From faf1724c987c48f0cc939b8558294421f4bb81cc Mon Sep 17 00:00:00 2001 From: debnolan Date: Tue, 18 Jul 2023 04:20:31 +0000 Subject: [PATCH] deploy: 302b36edcd99826c2e6e5f080ff05dbe4c72ee4d --- _images/pa_cleaning_aqs_36_0.svg | 2 +- _images/pa_cleaning_purpleair_28_0.svg | 2 +- _images/pa_cleaning_purpleair_39_0.svg | 2 +- _images/pa_eda_13_0.svg | 2 +- _images/pa_eda_15_0.svg | 2 +- _images/pa_eda_18_0.svg | 2 +- _images/pa_eda_22_0.svg | 2 +- _images/pa_eda_26_0.svg | 2 +- _images/pa_eda_29_0.svg | 2 +- _sources/ch/12/pa_cleaning_aqs.ipynb | 48 +-- _sources/ch/12/pa_cleaning_purpleair.ipynb | 431 ++++++++++----------- _sources/ch/12/pa_eda.ipynb | 106 +++-- ch/12/pa_cleaning_aqs.html | 14 +- ch/12/pa_cleaning_purpleair.html | 8 +- ch/12/pa_eda.html | 16 +- searchindex.js | 2 +- 16 files changed, 287 insertions(+), 356 deletions(-) diff --git a/_images/pa_cleaning_aqs_36_0.svg b/_images/pa_cleaning_aqs_36_0.svg index 42656ec8f..3e14b3182 100644 --- a/_images/pa_cleaning_aqs_36_0.svg +++ b/_images/pa_cleaning_aqs_36_0.svg @@ -1 +1 @@ -Jul 2018Jan 2019Jul 2019Jan 2020050100150DateAQS Daily Avg PM 2.5 \ No newline at end of file +Jul 2018Jan 2019Jul 2019Jan 2020050100150DateAQS daily avg PM 2.5 \ No newline at end of file diff --git a/_images/pa_cleaning_purpleair_28_0.svg b/_images/pa_cleaning_purpleair_28_0.svg index ec1fcc4f0..8914803f4 100644 --- a/_images/pa_cleaning_purpleair_28_0.svg +++ b/_images/pa_cleaning_purpleair_28_0.svg @@ -1 +1 @@ -Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000Daterecords_per_day \ No newline at end of file +Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000DateRecords per day \ No newline at end of file diff --git a/_images/pa_cleaning_purpleair_39_0.svg b/_images/pa_cleaning_purpleair_39_0.svg index bf74c5e30..6f062d4bf 100644 --- a/_images/pa_cleaning_purpleair_39_0.svg +++ b/_images/pa_cleaning_purpleair_39_0.svg @@ -1 +1 @@ -Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000Daterecords_per_day7201080 \ No newline at end of file +Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 201905001000DateRecords per day7201080 \ No newline at end of file diff --git a/_images/pa_eda_13_0.svg b/_images/pa_eda_13_0.svg index 0dc87460a..7b6a1686b 100644 --- a/_images/pa_eda_13_0.svg +++ b/_images/pa_eda_13_0.svg @@ -1 +1 @@ -Jul 2018Jan 2019Jul 20190102030PM 2.5 weekly avg \ No newline at end of file +Jul 2018Jan 2019Jul 20190102030PM2.5 weekly avg \ No newline at end of file diff --git a/_images/pa_eda_15_0.svg b/_images/pa_eda_15_0.svg index c8e586576..4ae801270 100644 --- a/_images/pa_eda_15_0.svg +++ b/_images/pa_eda_15_0.svg @@ -1 +1 @@ -0510152005100102030400510AQS readingsPurpleAir readingspercent \ No newline at end of file +0510152005100102030400510AQS readingsPurpleAir readingspercent \ No newline at end of file diff --git a/_images/pa_eda_18_0.svg b/_images/pa_eda_18_0.svg index 464690dda..78f287b36 100644 --- a/_images/pa_eda_18_0.svg +++ b/_images/pa_eda_18_0.svg @@ -1 +1 @@ -510150102030AQS QuantilesPurpleAir Quantiles \ No newline at end of file +510150102030AQS quantilesPurpleAir quantiles \ No newline at end of file diff --git a/_images/pa_eda_22_0.svg b/_images/pa_eda_22_0.svg index d1f677251..dd4f5b556 100644 --- a/_images/pa_eda_22_0.svg +++ b/_images/pa_eda_22_0.svg @@ -1 +1 @@ -−100102030051015Difference: PA - 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AQS daily avg PM 2.5=%{y}", "legendgroup": "", "marker": { "color": "#1F77B4", @@ -1841,15 +1817,15 @@ 162.16460746460749 ], "title": { - "text": "AQS Daily Avg PM 2.5" + "text": "AQS daily avg PM 2.5" }, "type": "linear" } } }, - "image/png": 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", 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", "image/svg+xml": [ - "Jul 2018Jan 2019Jul 2019Jan 2020050100150DateAQS Daily Avg PM 2.5" + "Jul 2018Jan 2019Jul 2019Jan 2020050100150DateAQS daily avg PM 2.5" ] }, "metadata": {}, @@ -1858,12 +1834,11 @@ ], "source": [ "px.scatter(aqs, x='date_local', y='pm25',\n", - " labels={'date_local':'Date', 'pm25':'AQS Daily Avg PM 2.5'},\n", + " labels={'date_local':'Date', 'pm25':'AQS daily avg PM 2.5'},\n", " width=500, height=250)" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -1875,7 +1850,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ diff --git a/_sources/ch/12/pa_cleaning_purpleair.ipynb b/_sources/ch/12/pa_cleaning_purpleair.ipynb index f56cb367a..868ee2d37 100644 --- a/_sources/ch/12/pa_cleaning_purpleair.ipynb +++ b/_sources/ch/12/pa_cleaning_purpleair.ipynb @@ -18,7 +18,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -27,7 +26,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -57,7 +55,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -89,7 +86,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -106,7 +102,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -114,7 +109,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -169,7 +163,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -200,7 +193,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -311,7 +303,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -319,7 +310,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -327,7 +317,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -339,7 +328,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -429,7 +417,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -520,7 +507,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -530,7 +516,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -538,7 +523,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -586,7 +570,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -595,7 +578,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -606,7 +589,7 @@ }, "data": [ { - "hovertemplate": "Date=%{x}
records_per_day=%{y}", + "hovertemplate": "Date=%{x}
Records per day=%{y}", "legendgroup": "", "line": { "color": "#1F77B4", @@ -2713,15 +2696,15 @@ 2375 ], "title": { - "text": "records_per_day" + "text": "Records per day" }, "type": "linear" } } }, - "image/png": 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3bdokPXv2lJUrVyrBzLSvZs2aGRmxZdKk+hRWTFxkcli/Q6paDVFClMn41VPKZPzKzJljymRw5ceWyeBYx7Jl8l//+pecfvrp8uc//1mOPfZYmT59urz77rty5513Vl3Paaedprqyn3zySRVz5plnqn1opezSpYu8//77MmLEiIz79ESd888/fw9GCxculDfffDMapZQlF5iQhH/22muvyOc17hnECyLbDxDb1zfpjXUy6Y0vpOSYA6XkmJbqdKVrK+TiGSuqTq33dR33lvrb/kV7y+ySn1vJWp+/LpFvtv8gD5z1M8HakNhKZqyQd9dWVPubzmPnVkUy6ayfueYFw10KvT7r8lsyvLsrr1wD+MzIlZi3+LCfF95yHb+j+LywW2YYOmiyRbJlEt0wgwcPlpNPPlmNhcQ2Z84cmT17tjzwwANV14WWScglxk22a9dOzjvvPLVvw4YN0rt3b9U1PmrUqIz79Atr3bp1e7A6/vjjVctm1Lfvv/9edfkXFe1+mXOzR+Df//63GpMb1jbhn5/I3S9/IkP7/lSuPOGnKhtvrflKznnw7aos6X34G/Z1b7OfPHbhUVayfNPcFbJi/Vb50686CNahxKbPi3Pi3M48muZly5YtUq9evUQuWm5aEO3+93kV+umff2F6iHFcZWWl4AWcbtUL40QYmJUARBKNGo0bNyYpywQwxrpBgwZSq1Yty2cqzORNG1AiJ5Pbt2+Xiy++WA466CC58cYbpUaNGqoElyxZIn/4wx/k5Zd3jwXDA7FTp05qcs6zzz4r69evlzFjxqh9GGN57bXXqjGTmBmeaV+2qsFu7sK8cbJddZy6uZ2Lmc8o6RFYYXLMpD+o2c3tD8ewUmE3d3Dk2c0dHOtsZ4qUTO7cuVMtBVSnTh257bbbqkSydu3a6howDvLWW28VtBpOmTJFSeQzzzwjn3zyiQwYMEDmzp0rLVq0kKFDh6plhSCU2fZRJqNRCeOSizjJ5EVTl8iLZRvVt7opk3GpYf/NJ2UyfmXmzDFlMrjyo0wGxzo2Moklfs4444w98ou1JS+//HLVOol/o1t3v/32U8sEYXINtqlTp1aNp+zcubPcddddVQubZ9uXCQ5bJqNRQaOUizjJpP4yDmUySjXIPC+USXNWUYykTAZXKpTJ4FjHRiZNkWBMFb+As5sWhgWgy79Ro0am+BjnkQBl0h0cu7ndGZlEUCZNKEU3hjIZXNlQJoNjnTiZDAIdWyaDoByvc8RJJrG2I/7BpxUHdNk98zuIjTLpD2XKpD8cw0qFMhkcecpkcKwpkx5YUyY9QEv4IXGSybCKgjLpD/mOo1+Qrdt2qi/g4Es4fm5ctNxPmunTokzaZ6zPQJkMjjVl0gNryqQHaAk/hDLpXsCUSXdGJhHpOJocZxJDmTShlF8MZTI/frkcTZnMhZa92EjN5rZ3mbmnTJnMnVnSj6BMupcwZdKdkUkEZdKEUnRjKJPBlQ1lMjjWbJn0wJoy6QFawg+JokxWVO6QTjfu/l49NnybG59TDGujTPpDnjLpD8ewUqFMBkeeMhkca8qkB9aUSQ/QEn5IFGUSyPVkDcpkciogZTLeZUmZDK78KJPBsaZMemBNmfQALeGHUCbdC5gtk+6MTCIokyaUohtDmQyubCiTwbGmTHpgTZn0AC3hh1Am3QuYMunOyCSCMmlCKboxlMngyoYyGRxryqQH1pRJD9ASfghl0r2Ax8wukymL1sjIU4vlgl5t1AFY73LQpMXGn3YsLy+X+vXrq8+qFupGmYx3yVMmgys/ymRwrCmTHlhTJj1AS/ghlEn3AtafcXROBKJMunNLjaBM5s4sSkdQJoMrDcpkcKwpkx5YUyY9QEv4IZRJ9wKmTLozMomgTJpQim4MZTK4sqFMBseaMumBNWXSA7SEHxIHmXR2L4dRHJRJf6hTJv3hGFYqlMngyFMmg2NNmfTAmjLpAVrCDwlbJtONRwRy59JAT5T0kB5tm4RWEpRJf9BfM3OpPF26TsYNPML3b6vzCzj+lFG2VCiT9hnrM1Amg2NNmfTAmjLpAVrCDwlbJjO1VlEmk1fx0km5X1dJmfSLZOZ0KJP2GVMmg2NsciZ+TjEDJcqkSfUprBjKpHt5s2XSnZFJBGXShFJ0YyiTwZUNWyaDY82WSQ+sKZMeoCX8EMqkewFTJt0ZmURQJk0oRTeGMhlc2VAmg2NNmfTAmjLpAVrCD6FMuhcwZdKdkUkEZdKEUnRjKJPBlQ1lMjjWlEkPrCmTHqAl/BDKpHsBUybdGZlEUCZNKEU3hjIZXNlQJoNjTZn0wJoy6QFawg+hTLoXMGXSnZFJBGXShFJ0YyiTwZUNZTI41pRJD6wpkx6gJfwQyqR7AVMm3RmZRFAmTShFN4YyGVzZUCaDY02Z9MCaMukBWsIPoUy6FzBl0p2RSQRl0oRSdGMok8GVDWUyONaUSQ+sKZMeoCX8EMqkewFTJt0ZmURQJk0oRTeGMhlc2VAmg2NNmfTAmjLpAVrCD6FMuhcwZdKdkUkEZdKEUnRjKJPBlQ1lMjjWlEkPrCmTHqAl/BDKpHsBUybdGZlEUCZNKEU3hjIZXNlQJoNjTZn0wJoy6QFawg+hTLoXMGXSnZFJBGXShFJ0YyiTwZUNZTI41pRJD6wpkx6gJfwQyqR7AVMm3RmZRFAmTShFN4YyGVzZUCaDY02Z9MCaMukBWsIPiapMnjJhgaxYX6HoP1HSQ3q0bRJaSVAm/UFPmfSHY1ipUCaDI0+ZDI41ZdIDa8qkB2gJPySqMnnWpMXy1urNlMkE1T/KZLwLkzIZXPlRJoNjTZn0wJoy6QFawg+hTLoXMFsm3RmZRExZuEbGzCmTC3q2kZH9i00OMY757rvvBLLToEED42MYmBsBymRuvPKJpkzmQ8+/Y2vs2rVrl3/JJSclymRyytKvK6FMupOkTLozMolYvHqzDJq0WLq3bSIzSnqYHGIcQ5k0RuU5kDLpGV3OB1Imc0Zm5QDKZAaslEkr9S3WiVIm3YsvnUzOX75BSqaVyonFzWXykK6uiZSXl0v9+vWlTp06rrFJDaBMxrtkKZPBlR9lMjjW2c5EmaRMRqMmxiAXlEn3Qkonk7mO/6NMilAm3etalCMok8GVDmUyONaUSQ+s2TLpAVrCD6FMuhcwZdKdkUkEZdKEUnRjKJPBlQ1lMjjWlEkPrCmTHqAl/BDKpHsBUybdGZlEUCZNKEU3hjIZXNlQJoNjTZn0wJoy6QFawg+hTLoX8FOl62T4zKVyRpeWcsfAI9QB7OZ255YaQZnMnVmUjqBMBlcalMngWFMmPbCmTHqAlvBDKJPuBZxOgiiT7twok7kzivIRlMngSocyGRxryqQH1pRJD9ASfghl0r2AKZPujEwi2DJpQim6MZTJ4MqGMhkca8qkB9aUSQ/QEn5IHGTyuaG9pfiAotBKgjLpD3rKpD8cw0qFMhkcecpkcKwpkx5YUyY9QEv4IWHLZK+xL8u68kpZOKKvtGxcr4q283OKn932q1BLgTLpD37KpD8cw0qFMhkcecpkcKwpkx5YUyY9QEv4IWHLZOvr5irCqcJImUxexaNMxrtMKZPBlR9lMjjWlEkPrCmTHqAl/BDKpHsBs2XSnZFJBGXShFJ0YyiTwZUNZTI41pRJD6wpkx6gJfwQyqR7AVMm3RmZRFAmTShFN4YyGVzZUCaDY+1ZJrds2SINGzaMRk4DzgVlMmDgMTgdZdK9kCiT7oxMIiiTJpSiG0OZDK5sKJPBsfYsk7fffru8+OKLMmjQIDn11FOlWbNm0ch1ALmgTAYAOWanoEy6Fxhl0p2RSQRl0oRSdGMok8GVDWUyONaeZfLzzz+XmTNnylNPPSUosL59+8oZZ5whffr0kTp16kTjCizlgjJpCWyMk6VMuhceZdKdkUkEZdKEUnRjKJPBlQ1lMjjWnmVSH4gb45133pE5c+aof7CdeeaZctppp0lxcXE0rsTnXFAmfQaagOQok+6FSJl0Z2QSQZk0oRTdGMpkcGVDmQyOdd4yqRPYsWOHvPLKK3LTTTfJhg0b1J+7dOkit956q7Rp0yYaV+RTLiiTPoFMUDKUSffCpEy6MzKJoEyaUIpuDGUyuLKhTAbHOm+ZXLVqlTzzzDPy6KOPyrfffiuDBw+WAQMGSN26dWX8+PEyb948ee+992TfffcN9apwA2/btk3q16+/Rz6y7UuXacpkqEUZyZNTJt2LhTLpzsgkgjJpQim6MZTJ4MqGMhkca88y+eabb8q4ceNk2bJlcthhh8m5554rp5xyyh6yhr9deeWV8otf/MKXqyorK5PLL79czjrrLLn44our0hw4cKC8//77Vf9/9tlny5gxY9T/T5w4UYktRLJbt25V/+22L1OGKZO+FGWiEomqTI6ZXSZTFq1RrPkFnGRUOcpkvMuRMhlc+VEmg2PtWSYhaJs2bVLjIyGTmbaRI0fKcccdJyeccELeV4UxmTfffLO0bt1aTfS55JJLqtLEBKD77rtP7cNWq1YtqVmzppLdkpISmTVrljRt2lSGDx8urVq1kquvvjrrvmyZpUzmXZSJSyCqMjn+pY9l/EurKJMJqnGUyXgXJmUyuPKjTAbH2rNM6gNxY1RWVu6Rjo1u7Q8++ECtbfnEE09IUVFRNZmE4GEiUKNGjarlZcKECVJRUSE33HCD+ntpaakMGzZMFixYINn2USajUQnjkgvKpHtJsZvbnZFJBGXShFJ0YyiTwZUNZTI41p5lEoJ2xx13qBY/jJVM3ZYsWWJtUfOxY8eqtHXL5Pbt2+Xwww9X/1+7dm3VatmxY0epUaOGXH/99dKhQwcZMmSIyiJaU3v27CkrV65UgplpH1o1M21smYxGBY1SLiiT7qVBmXRnZBKxrrxSeo19WVo2ricLR/Q1OcQ45rvvvhPIToMGDYyPYWBuBCiTufHKJ5oymQ89/46tsWvXrl2ZkkOXM6Tu2muvlUWLFslPfvIT2X///eVvf/ubEjeMobS1pcokbs7JkyfLPvvsI3ipP/vss6pbffTo0Wp85bHHHqu647FBgjHLHOMrR4wYkXGfnqiD2eip25QpUwSyHPXtxx9/lJ07dyZ+3c8olAMmd2HSWVjbEbcuVKde+sde1bJw34L/k/sX/l/afUHndcn/bZHfPfqBdD2ooTz0Px3V6XX+Lul1kFza+yDXLH3//fdqCMtee+3lGpvkgEzlne8141mKxz4Yc7NDAHxRj/fee287J2CqVQTQ0IR1r9GwFMaGZx42PPOSuJl+BTGrTKLF74ADDlCydu+996rCuvTSS9U4RCxe/uGHH1q7WVJlMrWQ0OrYv39/NYscse3atZPzzjtPhWHZot69e8tHH30ko0aNyrhPv6xefvnlPeoAJv6gyz3qG5Zrwj+QbG52CYT9edEOo/+pLnDl6Opjk+95dbXc8+ruCTip++wS2TP1tz8rlyGPvCvdWjeWaed1VgE6f5f3aSOX92nrmiX0guAlXOiyk6m8XQG6BODlix+h9erVyzcpHp+BAPiiHrP1134V+eabb1RdztbTaDMX+j79xyVHyc9aJK+137QBJatM3nLLLYIuEUyI+fvf/y4vvPCCPPDAA6qLBF3H+P+2bd1fDl4K0k0mUYGOPPJIef7552X+/Pmyfv36qpndixcvVq2pGDOJCTuZ9mXLF7u5vZRaso9hN7d7+bKb252RaUTr6+aqUL9n6LOb27QEvMexm9s7u1yPDLubW9+nT5T0kB5tm+Sa/cTEZ5VJSBoWKIeUffbZZ3LiiSfKVVddpVrCHn74YdUNbKv1IFUmMQ4Sv/SwODr+jW5orHuJvOGzj1j3cu7cudKiRQsZOnSomvENofzkk08y7qNMJqYeB3IhlEl3zJRJd0amEZRJU1LRi6NMBlcmUZHJkacWywW9kvXxllxKMatMQhrLy8ulWbNmKs27775b/vrXv0qTJk3kmmuuEaz7aGv7y1/+oibg6HUm0WWN8Y/owsbYNaxticXT9eccp04HF8jbAAAgAElEQVSdKnfeeafKTufOneWuu+6qmhyUbV+m/LNl0lbJxjddyqR72VEm3RmZRlAmTUlFL44yGVyZREUmh/VrL8P6HRLchUfsTFllMl1eMd5Gr+8YxrVAJDE2AjO6Uzd+ASeMEimcc1Im3cuaMunOyDSCMmlKKnpxlMngyiQqMtm9bROZUdIjuAuP2Jn2kElMbEFrpMl21FFHhTbo1SR/+cSwZTIfesk8ljLpXq6USXdGphGUSVNS0YujTAZXJlGRyeIDiuS5ob3VhVdU7pAV6yt8h7C2vFIqtu2QC3ru7k4v+7JCtm7b4ft5dIIQZNNtD5nEbO2XXnrJ9XiMTcQ3uW0sXO568gACKJMBQI7ZKSiT7gVGmXRnZBpBmTQlFb04ymRwZRIVmQzuikVN9FlX/p1gPVqbWy6T//aQSayPpZeeXL16tZq8ctttt0n37t3Vch1YFmjatGnSuHFjNcs7qRtlMqkl6/26KJPu7CiT7oxMIyiTpqSiF0eZDK5MwpRJ/XGBBnVrSVG92vKFQ+5yadVzo5WppfPAxvWkZWP/lwV8a/VmlaW8ZNJ5UbfffrusXbtWTbxxbnpmt80v4LjBtb2fMmmbcPzSp0yalVmqBOlvh5sOUMcwG3xQAAsRF/JGmYxv6VMmgyu7MGXS5mdPnQT1efTfTixuLlf1O0TQtW5j8/LsyToBB0vrYMFKLA/k3PBS7dWrl+ALOYceeqiNawk9Tcpk6EUQuQxQJs2KhDJpxsktyssD3S1N7Oc6kyaU8ouhTObHL5ejC0EmMTbyl3cvqMJie03LUyYsUGM+MQbUVFizyiTWccTnCidOnCiYbFNUVCSffvqpWrgcS/U888wznICTS623EIvZ9ZWVldKoUSMLqTPJ1B9RzZs3Dw1KJrnQLX/o8ljk83ecvVwsZdILtT2PoUz6wzGMVCiTwVEvBJkETf08wH8vHNFXWja29wWrsyYtFnR15yKtWWUSNwQWKcdEG+eGLqgHH3xQunbtGlyNCfhMbJkMGHgMThdmy2S27hQtk1FZmoIy6U9lpkz6wzGMVCiTwVEvRJnMZSyjl5LwXSZ1JtAKuWrVKsEnDDGLGxKZ1Fnc+popk16qYLKPoUyalS9l0oyTWxRl0o1QdPdTJoMrm0KRSS14mOzzweiTrQK2JpPZcj1o0CD505/+JIcffrjViws6ccpk0MSjfz7KpFkZUSbNOLlFUSbdCEV3P2UyuLIpNJkMogcqFJk87bTTZMyYMdKpU6fgak8AZ6JMBgA5ZqegTJoVGGXSjJNbFGXSjVB091MmgyubQpHJMbPLZMqiNUKZDK5u+XImyqQvGBOVCGXSrDgpk2ac3KIok26EorufMhlc2RSKTD5Vuk5mlq6TgV1ayoAuLa0CZsukj3gpkz7CTEhSlEmzgqRMmnFyi6JMuhGK7n7KZHBlUygyGRxRkWtmLpWnS9fJuIFHGItr1tncJplnN7cJJXsxXBrIHtvUlKMqk/OXb5CSaaWBdH+Y0E6VoIumLpEXyzbKpMFd5KTDWrgmwUXLdyOiTLpWlcgGUCaDKxrKpP+sc/3QBHJAmcxQDmyZ9L+Cxj3FqMpkUF9hMC2/VAnKtcuEMkmZNK1rUY2jTAZXMmHKJLqeh89cKmd0aSl3DDwiuIu2fCbfZRKfS8Ri2D/96U8zZn3GjBly/PHHS7NmzSxfXrDJUyaD5R2Hs1EmzUqJMmnGyS2KLZNuhKK7nzIZXNmEKZNepCs4Mt7P5OW6srZMDh8+XK0riX8X2kaZLLQSd79eyqQ7I0RQJs04uUVRJt0IRXc/ZTK4sqFM+s/ad5l84oknZPz48fL6669LnTp1/M9xhFOkTEa4cELKWpgyqcdFnljcXCYPqf7lKXZzh1QhLJ/Wy/dxTbLEb3ObUMovhjKZH79cjqZM5kLLLNZ3mdy6datcccUVgn+fccYZ0qFDh2o5OeKII/htbrOysRbFCTjW0O6RcJgyme3mpkwGVweCPFOuY01N80aZNCXlPY4y6Z1drkdSJnMl5h7vu0zefvvtMmnSpIxnxpjKhg0buucshhFsmYxhoVnOMmXSDDC7uc04uUVRJt0IRXc/ZTK4sqFM+s/ay8SirGMmd+7cKTt27MiY03r16vl/FRFJkTIZkYKIUDYok2aFQZk04+QWRZl0IxTd/ZTJ4MqGMuk/ay+9XcZLA+HmwFazZk3/cx7BFCmTESyUkLNEmTQrAMqkGSe3KMqkG6Ho7qdMBlc2lEn/WVuRyRdeeEFNwvnkk0/U+MmhQ4fK22+/Lfj7DTfc4P9VRCRFymRECiJC2YiqTEYIkcoKZdKfEqFM+sMxjFQok8FRp0z6z9p3mfziiy+kT58+gq/c4EXatWtXJZPLly9Xf4NUNm7c2P8riUCKlMkIFELEskCZNCsQyqQZJ7coyqQboejup0wGVzaUSf9Z+y6Tt912m6xfv14mTJig/qlRo4aSScwgPvzww+W5554TSFcSN8pkEks1v2uiTJrxo0yacXKLoky6EYrufspkcGVDmfSfte8yef3110vdunVl5MiR1WTy3XfflbPOOksWLFigFjVP4kaZTGKp5ndNlEkzfpRJM05uUZRJN0LR3U+ZDK5swpTJMbPLZMqiNTLy1GK5oFeb4C7a8pl8l8k5c+bIn/70J7njjjsEAlm7dm3V7Y0xlHixzps3z/IlhZc8ZTI89lE9M2XSrGQok2ac3KIok26EorufMhlc2YQpk7bu0eDopT9T2ZcV8su7F0jxAUXy3NDeRtnJOpt7165dcsstt8gjjzxSLTG0Rk6ePHmPRcyNzhiTIMpkTAoqwGyGKZMXTV0iL5ZtlEmDu8hJh0W7N4Ay6U+ltPWi4qLl/pRPtlQok/YZ6zNQJu2wzvVzrkZLA33++eeyYsUK2bJli7Rq1Uo6d+6sur+TvFEmk1y63q4tTJm0JRbeSGQ/ijLpD1VbZU6Z9Kd8KJP2OZqcgTJpQin3GCsyiV9ZmzZtEjyEmjdvLvvuu2/uOYvZEZTJmBVYANmlTJpBpkyacXKLoky6EYrufrZMBlc2lEk7rH2Xyccff1zGjh0r3377bVWOjzvuOBk9erS0bNnSzlVEIFXKZAQKIWJZoEyaFQhl0oyTWxRl0o1QdPdTJoMrG8qkHda+yuTKlSulf//+MnjwYOnVq5f85Cc/kffee0+mT58ue++9tzz77LNquaAkbpTJJJZqftdEmTTjR5k04+QWRZl0IxTd/ZTJ4MqGMmmHta8yOWLECLXO5NSpU6