp892doY7jY+u96iYr8kPfyNvBzYMWc2txqrIgcMbuBB6xtxwfrL8lQXz37QGUEcnDw+8zg96O0WaTnHZGeNu3B2iFmfzMF7og6jl/GB7QMHeNuaHK1jPM1lxFUR1kOudZx/54sQKD+wIsH5XDs3qij9leyT+xnXRYgk9f9Kd5Bstn0RT4hs631oSr3Tdw/4vXsA7VmvL3RvFk3suBsC75JvCe3vewQU8fRRpl5ZFcNXZeyXIsml84BfkmtP8N4JLVHoIngm4B/oSFjl1HuE+RotSnlOVttRrU+tplLF/Ar4s2Df+xQhxcgop7Ai7OQuigvFka91/uoPz6c6zIJuJD2S3/8DeSjYbMVOq93I7aNCLZdTO0ovT+yZBuc4z47GOsWoeKMfVxE21qKrYk2M/0MZSW811q/Q0w9K1vlDiyovYsjQdEdtPscZLKaxFDgp1Si8v6d8j11ByGd81yaJzz+i3SrSXzFsS4vQMQXyW6mPZ5iQtYsh3T6L2ZsTz3L88iyaYkCziNvXkQd5JfRPMONKOTMAtShihoVLomMH8L7dS/yDH8CebF3U5sVtZ59RhD9XV0VmdbPp9gUGQ3RC3iW6gfjMdRg01TRRYCAevthuay6QFduDOqfjdRuWRhG5Ub+Jd9m1c3qyOY7Lw/xqOUF4Fu4OSUu51inFyAV6gm8+BLRKsS82ABZBhU9XzIbjfa/TOtkVrU5EE2if4Q6bPNQOJ87SA4gOwCNAJ5EZrazkYPvP4m34Mq6zwjiv6th6oopwNoJ7SwNOyLrlUQ/BK4C5O9GuUfzbGjADkb959RZx/8ZdXwxn2blwhIo4ON9ZA8lHrV8iKxMtqmjLVE5YrwASeY3ZL9HWXxK6qU36hBeQ/HzJR8CZ5CeS8jTIVxC5eaPJj4JlKsA+YNRbkxuraxgZvnbqM461jHqaJVRiM3CKFz9cWgi7T7gVeT8NR31oOYjldxHaDL3LuBcZA74ueY32dMGDEKOakXPl3QBDwXHKjIwqKdkXqFy089KKOcqQMzefVxe8kYwJ57rNXHrQ2VS/c2c2uXxtBvLASeTLXxNPctU5CSXNvfmaUNMC5L9Esq5CpAfGeXm59PEKsL0q3MbrCecuC5CyLUSx1J979LuyXhk/+/pWWyIVMIfUawweRU4kXJTLHhyxLQASprpdxUgPzPKTc6niVWYuc3rjSy6jFHH9Jza1SgHUEwMqmWQg+f+KBujFyBiFeD3aJ7uNWqv/fIoEkNbOXLlQG80GX4tlc5aEctcNIG9B60ZhcPjiJlYKCn0tKsAudAoV4R6aKRR/zF11mEmeRqVU7sa5XrkFV4kz+IFCCjhmG3x9rhV5nekj8o7nUHIuuxfuPuI1bOMQ+rzNFN8TwvyApUbeXpCOVcB8oxRbkQuLazGnPSfSK1NdRoroY9kWMcVeTauTvqgNj1S8HG8AJFpa+iz8W8qAfBsARJ6Fd/Y1Na1LssjB9PQua2o5QkUp6pI82ZPjpgjhteJNyl0ESDDrHI/zLOhAV+wjjEOeeGmJV3pjXqetk389gW00ZVjkGNfkv+HPbzfAgnR15CKYSaaBD2JdHPQRgRImE/hwpT9W50wTMspxrooAQJSb3Z6mPN62AhZW7qEPap3+Qz5Rm3bpHPy1MkuVN+4E2PKpQmQPsCDRpl5FONpCwprYj9wn6DAaKejiePvIJ+KX6DsXuMj9rmtoPa5sgNyLDqGijrtu9ZiO/7dipyTbkNqlnNQ6sxu0v0h6hUgoWl2uwsPUAdiCtUdjjgBMhJZEHmi6YOiFlxHsfMlb6K51aisgZ6S6YXClYQ3az4K+WH36JMEyCCU9N0sU6R/xcJI3dPIQ/kksGiBbczCQNSmRxzKLkNtCJbFkDpvdMq+rgLkLeN3OBdwgUPb2oG5KASHSZwAeZraIHueaAYhTcA9FBdtej7y5t4Hn26gpdiGWqeit4FTUZysJa1tO6CP3mYo3PM4a/vHaK6hSBZCve+szlBdwJ9oLR1rFgESxwPo3JLUWK4C5MXg/zOCdg1voF2txsfUCtooAdIbBQ6MCrLnSWYZpL7+N8VNvn+M8pxv0KRz8qRwBO43b1bCtnlkj0/VCGui+PlvUB1x117eQl7a6zWxba5kESALIRXd3UjIT6I67EmSSaSrAHkUecB3oxSbncSd6DkxndqiBEgY2+rKJrWrUxmKVLT3U1zQ0GeQZWUrdQp7JIfTmC5zMrIhL4vF0KhoZ2CvoC1b0PrRQl0FyGDkiNWNYigdi85zJyrWb3kIkAlUeo7P0VmhKMI5v3dRR6cX1QJkEBKeM9E12Lj5TexYFgX2RqF5khLW1btMA/4IrNGsE/LUshYKiJhl6NmFJnVXL6G9nYCrAPllUO7ciG1hMq88BMhM1AP/YVDnTSn7tBtnUXl2pwR/pyMrRLOX/OOyGthDWA09Z5eTryBZgEKor9+8U/HYrIk+WP+iEv7cXGaisO9n0JpqoXaiH7qm/04pd1NQbmtrfV+kyspLgJhWWOHL/fOU/dqNQ9EoJOoD9B6KDOAphmVQZIQL0DckykIyj6UL+fGs2pSz8iQyAAVfWwkN8z35Mg69SEkpQ89FL8b+1vpTqbw0eQuQfmhOpAtlU+skeiMV1SHI5PswpAJt1ZwW7cxGyMT+WZLnKotYZqNc9HGRxj2etud89LA/idLN/hpFMDX5PBIAE5F/y8nIrPFTNHqxBchA5Ii1G0pZ/D4a3h8C7Ims6ZaxjhHlBzIE9cqn49UCHneGoec49FMqe3mTfFMJezwtw0IouN87KNTGZKITcn0NTZjPQPr7u5Ap4+HUCpB1SX+pjrXqj/NE3wAJkHfJnuu+lagnuZbHnaVRRO7nKV9gRC3zkFOiS2ZOj8fjqSLsiZ5K8b5KPYXeqGNzG8WY6nah3OL3kJ9fyW10lnWhx+NpAmY6gAXIP+Fg/MekHlZE6tYiTHK7kbPg2VSb5a6M5lJG51D/I7RONAqPx9MGDEQWVndRHXLjU+rPH9+T6INyeNxJcSlxn0DzdEkGJX2A3ZHLQSPtuJ+el/MlV5ZD0V13pzbGksfTySyNnAbNWHBexRVNnj3/qGU6+g5tWEfblkdm5nakbdelE4KElsa3qVzIWcA3ym2Ox1MK6yCLoVHUqrh6Kn2R6fY/KS6m1UvA98hHldQfOJp4/564pQtl7fTUQeicFr4wy5XbnJZhYfRQnYJUGw8hc8TxqLc0HzlTfozMYx9HuSZOA3al9cOneOJZn+oebU9jVeA3FJcffTYKAV+UunAAmptJitkXJci8/08dvETlIj5TclvKZnnkW/EfGrcm6UJRbX9O66TqPAX39h9eThP/h4sJcriMyOmYvVFcscuoTpbUE+iLtA/3Utxo420UHqZZZuDroPA0ru3bq0nt6igmULmAF5XclrLYEbiPYvM+P4xMHcvEC5Bo1kfxsUwd+gL0TBzYYN2tzuoo54udkiGvZT66P1+hHN+LRVE4Jpe23ldC+9oe0xLlJyW3pdl8AcXiKUpoRC3PUB1KvJl4AVJhWZR98wWrrjeQo9kKDbW+tekH7Ic+rEWFFRmL4uSt2KRzSmIQtYYSUcs8vOo5M1OoXMCTS25Ls1gUhX1udkyecOlCYUqabfXmBQgchBzSTNPPKUhtZQep7DTWRCMtU+uQ9/IgsC/JMdnKYA2q8+bELfuV1cB2Jcwj0Y0SM3U6G6G4TmUIDnt5hebOj3gBUtknVFF9k84Ostcf+b08SHEdpskollurzPXFYYbxj1v+UFrr2pSzqe49dDL70ljCrCKWT4HtijxpAy9AeoaKCmBtlPJ5IsU9u/9Fz0m7ePGvRfo5+XmQjKxLZfJ4NtINdyJHUp7KKm2ZiSYZi8YLkM5mAFLRPUJxz+pnyKx9k+acUu68SPL5jSytZW3MeVQu4OUlt6UIvk3rCo9wmUXxoaa9AOlM1kXv8CcU93y+hjJULt6kcyqKP5N8npPLa1pjlDnp9FOkv9wV9dRHEZ02tR3ZDT009ZgQzkIOhP9BPZcPkLnjTOQnshCakF8JqQw2R3nY68nQOBB9CLcMjuNpDgNIfzZmN6MhGRmIVLJHoZwvRTAPuB2FGIlKLdCOvJyy3YdzqpN+VOcm/gflmZvmxZpUW5m5Ls8C36J+3e7n0Es3p45jP0NxnQk/AhFfQubbLlY53Y2dRmFMprjRxnvA/wFDm3Y2zeMgks89LWNny1LmCKQvCix3ObKZPghF3NwDhe54DoXsmFFH3XbComYxAPWeBmfYZzxKhnNLg8d+HcX3ORdd0x0z7LsZennPaLANnmi2QN7WLu/b6yhDZCuSt79CFzJvviT425Vz/a3CtJTt9XzjejTjKdYDuyzOSGmXvTyAhGje9EbWMFnaMheNYvLGj0Aqsd/uQxPBS6Be5+/R/V8fxTObi4Irtip5vZ8TkCf6qk1tfXl8heTrMaa8prUnRQmOMgXI58imPvobspcvkjMztCfrR9EVL0A0vzQTWNJYNx0JEJOjg7r3yd70ptDoe/koCtNS9HPfauxN8nXxVlgZ6UQBcm+G9j1GcuKavOgF3J2hXd3k7xntBYjmPV6y1k1AqhuT3igabatOHtfzLk5FERiKGN22CweTfI2eLq9pjVHWHEinue5vhbtPxRTUC5tTXHP+RzeymBkJLOK4zwm0rg6+XemmtsMwmdrkUV3IdLXdDUkAnkehc27A6/jTrKzGNqUVBVCWALmtpOMWxS8zlD0F9TKbxRhgOArx7sJeKD/LuILa0xMZg/T9fdDcHygD4ReROmeuUbY/zRmdFsEs4GY0smrbXnUBpM1zjmpKKwrAJzNpnLVwD5k+EvhLgW2J40KqP1JJ9EPmxJ78+A8SCrsY6x5FcyLnUnkPt0IJj95tausa500UZXgF5EDrhUc1q6Zsf6MZjSgCL0Aa5/AMZc+n0gNtJh+jORpX9iyqIT2UW4O/ZkfjWjSRfixSZ41CGSb7Ajc2tXX1MR8ZguyM5o7OR+pZTy2rpmxvWwHSauGP243euPfWZwDXF9iWNO7AXTBshTK4fVJcc3oUd6M833cZ6z5Gk6s3oFAdiwfrH6C1o7OOQXGprsCrOV25G80JxfFasxriaS22wt0a5YaS2hiyCtmsZ/IyJfVWWMksjcK7H0nr5wbZC83jeDyAH4E0ypczlL27sFa48QEwCVjKsfxmSEXhKZaPaQ+VFfgAku3CQqgzsgp638PcM+eTs0WcFyCNkSUc+iNFNSIDr+GeB2SzIhvi8XQQ66PoGmWrfDcFTkXBXKOcNf9MtAD5PBUV6gcoLpkTrShAeqMos+uhmFKLI5XBp2iS7nXgbcpzGAwZgLu9/gRaI1zB6AxlWz3TWzuyCnAM8AU0x/QimgcJWR75DHyAotJ62oOL0T1dmXJ8OnoDv0Hq4noigB+AoqODnJyblWwuN/qgCd47kGVKmv55GvIl2Z3ydLKbpLTRXP5VUhttzsW9zfPJ59r6ORCxLwpnYtbxuFXmd8H6TnO07XQmo4jWZXENbs9sXOK+YVa51VwP3ApmvFshC4W/o0k6F4/pRdEk753oxpXhubtxhrLvFNWIjEzPULYP6hF7GmcDZIG3EOrhnRNTLjS0+EYzGuXJjYFIK1IGPwIOtdaNR9/TyxzreI1q52bnud2yBci3UC9swwbq+Dxy1Do4rWDObJChbBbVUZFkTVI0pJBW9Dx+gnTSP0PqgZ/ElHsVpW/duDnN8uTEmxQTVTuNxYFfGb8nAvsjh869kLrUlceM/7/oulOZcyB7AFcRLcQmIK/tieiF6o1yhiyPdPP2h60PGsZNBf5ZTHNrWDlD2d8GS7tRb3IrTzU7omczbuRhMgaFkvG0DxejaA+rAu838biHUsnRMgs5db5SZ12vG/87ZzctS4AsiuLlmMJjOnABGsanhTfeACWgOpaKyqs3Ct62HhI6RbNCE45RNj7VZj4sg0YXLlEIppNBB+1pCS5H3517Ua//kSYd17QC/TP1Cw+otrxy7hyXJUC+SfUH+BWUG93VUukVpA64GI04QnXSikHdV+TTzER6wvxAuwb1azU+xU3F0RtYgzaOztpDOQXdu8WBh5GRz/vEW9LlZSK/vvH/nQ3WZWZNXMx1p7IEyN7G/9OROqseM9fRyBLrVTSqAU1ANkOAlKHzbDb1mAR6ankK2eZvQXKgwYNRgMW/N6NRntywE4MtRmPzuq6Y3yBn340YzGCrzu99WQJkXeP/G5Dde718iALTfT/43azENb537nHlQtTRuQk4gloVx6Bg/ZkoJ8iFzWycp2Gc5wxyxvzQN+o3ZOa7n+y6U1kCxLRHziP72mNUBMjQHOpLYyC+d+5x537gbGR99RCaUAfYCE1eronC6BOUebG5zfM0SFnRdCdQmS8bSmMd8WHG/85BMssy4zXd6fNw/59k/D8zh/rSGJhexOOp4qfIbP09FGEBZACyHhIe76NMlS6WWh4PyHw4ZJsG69rD+P8J153KGoGMpRLUb3AO9Zl1NCPbX9lhVDztybXIoXBDNAG6OLIYfA0503aV1zRPG3I3FUusY4A/UZ8qaz+q52zuc92xLAHyKBXLqfWpJNypl02M/x9psC4XZjXhGJ7mExWALm+6kIrqxSYcq9Xoi0zDF6Kismtlshr2rI4yMm6C5hTuAX4dbBscLGNxzw6axq1oAn9hFD/wEuAosnVEvkh1ltS3ULtbmi2pxF15ncZiLg1AaoGwvmaFNZmPe9ykMkKttArtFAtrM5qfD6RT2QQ4AbgOja4mog+b6/VthSULRyPBYO5/tbH968G672asN41fWcd8DNiJyjc1LhbW2sjvbp5V5oCc21cYZgCwnzdQzwVGPdfk0C5XpuH+IH6pie1qNdpJgHyB8gXI1sBpBdVdNCsDZ6Gee9kf/2YKkJ2QcJwJXITUSbYA6U8xkTL6o2CtdtsnI2FirvsbcnYcHVG+G41g2obFgf9SafwVZPPuXge43dj/OfKZT3HlTdwfxL1j6ugJtJMA2Y3yBcgvyfbxagWWRPr3LKPydlhcuReNPjY11tkCBDQ5/X6Gel1ZhGghkmW5hjrUikXMgeyVsK0bSeq5SFqfgGzeN0VDuyNQdN1nUHTLyUG5XkjPtzQaem1NtRfms6gXkCXabKOMBtZyLNsTwp50Aq7ZGovE2Qu4RdgWuIX4UOE9gS2BJ1EnNomPqBYyefEZmkw/EfgFleRQLkxCnZaL6zlwEQLkjgb27YXmC7LOGWyKbuATKLrvtQ20wZUPM5RdpbBWePKkFaILZHn5y2Z/ZFXWionpmslCKDVxGouR3wS6TTfK93MZcBjKr7QV0R2S2SiC+Z0ohlbdsQM75cb3Qo4ww5AVQjMESJb4/2sX1gpPnqyeQx2HN7h/ljQBZbIrXniEvIecQnsTbwG1EArT/1rBbfkMzcNcFLRnRaRiXBz5301CI6FcBJm/+fWTNlw12SS9iKcFyCMK7lU51NHqrIh05v77If6GcpH/GqmD7KjL/dDoYCjKOtksupCmJIu2JBNFPAB/SS/SEWRJYbkiit7bE6OsZrFJd8lGWSR59f4/AUbVuW9UvptW40JaY74obyYC/0Z+ao9k2O9slLL4/5BTXrjvhsiy6UtovvRZ3LMEenoAb+Nu5fDtktpYNj/C/Ro1Ys7dKMsktCuLFVY3jXWirqa1rbC2pXzrqLyW8cDNKI5eo0FYl0MmuknPy5INHqPl8EPQxrgX+IFj2d3pGeoNmyxpdMucQN46x7oaie/2aW6tKIaTG9h3DhqZTQ4W22rysJj9ZiIjGZs+yDpzMPJByRKjbiwSGnld73HIDPxzaMSxEpqDGAM8gFJOeDxV7IJ7b2cOnTnsT+ObuF+j60tqI0i1kMcIZDyVyND1cAatOwJZCen3s1ynieictiU9BcLsmDred2hbL2QEcRB6jj51aNtLeBP7wjkZXeylUETRd9DH8E3gJOLDmh+MTMU+C5Z/Ux3xsRe6yX811i1CxRnJ/Nheirw4zWNth0YAU9GD90rQnqiwKMcGdQ5GJr/3B8eejuYy6o3n3y84vuvL9JM6j9PObI/79Xkzpo6iCXuKeQiQRjkU6cpbkR/hfn1mIT+vhTLUPyWmLhcTWZtBwA/RyCCpnR9SnZ+oVZhd8pIboQB5FDnP/QlZFIT6/7Mj9jk72PYGMByFGwk9t08yyj2C4uSE7ISEUxfwNWP9kyiPQshBqCf0BnAe8Fvk/9GNvNNtoRYKkEORMLsDWUxcimLoL0r9XEi23ljZE8XNZk2yfZiXiK6mUHbN2MYiBUgr8xBu1+YD6nOYGxtTXyMpGhZD73lSe0fTmK9WX/JPjZH1ecx7yY1QgLxH9STQYBS5cQHV9vNhPKFHqO59DEIf+flUrF3ORdIuHDWcilJ+jqISD6gX+uiHeRKGoJHDw9TO4VwXHPvr1vpQgMwEdrS2NZoYah2yBYk7s8HjtRv9UKfA9fqUEfYlafLTCxDRD40q0q7LNOr3e3o3od5G39NDqQ0caC5vUr8jqet7/SAKwe5aZ8sLkCxS8zqqUx1ORXrj3lSHL/lO8Pd0qsOez0C9/j7AkcG655BeNAwJ8gUU5vo5Kt7oayLhE/pdHIB68RcgYWRyY/B3t5hz+BsSPCaNSttRSCXmysn0rOi884CRGcofXVRDYvgCGoF4ktkYt0nqo6lfFZmUJmFQnXWGXIs85+PMytdCcydFZhr9FHefsCcclofRN+0Sol0E5qEphxfRdMJTSGsTZTjwFpqi2IN8HGr/RzgCOSRi21eDbVcY654L1kW50A8JtoUWFesEv/cLfk9CE5AnUbFk2Tcos2bw+yrSpeffreOGI5DjE86zETYj2yhkDPIL6Sn8Bfdr00XlXhdNP6RCraeHNqJJbWwVvkv6NWl07ubZhLrzSlV9YsIxutFHNCuuI5DrKCaUyW+p/racgmIFJqXJWBn4HvKM70aapBOyHjiLGe+ciHXhR96cQ1gMSb5pEeUnoQ/E4OD3m0gdtT7wMlKRPYt6OksBayBnnE+RJMXY9zziJ9fiwozkkT43imeBm5DFkQsroKxfuyCrnU7nfioj0zR6IdXm14trzv84E/h8E47TCbgEDh3e4DGSJm8XbrDukPNQx3eXmO2nI9+Q93M6nsm6VKffzoPjkQMjqFNzEG4J7z5EI5cr0Lz20ejaTCODH1MWARI1+RuuM+25P0U9u8WpHSothVReU4Pf3cAL6OHcBD1AL6AY9wtQz34YlV4iVATT7WTI3dsETkG+Hq4T8uujOaG9kQVZmayEepgroojIeXM/up+uicP2RL2jIvMTnBgsHjfSRoVzaDyzaJEqLJPvI7Vq1PdvAOrRH5zSFlsArUV8JPKBSE26KfnmA1mFSmiUd4EDie7oJzEfXY+tUDyv4ci6NbfU4KEK65yIbT8Ktpkv4sXBuqgkSqHK60/GuvOQKe2Z6IMa8iKy5nrVOvYPgzpOzXAOoQorSg2XJ98iuypkFrrGzU7xORiNCu6nYjp9b4HHyzpRPYtiJtT7AH/I2BavwlJnLel6/CeHY/wjof4tc6jf5PKEY3WRHBdtJTSnm/WZmYo+0nnxC6PuzOoni6ONuv4vpWwmQgEyluqY/wsjKW5bYX0+WPco1cPOhZGA6KJ6IulgZP99D9UmwZcF62ZQnWZxKTSy+YToyZ6h1E72NUuAgIa/9XyQ3kIf9Cx281nojR7eH6PJNzv9ZtECZO+I46UtXUgnndfE5mYk69m9AIknLYHaH3I4xi0J9cepnOplo4RjdaNUsUn0RxadZwblX0VzHFHLFeg5Xi7nczAT8m3WYF0bG3X9t8G6qggFyAvIKediZE31erD+rIh9wix0bwDno2HRqGDdL62y6wbrP6O6x/mdYF03tcPnPZG6axrqSfwSjWoeRL3pVa3yzRQgi9DYR2oyioe0D/VPHPZDBgr7oXt1D24Oj0UKkN5Unpmsy6toeF6PrX0/pD64u85jewEiPiH5evwwh2P8NaH+fXOo3+blhONlCYY5lnLM88dTae/KDda1klHXBNedssyB/ApNaB+BLIg+RNZS50eUPRMJj5NRfo5upJI6FbjNKvsmEhSLUB3v5r9I12hOoIf8A9icyrzDEPThfQcF5HO+AAXwGTIj/g/1mcMtgWICHRb8Hose5tHIEXEm0nP2Qb2gAcE+S6GAgKug+5O3Y1OjdKEht33/XRiGTLTPQ/5Fj6DnaRK679PQtVgYjZJXQXNMWyLn1MGOxzkG6YIPr6ONnU5aGJKpORwjKbFREYEI/0l8BOa1cY+g/VJuLcqG6XTbaCZLc//BDdZVRTgC2SfPSnsAq5MtWm8rLEWOQEKS9NxlLqFgO86x/Ig8L0obEKXyNJfdczjG7xPqtzUXebBnwvG6qbgXpPE1YOcC2pfGaCptbdT45QijLucJ9Cy91CIdbDqRd4FtkOrPU+EoWs90+Q0qzq0vl9mQFibNgs5OolQPUab/IXnPH4BGsUm4hmO5B0XcbTZvGP8fT/ooMY7+VPvIOavvWk3N0WlMQMEEbym7IS3EeNRbnVF2QwLeRxO0U4LfZakjWp0089A8jD8mJ2xbI4f6bcZQG83CJI8MlUVyu/H/+kjNm9XceSHghmD/kBGuO3sBUjzTkRXZkTQWFK6TeA5NbJed+2IUMjcfY6ybQo428B1EWoTWwTkcY1zCtiIESBeaV4xj1QKOmSfXUf3s7o2sOX9MuuPnqmjU8SbV0xPjUbri3AjnQIqwguhprIZi15St749aZqFJ7mayARXrvGYv/yB+4tHFYmtEDuffTrxD8vXI49nZPKH+BRQTyTrJPNk1l/jOyIzZDk+0BlJtzUYq7YNyaK/N14gPEjkF+djdj573f6F4WHEWdQuId4b0tBDbIz+ZsoVGN4qF8xPKS3a1MPBHKs6MRS+fIKeppDm9MyP26+kCJM2R8M85HGO5lGNsk8MxbEYmHM819NGVQfmNjXX9jbpDd4Qu9O7nzd64RUpOWuaS7H3vaUE2Qbbv9Xi1NrK8iixeNi78DN1ZFzlhJoXcbmSZimJsueQbOcihvhGNnGwbcivJ1yMPT3TQRHrcMU7J6RgmSYnEXFXOI1EOFJMw+OStyF1iK9TDv6PxJkeyJrKirOfdeJjGc8J7SmQh1Iu4Bunf8/xwdiFrjSuRc2ajDkdFsywaET1B46OSOejlOIpsk4vDHOoeUfcZtidmxNeo5VPysdR8JuEYWdImuDI94XiulmVTqTWBfx51hlY01j1B8jxPHqyL7tW/iRfGnwVtOYt4PxgnvGlua7IicoLbAE12rRKsWxQJm4WRAcQ89JH8DDnVfYIE0AdI5/o6CtTYKhZPWVkC9dw2Rh/1lZCeeUl0HQagazADXYMJaE5lFHqBH6V9z73VOATl1EhifaQSbYSrqTjR2sxDHYwka60sLEvyB30ubqaxn6E5hnCOY0NkzfcPqqNK34jmkpsV964XelcWQx2omUioTCY+L4rH4/Hkzoakj8qOyuE43085xg9yOEbIHinHmuJYzyiqVXhhQNk9rXJ3Ukw+EI/H42lpepOs7gn1/Y2yacoxRuGeFiCNi1KO5ZpZ8SKk7vo+8uieE+xru0m8jDcR93g8PZQHSf7gTqbxj3sf1PNPOs73GjwGSA08NeU4DzrWtQbV8w0LkHmtyXLB+nsabLfH4/G0JT8jXY0VlQcoK2kpEaajYIeN8LuUY3SjkYUr66HAshegeTubb6DQKQfW3WKPx+NpYz5P+kf30hyOc6jDcd5FRhX18GXcLPyKyM7p8Xg8Lc8mKObYxjnW2Yt0M/OPkRNdIyxCxfkuaZmAQuJk4XA0R5FWdzetHwsriYXQdax38Xg8PZjQC/q6nOsdTvqHN4/UD0nJpaLmKvYHFo+pa2lkYpvkY2IvjZojN5stka/XWyh0iut5xi0ej6eHsgKVD0HeAmQr0j8+d+dwnI0cjmMvC5Bq6zHkdPg08B7yecha109zOAebDcgn9a9JH5SNtVGB4QWIx+MBpKYpSoCAIhskfXy6yCd67j9TjlPU8hkateTNYeT/cT6dfM99Bsr46YQP5+7xdB67FFz/FSnbe5GPqe2Pkfd5s/kjmsvJm0bTztoshyzjTGag0ddfgb8Y699C1m23BNtHW/u9hHxwFgd2yLmdHo+nTeiFcjoUOQIZQnz013HoozY4p2O5REbOc3mP4iaRf06+I5CTqG77tdRe9/A+XRax/6Yo3Hy4//k5ts3j8bQh9hxFEQIE9EEyjxOmBa43rWoc/VAOi2YIj7nAtintuQ+4zVr3uOMS5jDPizuotP1Zop04p5D8HPQGrjLqOT7H9lXxBeBC4L/IfM7VFC5cNnY8zhD0IN6OwhZMQVL0AxRh8lQUcdKFpax2fgoMdNzX5lqqz+dox/16IZXChSg/+jj0oH6MAh1egkwR6wlsua/Rnqg84+sCZyPrkylIHTABDVdvAr5Ncq7p4Ub9dpiKdZD+9Sn0YsxBnr2j0MN6AOleyX2N+p8y1m+JekafonDbtwTHMxmCHL3eR8/HG0F7sqZWLeL+DKfY6xYyDFkXnYU8nMeS7Z00l6y97rXQpPUTKAlRkYFZV0T3uUjh0YXehzSmUhsjK+ux8uIto87vxJQJn4k7EuoZQCWx2yyqIwg3zKrkk/xo45TjDEBZzZLyAYTLAqTfW8ah/XYGwP0d9rFZmOo4QLNxG6JvgyxBXK7Ps8DWGdtlCpAF6IMM6rWdF6xLO+4lCfUPN8q9Gqzrj4SSS92jkDVNHKYACdPb7kB052Q6ldDTQ4nPkPck7p2Eou7PcIq9blB97fJY6lHb2EK9SFZD6qU8zzlc5hH/AbbZmNpvWTdyoNw4ZQlHbXkxmco5xIVlD9+Th1PqOtqo68d5NXBtotMffoLspN8l/oWYhnp0tyE9ZpJVwxJodJH1xn+AQggksae1z51up17FwVYdNzvscwTZ81nMAb6ZoV2mAOlGoc77kc16ZfeE+odbbesH/D3jOX2GwnxHYX8E1yDZUe2FYL9/pRzT5QUo8v4Mt/bJ+7pBawiQZrMUmgDO87xHk662SqMb+JFDuXDOIi/M5Gtxo4bngu0vp9S1qlHXQ3k0rg/qPZkX+15qpe9iwAko1rxZ9iuOxxlA5STN5X50U74OfBWZJl5F7QhlErB6Qv19kdomLD8XqT+yYGf6sgOl2RwecT6vI9XFPkhlsh9SPYy2yi0AdnRsly1ANgMuN37PRk5WZ6Lc9j9Bap9nguPMQqOrOIZb9d9m1X0jyry2K7Abul+PR5z7y0SrOOyP4ENIlXBRUN9RSJVkljkt+DsRvZBfRQl0TFv/t5IuGsXfn+EUe91ChkQs+1t13BpTzl7ahV7o/o2jMcExDcXDykNwduOWDjbMUpgXplYkTq0fdramk/ws9aLSoXo/j8YdSPUFf4hks9+vW+WfdDzOBdZ+E0nOG7wsmsgy93ma5CQt51vlj3VsG0hdYvZUx5Gso16L6jAM84ETib92A6nkVA6XsbiZ/NkC5Hrj/8vRtYpjORTgLYnhVv3h8jzJdv7HRuwTJXSjetGnW2W+ElFmDrW986usMnE9smbcn+ERbc7zuiXxVWv/oibRy2YA8qt4EPf52HnIx+EHxHut18MQ3MK37IHm9PLiAyrntnNMGfO9WCulvvC9+CyPxt1E9cXfzmGfZ619lk8pvzbVPce5uE22D0ACylUobGyV/a/DMUKOt/Y9J6W8rapw8Wjtjbxnzf1+4rCfLUDC5SSHfV0YHlH3ByjLWRp2RNWouRZbgMwlem7pfavc1RFldrPKxL1Qzbg/wyn2uiXRUwSIySJo7ux7aFTxRzTfMBx1SI4AvkjyaLsdMTvScWrbE4wyxyfUtZhRbnYejTO9TUM9bhrnUf3wfjWl/MVUl8/i5m9HBn2X5JHBi1Z513DQtnotSS+9JtVzQm+ntMlkF+s4HzrsEyVA/uF4PBeGR9R/gOO+O1j7PRdRxhYgz8fUdYtDG1a3ykRZ1DTr/gyn2OuWRE8UID2V31O5z/+KKfMFo8y7xFspmvO8zqOkJJWUqRedgptHqO29mdbj2s/6nebhavIC0uWHrIZ6GXH81fp9iMMx1kVRTUOeo2JVE8VBVF/Tq9AHy4UHqc7fvRL64GXlN3Xs48pkZF7twtPW76EO+4yKWW97zUZNCH5i/Y7SbZd1f4q+bp6eiZmcanuiR+9PUcn7vhqaj1vKKrMR1Z33uI5cDX0TtpkvluvQz35ppyeUXY9qIfUe8R+QOO4GNjd+b4dMjqO4HplRhud8CPDLlPoPtX7bQsjGFmBZrBm60ESueT5boV6yK+Op/QDlycO4h5aYGSzhszPYYZ+JMetnWL+j0oLaw+6onlZZ96fo6+ZpDbZChiyLkzxhnVcn7wn0ziyD5mAOQ3PKJl2oYx5+63ZFI4wnkAHSSsjvyuxY2Y6SsSQJkDeo+FksiiZg0qxbNrV+J5X/vPU7zcwsCnufzSNLiYnImio0W10N+QE8EVO+F9WWFfOAG1Las4X1O6tAnGz9ztr7zKruyErS6CsK86OZ9KyFTIlZ32X9Py2lDESPrsu6P0VfN0+5LILm1nZyLJ+XAFmAjGV+jjpV9vMZ8gc0D7RC8Hsg8ZkjX0VWgk4kPZwjqJ44/zEyq4xjI6qDuL2FhFActl/I2ISycdg90TTHwqup9ns4lHgBsi2wivH7LiSx4xhArWVHUnkX7KFmGkUEgDOJ8nbPk7k5lYmizPtT9HXzlMvpSHh8iowgPsRdNdool6C5jeuJfzemIwuwh0ge0X6IzNidA1gmCZA/I6ERhro4Epl3/ZranuJXkGe42etLUw8tYf1OUnfFYe+T9kLfiaR0ODezP3Ac0RfeniNJU1+5WNhkJWtmN1vVkzf13KMsuDy49b6YZd6foq+bp1y+gb6NG5OTD0UGxqK5vDReQN7qZwF7U63i/QQJoN9QO5eYSJIAmR4c6GHjYCcgG+qXkXPeAOBz1Jrr/hGZASdhqxzqiaVj79OdUn4uatf3g99LIPPPO6xyA6ie4P+Y9CQ5PUHVUHSvKu3+NUKZ96dZvVFPOayAYre9X3I70hiD1PILIe3KomgU/h51vntpL9V/UQL6y5CgAPW6NospPxOFcv6jw7Ftfd2iDvvY2Pu4qCSupiJAQGosW4DsTvVQ7wbSe8f2+cwmuxOYjW195Kkff388RTGV4kf/eRIGH20Yl17Z40go3I5s5uegl2/RoCGTUHTXB1DE2riJUJsJ1u96IkCuZP12mQN4BuWLDmNo7YaExVSjjB3vKE19BXqAZlEZrQ1EJnS5OOV4GsbfH09RPIT8dwbSw54nl4yER6AJ9T7Im3Yz9MHtg6wPVkEBCy/EXXhArTf4hhn2DbEjUD7ruJ8pEPojh7yQhanumb5CJYhfGrYVVJLToaf5+PvjKYL/Q9/Dm3CLEN4xpAmQdVCY4l5IR7YX2U0S4/iQap3hymR/oXezfj/uuN+1VOulzRHHrlT7vVydoT0PW7/TPPE9zaUn3J885hY92dgOxdj6OrIMfRp1um+LWTqGNBXWkUaZ51E4kDz5K/Ar4/fRwA8d992Uai/xMShekQtjkcotjBi8PXJq/ITqAIPzkXWCKzcim+zwpf0BCuTYTvrRTqYn3B/b4su2diyDPqhnvniwLIRCI/XFPZRMGdzlWM60gupLsj9aR5EmQMzIoYMKOP5FKChdqJc+BriG6hAlUQwI9jW5kAz2y0h4hQKkD1LDXYtGICH3UjtXk8RINFe0T/B7WRTJ9SCyW+KEoz5PfvSE+2P7Rm2B1LT1+s9koR/q1G2N1MvrIofdZWhtQRGH6+itUWOMelkVBZG9C/mzZfn+NYVLqA7MdhWyda7HYiqO46xjTCLeSxLk/XuPtc9rZI+0ORBNnId13IoiuJr17hu3cwKrU50prBvFURrmsO/KaBT2H5KvQYgdTPFPdbQ3ieFW/Qdm3H+qsW/U5KIdTPHkmHpOM8rEhZq26zolplwz7s9wir1uaXxoHf93ddThSh+kurkFOdLZQSTbeWl1vk+lrVNpboZIIH0Ecg3yPg/nSg4PlijmoQfoLSQNr0Q9vjQuRCqkUHW0JFIvPYQc/95DL9FQpGvcl2qP4hnoBZ3pcCyT2eihPzL4vSPVUSinUF/2wneD9vyTyvXdCc0dPYvC0I8L2jsIne9aaP7HTIzlddfF0BPuz1+Q0A35GVL5hl7SIAOYIWgUtgTZUwD0QibwZ1AdscHTPL5s/D8VeLOkdiTyHfSRziq9u1B4d5ehaz8UdjrrMSbSmL5xG6u+Scb/toosKztSm00vyxKXz8LEj0Di64obgYQUeX+GU+x1S2NRNCp3PZdM3sdI8NhZOjtxyZsNyJayIo3XqbQ1a96YXEizwtobWShlDakB6qGcgNuJzUO9maOJj8hq0o16U5uRPl+SxBNUB3w0w124+H4k8TDSB1+JJuNdmY8Cs7Vkb6KD6OT7Mx31Tl2tErOwLPBv3FNWeypsQn7J3qA642jRgVQjiVNhLYbUO+ZD8gwyVRtH7WRNfzQkXhmpo8w8CUciU9j/pLSlG0WWvBGps/ZEviFD0QjlY+SHcj+aCM3LnPgaFN/L5A3yCYs+GvnRnI70xF9CHv1D0DWejXqb76DexKNIfZe1R+ipj06+Px8hle/XUDKrLVDIoUFoFDclKPMS7hk6+yIz1PXSCnoicUlTnQVzLrqeYLSF0At9pMOh0Uxq/S3S9v8t1UPBUoZXHo8nV46nfLVSO6uwfp5zvROotHWvHOttiK9TfRGPr6OO/lQStHfTmJqpndgAjbY+QCFfpqBe63eIVhcuQuUaxTlRrm+Uicqy91SwbUhwjGPRZPA0pMp4leoJVZs9kLHABGTqOR6N8LaPKT8kOF7o9f9l1CufgubKnkPWIWlzX1mvVcgWaI7heXSO89CI4DF07lGpl8PrHI5at0eT6B+jcx6NRqKuaY57Iv2Rernsj3rZAuQ+ap0BH3dcRifUWw8PGW39fkrZQohSYe1t/N+NXqyszEXWU+FHsYhQ2q3GUSjHex+kJx+LPrbbBcsBSC03p6Djr4Ksb/YMfodxn4YRHYqlDzLLDrMuTkcP+FD0DOyNMjj+NOZ466I5q0uQqmccOt9NguVLKKKx7RkN9V+rLZHADJmB1DDLomyDX0Te5bsTzVooa9tV6Nkeg4TVisF12AtllXs9Zv+ezB7U5vBxZQZ6tsYjE+rPkGZjPu0XqXhLaoXANmU0BPl/7Bj8vx16p0rnP1SkWiO63veMekqZ4GkiO6EXYTb6OJq94F3QB7Kb2nSTeY5AnkM9xEOp6FoXQepHOxMfyPyyG5le70NlxNAXGU5MD7b/wNovHIF0ow/A8VSMLPqgOYV5xPeK6r1WIX8NjmkG0uyPHFLDdtmjJ/M6dyGLPzOb4Dbo49YN/C3muD2dy3HvuU9GEbz3RfOirWzynJWNg8WkG4V82jhluYx8RyCLU7EknEVtWo1SeILKg/BpnXWsgj4SYT135NO0luVpdJ5xFhbfDLbPodqHJU8BMpfa4JJxLIV6gN3Em5geRuVjYE7WmQIkbnR6XrD9nYht9V4rF8K6bRNe8zo/Q7SK7Nhg+9SMx+wphNc2aelCoWGintNOphv4kUO5k8hXgIBG2/ODeu+hBTz+b6L6obDznLtws1XHEbm1rvVYicp5rhBTZgWjjOn8k6cAydJzPpiKcIh74PqhOYZuqtWapgD5RsR+oGcmLLOqsb6Ra+XC9cF+v7fWm9f5mJh9tzbKDMx43J6Ay/zHiaW1rly60TuVxnfJX4AQHHtOUPfdVI+uCyVqDuQepIMOuQK9yC7qrOWRZ/k+xrqJdFgESouNjP/HxJaqUFS45+czlA3DdrxOvA56HooksAUyp44aRb4bs68ZgWBNKlGX87hWg9CoaWdkTjoEjZAGUlGlJalMXolZbwYh7AnZJbOSZoL6PBp59kSWRp2tNCZQG6ssD65Ho/3rkNn2+6gT/zAwCo2qs/g6AbztUijqRbkZxbcPLVI+HzTiChQz6B00CdYPvcwroRf5SygQoel0GPb46lWFtQOhmqWLaqfEOLJGfnXVH2epN1RJpeXqDrcPjtkeZxAQqsd6UR2Es9FrtQ0aaQ0N6ngZjcCmBMf8KumWVC4vuqeWKGMIkyxRqzsN17niO6kvPFIcp6FO+3LB36WC9QORCvqwBup2+u5ECZDZwP7IFyS0ulgSWePEWeREMRudQKfPf4Qf2W7khJb2omWlCH1yKNDTgmKG2+M6AHERmheh8gCaoUcauVYLI/PiZZBD60HI8svkb6QLkCJUCD2BiSTHvIobjXqK41dlNyBuqP4SMle7kHiTyDjmonmUXyIb/04nVIn0QZYWWVRJ5rAyTlAUEWHz5eDvMPQMRA1v+1HxOI5T+6xNdBZI01PZHAo3cq22o6LS+ha1wgOqQzt48uVlkgWIF8x6/lZAI4CkHnwRIWZKIUnX+x6y/V4XjUi2QB+GpdDHbj7qXX6K1FojkQXXPaSrRjqJ95AJ7aZohHZAcvEqZiOVymLId+KpiDIuk3NZuS847mB0b2+IKHMQGoFMR46CUewXs2/Y5neo7kQ0cq1CAduFTG5t1iLaXNmTDw+g70EcqzWrIS3IMNRpds2ompdZc6MBXz0twnZUfB+uozq3xFIoYvAZaFRmc3uw3zjkxBayBDKJ7MLNCuv4jG0+kYqp9r5UrLH6IKES+oHYakvTCqsb+AWVhGC9kSd5kh9IvddqHeOYtsnkl9BIJzQdP9Panoe1W09nCSrPRNTimr2vE3kGXYP7UbTd09H8RNzi8dSwP9XhW+ZSMa0Ll+si9vscFXPZbjQh9z4VL91DjXryFCBQHXZ8GhoxmG25hNrekilAfhn8nR3sO8XYdhvxIUnqvVZmyP/30LmHDoD/AX6MFyBF8mviBch8pK3oiUxHmhePpyFWQuE/XkIP1Sz0oXsIORGtHLPfOiid7keodz4JxWraNtge5nbIW4CAzGFHUB0LawSyaIrCFCCrIMu7h9BIZibusbDquVZ9ge8Fx/gUCaGXUMKkAWhexQuQ4uiPwuLECZH/0jN9aP6KOlCDS25H0+mkEAOe5jAEhU8A9ThHldgWT/NZCeUDWTVm+0NohDmpWQ1qAfoBZ6F5w3+hrI9JicB+04xGeTytiDkC6akqi57OaiRnPByL5sKiIiN3IvtQrZJNWzoGPwLxZMUcgayHkm95eh6DUHDAJCvB8cg66S6kas3qRNsujEbOfH9CKQmmkiwoHim+Sc3BCxBPVrwA8Zh8GfmLpfkrzUfPymtovuBDJGAmoQ/uDDQPNp/sYTeKYqpjuY+RgEwyc/Z4PHgVlqeWPmgk8jLuapx2WFw5BAnEz2XYpyPwQeM8Hk+jLECWcf/APaVAJzEYBSZ9FTnOjkOjqTghtHNOxw2tBbvpXPWgx+PpUHqhkP6hI12nLa4UVa/rcafmUNd3kQ/aJ8CRrjv5EYjH46mHYcj/oZ58QZ1GJ1ibTaISzXcrFH09FS9APB5PVg4CrkTOm57WmfRvBDM46YauO3kB4vF4snAIGnnEhanxtCem46ePau3xeHJnHSrJwnrC0urkOQeyvFHfZyll/4fvRXg8Hlf+RCXysqezWNz431k16VVY1ayL9LtbBf8PRpnwpqFIs2NQAqXH6fxMi55axqN0uiH96Az9twsb0bj5aTey8vkYxYqaRXLMKE/zMH1YppbViHalH3Ax1bk3kpb7ymmmp2TC0PHh0pM6YEmh3OOWl1B+jH2BNfCT7nmTlwqrD/LjCeuLSmwXSU96AZK4FAV/c8XH/vf0NLZNL/I/rkeC48VimtLjGJyyvZdDmSiGoJHHL1BG1JBHXSvwAkQ5JGzh8TpKXjQS5apYBGVkWwf4PHB3E9vn8bQCaziUmYEi0/oRen70RerzJBZzKOPKAuDynOrqEfyO6mH3I3SGY5Anf3qyCsvF+urLpbWuc+lLcy3PTmnOaXUO/6L6Au5abnM8LUxPFiAzSP7weLVucXwR5VJ/AmUsLUJwTAV+kLVhPekFiGNp6/crpbTC42ltJhKfhRCU88NTDI8Hy2nAosCOwG7AUcH2eSiQZVZmofv6DFLLT2u0oT2RN6iWxEPKbY6nhenJI5BbSO7B7lZe03okvamoFaeW2YiezGL0rI+Ax1MvaYYj3sGwuXSh8PGlkiZA9qXSwxgfsX1d4Gw0BJqChlITkP33TcC3UarHLPQCdkFZzl5AQb7mIuejV4BL0DxFlmyKu6Kk99cBDwGjkHXVp9Ral3xMck/r+BY4n5BOuT/DjfO41dq2DnA6sk0fDcxBPa5R6H4egOzY62W7oM2vAZNRr+5tYATwTWCgUXaeY53DqX5mDszYpqnGvlGOdubEqmmzvyXwAHqux6BRg50pcAhwEfA+UmG8ga5vmgC4kehnLKQn5gEpm5fKbkAa5gdqAZXeej/gvGBd2uTMJRmOtw3wtEOd3cgjfGvHeq9zrNNlOb4FziekU+7PcGO/sFfVHwk/l3MYhTyls7AscLtD3W+gDzPUZtyLG70Ot8oVKUA+DdbtgISr3f7pVD7uQ1E62ajzfJJqYRnFgTH7hvfNp8huLseiaz+15HbEYn6gulHArX7AP4l/kOxld8djHYHCQmT5mM9BvcQ0yhAgRZ5PSKfcn+HWPv2Av2c81mfA+o7nsiy1c19Jy2w0cXm/tb4VBEg3GkV/lND+F4L9bItDe/mxQ9suS9j/sCwn6WmY7dB1n1pWA7Lq/5dHlgChqescZFr2DIpx0xtYBdgCeTbORSqjNA4H/mytG4nUGS8j64DBwGYoVtWKQZn+SDiMBx5OqP8Y4j/8TwJrGr/XQaqMOFwiVR5OsecTR7veH5P+SF2yp3EOdwAPAmNRL3dNYD80IgoZBNyARiLdCfX3RuopW7XzMHAbUu30QxZHuyF13YBgnwmO59BsrkCqyIvRXMUKwG+pGIRsjJ6LXZCq8SykstsW+BmVkcNRwDkpx/oeukeHR2y7CHgXeKyek/Bk5klgPTRKb0nsHu71xv+Xkxw3fjmU7jKNtdBHOax3PnAi8fMzA1EyG7NdY9GEeD3kbYXVzPPplPsz3CofLs+T7AF9bMQ+X0s5n+9b5ecDhyaU3wUJyKj2tcoIpBvNY5h8JaLMHGpHaVdZZVbEjR+hDkjUMU7Bx73yUPuBCpeTcjyGrar4qcM+vVEvx9zvJ3UeP28B0szz6ZT7M5zac/gAWNLhWDdb+yXN6fQGPrTK/8zhGHtEtK+VBMhcomMhvW+VuzqizG5WmSwRd9cF7iX62nyERkFb0JiRg6eNifpA1eOwEseaVE+Svo37w7aL1a4P62xDngKk2efTKfdnOLXncYDjcXaw9nsuoezOVtmxpE8ch9gCsZUEyPMx9di+G1HXdHWrzLczthWki7+T+GjW05Ej3GWoI3Egum/roZHwwnUc09MC1OMD8Zscj38Q1aqQq3DX5z2IwisMCn6vhD54b+fWuuy0wvl0wv2ZjCykXHja+j00spSw1Vu3456P4lYUUqIVGRWzfrT1++WIMp9YvxfJeOzeaG7oGjQHFqU2XQTNV20TsS0kFJazkFqxi/J1+67qvB5LVgEyntoXthHsF9JlQjekC0XN3dxYtxXlCpCyz6dT7s/DuPtczAyWsBc7OKHsJtbvLOfznwxlm83EmPUzrN8fRZSxBWiSP8hSwIbWMixlH1d6BfV4h8Q2IqsASVIP1MMW1u+4nlQctrVUUu+zGZR9Pp1yf7J62JrCJumZ/pz1+40Mx8h67s1kSsz6Luv/qFhHXdbvJOdie7Ti6eFkFSAf53jsAVTn4QWY1GCdSzW4fyO0wvl0yv1J8nhuhMHW73EZ9p2OJqv759aa/JibUxmPJxNZY2HZQ+JGcLGwyUqZL3crnE+n3J/pBRx7YMTxXXx6TPK8vnniou4rez7B04GUGUyx04IY+vPJjyI+dlFhNroz1tGsXnxWs9es