vlVi8N9Nprr8kBBxxg50pCTpUyGXIBRPD0lEmzQqFMmnFyi6JMuhGK7n7KZHBlQ5m0w9pXmURXNr7FnfrZRBRejx49ZNGiRdKsWTM7VxJyqpTJkAsggqenTJoVyikTFsiK9RXyREkP6dG2ieQqReXl5VK/fn2pU6eO2QkTGpUrN1MMnIBjSsp7HGXSO7tcj6RM5krMLN5XmXzjjTfk97//vcyaNUsOPvhglYMff/xR7r77brVg+dNPP22WqxhGUSZjWGiWs0yZNAOcKkG5ShFlcjfnXLmZlY6oiZSQnQYNGpgewrgcCVAmcwSWRzhlMg94WQ71VSZffvllwVdwUFhNmjSRNm3ayJo1a9T/H3bYYbLffvtVZQXjKo8//ng7VxVCqpTJEKBH/JSUSbMCokyacXKLoky6EYrufspkcGVDmbTD2leZfP3119WEG5MNX8Y54ogjTEJjEUOZjEUxBZrJMGUSXyPAVwnwNQJ8lSDKG2XSn9KhTPrDMYxUKJPBUadM2mHtq0yaZBGfXOzevbua6Z2kjTKZpNL051rClMlcb2x/rthbKpRJb9xSj6JM+sMxjFQok8FRD1Mm4/RczrVEcr02oy/gZMvEaaedJmPGjJFOnTrlmtdIx1MmI108oWSOMmmGnTJpxsktijLpRii6+ymTwZUNZdIOa8qkT1wpkz6BTFAylEmzwqRMmnFyi6JMuhGK7n7KZHBlQ5m0w5oy6RNXyqRPIBOUDGXSrDApk2ac3KLGv/SxjH9plQzr116G9TvELdx4P2dzG6PyHEiZ9Iwu5wMpkzkjMzpAP8c/u+1XRvHs5s6AiTJpVH8KKogyaVbclEkzTm5RlEk3QtHdT5kMrmwok3ZYUyZ94kqZ9AlkgpKhTJoVJmXSjJNbFGXSjVB091MmgysbyqQd1pRJn7g6ZXJdeaXMX75BLujVJmPqWLZFL9ni/G/nAUinZeN6VX96unSdnNGlpfp/5zFvrd4s3ds2EcQX1a0lRfVqVx2zePVm9VURvW3fvl0qKyulUaNGvlw50i/ev6jaOVMT1vlL/XtF5Q6V5yCWrsF5vij/ThrUrV3tfCinlo33yZgHHIfNWQ6m4PyQSZQzNjACr4ptO1VenPlCDMpc5xH7eo19WR1n2uVgek024iiT/lDNJpO4B1Ev9PMj9TmD50a6exF1q3WjWlWLluP/t27bUS3DBzbep6ruYf8XX1fKgY3qqTrrfD68WLZRPZ+cmz429VmnY1Dn9fMMaaOOpz7fcP8iLojniD8ltWcqlElbZPdMlzJph7WvMllRUSG7du2Shg0bqtziBnnrrbekqKhIDj/88Kq/7bXXXlKjRg07VxRSqpDJy+57Tp4qXate+NiWjTpJSqaVqgfduvLvqgQAcoeHrHPDAxJSdtJhzaVh3dry0KI1Shjx95OKm6s0IT4nHdZCpYfj8d9lX27ZLZH/OV7LI9LB8U+VrlNrDeIh/Naar2Thqk2y/IstMuX87lkFMBtGvJiQn4cWrlH50OfGNRYf0FC9MHCNA7q0VHkGA70hH3j4Y2tQt5bgBQPp1i8KXEvZ+gp1jfrzeunygrhMLxD9wrvrpVVpOaNcsI2ZUyZTFq6pSl5fB/6APCCvWuZ0EF7GdwzMvD6qjn/q3XVyTqdGUrdBYyWxzheuWxWdsmiNzF++sVredZ1xljPSSRVLLZn6HJRJN9rJ2a9lEs8F3IP63nTWYdyTuP9wr6KO632oV7ifqu7bso3q3sXfOzSvL7t2iTx03lHS6y+vqLjUZ9ekwV2qnnXY56yn+odQat1MV3+R9wt6tlH1GvcBxoAiT8gLNowHbdV4HzmxuLnML9sow2cuVfudz1PEnFTcQslltudEJoENo0ZQJoOjTpm0w9pXmcQaktOnT5cnnnhC5fbKK6+U5557Tv33+eefr76Ok9QNMrnjjPHVLg8Sh8Wj3TZI1db/CKhbrJf9+kXhPDabqGU7B14knW6cb5SNcQOPkDdXbxa0qHrZnC84pIUXDFrc9EsAQrvwD8dXk+JM+TuwcT31EgRnvGzwItIvUuz74j8tkOny6dyPFuAZJT3SXo5+meudDfauKQ33qaPyi5ff5CFdXTGMmV2mXqJ6c8sb4rLVH8qkK/LEBKTWP+eF/Wz/IvX983w21GH8+EN9w49GbLinnOmivmJLdz9hn/4hmXqcM1+pP5jS5TndMy01zvkjFxOScB/2aLufuvdHnlosmH0K4YR4tmpcT26cU6Z+uONZE/RGmQyOOGXSDmtfZfKWW25RLY5//OMfZeXKldK/f3+ZMWOGapkcMGCAlJaWSs2aNe1cScipOmVSv9zxUMIvZzzIIRK6peusSW+qVkVnCxfEBr+u0VoGYRnYpaVq2dNd5jNL18nRbZso0cAvdzwE0TL4u15tVCsDfsHrDbK09j8td2h90A92pLvlu+9l5Yat6oGJ9HPdkMdBkxarFwrOjbzg4ay7rx5a9JlKEq2Xzm3hiL5VrWhoTXW2ViKtq/odIhXbdreMFNWtLWDkFGy0CP6uZ5s95Fy3euDFgeOQhrMlxjmzFa2Q4OsUtcmDu1Z1j4E1WGLDS0930elzaInOJGj6ZsrEdHerS+tqww5SY7Uso3zwYsN1IR/IG/4frPEi1nUDx6e2wOD60bJ9cnFzVc+ivrGb258Scsok7kt9f+vuX/RS4Dly2P5Fqs7geYT7TfUGfLlF/TfKAnII2ULduWjqEln31Xeydfvu3hZsztZ51EV9DPbpeou/4XmFXodrZi6tep7pNFJ/9OE49Mzc9dLHSlix4bmA+xD5gcjiPsj0oxv7DzugqNpzMBtVPI/0UJDUuDB+gFEm/bkHTFKhTJpQyj3GV5m84YYb5OCDD5YLL7xQRo4cKevXr5fJkyerXP385z+Xf/zjH+p73UncnDIJaYNM6V/yqV2j6cb+mDJJ1zWT2pWMblw9rggPYPyDlwv+Nu75FXLPq6s9Lx+iZTJbCx2uBeKGFwMe/uliT5mwQL0kINrzruy9x+U7x39pUdY8TViBOVob9HXjGOdYQuwfdWpxTl39HUe/oK5Hi3EmEcTf0e139ZPvyzfbf6gWlm3ZFv2CxUv0g9Enm1xmImIok/4Uo1Mmnc+AXFLHs0n/qMNx+P9PN3wt97y2Wj7a+K1KCqLpHA+OZwKkE62VmVrt0+VB30/Y5+wpQXo3zi5TP7YhvKfcvUDmDe2tfki/sHyjnHxYcxnQpZV6riF/y9dXyFX92qv7Gz/eM23OVn79Qx+xeEYgDf0DmDKZS42JXyxl0k6Z+SqT6OZ+8MEH5bzzzpNrr71WHn/8cenatatg0gfGTC5dulT22Wf3eLmgNozhxFhOPY7TeV78Gty2bZvUr19/j+xk25cu7+lkUkul3+u+pZ5fC57+e7aH4eOL18gfnymr1rqQS1mYyiTShBxBBNEKktoKqiUXrSHOCUI6LzgWrXA4Di0bzq7y3YJYS3VPYZ+zmw1yivOhpTPdpBnEo8XES6us26LQetFW/T3sJ9/4SL78roZqJdb5z1YXcmGbS5lFPZYy6U8JaZmENC0a0defREUE60z+/b0v5U+zP1Jpeh0ik5ohZ0u+HwLnfA7iOYDeHYgxWjyxoaVV9044f5jqc2u59Sri+QBny2Q+9HI7NiyZTPrz3VeZ3Lp1q9x+++1KIn/3u9/Jddddp0r5lVdekb/85S8yb9683ErdMLqsrEwuv/xyOeuss+Tiiy+uOuq1115T4zaxNWvWTO6//35p27at+v+JEyfK+PHjlUh269at6r/d9mXKklMmIQzObmevXcqGl69+neuxmW6tWgs+2iCDHy5N21pocr4wbghni2JqKyekE135uos7nZiaXJdJjB7PmE4INRdnS6uezY08ootRD2FwG3Np+8eHybUGGUOZ9Ie2lkm3SWK5nk0vWv7QW+vVoX4tiK7vJ7/k19l1nmmMsn6WOMdcapl0+7GYK7dc4imTudDKL5YymR+/TEf7KpN2spg9VbSG3nzzzdK6dWvp06ePXHLJJeoAtDj26NFD7r33XjnmmGPksccek6efflr9s2zZMikpKZFZs2ZJ06ZNZfjw4dKqVSu5+uqrs+7LlpNsMunXL/ls59etYm7dz6s3fi1971qkunf1rOZcyi0MmUT+8KJ8c/VXqjvLpjBmY6FbNdDiqceU6Xhni4eeaONcGsiEG7oKMV7M9o+PXMo7iFjKpH+UnctH+ZWqrS/gOMdwjuxf7Et29XMw2w8yHaNPSJn0BX1sEqFM2imqvGUSE23Ky8uNcnfUUUf5PgHngw8+UF3YmEGOiT5aJt944w0ZPXq0zJ+/e+Yx5LJjx47y6quvylNPPaW6vjHGExsmBg0bNkwWLFggEyZMyLjPVCad43FwTKYxdkbQDINMZRJDDg4d9ZJK1UvXkokUGWY5dmHOFmCntOPvgyYvVt36ThF0yqQ+FiKK+pBu05NvdDd57AB5zDBl0iO4gA6zJZM2sq/rEsYsZ5p8Rpm0QT4+aVIm7ZRV3jJ56aWXyksv7ZaTbFuLFi1UN/e+++7rFupp/9ixY5VUaplEq+Pzzz8v9913X1V6ffv2lXHjximZ7NChgwwZMkTt27Rpk/Ts2VPNQIdgZtqXbSa6s2USLZGY8aw3L9KWKwQ9oQXjCbP9yodM9p/4pny86Vu1/mSuC/0WskyiTLQUghv4YdPdi6lda6mLluuXGFqEhz+1TE3S0Zuziy6I+pJr/bIZnyqTGLIBzqb1Ez9mMVylTp06NrNZsGnHSSZNCqnn2JerLV3ElkkTasmJoUzaKcu8ZRITXPAPttWrV6slgG677Tbp3r277L333qrbeNq0adK4cWPVHW1rS5VJrHf57rvvyp133ll1ytNOO011ZT/55JNy7LHHyplnnqn2oZWyS5cu8v7778uIESMy7tMTdSCjqRuWQ8I6kw32riV/++2Rcvqkd1TIAQ3ryktXHm3rsqvS/e3f3pN3Pv9aLjuutVx2XOYZ8zt37pTzpy2V0rUV8siQI+Wo1rl9Ceftz76W86a+J90ObqSusxC34jGvqMsuG3m8+vfE19bIxNc+24M9xhA3aNCgCpE+7oQOTeWfK/9djX8hc9V1V9fHVL5udQyyA5GsVav611XcjuN+MwLff/+9esbjeZ6ETdc3fS36Pk6th0Fe648//qi+TJZuMmiQ+SiEc3377bdSt25d33tJ3dgl/Rmv7x/TxpAau7Q5piGHyTdr166Vu+++u9rezz77TE488URZsmRJ2lnVboVgsj9VJjGWcvbs2fLAAw9UHY6WScglxk22a9dOzTrHtmHDBundu7d89NFHMmrUqIz78OUebM40deJo8YRMdj2ooTw8+AiZ9vYXMmvZBrm5/6HSobmd1lgnl1nLNsoXX2+Tbgc3VKKXacNA7wse/UDeXVshU87tlDU2XRoQ1gumL6u6TpOySVrMyfe8LV9u2SYvXH6U+rEwdOZyeeXjzTJhwGHS99D/froSkuNcvWDAg6VVy6uACY5FGmD6p9kfqzTPPepAGXFiu6Qhy3o9+HGz5P+2VNXHjn9+XcV/8L/HGnFAa3vt2rVF359GBzHImAB+gEJ2ktLyq+ubBqDr2b2vfy73LfhcLu19sPz+2ION+fgRiNcqhmLVq/ffz+f6kS7T2JMAOOOHUdBf4Uv6u1PfV77IJJYDgvHfdNNN1UoQ3X29evUSCN6hhx5qpX6nyiTE9Q9/+IO8/PLubxTjV1+nTp3UmMlnn31WrYE5ZswYtW/x4sVqKSOMmUS3eKZ92TKuu7ndJsBYufgcEsWL95yH3pHS/9viaYmPQu/mBmrTMX6p3dzpFjXHsAR8elF/oq7QJt+k46mHA5g+lNjNncMDwENo0rq5U+9DXc+yfdvcA7acDuFs7pxw5RXMbu688GU8OO9ubmfKjz76qJr0gmV3MNkGE2I+/fRT1ZKHVr9nnnnGWtNyqkzi5sQ4yFtvvVWOP/54mTJlipJI5OGTTz5R3fFz584VjOUcOnSomg0Oocy2jzIpaokbLAzs9/Ijdqq3nVT1kiapn3RLnbWfKpN6tjaWD8LXg5wLLOsFlU3HCdq5snBSTZVzymQ45ZDprJRJ++VBmbTPWJ+BMmmHta8yiRviqquu2mM9SYwDwWLmWMDc1oZ1LDEBx7nOJFonsf4kmrX3228/tUwQJtdgmzp1atV4ys6dO8tdd91V1QWfbV+m/BdKy2SYv95t1Z1c0830DeTUlrRUmcR5MLFk96cfawkmAuCLOpBLrD2JVt84fP4wV15u8ZRJN0Lh7qdM2udPmbTPmDJpl7GvMqmzilbIVatWyTfffKNa/iCRtmZxm+DZsmVLYF/ASXo3N2VSJPXzlboOmsiks76CJb6vPqPk6Jxn1ZvU+7jEUCajXVJJlknn8zrMZxtlMrh7gC2Tdlj7KpMYK4lvb5977rl2chvhVNkyGeHCsZC11OVF0n15KF3LpDMr+BpH2ZdbCrI10smBMmmhgvqYZKHIpP6RmOnrOT4i3SMpyqRNutXTDksm9Yct3JbvC46Ev2fyVSYxPhGTV1Jnc/ub5WimRpmMZrnYyhVePPiM48zSdWrNunQt0m4yaStvcUuXMhntEisUmQxzciFlMrh7ICyZDLPlOwi6vsokFv0eNGiQWhgck16yLfIdxMUFeQ7KZJC0o3Oua2YuladL11Em8ygSymQe8AI4lDJpHzJl0j5jfQbKpB3WemKq6SocWdeZxDI8mMmNhcox6QYTW5zbPffcU23dPTuXFE6qlMlwuId9Vv1rM93sdrZMmpUOZdKMU1hRlEn75CmT9hlTJu0y1u9CX2Ty9ddfl/feey9jjjHTGutQJnGjTCaxVPO7JsqkGT/KpBmnsKIok/bJUybtM6ZM2mXsq0zazWq0U4+TTOK70LM/2CReFshO+rgPP2sZZdKMJmXSjFNYUYUik5gQ12vsy2rprmWjTgoUN2UyONzs5rbD2opMvv322/LBBx8IvoF54IEHqvGTWOcxyVucZPKuFz+S+xeulWH92suwfofkVCyUSXNclEkzVpRJM05hRRWKTIJvrgvm+1UmlEm/SLqnQ5l0Z+QlwleZTF20HMsErVmzRo2fxGcKjz76aC95jMUxlMlYFFOgmaRMmuGmTJpxCiuKMmmfPGXSPmN9BsqkHda+yuTf//53GTFihDz++ONy5JFHqtnc//rXv9TXZTA554033pC99trLzpWEnGqhyKT+JOCkwV0Kfn1EtypHmXQjtHs/ZdKMU1hRlEn75CmT9hlTJu0y9lUmr7/+esFNge9kO7cvvvhC+vTpI6+88oq0bNnS7hWFlHqhyGTqiz8k3LE4LWXSrJgok2acwoqiTNonT5m0z5gyaZexrzI5atQo+frrr2XChAnVcv3pp5/KL37xC1m8eLE0adLE7hWFlDplMiTwET4tZdKscCiTZpzCikqaTOqXHnimfmyg4+gXZOu2nbJwRF9p2bheYMgpk4GhFnZz22Htq0zOmzdPhg4dKuPHj5djjjlGioqKZMWKFWrtSXwZ55lnnrFzFRFIlTIZgUKIWBYok2YFomVSD53IdRJEeXm5Gpddp04dsxMyKicChSSTYfW8UCZzqpJ5BYclk/oDF15WUcnrggM62FeZ3LVrl+D73NOmTauWfUzEefjhh9XM7qRulMmklqz366JMmrFLXSGAMmnGLfGQLvwAACAASURBVKgoyqR90pRJ+4z1GcKSybB+qARF1leZ1JnGDG58WhEPoUMPPVQOOeSQxLcaUCaDqrLxOQ9l0qysKJNmnMKKokzaJ0+ZtM+YMmmXsa8y+e6778qWLVvUupLObe3atbJw4UI5++yz7V5NiKlTJkOEH9FTUybNCoYyacYprCjKpH3ylEn7jCmTdhn7KpNjxoyRnTt3Cv7t3D7//HPp16+f+mZ3vXrBDWq2i6566pTJIGnH41yUSbNyokyacQorqhBlMuilzyiTwdVudnPbYe2rTF599dVywAEHyPDhw6vltrKyUjp16iTPPfecQLqSuFEmk1iq+V0TZdKMH2XSjFNYUUmWyTO6tJQ7Bh5RhTasL3xRJoOr3ZRJO6x9lcl77rlHpk+fLgsWLJDatWtX5fipp56ScePG7fF3O5cUTqpaJlMfTuHkJvNZt2/fLvl8TjHpg4j9LC/KpBlNyqQZp7CikiyTqZ+UpUyGVcuCOy9l0g5rX2USy/+ccsop6jvcGDfZqlUreeedd2T+/PmCBc3PP/98O1cRgVS1THr53nWQ2adMBkebMmnGmjJpximsKMqkffJsmbTPWJ+BMmmHta8yiSxiJve9994rS5culU2bNkm7du3k17/+tZxzzjnVWivtXE54qRaKTOa6bEt4JRL+mSmTZmVAmTTjFFYUZdI+ecqkfcaUSbuMfZdJu9mNbupxkskHX/9Ubv/nGrmgZxsZ2b84J6iUSXNclEkzVpRJM05hRVEm7ZOnTNpnTJm0y9h3mcRsbnyDGy2UHTt2lKOPPlp9YhH/tG7d2u7VhJh6nGRywUcb5MLHPtzjU2Im+CiTJpR2x1AmzVhRJs04hRVVSDI5f/kGKZlW6unZmE/5UCbzoZfbsezmzo2XabSvMokb4owzzpDly5er819xxRXq84qvvvqqDBs2TJYsWSK1atUyzVus4iiTsSquQDJLmTTDTJk04xRWVCHJ5OLVm2XQpMWUybAqWwDnDUsme419WdaVVwb+3fcAkKpT+CqT+Db3LbfcIlOnTpVnn31WatSooWQSYyd79uwp//znP+Wggw4K6toCPQ9lMlDcsTgZZdKsmCiTZpzCiqJM2ifPlkn7jPUZwpLJpPfqTVm4RsbMKZPPbvuVUWHW2IUPcGfYrrrqKjWDG+tNTpgwoUom8VWcrl27FsQ6k3GYzc1ubqO6nncQZdIMIWXSjFNYUZRJ++Qpk/YZUybtMtat+r7I5Pjx42XRokUyc+bMajL52GOPyahRo+SDDz6QunXr2r2ikFJny2RI4CN8WsqkWeFQJs04hRVFmbRPnjJpnzFl0i5jX2Xyiy++kF/96leqdbJOnTrqH3w+EYuYX3bZZWrcZFI3ymRSS9b7dVEmzdhRJs04hRWVNJl8qnSdDJ+5VOFM7UnCmDaMbSuqV1smD+4SGPIffvxRvtm6VRo2bBjYOeN6ou5tm+SVdXZz54Uv48G+yiTOgu9w33///VJaWqrGSkKyzjzzTDn99NOlZs2adq4iAqlSJiNQCBHLAmXSrECcMtmjbRM1AeJn+xfJvCt7GyVQXl4u9evXVz9euflPIGkyqV966WQSf9Nj2/wnyRT9IGDajZrpXLZlsuzLCtm6bYd6huFHid6SPmbSV5mcMWOGNG/eXPr06eNHnYlVGpTJWBVXIJmlTJphTieTaH2YUdLDKAHKpBEmz0GFJpP4ZGzg265dsmPnzkR/2CNfpm+t3qySiLpMZvrkMGWyeg3IOgEHn0zEmMiRI0fmW29idzxlMnZFZj3DlEkzxJRJM05hRRWaTIbBmWMm3an7JWO2WyYpkz7M5sZ6khdddJGahNOsWTP32pGgiEKQyYrKHdLpxvnSoG4t+WD0yQkqPTuXQpk040qZNOMUVhRl0j55yqQ747jIJN6ReFc+UdJDMGxHb37l351UOBG+dnOvWrVKbrrpJnnzzTfllFNOkcMPP7zaVf32t7+VvffeO5wrtXzWQpDJsBb0tVx01pKnTJqhpUyacQorijJpnzxl0p2xXzJmu2VS55Mymb1Ms3ZzT58+XebMmZMxhYceekgNlE/iRplMYqnmd02USTN+lEkzTmFFUSbtk6dMujOmTLozCjPC15bJMC8k7HNTJsMugeidnzJpViaUSTNOYUVRJu2Tp0y6M46zTBbCEDHKpHsdNoqgTBphKqggyqRZcVMmzTiFFZVkmUztigyLMWXSnXycZbIQhohRJt3rsFFEnGTy/c/+LWc9/L4UH1Akzw01W8sPEArhhjAqbMMgyqQZKMqkGaewoiiT9slTJt0ZUybdGYUZQZn0iX6cZLKyslJ+ftsideW5rNlFmcytslAmzXhRJs04hRVFmbRPnjLpzpgy6c4ozAjKpE/0KZM+gUxQMpRJs8KkTJpxCiuKMmmfPGXSnXGm9Rvdj6weEcZs7kJoiKFM5loTM8RTJn0CmaBkKJNmhUmZNOMUVhRl0j55yqQ74zjIpJ5og6txjselTO5ZvlmXBnKvDsmNoEwmt2y9Xhll0owcZdKMU1hRlEn75CmT7ozjIJPO775TJrOXKWXSpWUyKrMDMxXj9u3bhWMm3R9cfkRQJs0oUibNOIUVRZm0T54y6c6YMunOKMwIdnP7RF+3TFImfQKagGQok2aFSJk04xRWFGXSPnnKpDtjyqQ7ozAjKJM+0adM+gQyQclQJs0KkzJpximsKMqkffKUSXfGcZPJkacWywW92qgL45jJPcuX3dzs5pbubZvIjJIe7nd/gUdQJs0qAGXSjFNYUUmTSXDM9P3ksBhTJt3Jx00mh/VrL8P6HUKZzFC0lEnKJGXS/bmnIiiTZqAok2acwoqiTNonT5l0Z0yZdGcUZgS7uX2iz25un0AmKBnKpFlhUibNOIUVRZm0T54y6c44zjLpfMbp1kr3K45fBFr8TT+EwpZJtkyyZdLwHqdMmoGiTJpxCiuKMmmfPGXSnTFl0p1R2BEFK5O4gbdt2yb169ffowyy7UtXYGyZDLsaR+/8lEmzMqFMmnEKK4oyaZ88ZdKdcRxk8qnSdTJ85lJ1Mc4xk2yZ3LN8Y9UyOXDgQHn//ferruLss8+WMWPGqP+fOHGijB8/Xolkt27dqv7bbV+mKk+ZdH8YFFoEZdKsxCmTZpzCiqJM2idPmXRnHAeZ1M8yyqR7ecZKJvv27Sv33XeftG7dWl1ZrVq1pGbNmrJs2TIpKSmRWbNmSdOmTWX48OHSqlUrufrqq7Puy4aHMuleeQotgjJpVuJTFq6RMXPK5MTi5vK7Xm1k0KTFOQ2lKC8vVz8K69SpY3ZCRuVEgDKZEy5PwZRJd2yUSXdGYUcktpsbgvfOO+9Io0aNqjGeMGGCVFRUyA033KD+XlpaKsOGDZMFCxZItn1Jksne49+Srdt2yrJRJ0lRvdpGdbAQ1soyAmEYRJk0A+WsV1f1a0+ZNMMWWBRl0j5qyqQ7Y8qkO6OwIxIpk/hs4OGHHy6XXHKJ1K5dW/r06SMdO3aUGjVqyPXXXy8dOnSQIUOGKPabNm2Snj17ysqVK5VgZtqHVs1MW9xaJi9+cqW8tXpztY/Ru1XE+cs3SMm0UtWCNHlIV7fwgt9PmTSrAk6ZPLrtfjL+pVVyQc82MrJ/sVECbJk0wuQ5KMkyuXBEX2nZuJ5nNn4dSJl0J0mZdGcUdkQiZRI35+TJk2WfffZR6/09++yzcsIJJ8jo0aPl8ssvl2OPPVbOPPNMxR6tlF26dFHjK0eMGJFxn56os3Tp7gG2zm3AgAGy44zxMu38rtK9TeOwyzTj+Xfs2CEQ7UueXClvf1aeU37/+sqn8tdXVssVx7eVK45vF9lrjErGIDmNG0e3LkSF01trymXww0vkqNaN1b2Tax375ptvpG7dumoYCzf/CeB5gecpnqVJ2Q4Z+aK6lI/HnBiJS/rxxx9l69at0rBhw0jkJ4qZOHfKkpzfWemuA+97vMuzNQ55vX79jsTxzvdkobw7cV8lfmkgtDr2799f3nvvPRk7dqy0a9dOzjvvPFVnNmzYIL1795aPPvpIRo0alXHfXnvtpeIxxjJ1w/hLyOTksw+TrgdF94GAhxb+gUyWrq3IKb/3L1wrDyxaKxf3bCWX9Grl9X4rmOO+//57juMzKO0l/7dFLnp8uXRpVaTunVzrGH4g4cWg70+DUzIkBwIQSWw2Xr45ZMPX0CPHvqHSe2/EMb6m6zWxXbt2yc6dO1UvGrf0BC587MOc31npUsLzAj880Uvp96bfkUjX+Z4slHcn7qvEyyRaL4488kh5/vnnZf78+bJ+/fqqmd2LFy+Wa6+9Vo2ZxISdTPuyVbxC6OYulOUN/HrAsJvbjGS6bm7nshpuqbCb241QfvuT3M1t+uLLj6D70ezmdmfEbm53RmFHJLKbG+Mgv/32W2nTpo3695QpU+TRRx9Vwvj5558LuqXnzp0rLVq0kKFDh6oZ3xDKTz75JOM+yuTHajxbLi/6sCt3mOenTJrRp0yacQorKokyiR/G2KLyNRLKpHvt9qsxY/PmzWo4gY1hMYW+NBCu3/Seis3SQOiyxvhHdGFjYfJTTjlFBg8eLMXFuwf1T506Ve6880713507d5a77rqrarxKtn2ZqjxbJt0fBoUWQZk0K3HKpBmnsKKSKJNhscx0Xsqke4lERSbLvqyQrdt2yM/2L9pjJZSLpi6RF8s2/ueHSvsqsdJ/nzS4i5x0WAv3iy2AiNjIpC4LiCTG+qQbi1LIX8DxMpvbr5u5AO4TdYmUSbOSpkyacQorijJpnzxl0p2xX++ffFsmdXd7uh46vW93q/d/ZdKvLnp3SvGJiJ1MBoWWLZNBkY7PeSiTZmVFmTTjFFYUZdI+ecqkO+OoyWT3tk1kRkmPahmnTLqXo46gTGZgRZk0r0SFEkmZNCtpyqQZp7CiKJP2yVMm3RlHTSbxsQ989MO5USbdy5Ey6cKIMmleiQolkjJpVtKUSTNOYUVRJu2Tp0y6M46aTCLHqYveUybdy5EySZkUv25m8+oW70jKpFn5USbNOIUVRZm0T54y6c7Yr/ePX2MmkeMnSnpIj7ZNqjJPmXQvR8qkoUw+N7S3FB9QZE404Eh8zaKyslI4Acc+eMqkGWPKpBmnsKIok/bJUybdGUdFJjvdOF8qKneoDI88tVgu6NUmrUye0aWl3DHwCLWPE3D2LF+OmcxQ53U3d1QWwc10a1Im3R9afkVQJs1IUibNOIUVRZm0T54y6c44KjKJhbn1ljqj29ky6ZygQ5mkTLrX8P9EUCaNURVMIGXSrKgpk2acwoqiTNonT5l0Z0yZdGcUpwi2TCakZfLaZz9Ri6vmsoiqXzdznCp8PnmlTJrRo0yacQorijJpnzxl0p2xX++ffMdMsmXSvaxMIiiTCZHJR5ZsyvnTiH7dzCYVLQkxlEmzUqRMmnEKK4oyaZ88ZdKdsV/vHz9l8sTi5jJ5SNeqzDtFk93c2cuUMkmZ5Le53Z97KoIyaQaKMmnGKawoyqR98pRJd8ZRlMnUhcszyaSetIN1KbE+JTcRyiRlkjJp+CSgTJqBokyacQorijJpnzxl0p1xFGQSs7ghhnozlUktmVGfoOteCv5FUCYpk5RJw/uJMmkGijJpximsKMqkffKUSXfGUZBJ/ayiTLqXl1sEZZIySZl0u0v+s58yaQaKMmnGKawoyqR98pRJd8ZRkskDG9eTL8orVZe185OKmbq52TK5Z/lSJimTlEn3556KoEyagaJMmnEKK4oyaZ88ZdKdcZRkEt3bb63erDLt7LqmTLqXo46gTFImKZOG9wtl0gwUZdKMU1hRlEn75CmT7owpk+6M4hRBmSxgmeQq/rndqpRJM16USTNOYUVRJu2Tp0y6M3Y+J2aU9HA/IENEPksDOfPAlknPRaAOpExmkcnO106TfCp5fkVjdrT+nKKXdSYpk2aMdRRl0owXZdKMU1hRlEn75CmT7oyjJpPryr9T4yafG9pbig8oUhfAbm73ctQRlMksMrlq1SpzkiFFUiaDA0+ZNGPtfEngCPziz+XLTOXl5VK/fn2pU6eO2QkZlRMBymROuDwFUybdsUVBJp1d7W+u/ko9q54o6SE92jahTLoXYbUIyiRlstrNk2P9KahwyqRZcaeTSecD2i0VyqQbofz2Uybz42dyNGXSnRJl0p1RnCIok5RJyqThHUuZNANFmTTjFFYUZdI+ecqkO2PKpDujOEVQJimTlEnDO5YyaQaKMmnGKawoyqR98pRJd8ZRl8lMX8cp+7JCfnn3AvnZ/kUy78re7hdaIBGUScokZdLwZqdMmoGiTJpxCiuKMmmfPGXSnXHUZHL5lxXyYtnGqvHdmb6O41e+3QnFK4IymRCZ/PuH5TJmTplc0LONjOxfbFQLOZvbCFNVEGXSjBdl0oxTWFGUSfvkKZPujP2SsnyWBnJOwEGOx7+0qmrdZcqkexk6IyiTCZHJlV/9IIMmLZbUD9Vnqw6UydxuFsqkGS/KpBmnsKIok/bJUybdGUdBJq+ZuVSeLl0n4wYeIVgaiDLpXm6ZIiiTlEl2cxveP5RJM1CUSTNOYUVRJu2Tp0y6M46CTDobVJAfyqR7uVEmc2TUvn17idM6k2yZzLGAPYRTJs2gUSbNOIUVRZm0T54y6c44LjKZ+t1uv/LtTiheEWyZZMskWyYN71nKpBkoyqQZp7CiKJP2yVMm3Rn7JWX5jJk0aZmkTLqXJSIok5RJyqTZvSKUSTNQlEkzTmFFUSbtk6dMujOmTLozilMEZZIySZk0vGMpk2ag9EsC37dtULf2Hp8oc0uFX8BxI5TffspkfvxMjqZMulOiTLozilMEZZIySZk0vGMpk2ag1pVXSq+xL6tg3UXEzymasQsiijJpnzJl0p0xZdKdUZwiKJOUScqk4R1LmTQEJSKtr5tLmTTHFWgkZdI+bsqkO+OoySR+BA+fuVTO6NJS7hh4hDjz99bqzeqCPrvtV9X+PqOkh/uFFkgEZZIySZk0vNkpk4agKJPmoEKIpEzah06ZdGccBZnUP3rTSWImmdQLnefygRB3GvGPoExSJimThvcxZdIQFGXSHFQIkZRJ+9Apk+6MnWOrnxvq/RvX+czmzkcmh/VrL8P6HeJ+oQUSQZmkTFImDW92yqQhKMqkOagQIimT9qFTJs0YO2XO7Ig9o2zJ5JSFa6o+UTxl0Zqqbm7nJxgpk/8tD8okZZIyafgUo0wagqJMmoMKIZIyaR86ZdKMcZRl0imN+DIONnSHUybTly1lkjJJmTR77nGdSUNOCOMEnBxgBRxKmbQPnDJpxpgyacYpDlGUyQKWST9u5DhUcr/yyJZJc5KUSXNWQUdSJu0Tp0yaMfbjHWSrm5stk2ZlqKMokwmRyS+/20t+efcCwULRpoOZ/biRc6tu8Y6mTJqXH2XSnFXQkZRJ+8Qpk2aM/XgHUSbNWNuOokwmRCYbNWpU1bWIcR0mmx83ssl5khJDmTQvScqkOaugIymT9olTJs0Y+/EO8iqT+uMKBzauJ4tG9N1j/Ui2TJqVIVsmXTi1b99eVq3aPeg2ytv27dulsrJSKJP2S4kyac6YMmnOKuhIyqR94pRJM8ZhymS6dS6d+aFMmpUhZZIymXNLZm5VK3nRlEnzMqVMmrMKOpIyaZ84ZdKMMWXSjFMcotjNnaGU2DIZh+obbB4pk+a89UtCH7Fs1ElSVK+2UQLl5eVSv359qVOnjlE8g3IjQJnMjZeXaMqkGTXKpBmnOERRJimTau0sbu4EKJPujHREqkzmUscok+acvURSJr1Qy+0YyqQZr1MmLJAV6yvUpFFMHvWyeR0z6bWb+6xJiwXf6n6ipIf0aNvES5YTeQxlkjJJmTS8tSmThqAc60zqIyiT5uxsR1ImbRMWoUyaMfZDzCiTZqxtR1EmKZOUScO7jDJpCIoyaQ4qhEjKpH3olEkzxpRJM05xiKJMUiYpk4Z3KmXSEBRl0hxUCJGUSfvQKZNmjC+aukReLNso4wYeIQO6tDQ7KCXKVsvkmNllgm9yjzy1WB5atEa+KK9U3fE3ziljN3eakqJMUiYpk4aPMMqkISjKpDmoECIpk/ahUybNGPvxnWuvMpnu3M4JQc5W07teWlUlkM7/5pjJ/5YzZZIySZk0e+7x29yGnBDGCTg5wAo4lDJpHzhl0oxx1GSy4+gXZOu2nYLVJy6aVppWICmT6cu2YGQSN/e2bdvUkiMmG5cGMqFUWDFsmTQvb8qkOaugIymT9olTJs0YR00mTVojKZMFLJMTJ06U8ePHK5Hs1q1b1X9nq+6USbOHQSFFUSbNS5syac4q6EjKpH3ilEkzxumW5zE78r9RfnZzUyZzpV9A3dzLli2TkpISmTVrljRt2lSGDx8urVq1kquvvjorNcqk90qV1CMpk+YlS5k0ZxV0JGXSPnHKpBnjuMjkzNJ18nTpOjUZ54WyjZyAk6Z4E9/NPWHCBKmoqJAbbrhBXX5paakMGzZMFixYQJm8bq5ikMsagGaPiGRGUSbNy5Uyac4q6EjKpH3ilEkzxnGRyXXllTJ85lI5sbi5VGzbSZksRJm8/vrrpUOHDjJkyBB1+Zs2bZKePXvKypUrpWbNmupvlZWVe6Dp1KmTfPzxx2Z3RIhR27dvV2NBGzZsKJ1unK8GDw/r194oR+NfWqXi1tz6S6P4Qg9C3WnWrFmhYzC6/jZ/fK5aXC517Ouvv5Z99tmHn1M0Ip17EGUyd2a5HgGZRD1u0oRfSMnGDpLW+y+vSFHd2nJBr9a5Yq56f++9996y11575XT84tVfCWT2yhPaV70zB+HrNmu+UssUYR/y9/hF3aVl432q8llUr1bV3wthNneNGjWMuCa+ZfLyyy+XY489Vs4880wFBK2UXbp0kffff79qMs6vf/3rPWCtWLFCFi1aZAQx7KBdu3YJCvySJ1fKu+u25pydt6/ulvMxhXiA5lyI157rNR915zvVDsmljpFzrrQZH0UCrMdmpZL6rDA7yr+okSe3kVMPa6oSTPcOvW9gB+nSqoH85sGlsr7i+6oT5/JM8y+3wadk2oCSeJlE93a7du3kvPPOU6WwYcMG6d27t3z00UdZf8nEcczkU6XrZF35dznXtmH9Dsn5mEI8gN3c5qWOWZrOLZc6xm9zm3P2EsmWSS/UcjuG3dzmvFKfFeZH7o787rtKqVs395ZJfZ4BXVpJy8b11P+me4fq/an7cnmm5XpNcYxPvEzed999sn79ehkzZowqn8WLF8u1116byDGTcayAccozZTKY0qJM2uVMmbTLF6lTJu0z1mfwOps7uBwWxpkSL5OffPKJDBgwQObOnSstWrSQoUOHSuvWrZVQZtvi2DJZGFU2vKukTAbDnjJplzNl0i5fyqR9vs4zUCaD5Z3pbImXSVz41KlT5c4771QMOnfuLHfddZeasEKZjEYljEsuKJPBlBRl0i5nyqRdvpRJ+3wpk8EyNjlbQcikvrmT/gUckwJnjHcClEnv7HI5kjKZC63cYymTuTPL9Qh2c+dKzHs8Wya9s/PzyIKRyVyhsZs7V2LJj6dMBlPGlEm7nCmTdvmyZdI+X7ZMBsvY5GyUyQyUKJMm1aewYiiTwZQ3ZdIuZ8qkXb6USft8KZPBMjY5G2WSMmlSTxgjIpTJYKoBZdIuZ8qkXb6USft8KZPBMjY5G2WSMmlSTxhDmQysDlAm7aKmTNrlS5m0z5cyGSxjk7NRJimTJvWEMZTJwOoAZdIuasqkXb6USft8KZPBMjY5G2WSMmlSTxhDmQysDlAm7aKmTNrlS5m0z5cyGSxjk7NRJimTJvWEMZTJwOoAZdIuasqkXb6USft8KZPBMjY5G2WSMmlSTxhDmQysDlAm7aKmTNrlS5m0z5cyGSxjk7NRJimTJvWEMZTJwOoAZdIuasqkXb6USft8KZPBMjY5G2Uyi0yaAGQMCZAACZAACZAACSSRwKpVq4wuizJphCm6QYsXL5a5c+fKTTfdFN1MJiBnO3fulP79+8u8efMScDXRvoQ//OEPcvbZZ8uRRx4Z7YzGNHezZs2StWvXyuWXXx7TK4h+trEm7TXXXCPTp0+PfmZjnsPf/e53MmrUKDnooINifiXxzj5lMt7lJ5TJYAqQMhkMZ5yFMmmXNWXSLl+kTpm0z1ifgTIZHOtsZ6JMRqMcPOeCMukZXU4HUiZzwpVXMGUyL3yuB1MmXRHlHUCZzBuhcQKUSWNUVgMpk1bx2k+cMmmfMc5AmQyGM1sm7XOmTNpnTJm0z5gtk8ExNjkTZdKEUoRjKJPBFA5lMhjOlEn7nCmT9hlTJu0zpkwGx9jkTJRJE0qMIQESIAESIAESIAESSEuAMsmKQQIkQAIkQAIkQAIk4JkAZdIzOh5IAiRAAiRAAiRAAiRAmWQdIAESIAESIAESIAES8EyAMukZnd0Dv/jiC7WG5BlnnJH2RNu3b5e99tpLateuvcf+H374QbZt2yb169fPKZPff/+91KxZU/0T923Hjh1SWVkpRUVFvl0KuIJRvXr1yNw3qnsm9M0338i+++67x45du3ZJRUWFNGzYMKezo8xw7N57753TcVEIRp2rUaOGutf93Gw8P7799lt1b/idVz+vO9+03J7L2Z4RXutvkrj++OOP6h5u1KhRvkVR7Xg+M3zF6SkxyqQnbN4P+vnPfy5///vfpW3btlkTefPNN2Xs2LHyzDPPVItbuXKl3HzzzfLhhx+qv5988skyevToKsGZOHGijB8/Xolkt27dqv4bsV999ZUMHz5cHTdlypSqdPEt5D/96U9SWlqq/nbcccfJLbfcEkupBJ8bbrhB3n//fXUtTZo0kWuvvTajlGsIeLl+8skncthhh+1RLuDzl7/8perrN127dpU//vGP0q5dOxWbjTlmgd95550yefJk+eijj6petHFnDs6DBg2q4uz9jth9JF7CDz74oNx3333q/1u3bi1XXHGFnHDCuxFmGQAAEoNJREFUCer/X3vtNbnyyivVfzdr1kzuv//+avfQnDlz5KqrrpIZM2ZI586dVRxeXKjXM2fOVPdDv3795LbbbpNatWrlm91Ajod84PrPOeccufDCC305p43nx7/+9S9VVnh+4H5DXv3Kry8XbZDI0KFDpXfv3jJw4MCs0Zmey27PiGz1N9MzIglcNUy8e/Demj17tvoT7sezzjpL3bN169bNyvzdd9+tuqedgfk8MzIxj/szw6CqWwuhTFpDmz7h9u3bywsvvOBZJpctW6Y+hfbLX/5SvvvuO8GCrWeeeaacfvrpgn0lJSWCpT+aNm2qxLFVq1Zy9dVXC14i5513nhx++OFqzcRHHnmkKoO33367rFu3TkkPWvQgCZdddpmceOKJAdPJ73R4+B5zzDEyYsQIOffcc1VL1NKlS+WSSy6R6667Tk477bSMJ8DDHuUCiU7dvv76a3n66afVS71OnTpKLPE3yH425lu3bpWLLrpItaS9/PLL1WQy7sz9lkk8xB9++GH1yUrIIsoCL59XX31V1ckePXrIvffeq8r3scceU+WBf7DhU6Jvv/22oPwh9l26dFF/x0sI5T516lRp3Lix+rJOmzZtZNiwYflVtICOXrJkifrk4T777CP//Oc/VQtlvpuN58ekSZME3+/Fj1o8kyAJKDuUVVw2cD722GPVszTblkkmsz0j0EuUqf5me0YkgStY4t6GpLds2VJ99nC//faTL7/8Ut2PeD/deuutGZFv2bJF/t//+3/q+Zm6eX1mZGMe92dGmPcbZTJg+k6ZvOCCC9SLrVOnTioXaIXEQxktaZkeWqnZvfvuuwU3x//+7//KhAkTVBcCWuawoaUA6S9YsEDwy3nFihWqmxYi6ZRJHIdfjjfeeKM6DiIGoTz11FMDppPf6SDDaLF1troixWeffVYgb+CADYxxrW+99ZZqSYFsQyLRnYSHGwQQ34bOtL3xxhtKYPCd7mzM8bCDFOGlitZMZ8tk3JmnyuTjjz+uZHDTpk3St29f9V3iAw88UAkdWgvREoEW+Q4dOgjq/UknnZS1sPEC7tixoxrqAW4Qlfnz56tj9D6IJs7xyiuvqJc1ygx1X8skyhTDHPQ3qMvKytQPDd06kl9ts3/09ddfL8XFxfLoo4/Kn//856rWmb/97W+qroINnhO4XryQIcrgjVZa3XqL1tzzzz8/Y2b9eH6ccsopShJQBtgg75AFiHxcNqdM3nPPPerHx//8z/+o7H/66afq+frEE08YP5edzwj8d6b6u//++2d8RiSBK/gtXLhQ3YOLFi2qNvQKjSJ4VuD+hWimPpfxPAe3NWvWqOcy6jme45k202dGNuZxf2aEeb9RJgOm75RJvFBReSEa2KZPny4ffPCBavEykUl0g+FXm25FxMsHL+shQ4ao9PBi79mzp2qV1OMgcePiZeSUSdzUaHU7/vjjlZiiheeBBx7IecxlwCj3ON3FF18sRx99tGqBdW4bNmxQXVjvvfeeGosHUcYwA7Tq4qWMLlXIELq5R44cqVo00QKZaUPLJFp3wduEOX5dp8pk3JmnyiRemKhjEJoxY8YoCfr973+v6jHqI4QGL+d33nlHxo0bp/6eraUNooj7AMKOlvbnn3++qgsc5YKXENLRXdr4G1o18fLRMok6DKnRP5LQ0gfhdEp92HU20/kxBuzII48UcMWPTNQXcMX217/+VSCBqIf4IYr/xo9EDBHQvPv06aO6EPESbtCgQdrT+PX8wP2Glqdf/epX6jzIB6QWQzvisjllEj8U0bNz6aWXquzrXh0t7+mGH6Vep/MZYVJ/0z0jksAVXPCuQb3E/Zi64T7GDxEMrUp9LmMYEX4AYgjFiy++qIanpBuvrtPM9ZmRjnmcnxlh32uUyYBLwE+ZRMVHaxtuVtxoqV01aKXEixXjB/VknHQyiW5EjC1DKxrkCr/CU4UsYEyeTofJSoMHD96jOxsTcfDSRVchXqxHHXWU6v5G96He0JqCl0a6bm5nZiBDeLjhBd+iRQsj5ukeWnFnnqmbG9eKlmCw1i8RyCREDt39GOeEOokuaj3mNLWw8WMGwzbQGoeuR/zIgpygpUJvGLKAFmXs11uqTKJFAz/YMPQDrRFosYaUoQUk6htacdHCiDxjCAp+6KGLGi9TyOTrr7+uxoJi09eJngfUT/DGflxzts2v5wfKEuO08YMBz4+HHnpI/ajT41+jzhr581MmU58RJvU33TMiCVzBFj/6Nm/enLY7Gz9C0JCBHz/pnsuQSTQS6F6lTHXJyzMjHfM4PzPCvs8okwGXQDaZRIshbh6Tlsm5c+eqyQSQGnTVYkMXH17QWgR1i5yzJSadTN5xxx3y8ccfC/6NmwldY3gB45dinDa00KKlCi2Ozg0zMPGwwssYXS5oyUnt6jSRSXR3QVgxUUS3JpswT/fQijvzVJlE1yDqJDb8sIE44iWKFgm0POguauxHKzFEBq2XqRvG3OEHASaWoQ5ig1ShvJwtG2jRgFxiQlsmmcTfUfa4RzDDGC3Qd911V7W8RLV+497TE1qQR7yMUWd+/etfK5nEGD09nAUtjIcccohqwUVdS+Wd7hr9fH4gffw4Q+sxuisxpAbDZtDKH5ctm0wuX75cPVNMWibTPSNM6m+6Z0QSuOIa8BzAmPR0LdV4FmCIBn7wp3sum8ik12dGJuZxfWaEfa9RJgMuAadMYkwMXgh6oDrGc2Fzk0ncmIiFfB566KFVV4CWgPXr11d1h+Hhh/GXzl916WQSNzR+PXbv3l2lhbFBeDE4u8IDxuTpdJh8AVlEl7Vze/LJJ5UAQmjQbfjb3/5WjR91zup1k0k8YCCS6NbGC11vJszTPbTiztwpk2g1xDhI1C2MNcPLA/VHy2Rqt2AmmcSMerRCHHTQQaprWneDo1UTg/X1IHzd0qzHTGaTSWc9wAQetPK5tT57qnw+HqRbRyDQeukv9BrgfkY9hUx+/vnn6p7FhnseLbRoDUY9deuG9fv5kXrpaBnFvfKb3/zGRyp2k3LKJOoHei30RC20EqPb2k0mMz0jTOpvJrFxXnUcuSL/mByHIS66d0JfE8T7F7/4hXpm47/TPZfdZDKfZ4YJ87g8M+zeHWapUybNOPkW5ZRJjIHCODMMVP/ss8/UDYexI9lkEjcklt1AV5JzGRssr4AxfwMGDFAtROiCxXIXaI2BUOotnUxCkDBGCC2SGHsFUT344IPVJIo4bWgRQVcJrgMtCRj7CF5o4UKXKcZ04QECxhhPhvFz+FWL8ZEYHA4ZRddS6jqbGHuKliIIE/jqDcetXr3alXm6h1bcmTtlEi1imHwDdmhBA2+MTc1FJjEGFcMHwBQt7loktUxh7C9aMNDdi65fdKWnLpuV2s3trLvoesTEKvxQwrjiKG/oMv73v/+tZkTrTddtCDWuG/c/fkziWtCiAx6Qa7y4s8mkjeeHziNaSDFZCK3UENY4revplEn8EEIrGuovng94HmJiXzaZzPaMABe3+ptNbOLMVdcNPD/xQ1OPR8VwE8g6VhfBD8dMz2X8cMTELkyWxCxw55bvM8NNJuP0zIjC84wyGXApOGUSv7ogFRBJyCDWwcOYMrw0M03AwQsRL43UDV0xeBGj5UKPLUOXL7r1nIs849jU2dwQIpwTNw/yAdmC4OLmj9uGLn108+k1MyHVWCLJ2UoCBrg+iA/GkoKZHh6Ah1zqOnmQl3TLV0ybNk096NyYp3toxZ25UyYxTg7M0NqLDSKPugQu6epxupZJDEFIt0A/fhjgRa+XycGMTbxU0GKQKoUYR4muVT0pB5PJ9PJWmNWNH296xnFU6zVWAEBPBYRMD6XQecWPQ1wznhGo32jNwVAWDHPR8W4T92w8P9CyhHVXwRtjk3GvYJZ9nDYMkcFzD0sDYfITRAdCjOcD/gZZzyaTbs8It/qb7hmRBK66DmBYBn4c4YcnNnBF4wnubz3ZMd1zGfUJ9zT49+rVS9VzveX7zEjHPI7PjKjcZ5TJAEsC0oiXG37lOn+1o1Ln+lWPbNn2+gUc/ApES1BcFnXOxgATXCAemWay4lhwh2Q4ZxXjb2hVy/UrQIXGHK2QmGmN4QN6w4MYLwmbX0DJ9V6B6CI/2WaBBvgI8OVU6OZG3UaPQ648TDKQa12GAKPlFM+wOD47cL0YUw1ROeKII6oQQSpRb3J9FmRjnEt5xZ1rOg64Jjwnsr3v0j2XcR+jbnlp7c6FOfKcxGeGyX2fbwxlMl+CBsejmwKLjGNsE1pt0J3HjQTiSAA/hCAxqMto9Ua3M7dgCThlMtgzJ+9s6BnC0AG0+KJ10eYPoeTR4xWRwH8JUCYDqg3okkJ3lN/fJA0o+zwNCSgCGFOLLnqs05ltLU7iskcAw1T0xAN7ZymMlDEhCxtmoXMjARLwToAy6Z0djyQBEiABEiABEiCBgidAmSz4KkAAJEACJEACJEACJOCdAGXSOzseSQIkQAIkQAIkQAIFT4AyWfBVgABIgARIgARIgARIwDsByqR3djySBEiABEiABEiABAqeAGWy4KsAAZAACZAACZAACZCAdwKUSe/seCQJkAAJkAAJkAAJFDwBymTBVwECIAESIAESIAESIAHvBCiT3tnxSBIgARIgARIgARIoeAKUyYKvAgRAAiRAAiRAAiRAAt4JUCa9s+ORJEACJEACJEACJFDwBCiTBV8FCIAESIAESIAESIAEvBOgTHpnxyNJgARIgARIgARIoOAJUCYLvgoQAAmQAAmQAAmQAAl4J0CZ9M6OR5IACZAACZAACZBAwROgTBZ8FSAAEiABmwR27NghX375ZdUpGjVqJA0bNrR5SqZNAiRAAoESoEwGipsnIwESKDQCK1eulP79+1e77Pr168s555wjl19+ueyzzz7GSF566SXp16+fcTwDSYAESCAIApTJICjzHCRAAgVLQMvkggUL5Cc/+Yn8+9//lg8//FDGjx8vO3fulH/84x9St25dVz4bN26UXr16yapVq1xjGUACJEACQRKgTAZJm+ciARIoOAJaJhctWiTNmjWrun5IJVoZL7roIrnsssvU359++ml57LHH5NNPP1WxgwcPVv8sX75crrjiClm7dq20adNGxU6ZMkVatmwpy5Ytk1tvvVVWrFghrVu3lmHDhkmfPn0KjjMvmARIIDwClMnw2PPMJEACBUAgk0zi0q+//no1nvKRRx5RJKZPny7ffvutdO3aVUpLS+X2228XtGjWq1dP5syZI6NHj5ZZs2ap2J/+9KeyefNmOfbYY+X000+X3/zmN4Ju8GnTpsncuXPlkEMOKQC6vEQSIIEoEKBMRqEUmAcSIIHEEsgmkxMnTpQnnnhCCWPqtmvXLjn66KPlmmuukYEDB8obb7whv/3tb6t1c995553y5JNPClo9a9asKT/++KN07txZtWbiOG4kQAIkEAQBymQQlHkOEiCBgiWQTSbHjh0rCxculNmzZys+a9askeeee079++uvv5YlS5bI0KFD5YILLkgrk5deeqm8+eab0q1btyq+77zzjhx33HEyYcKEgmXOCycBEgiWAGUyWN48GwmQQIERyCaTgwYNUuMex40bp8Tx7LPPlpNOOkl69uwp7dq1kz/+8Y9y7rnnZpRJSOZXX30lF154YTWqLVq0UF3l3EiABEggCAKUySAo8xwkQAIFSyCTTM6bN0+1Ok6ePFlNmBk5cqRqpXzxxRdVl3V5ebkcddT/b++OURSIoTAABxE7vYWMhfXewV6w9hAeQKzF3gtYeAjxDF7CVhBEq+UFXGTZQgg4sPkCgg4zCfnS/MzMi185UL7emYxCm263mz1Xq1Uu2on3K+MajQABAm0ICJNtqBuTAIFqBJ5hcrfbpX6/nwtuDodDit9ROBOPuqNF4cx6vc7FM4/HI4fM/X7/Eyaf4XKz2aTJZJKviW2CYg/L2WyW962M/StPp1NqmiYNh8NqjE2UAIF2BYTJdv2NToDAPxf4vWl5PIKOsBePuF83II+wuFgs0vF4zCLT6TQX1IxGozSfz/OxqO7ebrf5e+xPOR6PcwX3crlM5/M5H49AGefEXU2NAAECnxAQJj+hbAwCBAi8KXC9XlOv18ufv9r9fk+32y3F3zK+tsvlkqICfDAYpE6n8+ZoTiNAgEC5gDBZbqgHAgQIECBAgEC1AsJktUtv4gQIECBAgACBcgFhstxQDwQIECBAgACBagWEyWqX3sQJECBAgAABAuUCwmS5oR4IECBAgAABAtUKCJPVLr2JEyBAgAABAgTKBYTJckM9ECBAgAABAgSqFRAmq116EydAgAABAgQIlAsIk+WGeiBAgAABAgQIVCvwDeIdhA5gboy8AAAAAElFTkSuQmCC", + "image/png": 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", "image/svg+xml": [ - "Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000Daterecords_per_day" + "Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000DateRecords per day" ] }, "metadata": {}, @@ -2729,12 +2712,12 @@ } ], "source": [ - "px.line(per_day, x=per_day.index, y='records_per_day',\n", - " width=550, height=250, labels={'timestamp':'Date'})" + "px.line(per_day, x=per_day.index, y='records_per_day', \n", + " labels={'timestamp':'Date', 'records_per_day':'Records per day'},\n", + " width=550, height=250,)" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2752,7 +2735,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2760,7 +2742,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2795,7 +2776,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2831,7 +2811,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2842,7 +2821,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -2851,7 +2830,7 @@ "(502628, 3)" ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -2869,7 +2848,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -2878,7 +2856,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -2890,7 +2868,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -2901,7 +2879,7 @@ }, "data": [ { - "hovertemplate": "Date=%{x}
records_per_day=%{y}", + "hovertemplate": "Date=%{x}
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", 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uz8eNcbvp2sSK9ONvh+nn+H/5Zo4e+/EburZWBTpw5MQ59vy5PNg/H5dfEE8ZXy3K9zl/wPYVysSKcqnGNT6bR2scoEsrlxX/37ZtW9/n//3vf31/B/r8m58O0OdHLxIP8LIlY6j43nU+kJL1YQcdK+4T5b62+EdKvq41Db49SYDGvHlziX3wYbSX98UvuoPnXyVaRB5qUpPydqRTqdhiwv6pNWfhikF725p/ustlPRlSH3vxLV/977zrLro7uRotyvyNpn04S9wv12lDsUsFlPC5vq++QweOHhc6c334nrh1TurPztie68PlBtKnx9R1NG/uXOE7rngx6n7PXTRy2W5RD9aB46jSWY4F5DxpXKsC7TmYS9vjLhf14eO3jSt8/lkffkF/s/MA7c5YLu4rUJ7cXu8CalO3qi++3Cr17Kh/WlkGPNaFvtl5UOQc5+GSLb+LPPGPC+vfp9WldPriayg+LobKlSxOU2fOog17/6JjJ07RDTe3EcDM8W3/7BhRFxlfOQOadVu/9y+a8OVPwr/cbYU/59znPDGWW+3QD/T0TZf6dGPAy9x3mN6e+uE5/mWwWWc+3lu9O2BevdT2Snq48z3ihwz/oOH4yrxKatxS5HNO3knav+FrX/5UqddcfM6gdGvZvb7PL6jXXHynOTbtyv/q8/Pog/cKuOFzMp+7Nq5Br/R9WPjhcwPHThG6SX34xw+3rtd/6EWff9bz2sTyAsq/WryAPtuwT+QE++EYDpufKZ4nUufKdZuJax9qWpOO70gXWvp/v2rnbhE6VygdK75f8uB6xsUW88Wdv38XJpSi5Z/PF/pzbjW8/mZqOmKZgDDWh+1vr3sBzc+pLtwYnz/P3XY59X7oftFCz/lgzLfO994tPv8lO5euLfoTlSpRTNxboOcAx6b7A/f4WlIDPfd4b+86eVvF9yLQ92vplt/oquoJIu58cNyzM1dRm7oXKL+PUh/V81D1vZZ+eDkZ3mWEu4+tPG/N+rernl71I6GQ13GUB3Q+q0RBdPCJqfgDUBhEIIbCv9uPOeeshELZ0sQnn561gWZnZAkwee3/u3H4c35xNBmxTECJ8Ry/EPkaPvgcHxM7J4vtzPiBzMDFLyJ58EuMX3ByaRL5OdueOXOatu4/EvZyJXLHjAsT4mhS5wbCNb/suCWTl0PZsu/sJAeGqJSaFUR3ZlrL2qLrVd5j3aGLz9GI69v6iirCB7c8MSDJg19EDGN88IuJD34ZMGCzX+Nh3M2DP+fruB7sU77UZPced4XJLna25Wtzck+K1kl+cfE5uZyLHKcXbNs44zIw7KtsiRg6fPxsnIz3Hux7JfcrZk0X9m7m6zrkliu+ns+PXrJdgBcffD98X8bDuL0d5w7nl3/Z/vrweQmFnKeszburdov/TurSgDJ/PSTK5ZjKsauB7kHmNucg15XzTA534Lo0TqwgPnt31S5RLz6MWsr7F9r9PwRznhuX1PHX2L8eHCv2wweXyeDKecJd79zaxK3v3H3LrfYyB4LFg+PA4CLrs6p/C193uryG14NMSSzvG1MnP2ffxvz2XxbIGAPWZOGTZ3PbeH/GZ4V/HY1ayXs1PkP4s1vGrhAxYz/8w0fmspyAZIwD129WRpYvLny9HM8ovz/B6sf3wgf/QOFnAHcXG/PSv678zOLvrfx+h8qpQLHh5wTH0nhw3Pkf15mfNTN7pPhiJTWVzwtZXye2f8REk2DfNns+x0QTe3QM1wugMIhygaCQWwL4lz0/OAfdnqTUnFsy3l25y/eyML5s+MHLD0B+8fADlVsN+IEnWyekrYQBfiizL36Q8guIoeKh99fS2t3ZBYbCQLDDsMJ1u2fiNz545TrxC5nrKY8rhyzynWcI8H/pGs/L6/mhbwRf/vwsFBYRrVdXXBAvukLli4/9bhrS2lemBLtgL9JQgbEKhUZf/JIc2aFePogz2khQMJsjweoqxk+WLE6LM/eLrlDWh/+fX5Y89pR14s9layiXt3lfjvjxEGxNQ/8XuzHHGLL4hwnnIo9b479lPLlMud0eXyPHwsnrg0Eh5woPP+BrOde5Xvy3fKEb790In/Jz/x9asmVN/gDgHJXQHEhHCWQSKMJZ69GYaxsH33QOUBr1ZMhh+PaHLv97MNbTPx6B6sf3KCeYBLpHPv9Jxl4BaPy99LVi/ncjbf/jmO8SY4ykjvJ7J3/khfreyB9j0kbWVbbWyu+ibKXl1lGZMxxb+QNTXs+QavzBGKxsbnnl5y7/kPb/YczXAAqVryHPGQAKnQ0ZoDCI/oGgkF/M8gVt5kHKriX0mQ1zqBcFP4C5JWBS52Txcho0dyNNTd/rG7NntgxpJwEmVAsYgxk/kOVD3f/FZWwV8X9pGl+QssWGX5LVE+LOgYxQ9eYXO0OiEcKNZfq3Eqo0kC/5QHXla7lliGPGmmQfPU7vf7Mnn8tQZZrRVFVH43nZaijHh/GPAtZEvnT5b35Z8n/5CAWFfJ67x7nlmTVlsGTQ5BZVPqQ2snVJjgX1b5X0r79RS5m/EsiMLeYMrnKHFqMP44udW9dly56xdYvt/cFEtsb2mJZxziLffI/cOinBnOu0ePNvpn7I+d+bbKkLBCDG+hi/Q7L3wAx0GaHT/36t5Im/7YvzvqdJ3/zq+9iosbHe3OInZx2ryjPW1fgckDvvGL8X/mUwtMqWXqml0V+oso2t4Pw94HjKXhZAoSpq3jsPKHQ2ZoBCE1Aof+nKLg8z3YjhhjXYL3L25w+YIz/PpDe/PLdL10q5ZgHG2CXKLYHGQ74Q/Fvz/OvBcMktAwwcDAyy61FV30APfVnvUK0wwfyqWo2MLYm7/8ih61/7p/tb+gzV4iT1kECluj/Veam97DrnHAgGhQzufD4Y8KrKMr6kGbhkrFVQaNTDHwq5TNX1xhjLmdhGWDXWW3Yr83+5xZR1kRAmQZTL4xUBuLtVDhuw+uNMlinzJVg3sNTMCFfG+1U9K4ya2wk4s1Zvo36f7hC3EajuDM5XVI2nDsnVzxl6ESpHQrWactyMPQgy7hyHwW2SfEMWjF3TgaCQ847jxsM/5A8I/1bwfZvX0KMvTKCjJ07SqKcepB5dzs7GjtSB7mO9SgMK9eqr8g4oNAGFxtYYbolRPehVoqvOB/tF7n9dpKAwVH1lV1SosVPyetmVLFui5OeyBda/HOM4LZVmZs9bgUJevLr5q1/RvpzjojWWW2kZvEJBocq/2XpKu0Bdvqwfv4C51do/N/m6cOHC2AJrzHFjdyP75xYtnhE89LPMfHoEgsKzwxDOjlHlmPIkCp4owEf96vE05/GzY/HCPWQLOs9clq2e4fryv04CnrF72GgjIdYIV0YoVHVZG4dXhBu3QPf60959dOO478QpM99NM3oZW3HtqKvRn/zhbfyhZ8wlrp9sBT+0fZ2YhPb74Tz6T2onevbRB81U3zYbQKFtUgZ0BCjUq6/KO6AwiELG7mP54pXjt6x0uagCEOi8l6BQjmHyH5ge6L64dcI4uNy/25FbE3nMJh/8MjXj06q+oaBNtmZKGPXf0cQM8JmxsVJn+WKUuSevNQ5lMI734/PhvrCD7bXsD6bSf6B7DQSFXCcJhjyRglv3ZI7bAYVW9LRqyy33/pOVVD6ME4VUUKhqiVSVFew872jSdvIP9MtfZ8dd+k9gCcevMT/CzTFjuaq9vY29CzyLGlAYTtS8dw2g0NmYAQotQKE0VT3oCxpSs1A4f/1e6jVzo1hmQw5yt1K2hDT/ySNWfFixNbY4BWoF9B80b8W3WdtQXeb+QBMOFMoxiVbHOgarvxy4z62DRjjTAYVGaA80TlDWMRwo9L8/OVbvuksS6P2HG5sNnyfsjHFSjRPUCYUjvtwnFq+2q2dD1tWuFnwjFAbTST4L5Q9zfvaipdATX4OwKwkoDFs6Wy4EFLocCkP9Iv966z7q8t53YXcP2d2qpcpI+cuf7Qo6O1dVVrDzdkBhqJZi1ezmcOstr5P+dUCh1MZ/fKj/MjNyJriVlkL/+5bXpja+kAbc8c9aewXVxw3XG/Nc1aImx0Pa/X3Qsfex/NFgV3e0mZZH2cUsh5wACt2Q4XrrACjUq6/KO6DQBBT6z5rU3VIYasajsbpeg0KuuxxDpbsLPhwolC2Z8gXt31JoZmKObiiUuWGc9MRjHeWMXb5vFYiotPF/6Ruh0HiuIFAoASMaoZD1lcvuqFYpYG35n1yjT/XANnteBxTK/LcLCo1jL