5+Hx5EKZHwlbPz6bdCewNGyrk2bizyedMs9nFuqpm9kmB1GJJeXCoPQiDdOrScfxeBqmTAEyA73UodXFQBRZ1NWsstXw59P6TKU6gdhQ3AVIP7KbuNbDEvighJ42oWy1y3NUm4quj6K4tiv+fFqbN6gWIOsCbzruu2Z6kf9hq+CyvGfrZSjbbOaU3QBPa1F2QqmHrd9fLaUV+eHPp7WxPbZ3yLDvphnK2qMaO21yEl/IULbZDGyB5WRkIRgufTPs+w9koLGaY3lPCmULkBupngD8Ae2t//Xn09rcZ/3eF3fLsH0yHMc2Q948slQtvYCDMxynJ3ILCklzAIr1lYVeSDVr+750Igeg4KqFUrYAGUl1yIplUSTXeoKvtYLe2J9PPK1wPv+i2vdjJeA4h/02oRJe3gU7GsDXcXOi/DbZE2P1NCaiMDm3kN0vaT8Upr9Vw/LnyZ4orH+hlC1AQMHVTE/a/dGLPsxh35WBo1GYiZ3yb1pd+POp0Grns4DafBe/Jznp1QYoF0iWd+VlFE04ZGEUNTgppP1hZMsO6fHE0Qf4UjMOVPYkOigBzYEoi17Ynp1QOItnUdKUcSje0SDk4LYWmtBd3ainFXq44M+n1c/nQuAQKnGx+qJEVN+lklCqNwqktzOwN3ohxyFP/w0djtEF/AH4o7FuezRhfyVK8DUdecYPC44RjjzeRZZudtiVMjgZCdwh6Pocha7LByiy7nnU+qBsgUZS26HkZb2Bt1CwxfOpVR8di67TEij3y5lBHb2R0cO30Ei4Xg5EqliTJYjP4ufa/mXRM7EdyjGzJ8pYeSBwAsqJMhp1DOwQQ9sB/4diww0M6r8aRXE2DTCOD445FD2zRwdtGgs8ENRhhpc5Jmj7Bsh6cii196cfClbZFOxw4X8q8Fg7ohc0Khy0y5Ilj4FJ3vlAQppxPp1yf4ZbZfMOf26zAvG5waOWGWgS/XxrfVIHrDfKDpjlGk1DAuWSlPOxw7mfHNOG04wycV73dl2nGNtODtY9ij6GfwLORQExu1HOeptbg/O4DfgdEkBvBeVPiygfJgU7NGjjHcCvgUuRoFo0pt2gDkzax3AJ9OzuB7wSHGtwQnnX9i8brHsGdUDuCn7fhIKIno2eG9tw4yAkJN5AAvi3KNR9N1IXmx2t44P1D6NrczW6No8G6+0AnzsgQX9MsH1U8NtcmtqRa+YHCqST/gty+HJ96eYhFcPKdR6zKAECxZ9Pp9yf4dY+RQsQkBC5M6Xt3eijE446jrK2pY3gB6DMkHF5MszlOSqjjuNSzqfZAuQ9qkPbDEYf1QVUjzIBlqE2v8diaO4iypE0FCAz0YfeJO1j5yJATMLkV4MTyri2PxQgTwS/B6BRZTey8oLKvQ99qYYEZR6m9tm5Ltj368a646k8A/bI955g29YR5zAw2PZIxLZcaYU5EJPRwBFoKHscyob3FtLBL0AS/SPg36iH8k2UkGYv6k8oVST+fFr3fD5CmQZ3QjnFRyLz21lodPJ3JMg2pZJHI6sqZQ4SOsNQT/Yp9CGaGxzrDaRe2QvYEvVc6zlO0VxHdWSCqUiF1Ru13WQiEgYm09A1XIH4b87fqDUb787e1IbJ2v7QL2oOErSjg7+gZ74XFeF7AHJGvYBawReq2XaLaNPN1OZyuTP4u3bMeXg8Hk+phCOQQyK2fTXYdoW1fiE0qrgbqbomoR503KgtHIEcX0f7ihiBuLY/HIGcZuz7FPCC8Tu8fqsGv6+ierQXtfzd2P944q/NgQnbmjYCaYVJdI/H09pEeaCHk7fmHMVgpM8fhnrIw4ExqAd/FspYGEcr5BoZTPb22wIsKRDo4ODvecSnXohKuNayZsdegHg8njSiYoCF68zQ+8ehj+95wElWedcMk2VSdPvDhF63U5k7caEMVZ4TrTYH4vF4Wo8ok+KNgr8jI8rdZpXtC6yTd6MKoOj2h/MlO+RQVxLhKKjw77sXIB6PJ42Dkc4/ZGFkKtqFLOxCwpzrK1n7/5RiEpTlTdHtvwGNQk6g1noN5LeRRwyueSicztrIOqwwvArL4/GkMQFNDt+BJpX3QZGMz0aOjyHXAT9C5uTrIIu2HVFE58eAbRtsx0AUV2yxYBmCrJwOQR/maciSbWJQvi9y1gvLh6E9DkAf2GnIuTMUHEW3fxLyd7kFeBH5jIxBpsPrIWfTNcke4yuKm9AE+yPIeKAvCup5TA51ezweTyqhFdGewM+ReeocZLp9ItF+Gl9DznUzkHn3Xcgz+nCSrbCiLL1s1iXdiulYo/wQh/Kn1dn+0Arr58a+T1Gd7sC2wgrZAAU6HItMusejOZFTqPiMQMUKK8ovKskKi6Ce3yOT9DnIDPvRmLIej8eTO+EHMEskYk8Pws+BeDyeNFoljpmnxfACxOPxeDx14QWIx+PxeOrCCxCPx+PxeDwej8fj8Xg8Ho/H4/F4PB6Px+PxeDwej8fj8Xg8Ho+n6fw/gyNk7O0qzoQAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "execution_count": 64, @@ -3110,9 +3110,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "execution_count": 65, @@ -3177,9 +3177,9 @@ "outputs": [ { "data": { - "image/png": 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tF+AW4G3guDDtOrp3jPZObGtoyjL3Z+x3UWASarpdPmOZRVBH9TzgU4l5Rc9bXluhDvO30PkdEqZPp+vxbZaybpGwjaA9759lUCvKvWGZ2ajf51/AXlXCZg2KbtybMuZ3AHejC78Oigxl94FshiJkJ7oZLgPuQTftDGD3lHWiSHYm8Luw3J2or+fRsO7QxDqbopJZJzAm7GcMuvH/QXob7vLA+DDvJZTA3YP6kuYB/1tS2IooErarwvK/SEzfO0x/hu41zCL7AZ3LKAF7Ah3/P1FiO5Ou/W5FMpAdgF+Fz7gw/5rYtOiTLPAsBhwAHAWcS/UMBHQdO1Fna5qdwvw7E9OLnrd6rEfXY50W9nd6YvrKJYStne+fk8I6k1EmciXwOJX4d2DKfuIWuD6QdnEZOnHfyph/KF1v3CGUm4H0Q6XTecA+iXmbodExU4CVEvOiSPYOiqDDEvNXSNnX02GdYxLTD6YS0UYn5t0cpv+crgnRRuhmnUXXknTRsBVRJGyDgdfRTbhFmLY88F5Y59Ml7Wf3sM4HwDaJeb2A9RPTimQgcZeE+XtmzM8ygtoZyIZUMsE0fwvzv5GYXuS8Neq9sM9azcxFwtbO98/SqKaxWGJ61Ln/TMo6cc5ACtgKNW29jhLypBVQzeApKk0eUfV/bElhGBm2d3XG/JPD/NMS0+NjuLfNsZ+NqYw4S2uCe4zuN8C6YdqLqJki6Y9h/ikNhq2IomEDZRxzgJeBgagZqBM4rMT9RKOBsgomSe2cgUAl8Vw3Mb0/KuR8TNdm4EauTyPyZCBFwrag3j+9UXPW7BrLLXAZSCueA4lbDrVNdwIHoTbTpD8Ci6NEoNYFKGrb8H1Lxvybw/cOGfOnoCa2WjYJ33ej2k5SWgISDSy4m/Q+pKhUs2GDYSuikbA9iDLm4ajJcGfgWtScU8Z++qLa4zzUlNATXBS+v56Y/hV0j1xN19GJjcadZioStgX1/pkDTEQZSbIvbIHWygykH8ppVwR+iNokk/ZBpbnfodJFs6wYvt/MmB9NT7bhRl7PuZ9lw/c7GfMnpkyL9nkI3TtdO4FzwvwlGwxbEY2G7VSUkayDzsm3S9zPMqjGOhF1tPYEl6JE8GuoXzASZSgXJZZv9Po0U5GwLQj3z87AX1B69RZqPZlJeU3GbaVVueEiqDNqU1TD+F3KMksCZwGvAD+bT+HqqHN6pN6aUWfG9Dkp06JM/knUhJHllYzpzaq1QeNhG0ql7Xkp9CzQ5JL2E62Tda6LaHXpcQJ6ZupLaGTZvSij3AF4Lfwf1+j1aaZGwtaO908v1JryVRSHbwFuQP1vn6DO+CVybmuB0aob4mz0PMhVwPcylvkiauKC7IcGN6ASmZanMhy4Xv8J38lOchLTs2ooeUUlpKyhmGmvc3krfD8CfKfB/ZetkbB1ABeia3weqn1cjpoSks8PFNnPRFRaXwb1C+R58DSKS1k182Uzps9Pf0UZyAEow/gquo+j4c9xPS3utPP9sze6Fq8Am6Nh13F/aOK+W6YVGcjJaFTV7WjESFpbJqjqmKySR/qg1yRMRk+2Q3r/SV53AN9EN+YFKfN3Dd//bmAfoOF/oBFBHXS/4dPGyUfDMrdHTTLNrFHUq5GwHYXO901oGOX7wAnoRkt2ehfZzzQ0hHITNDLmkhzrTAnfWU2VyZFcSVEcbOZDrjeieL8PejB3HxSPLk5ZtqfFnXa+fzYI39fRPfNYHT16YA06DF30B2nslQ9lj8JaFHgBZWb7JeZtghKWqXQfyheN1Kinf+bZsM7RielfJ3sY4vVh+tl0H6m2GKrNDS4hbEUUCdsINK5+IqohgK5BNGZ+35L2s29YZyLwuZRtrpVYZ2AI1zy6vhWhA2Vu0fXJGoV1HNmJeTUjyDcKK3IOlfM0h/T+w8j11H/eGpV3GG+RsLXr/RM9apB8lm0JlIlFYatWaF/gRmHNTxuhJoVOVIr6a8Yn7YG9pLIzENAzAe+G7Y5BHZb/RjfoLNITtSKJ9BZUHrR6BLWbPoHOzQWk3wBDUOmrEzXT3Yqa/x6g8vDjsBLCVkS9YeuPngbupPu1Xgedm8nAKg3uJ/KbMG8eejPsZWhU3Qth+ojE8qeF6XPQjX8NevhsDuocrZaBLB8Ly2Oo1nMtehI5aXfUbPcD4E9hnTfDto9EoxKTz6lENqUyNLUT1Z6zFD1vjcibgRQJW7veP0tTST/uAX6PmmQnoQJzNKQ8mYF8FWU+P0RpTieKmz8GjkCtNGvmDEOPthvpoyCSn6ybM64ZGQhopMQf0atMZqEIcRXZQ/yKJtIboaehP0I1m3tRiTfa3uiUdfqg/qKHUI1oBmrmuxklRMmHl+ZXBlJv2M4P4fpTxraODPPvo/u4/XrPQWQnVKqbgK7rB2j45m/pPvqmFyrdjkOjZ6agDGAblKDXiqMboFLoO2FfE9C1TnqL2vfCGVX2E2XCU1HNqZqi562ovBlI0bC16/2zDmrCmhC2/woqkAyg8kaEZAYSvVm82ud4zMzMzMzMrAdZj3xNZMlP8qnehY3Pm4HjgRXQ6gejyjQRvQ2zXtUeLloY+LwZOB6YmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZnVZTzwkxrLDAI+BDrDZ6sqy/YDXge2KSFsrfATdE6sYkG/ppZTr5K2swLwPnB9yrwDgeeA6cAjwKYl7bMdLAkMaHUg2tAUYDAwLMeyHeF7VrMCY6XKE+d9TRcSZWUgfwHeS5m+K3AecDqwMfAAcDswtKT9ttpZwI6tDkQbm5tjmWkoo3m4uUGxkuSJ876mC4kyMpDvoBrILRnzLgMuBJ4Fvg88DxxZwn5brRewQ6sD0SLzWh2ANtLZ6gDMRwtznLcUjWYgw4FfACOBPinzV0XNV3F3ApsV2NeRqK15BjAJuANYO7HM/wDjwjIvAj8EFonNHxfCejFqZnkPuARYIrbMGmHam2E7rwInJPZzH/ARsCxwHZW2/lPrDE8eg8O2VwYuCPudApxS577Go2O/ApgKvAuMptLcQFh/dGK7o8P0uAHAVWE7E4GTEtvJ6wOUGXUCu2Ussxbwd9REOhO1rX8/Nj/P9cpz3fPoQOfjXXTsVwH9U5ardi32Aa4BLgI+Ab6H+lE+Rtcm7ijgZdQU9CJwSMq+ap2fwdSOP2XG+TKuqS0EFkFNUlGH6vl07wO5B/hNYtp5qBZSj8+jiL07sBqwOfBjYGBsmZ3QjfE1dEPsBkwAfhRbZhy6aU8G1g3rTEJNbJHlgNOArYHVUcIzB9gltswAYCl0k+wPLB4+i9UZnjwGh/08BByBMs1tgC3q3Nd4lAAcim7gg9E5HRlbJk8GMh4ldt8JYUnbTmQlaneiDyA7sVkBXZ87gW3RsX0lsb081yvPdc9jJDrWb6Jj/x5qrol3ote6FvuEbRwIHBfCdQ66nnOAEWG5w9FAhK+j63Vg2O53Y/vKc34GUzv+lBXn48s2ck1tIXACauOMSlZ/pnsGcgQwGd1UywH/i26KZ+vc166oE37jKss8gGpDcScB/4n9Pw5lanFnhnWreRJlWHF90U2yZwPhyWNw2M/PqyyTZ1/jUck37kLg0dj/eTOQ62psJ5InA4nOY1picxKq4SxeZf00yetV9LonjQH+mph2E10zkFrXYh90D4BqBZ1UMo3XqMSntMLGaOCdxHZrnZ/B1I4/aYrE+eRyZV5Ta0NFm7A2AI5FpaJqHaXnAH9AmcsrqORzGWoCqMctqPr9EPAg8G0USePWR5laZ+zzM3STLhpbLpnQTaZrU8biYb1HUUR/P2y7X51hzhuevKp1SObdV7I58SlUAqxXsgZZdDu1fBZdh0+qLJP3etW67nmsCYxNTEsWhvJciw/C9/TwPSl8z0TxemnUVJQM8xhUEFsh/J/n/ESqxZ+y4nwe9YTZ2lzvgut9HZVsXkiZ1wl8AbgbZS4nhk/kDlS6qcc8VKX/Fapej0bV/61QZtQLVZt/SvcSIsDs2N+1Iu5FqJnjEOBxdJM/UWd46wlPXtMzptezr2TG1UHtTuC0kmKy4JFnO0V0ULvDPu/1KivBSh5nfKhq3muRPKZkISxKuJP9StH/02L/5x3QkBV/oJw4n1c9YbY2V7QGcioqUcU/lwO3hb8fylhvOGr3THYW5vUm6vxbC5XUvhGmz0Ol4E8Db6V86rELcDZwP7qR+qB+l6S5KDFJy4TLDE8t9exrncT/I4CXYv9Hz2/ErZ+yz1rbKcs41GxZrSSc93qV4WVU+45bN/Z3Wdf9TVQT2CQxfZMw78Pwf57zk0cZcT6vssJsbaBoRPgofOKmoREp8RulN6r2T0EPEJ5Jdnt5NXuj5oYnwrY2AobQNdEaDVyLmmmuRZnjeiEMf6tjX68CX0T9BQNRx2tak9NslKB8A3ga3VifUGmjLis8eeTd1/aoJncn6kTdD3WGRx5ANbybUUK1R1jujcT+tquxnUh03qrFs2rLnBO2ezXqV5iIRvYtTqUfJu/1KsO5wP8B96JC0jbonE6ILTOaxq971GdxChqh9CjKPI4GRsWWy3N+8igrzkcavaa2EErrRB+EItgMVPI4mvqHsYJGX41Fmcd01AZ/VMpyu6Ibe3pY9lGU+UTydBJ/DlXjZ6COz+8Bv6f7cEWALVFz3HSUcR5UZ3jyGIxu1Frj72vtazw6hivRENRJKKGIN5MMQonce2ik1aWonyvZib5Xje2cFcIR7weYhZo1I6eiQkdymbGJ41of+AcqsMxEiV08s8pzvfIOT66lF0rYJ6FjvxRd8+SrTKpdi31QIgx6oLYT9WsQtrN/bDvfoTKM9yWUaSfVOj+DqR1/yorzZV1TM2sz4+k+qsbMrLCyXmVSxDC6llSyPiu1KHzNNIzWHHuRh/16umEsvPHQrCGNdIY16g3ydaTNaHZAWmBhPvZ242thVlArM5BOFt6bcmE+9nbja2FmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmZmVXUA9wNvAss0sJ3eQGf49C0hXGYLkrLuI6thHeBPwKvATOB94B/A5lXWGQgcBdwVlp8NTARuAnZoZmAXAktSSfi3b2A77ZqBbAB8ptWBsB6v6H3k+FmHnwFz0En+D3Anykg6UaawZ8o6GwD/DcvMAZ4I671B5YKNam6we7So5PQyMKSB7bRrBvIo8OdWB8J6vKL3keNnHf4PeA3YNTatAzgZJTwTgD6JdfqjTONUYGhivR+E9WbiamOrtWMGsiQwF9+g1p4cP+u0CDA4Y/rbKPHZJmV+ryrbfDmst3ujgbOGtGMGsh8Kj29Qa0eOnyW6B53Mr9a53niyM54iNgvbOwUYBPwONbfNQJnVaLITyL5h3avD/xsCNwCTgOnAS6gmlaYDOAhVgz8CpgFPAz8C+lUJ7yDgWOBx4L2w3mvA7cCRqJST5kMqCX70GVZlP5FlgfNQhj8Dnf8TgMVQM2RWBlLv8W0ctvVLYHHg18ArVPrNbgA+m7LeNsD1wOspxxf/ZF2HvDqAKSFMcTvG9rFCbHofdH7+HZvWDzgYuBE1084GPgbGAiei2neaRuJZUUXjWdF4DbA8uu5Po/MyHd2LtwGHJZaN4sv4jG1F56yzyrwi5/ND6ruPisTPXuhcd6L0KcvRYZlrqizTYz1H/RnBpsA84F2UyJQhykBuQTfLVOBelMHNCPPuQLWmpCgi3g98Ht0s/0V9No+jxO/clPUWAa4M634CPAI8iG6aTuAxNJAgaRCVDPQ94O4Q1v9QadpbOuM4vwn8FDgzdlzDMpaNLEclIk8Ox/UYqobfCHxAegZS5PiiBOF2YEzYx+NoIMV7Yd40YP3EejugEt2fgYeoJCp/Tnz2rHGsedyL4t+A2LSfUkkE9ohN3zBM+01s2mGxZV9Dx/YYlX7Ce1ACnFQ0nhVVNJ4VjdcA26I4Fq17P8p8o32enVi+jAykyPms9z4qGj+jeHV+lW0/GpbZq8oyPdIqKIH4mOxSV6Q3ukCHo5FYHwG7lBiWKAPpRAlXvN9lGJWSw5Ep60YR8V00nO9QuiYAQ0mPXMeH9W5L7G8plKh0opFrSd8N824CFk3MW5P8ESlKkNPCFve3sNxdKFGJbEQl80jLQIocX5QgROczXttYHGXincAVVcI7iuY2EZwZtr9xbNrNKJGcTddS5Miw7AGxaf3RuVk1sd31UbzuBLZL2W/ReFZU0XhWNF6vQCU+/Z6uGTTACLofXxkZSKPnM+99FBlF/vi5IipYTCE9jVyDSsEu2Y/c452NDv68KsvEI0Anyu1PAz5VcljiGUhadXH/MO+5GmHMm2j1Q00y00kfCLAelVJe8kY6Kcz7Uc59ZckT8ZcEZoXl1kyZHyUWyQyk6PHFM5ADU9aLrtPbVcI8iuZmICPD9kfGpk1CtYxnUMIZ+W1Ydt2c247uiR+mzCsSzxpRJJ41Eq9/TaUVIK8yMpBGz2czMxDQ4w6dqEkw6URqp6E90k6oGeB91OaZZVFUAroZeAC1Pc5B1elkM0YjooTpY9KbDwai8HbStVQFXSPipjn3tz2V6nOaDnQTdgJbJubtHKa/j/qOqg02qCZPxN8lLPNCxvwRpGcgRY8vShDm0j2BAQ3G6ERxIMsompvIbhC2f0b4PyoFHghchErRkTtRc2ha02eaE8K2TkmZVySeNaJIPGskXj8bpn+5jjCWlYE0cj6bnYF8mUrTZlJDfcFFE45WWw24LPx9MPBOlWVnA7uhIcBbojbX7wJboLbV4SWHLXr2JOljVMqE7k0PcS/n3E9UIt2SrjWs6DOPSoKcHF9+K2oCGAJchdrRTwZWzrnvekTHmnVcr2dMb+T4QDWMqSnTZ4TvvAlyMzyLStCfDv9HNdaxqO18SWD1MG191Bk8N7GN1VAJ/050bt9HbfA/D/PTCjFxeeNZI4rEs6LXvQNYK/z9ZAlhr9f8OJ9F3Yzuh63pmt5thM7ZG8B9RTbcu+GgzX+D0QkZgkY23Vjn+rNRdW04Gh1yPHBIecFjZpV508J3Wsk48lHO/UR9CW8BT9VYdlLKtMOAy1Hzwo6os+0EVAI+lq6l4EZE7a5piXm16Y0eX9Z228EcYByVxHJTVKp+jsqgjs+hQscywN8T638TOAeNYHsO1ab/i9q5twO+lCMMeeNZo+qNZ0Wve38qhYIpDYS3qPl1PouYC1wI/BjFnR+H6V8L35eRXujtcfqgm6UTuLjBbUVNKw83uJ1I1IT1UpVlJoZlPpeYHq8K583UR4Xlr66xXB7DUb/Qh2Gbz5KvQy1P1TvqSP1HxvyBpDdhjaLY8TXSJJHcdzP7Cc5Hpek+aFRNVALshwo5Z1Bpzvl2bL3VqPQpfTNlu6eEeWnDR4vEszLliWejKHbde1FpIl6xjvVqxZelyNeE1cj5bHYTFqglYB7KmHuhGttb1Ne/1s2C1ITVAfwVDZe7DfhWg9uL+iFqVfXrtRLpzSODqAxZfK2E/Twfvsvox3kFOA51co9HEare52qyvB6+s5oKV8qYXubxtaMnUdwbjjqGHwnTp6OEdUMqgw6eiK23M+rXGwNckLLdYU0Ia1nyxLOi130elWaketaN+sKyntFapc5wtKvXUHPniqiWukX4+0nSB/bksiBlIKehkUxjgL1RKa0RO4XvsQ1uJ6kvGoueFD3x/hwqcTTqPjT0bi0UGcowET2sBOXdOA+ja7UO6ZnIjhnrNeP48poevpdo4j6iTGFH1Gz1SGzeGNTRvjo6d+Ni86Lmz7R+vwHAF8oNZlNUi2eNXPdbw3c9TdJRM9iKpD8TtmvKtFYrGj+jZ0H2pTKE+pJSQtTmDkdVredRlTKPA9CJSo597oNKQdFInRHlBLHLMN6n6ToybBiVlzgekbJu0apw9E6vV+n+Zs4ONLJi35T1DgK2onvta0UqozLyjGTJW/WO2lj/RdcHwNZF7zFLa8KCYsdXRhPWVmH+ZJozsAAUL+dQeZNCfD+HhGkP0L1DeNcwbxJdR/MNRH0N0bG1QxNW0XhWNF6vSuVhw1NQH1HccqQX7l4J6/yBroXqbVB/Srs1YRWNn4uhzPtllEbNofoI1h5hbZTQd6JS201VPnG/CuvMCOvdhkp2k8P0WXRtW25UlIGMQbWM6eip27upPGl6J+kRrWhE7ECdqdHolLHoOMdSOc60EsatVCLgk+ip7ceovFLkn6Q37e2FOj5PBc6KHdfF6Hz/CGWQyXbt5alkoB+gh/keCfu7lMqblZMZSJHjKyMD6aDytO/H6OG1O9C5OrTKevV6Dh1X8pmUEVSOOdlM1RsdfydKDK5Eg0omocRuNO2TgRSNZ0XjNWjE5dTYfu9CT6K/GLaVTCeg8oxWJ4qnd6DncTrR+c8aWVn0fBa9jyKNxM/TY2G+vY4wL7DiJftan7hV0MUYgxKtOWgU1Hg0tHC9JoXzITQM8yzUSTUTlXBOova7sIre2Dujd/C8izLGCehG/SXpHWQ7ok7KV9A5mYs6Nu9Hnd5ZYXiYfNch+ZwLqPR3Pmp6mYGuwzGov+gm0jOQIsdXRgYCuoZnoyeMZ6PE+Sm6vmakUZeGcFyXmN4bXZesGutg9DT7yyh+TUAZyVoh3PNojwykaDyL1BuvI6uh+++FsN+pqC/uOrKbpHZHzWfRu7OeQb8l1AsV/MrMQBq5jyJF4+dase2nPWhrLRJlIMkmBzOzdjEMpVNTKeE9gAtSJ/qCouxRXWZmZYn6jq5HL5tsiDOQihHkbyqLfxq+CLZAGkHPji8j6NnHtzDqRWWEWinPOC2IT6I3y2sUe/ah2juVrOfq6fGlpx/fwuhnaGj4g6jj3dpI1AcytsXhMDOL3IBGW71IpYZY2gAiN2GZmfVcSwCbozc+3IWegxlXbQUzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzMzPrIf4fN40MuxouEBAAAAAASUVORK5CYII=\n", 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\n", "text/plain": [ - "" + "" ] }, "execution_count": 67, diff --git a/doc/source/version_history.rst b/doc/source/version_history.rst index 1a3a2bf..ae18edb 100644 --- a/doc/source/version_history.rst +++ b/doc/source/version_history.rst @@ -4,7 +4,7 @@ Version history =============== -0.10.0 - 2020-07-31 +0.10.0 - 2020-08-03 ------------------- This release marks a switch from NLTK to `SpaCy `_ for text preprocessing tasks. With this change, @@ -19,6 +19,7 @@ Further changes: * added ``ldamodel_top_word_topics`` and ``ldamodel_top_topic_docs`` functions * added new filter functions and options for ``TMPreproc`` * made stemming function optional (only available when NLTK is installed) +* run DTM generation in parallel * updated dependencies * restructured tests diff --git a/setup.py b/setup.py index 3917b11..6d6e674 100644 --- a/setup.py +++ b/setup.py @@ -8,7 +8,7 @@ from setuptools import setup, find_packages __title__ = 'tmtoolkit' -__version__ = '0.10.0.rc1' +__version__ = '0.10.0' __author__ = 'Markus Konrad' __license__ = 'Apache License 2.0' diff --git a/tmtoolkit/__init__.py b/tmtoolkit/__init__.py index a888308..118f6ce 100644 --- a/tmtoolkit/__init__.py +++ b/tmtoolkit/__init__.py @@ -8,6 +8,6 @@ __title__ = 'tmtoolkit' -__version__ = '0.10.0.rc1' +__version__ = '0.10.0' __author__ = 'Markus Konrad' __license__ = 'Apache License 2.0'