82uGwooNJsB3rUDFDobO0ChCSj0nwhhV9dgsNCb+QXN13oRCrkVhScp8Lp4vKxOpA/jEi/+Xe7+0GcVCoONp7PzHo3djXLSk1y0mssxzhq2Wi533/O6grx8iHExcOOMeLugkOt26tQp4hdAxYoVrVYV9goFdEKhXa2agEKkcSAFAIXO5gWgMAwoDLclxmyozUJhXl4e1Rlydou4cOoU6e5js/ev085/XJ6xJUd25ckxWF6EQrtacfxjYBzbJXdjKUhLIaBQZ5YT6YBCu2tspuXR+Czk8tFSaHcU3OcPUOhsTDwHhWfOnKGcnBwqV65cPuW45YFBqXTp0pbOBQqBcfaxf0thOABmJcyAQitqWbPliRsMf3IRaAk4/HnTV5aLWbKyJdgqFMrdHeya7RnozoyD/XmJF87Nzb/m+GZ1Awqt5UO0WnsBCs0sZwUojNYMDX5fgEJnY+5KKMzMzKRevXrRPffcQz179vQp9NVXX9GTTz4p/r9SpUr01ltvUWJiovj/cePG0ZgxYwQQNmzY0Pe36lww+SUU8qB7XlfNuOxHpKBQ9YJHS2F4X55A3byBXlBWodDMmMPwavzPVYH2POazMj9VORNu+cYJLrJ1FS2F4aqp/zovQKGZ1Qb8oTDUzHf9qp4tAesU6lUaUKhXX5V310Hh/Pnz6YUXXqAaNWrQ9ddfT4888oi4BwaglJQUGj9+PDVu3JhmzJhBs2fPFv82btxIqampNG/ePDE+qW/fvlS9enXq06dPyHOhxJFQyC/Zp1rW9u3VW5AxW6pgyPNyVwzVC541aTD8Kzpy/GRYu1gUxu5j1ljODuX18ngpjLNQ9WO+LQz9oVCORwwWF0Ah+ZbNUeUua44xhWafCNbtvACFZu4KUGhGpeiyARQ6G0/XQeGmTZtE1/DMmTMpPj7eB4WrV6+mIUOG0OLFi32QeOWVV9KXX35Jn3zyiehSHjhwoDiXkZFBaWlptGLFCho7dmzQc+FAoZmXXUFDamasjQTlByavo3V7DoXcZSNYfQorFLIe/rOEzUChaiKJ1FPnzOpALYU8MUTuEKIrP+WsZ+Oad2gpLOg3Xd/10Q6FkfgBFiw6aCnUl7fsGVCoV1+Vd9dBoazwiBEjBBzKlkJuBfz8889pwoQJvntq0aIFjRw5UkBhnTp1qEuXLuIcPxCbNGlCW7duFaAY7FyxYsWC6hOspVDneDFZGUChKm0Lft4fCuUSKUag828pNAuFOpcs8odCXnicZwp3mpguRAl3IXOVohIAAYUqpdxxHlCoLw6AQn3aAgr1amvGu2egcPr06fTdd9/RqFGjfPd11113iS7ijz/+mJo3b04dO3YU57jVMDk5mdavX0/9+/cPek5OSOnWrVs+rVauXEl/tx8j9mbt2fhC6vnRFmHzaY+rqGq5Ema0Ddtm4uosmrj6F1H2xHsuD+qHJ91wvb7LOkxv33M5JVePt1RmKl+7Nyesay0V5ELjBiPXiFqt69tI/DeYFqdPn6aiRYsKm4y9OULvsiWK0eHjp8Rny59oIP6fj/umbqIffz9GM7pcSZdWKqXlrmdk7KdRy3/2+ea48yHzk9f9S21czfaypT4j77qUrr8kIahmUiNV7soKchdyqB9ntt9IIXEYLbrKvJNhk99X+YzUle+h0sT4TCgk6RTR24S+euQ2u/SXZ6CQxxp+9tln9Pbbb/sU45ZChkQeV1irVi3q2rWrOLd//35q1qwZbdu2jQYPHhz0nHzZZ2Vl5YvCDTfcIKCwUc3yNOPha8TaejzgomFoAAAgAElEQVQwmtfX033M/u4X4n/t618o/gU7jh8/Tp3f+44y9hwSdeS6Wjnue+dbWrPrYFjXWinHjbbNX/1K7Av7Vd/rREtbIC24pfDo0aN03nnniVtgrdjOeLx1/9WidY5z47qRX4lTP714s7Zb9q8Dx/3yC8rS1c+fXZqod4tL6MkbL7G9/OcXbKEt+w7Tc7fV8X0HAmkm6ye/N6EqwuDCP+ASEs5CJg77FODWrPLly1ORIkXsc+qAJ5ljsmj53Rq7dAe9vmyHtnwPdavcvVm2bFmKiYlxQJHoL/LQoUMUFxdHsbGx0X+zEbxDsz++PQOF69ato2eeeYaWLVsmZMzNzaW6deuKMYWffvop7du3j4YNGybOpaenU79+/cSYQu5uDnYuVDyM3cdy2ZIIxs9UUTzRBGMKTUmVz8h/PFyg8XH+3cfGRZylQzmcoOmIZQIM+dA5O924ziKXJbuqA80ODk8Z81dhTKF5rSJtie5jfYqj+1iftuwZYwr16qvy7hko5FYFHic4fPhw4la8yZMnCxicO3cu7dixgzp06EALFiygKlWqUO/evcXsZQbDUOcAhenEu2LoHAOnSkCnzocDhVxXCV+8VNHhvJOilXFQmyRKnZYhbkX37HRAoVMZ461yowUK5YLyUn35gwsTTbyVj1ZqCyi0opb9tq6FwldeeUVMNDGuU8ithbx+IbeQcdcIL0/Dk0j4mDp1qm+8Yf369Wn06NG+Ba5DnQsmKVoK7U82N3n0h8JbX18hlqrhJWp4qRo+/FsKjVDILYSzM84OO+B9axnW+NA9ESkYFAaaCKJbb7QU6lY4fP/RAoX+E6sAheHnhFeuBBQ6GynXQmEoWXjMQaR2NNG1xIcdYUf3cfgq+r9s/FsiVFDIs35nZWSJllZ5bBx8k/b9nAGF4ce8MF0ZzVC4aNEiGvrGFNr0yyG6+87baPKQXhENLbqP9coNKNSrr8q7J6FQdVN2nEdLoR0qutdHuFDIC1hn7suh7k1q0uRVu3w7iehuIZRKBoNC3mIvK/sYdUiuLrq0I3GgpTASKodXBqAwPN3MXAUoNKNS+DaAwvC1s+NKQGEQFQGFdqSXe32EC4XGO5I7nPBnkRqXGQwKnVAaUOiE6ubKBBSa0ykcK0BhOKqZvwZQaF4rHZaAQkBhxIBGRwKH61Pudex/vXHmcKAxhUZ7uXfr5l9zaFKXBuFWxdJ1gEJLchVa42iHwuHj36eMPdl02y0308yXnoxonAGFeuUGFOrVV+UdUAgoLJRQ6A9XMg2sQKHqy6XjPKBQh6rR5zPaofCt92bQkq2/U92U62jVhGcjGkBAoV65AYV69VV5BxQCCgslFHLY5fIyMgUuvyCeFj7ZzJcRqpZC1ZdLx3lAoQ5Vo88noFBfTAGF+rRlz4BCvfqqvAMKAYWFFgrlmDiZAv4zzQGFoR8fGFOoerw6dx5QqE97QKE+bQGFerU14x1QWIihUO7CYVybz0zSRIvNsM8yxQxiQGF4EQUUhqdbJK4CFOpTGVCoT1tAoV5tzXgHFBZiKJTdpzq3ZTOThE7Z8EQRXsZl6GeZtGVfDqGl0FokAIXW9IqkNaBQn9qAQn3aAgr1amvGO6AQUKh1r14zSei0jYQbQKG1SATaakyOeTSz6DtvXcnjhypWrGitYFgrFYhmKOSbt5JnSrEsGgAKLQpm0RxjCi0KZrM5oBBQCCiceHYP6FZJlc9ZWgZjCkM/bQJBIS+i3XfWBlPb/QEKbX6aG9wBCvVpCyjUpy1aCvVqa8Y7oBBQWOihUI4tTGtZm9JaXurLCEChdSgMBIrBvAAKzTyiw7MBFIanm5mrAIVmVArfBi2F4Wtnx5WAQkBhoYfCYCADKAQU2vGQdcIHoFCf6oBCfdqipVCvtma8AwoBhYUeCuWEk2oJpc7ZNxhQCCg08xB1ow2gUF9UAIX6tAUU6tXWjHdAIaCw0ENhsC8KoBBQaOYh6kabaIdC/iHHS2pVS4ijlf1bRDQEgEK9cqP7WK++Ku+AQkAhoDBIDgAKAYWqB6hbz0c7FLLuTi2pBSjUm/WAQr36qrwDCgGFgEJAoeo5EfB8oLGYmGgSlpS2XwQotF1Sn0NAoT5t0X2sV1sz3gGFgEJAIaDQzLMinw2gMCzZInIRoFCfzIBCfdoCCvVqa8Y7oBBQCCj0EBTm5P5NdYcu9tV4ZmoKpSRWMPNdt90GUGi7pLY5jGYoXLRoEc2ZM4dmfLuH4mrWp9/nvGibbmYcAQrNqBS+DbqPw9fOjisBhYBCQKGHoJCrKsdS8d+AQjseg9HnA1CoL6aAQn3aoqVQr7ZmvAMKAYWAQkChmWdFPhu0FIYlW0QuAhTqkxlQqE9bQKFebc14BxQCCgGFHobC3S/fZuZ7rsUGUKhFVlucAgptkTGgE0ChPm0BhXq1NeMdUAgoBBQCCs08K9BSGJZKzlwEKNSnO6BQn7aAQr3amvEOKAQUAgoBhWaeFYDCsFRy5iJAoT7dAYX6tAUU6tXWjHdAIaAQUAgoNPOsABSGpZIzFwEK9ekOKNSnLaBQr7ZmvAMKAYWAQkChmWcFoDAslZy5qDBA4cIf9lNe5X/Rl2/2p6Sq8RETGlCoV2osSaNXX5V3QCGgEFAIKFQ9JwKex0STsGSLyEXRCIUXJsTRqv4tSK5TuGTL73S4YhJ9OrJPRNfqBBTqTWFAoV59Vd4BhR6Hwkc/WE/Ltx+giZ2T6aYrqqjifc55p/YOtVRJB43duPcxy2FcpxCzjx1MEBcXHY1Q2CixAn2UmuJT/Z6J6bRm54GIr9UJKNSb+IBCvfqqvAMKPQ6FY5Zsp7dW7qG0lrUpreWlqngDCi0oBCgMLRZaCi0kU4RNAYX6BAcU6tOWPQMK9eqr8g4oLKRQKLdLK1syhjYNaa3Kk0J5HlAIKPRq4gMK9UUOUKhPW0ChXm3NeAcUFlIoTN95gDpNTCf/LhkzSVNYbACFgEKv5jqgUF/kAIX6tAUU6tXWjHdAIaDwnHE6ZpKmsNgACgGFXs11QKG+yAEK9WkLKNSrrRnvgEJAIaAwSA4ACgGFZh6ibrSJFihcvHk/pU7LEBJjookbM83+OmFMof2aWvEIKAQUAgoBhVaeGT5bTDQJS7aIXBQtUCiHuQAKI5I2rigEUOhsGACFgEJAIaAwrKcQoDAs2SJyEaBQn8zoPtanLbqP9WprxjugEFAIKAQUmnlW5LMBFIYlW0QuAhTqkxlQqE9bQKFebc149yQU5ubmUlxcXL77O3XqFOXl5VHp0qUtnQskVO3atenv9mNcPTuX7zXcdQox+1j99cCYwtAayfFerZIq06QuDYRxIFAM5oW/r9xVVLFiRXUwYGFJgWiGQrmjyaZfDtGO2Fo04LEHLa/RaklMP2NAYUHUU1+L7mO1RjotPAWF8+bNo3HjxlFOTg5VqVKFnnnmGWrcuLHQhz8fM2aMAMKGDRv6/ladCyYuoFBn2nnDN6AwdJwC/bAAFLojtwGF+uIAKNSnLVoK9WprxrtnoJBbB6+99lqaMWMGJSUl0cKFC+n111+n//3vf7Rp0yZKTU0lhkZudejbty9Vr16d+vTpQxs3bgx6LpRAEgrD2SnEjPB22KCl0A4Vg/sAFAIK9WaYPu+AQn3aAgr1aQso1KutGe+egcIjR47Q1VdfTStWrBCthGvXrqX+/fvTsmXLaOzYsaL1cODAgeKeMzIyKC0tTdiGOgcoxOLVoXIAUAgoNPMQdaMNoFBfVACF+rQFFOrV1ox3z0Ah3wx3D8+ePZsefPBBev/992nw4MHUsmVLGjBgANWpU4e6dOki7pkfiE2aNKGtW7cKUAx2rlixYkE1QkuhmfSJbhu3QmGTEcvol+xcIf7ul29zLAjoPnZMemXBgEKlRGEbAArDls7UhRhTaEombUaegkKGvNtvv12MG+Tu4XfeeYcqV65MvXr1oubNm1PHjh2FUNxqmJycTOvXrxeticHOyQkp3377bT6B77//fjHRpNf1ifTEDYnaAlAQxwwtbyzfSW+v2mu5nt/uzqbOUzLomhoJNK1bckGqEbXX8kQIHrZQpkwZV90jx43jx8e2oS0dq1ugHOJ8fPPLnaby8fTp08Q9APHx8Y7dQ7QWfOjQISpXrpznb0/mGN+IfFZ98cUXNHfuXNr862H6qeQl9EzqAxF9Rh8+fFi8g4oWLep5fd14A/xMKFmyJMXExLixep6tU4kSJUzV3TNQ+Mcff4hJJVOmTBHA9/bbb9PMmTNp5cqVNHToUKpVqxZ17dpV3PT+/fupWbNmtG3bNtGaGOyc/FL/5z//ySfWxx9/LKDwkabV6ZGmF5kSM9JGDC1vrdxLk775xXI91+05RA/P+IGSLypH7973r0hX3RPlMbScPHmSYmNjXVXfh2b8QBl7Dok6rX+2iWN1C5RDb63cI3LSzPfmzJkzxD9s3KavY4LaWPDx48eFrkWKFLHRa+RdyRzjkuWziocMffbZZ5S5/wjtiruU+nS/J6LP6BMnTghgARTqyQd+JnAvHvS1V9/zzjvPlEPPQOGnn35KH374ofjHBwMRwyF3I69evZr27dtHw4YNE+fS09OpX79+YkzhhAkTgp4LpRC6j03lT1QbubX7+J6J6bRm5wGhPbqPozoFw745dB+HLZ3yQnQfKyUqkAG6jwskX4EvDgmFbuqC2Lt3r+g65jWquMuYu4a5ZZABMCsrizp06EALFiwQk1B69+5NNWrUEGC4Y8eOoOcAhZhoEioHAIWhny8YU1jg5682B4BCbdISoFCftuwZUKhXX5X3kFD46quvEo/f6NSpE7Vp04YqVaqk8qf1/MSJE+mTTz4RYwYvvPBC6t69O91229mB9lOnTqVRo0aJv+vXr0+jR4/2jakJdS5YhdFSqDWUnnAOKAQUeiJRA1QymqFQ3q6VNTHtjCOg0E418/sCFOrVV+U9JBT+/PPPNGvWLAFi/EVo0aIFtW/fnq6//npHxwEdPXrU8q4loXY7CSQSoFCVOtF/HlAIKPRqlhcGKJy8chcNm59J3ZvUpEG3J0UsVDqgkMeA8hi64sWL57sPq++uiAmhqSBAoSZhTbo1NaaQk5LXBZw/f774xwfP9L3rrrvEQtLReAAKozGq1u7J7VB4+QXxtPDJZtZuykZrdB/bKKbNrgoDFDq1VadVKORx7bIXyxhmuXrGCy+8QD/88IM41bp1axoyZIhvG9dQO3XZnDKucQcodDYUpqBQVpFfksuXL6fnn39ezPDlgyd7DB8+nGrWrOnsndhcOqDQZkE96M7tUNgosQJ9lJrimLKAQsekVxYMKFRKFLaBVSjkRhVexUAePCmyVatWtGbNGjEensfL33rrrXTs2DF66KGHRINLu3btwt6NK+wbc8mFgEJnA2EKCrdv3y7Whfrggw+Iu247d+4sJm/wWkK8oDRvOff999+7bj23gkgLKCyIetFxLaAwdBwBhe7Nc0ChvthYhUL/mowcOZJ4Eic3rvgfvHUrr4PIy6SFuxuXvjuPjGdAYWR0DlZKSCj85ptviBOY9w++4oor6IEHHqBbbrkl33g+/uzJJ5+km2++2dm7sbF0QKGNYnrUFaAQUOjR1BW7Op1//vmeX6dQ/vDgOPi3jHul+9iYQ9yowrtt8Rq7vNOW8eB1O9u2bUuPP/64aEkMtVNXqN24vJqzst6AQmcjGBIKeTwDP1y4OZuhMNgxaNAguu666+jGG2909m5sLB1QaKOYHnUFKLQOhT2mrqMvMn+jiZ2T6aYrqoR0wN1q/AKoWLGiRzPEvdUGFOqLTUFaCqdPn06LFy8Wq2X4H7whA6+t+95774nFsUPt1CV349J3l855BhQ6pz2XbKr7WG735V9Vt23/ZaeU0Q6FTi3nYGeMdPsCFFqHQrmw9szUFEpJrAAo1J2kQfwDCvUJHy4U8nuUV+7gHbh4JQ/jwWvsvvzyy2KYVoUKZ783AwcOVO7Gpe8unfMMKHROeyUU8nqAr732Gs2bN0+MJfQ/1q1bFxX7awYKAaDQ2cR0Q+mAQkChG/IwnDoACsNRzdw14UIhr/nLu259+eWXYhs3eXz11VfUv39/sTvXZZdd5vs83N24zN2Fe62chMLMX3PocN7fdGFCKaqWEOdekTTWLGRLIS8/M2LECLEzyKpVq8QYlQsuuEAkb5cuXcQYw2g9AIXRGlnz9wUoBBSazxZ3WUYzFPKuVnPmzKHfc/Jo1fFqdMPNt0d0Fn64UMibQPAsY353yoMbVh5++GF69913zxmixZM4w92Ny12ZaL02TkKh7OlIa1mb0lpear3yUXBFSCjkga5Vq1YVYxvGjx8vBi0/+uijYuIJL2LNayuVKFEiCmTIfwuAwqgMq6WbAhQCCi0ljIuMAYX6ghEOFG7atEksM5ORkUHx8fG+yvXo0UO0HPofmzdvFhtEhLMbl747j4xnJ6Gw6YhllJWdS+2Tq9Frd9eLzA27rJSQUPjSSy+JtZN4cU3+Zca/0HgwLI+N4JlT/P+JiYkuuyV7qgMotEdHL3sBFAIKvZq/gEJ9kQsHCgtSG+xoUhD1rF1b49kF4gKn14C1Vmt7rUNCIc+S4rWUeEbU7t27xTT5p556ivhlOWXKFOKmb54lFY0HoDAao2rtngCFgEJrGeMe68IAhSdOnqYF2ZXo0kY30sr+507c0BmJSEOhzntxo2+nWgq5hZBbCvng8YSRzCk3xSEkFPJLkQNUqVIlUWdeWPONN94Qs6Oefvppuvvuu910L7bWBVBoq5yedAYoBBR6MnGJonqdQjmmkGPz3z8qUqlLG9Pul2+LWKgAhXqldgoKjWti8h1GMqf0KmrNu6klaYwueeNubh2M5sUz+X4ZCrNr3UwtLq9EN9apRD179vTJwF3o8nDy87y8PBqzZDuNfHOi5Xou3fo7LdvyOz3X9wnfgFq33JfU1un6cLcNDw4vX768qJLT9eE6cL7JwdAVs1ZQj2Znt5d0Ig93/XmUZh6+zNfVwvpMWrGLdv95lOaPH+JbkiaYbm+99ZZY1YCXtnKi/k7pFolyeRFkuXi1W/I2nO81v6jbPDZEXFqjYmlaN/1lMWyJhzNt2bKF1h8uQ7GVa9GC8Wdt+Jj74fu+v++690HbP/9wyttUIjaWihYtSjr8m6l/524PU1LVeMrJ/ZsmvPU2nVequO85sGbnAfH3l/M+9H3e7PZ7xaxaPtL/9xGVLH529rMbv3cSCrk3MlLv2ds6dqHJq3bR5JW76Mj6z0WxvVpcQkOeeVJovGVfju15tXLHn/T2i8/64jh81Bta85a7xM0c+aBw69atonXQzHHNNddELRwyFO4vcwldeWE58c+ND1YJhS8OfMZyPTf9coj43/OvjvVBoRsfEOG8SPgaO+J1+vRpMfteQqFb9JFQWGz1O9Ty8rOt+Hbcr1U/PPvz+4s7+qCQ9Vmy5Xf6/XAefTF7ug8Kg+mWmppK/COTZ1o6UX+r9+slex72I6HQLXkbzgueobBV+7OrXFQqW5J++vq/PijkYU278kpSTLnKVKF1L98r68CiN31/R/PnHZKr0eLM32jX3NERud/KZUtSgwf6+8paN32E72/j56x/YsXSYT+XJBQ+8cQTPv+6nw+X3/20aGDhI9L5w4v8L968X3u5Zls+80Ehzy5esmSJkgmrVKki9jyO1gWsAYXuaA0FFOb/NQ8odAaCAYWR7y1RQeFBKkulK1Y1BSvBIMbq52unDqciRYvw3g8RLddYz1ONHw4KwZdfEE/xccXpq3dfpKMnTgq7up36UbWEUuLvJROfpxOnTou/dUBz1R+miUaKcL8vOqGwW/+XqNPEdPFD9ryMf1oiJRRemBBHR5aMp+xjf1P2sRM+fdjeap4Esw+mP//Il4cZ+DZbH9lyHDYU8v6L/I+PnTt3UocOHcRK640aNRLLz/ByNNOmTaOEhAQxKzlaD4bCo0160X2NLqL7Gl1M9evX993qd9995/vbyc9lS+HrnyyzXM8Za36mGWv20DMP3OJrKXTLfUlxna7PyZMn6ZJLLvG1FDpdH9aF801C4aUxf9LL7a4UcjmRh5uy/qLBq3N9LYWsz7NzNtEPWX/RnEEP+FoKg+m2du1aOnz4MJ133nmO1N8p3SJRbrVq1XwthW7J23C+1wyF7YZNF5feedWFNCGtg6+l8M8//6Rrr71W7A4SyfxftmyZaAzhYVSRLNcYx51nKtGsjCx6qmVtiv3r54i8j/j7ftm//lmmZdsPG3zl8udcn9kZWdTh4hPinRlunkso5CXv5GGXzifOu9gHhf0bxPr8f32wjGgp5PUJm5c/Ynu5xvr3nfBf8e7lI7bKJTSoTZLYEvT3XVu0lCtnVIcNhUbIe/XVV2nv3r1igonxkDORsaOJs0jMUPjx2j00aMF2y+sqYZs7dezcOtFExs7pZRPkbD3jTD1sc6fOq0hYROPsY7csKIyJJoEz2K53is6JJnIyif+z0666m/luy7LYtmzJGNo0pLWZy8K2sRUKeScTHu/D41OMx2+//UZNmzYl3vHEuC1P2LV24YVemX28avvv9NAHmyyvqxTJL4ELw2uqSoBCtUz+DxxAoVqzSFgACvWpDCgEFBYku3j8YOq0DOEiEj/sbYXCDz74gIYMGULjxo0jnlTCK7H/9NNPYlD4tm3bxObd0ToLGVBYkLSPjmsBheo4AgrVGjlhASjUpzqgEFBYkOwyLn3jOSjkJTl4sWqeUGI8SpcuTe+88w41aNCgINq4+lpAoavDE5HKAQrVMgMK1Ro5YREtUMjayRxD97ETmWS+TLt6n6K9+9i4SHYkclr23tgyplCmA7cKbt++nY4cOUI865hhMFpnHct7BhSafxhEqyWgUB1ZQKFaIycsAIX6VEdLoXdbCj/JyKK+szbk67Z9etYGMUlm5N31iJf60X1E8oeOFijULZAb/QMK3RiVyNYJUKjWG1Co1sgJC0ChPtUBhd6FwmCT9KyMhbYjs64csogO552kiZ2TxcxjnQeg0CZ1AYU2CelhN4BCdfAAhWqNnLAAFOpTHVAIKCxodg37LJM278uhwW2SxI4mOg9AoU3qAgptEtLDbgCF6uABCtUaOWEBKNSnOqAQUKgvu+z3DCi0SVNAoU1CetgNoFAdPEChWiMnLACF+lQHFAIK9WWX/Z5thUJen7BmzZr0wANn954sTAegsDBFO/C9AgrVOQAoVGvkhEU0Q+GiRYtozpw5QtbWrVtTu3btIioxoBBQGNGEK2BhtkLh8OHDad++ffl2NClgHT1xOaDQE2HSWkm3Q2GrpMo0qYuzy0IBCrWmYNjOAYVhS6e8EFAIKFQmiYsMbIXCrVu3UqdOnWjkyJF0ww03RO1C1YHiByh0UVY7VBW3Q2Ek1rhSSQ8oVCnkzHlAoT7dAYWBtZWLMhf0x6rOdQrdMvtYX3bm92wrFPLG37ybycaNG4kXrDZu6sxFv/nmm1SqVKlI3l/EygIURkxq1xYEKFSHBlCo1sgJC0ChPtUBhaGhsKC7dAAK7c1dW6Hw66+/pu+//z5oDXv27Cn2Ro7GA1AYjVG1dk+AQrVegEK1Rk5YAAr1qQ4oBBTqyy77PdsKhfZXzzseAYXeiZWumgIK1coCCtUaOWEBKNSnOqAQUKgvu+z3bDsU7t27l6ZNm0Y7duygW2+9lTp06CC2vOOt79q0aWP/HbjEI6DQJYFwsBqAQrX4gEK1Rk5YAAr1qQ4oBBTqyy77PdsKhbzXcdOmTUUXMY8dvOuuu6h37960du1auu+++2jDhg0YU2h/DE17zMvLo1Xbf6eHPtiUby9HlRO7Ni9XlePl84BCdfQAhWqNnLAAFOpTHVAIKNSXXfZ7thUKJ0+eTIsXL6YPP/xQLEtTpEgRAYUMi1dffTXxelGJiYn234ULPKKl0AVBcLgKboVCh2U5p3hAoZui8U9dAIX64gIoBBTqyy77PT89awPNzsii3S/fZsp5kTNnzpwJZtmnTx+qVq0a8X/Hjh3rg8Kff/6ZWrZsSUuWLKGLL77YVEFeMwIUei1i9tcXUKjWFFCo1sgJi2iGQif0NJYJKAQUOp2DVsqXvYK2QCG3FE6ZMoXmzp1L06dPF1CYmppKr7zyilhRPiMjI2rXLgQUWkm76LQFFKrjCihUa+SEBaBQn+qAQkChvuyy37OtUJibm0v33nsvbd68WaxTyGML+QvBxxtvvEE333yz/Xdg0uOhQ4dEnWJiYnxXnDp1inicHX/uf4Q6F6jIwgKFg9okUfemNU2qXrjMAIXqeAMK1Ro5YQEo1Kc6oBBQqC+77PdsKxRy9U6ePEnz588XC1j/9ddfdNFFF4lZx5dccon9tVd4ZLBjGJ05c6aY4NKkSRPi/Zn54EW2x4wZI4CwYcOGvr9V54IVKaFw5N31qENytYjfq5kCCzLRRI4zmJmaQimJFcwUV+hsAIXqkAMK1Ro5YQEo1Kc6oBBQqC+77PdsOxTaX8XwPb766qu0ZcsWGj16NJUrV87niIGVu7XnzZtHFStWpL59+1L16tXFWMhQ50LVREKhm6GpIFAoZyS5+f7CzxR7rgQUqnUEFKo1csICUKhPdUChd6FQNob477oSze9D26GQoWrixImUmZlJBw8epFq1atEtt9xC999/P8XFxen75vl5ljOely9fLia/GA+eBJOTk0MDBw4UH/NYx7S0NFqxYoWYIBPsHKDwAAEKg2cBoFD99QYUqjVywgJQqE91QKF3oVDCH6Aw+Pcj5OzjP/74gxo3biy6iq+77jqqXLkyffvtt2LWMXchc4tdpA4e1/jII4/QgAEDiPdkvuKKK+jOO++khIQE8VmdOnWoS5cuojr8QOSu5a1btwpQDHauWLFiQauPlsJIRda95QAK1bEBFKo1csICUKhPdUCh96GwWkIcrezfwncjaCn8J6YhofDll18W6xR+8cUX58wy5jGGTz31lABEhrJIHF9++SX16NFDLKdmjGkAACAASURBVKB92223iXrxvswLFy6kXr16UfPmzaljx46iKtwymJycTOvXr6f+/fsHPScnpLCN/8Gzq/9uP4Ym3XsFNbjon67qSNyr2TJOnz5Na3/+ix75eCslV4+nd+77l9lL6eEZP1DG3hxX35/pm9FkyKs18Zja4sWLayrB+26vHrFa3MT3/RuL/1rJK+irL/4nTpyg2NhYfQVE0LPMsZ5NqtMjTatHsOTARfGPRZ7gyKtx4PhHgXV7DlGPDzdbfhf5a8jPXG6w0aGvfD4Zn1lWn1tei/lbK/fS26v22rNOIcMSj9Hr16/fOTocO3aM6tWrR0uXLhUTTyJxcOvk0KFD6euvvxbJwpNOGPwY3njZHO7W7tq1q6jK/v37qVmzZmIrvsGDBwc9V7RoUWH/3Xff5buFe+65R0DhtG4NqFHNyICvVR35wf/NT3+KL+I1NRJoevcGpl08MHkdfbs729X3Z/pmNBnyw4ln4JctW1ZTCd53e+mgL8RN/DislfivlbziHzWHDx8+Z3yw9xVxxx3wpEAed63jxRrpO5Q59sQNifTEDbUiXXy+8rjRgRsUQvU0OV5JByqwZlc2dZ6yzvK7yL+q/EzglU50/BiXzyfjM4v/9n+OOSCftiLfWP4TvbF8pz1QOGvWLJo0aZLYucT4cOGWwueeey6i6xRu2rSJHnvsMTFOUB4MfuPHj6eVK1fSvn37aNiwYeJUenq6AFm2nTBhQtBzoaKA7mNtOeoZx+g+VocK3cdqjZywiObuY34fcWMAH61bt6Z27dpFVGJ0HweWO33nAeo0Md3ylqv+3rKzswV062jplt3EXKZxMWf/51hEE0pzYbZONOExebL17YYbbqCqVavSnj17xGLWN910E1111VUkN0ThMXw8zk/XwS2DrVq1oscff5zatm1LPOFkyJAhouXwp59+og4dOtCCBQuoSpUqYiu+GjVqCDDcsWNH0HOAQkw0CZUDgEL1txlQqNbICQtAoT7VAYWAQn3ZZb9nW6GQdzHhVkEzR/fu3QUo6jx++OEHAXx79+4VXcfccshjCfmYOnUqjRo1Svxdv379c5atCXUuWH3RUqgzkt7wDShUx8kfCusOXUw5uX/TxsE3UXxc6LGY/EOPWwV4iAoOexUAFNqrp9EboBBQqC+77PdsKxTaXz17PPLyNGXKlMnnTMeOJm5esgXrFNqTT8G8AArV+vpDoZVuGEChWt9wLQCF4Sqnvg5QCChUZ4l7LAoFFEZCbrQURkJld5cBKFTH55axK2jLvhyxvAMv8wAoVGsWCQtAoT6VAYWAQn3ZZb9nQKFNmgIKbRLSw24Aherg+a/vBShUaxYJC0ChPpUBhYBCfdllv2c5Acg4sSZUKSHXKbS/et7xCCj0Tqx01RRQqFYWUKjWyAkLQKE+1QGFgEJ92WW/Z0ChTZoCCm0S0sNuAIXq4AEK1Ro5YRGNUDioTRJ1b1pTLJGGJWmcyKrQZWJJGvfFhGtkKxRmZWUR/0tJSRF3y4tCz5w5k8477zyxe0ipUqXcqYINtQIU2iCix10ACtUBBBSqNXLCIhqhUE76AxQ6kVHqMgGFao2csLAVChkAP//8c3rvvfeIdx/gvYaPHz8uVnLnfZD582g9vAKFHI96w1eKMJgdM8C20bzXo105CShUKwkoVGvkhEU0QeGVQxbR4byT5JaVINB9HDijAYVOfNPVZdoKhbxrCS8GzXsL864h3bp1E7uEcAshrxPIu4zwdjTReAAKozGq1u4JUKjWC1Co1sgJi2iCQrf9gAUUAgqd+E6HW6atUPjKK6+I7WZ4F5EePXpQ9erVadCgQaJuvJsJj+tITEwMt66uvg5Q6OrwRKRygEK1zIBCtUZOWAAK9akOKAQU6ssu+z3bCoVfffUV9e/fn1q0aEG8D/KSJUvo4osvJt5svWHDhrRlyxaKiYmx/y5c4BFQ6IIgOFwFQKE6AIBCtUZOWAAK9akOKAQU6ssu+z3bCoW848DChQvFnsLt27enli1bihqnp6eLz4cOHWr/HbjEI6DQJYFwsBqAQrX4gEK1Rk5YAAr1qQ4o9C4Uym04+Q6MY/CtrK+qL7P0eLYVCvVU0RteAYXeiJPOWgIK1eoCCtUaOWEBKNSnOqDQu1Ao4Q9QGPz7kW/x6vnz59OuXbtMfaN4nCEmmpiSSosR732M2cdapBVOAYVqbQGFao2csAAU6lMdUAgo1Jdd9nsucEvh66+/Tt99952oWdGiRcVsYz4uueQSMet448aN4v95nOGYMWMoLi7O/rtwgUe0FLogCA5XAVCoDgCgUK2RExaAQn2qAwoBhfqyy37PBYZCY5V4GRpejobXKuSlafjIzc2ld999l5YvX06zZ8+2/w5c4hFQ6JJAOFgNQKFafEChWiMnLACF+lQHFAIK9WWX/Z5thcIhQ4aIhaoHDhx4Tk3l7GOGRl7EOhoPQGE0RtXaPQEK1XoBCtUaOWERzVCIHU2cyCh1mV5YvBpjCtVxzDem0HgJr0nI29xNnjz5HE8//PADtW3b1rdEjboY71kACr0XM7trDChUKwooVGvkhAWgUJ/qaClES6G+7LLfc1Z2LjUdscz0jmchoXDZsmXUs2dP6tKlCzVp0kR0IfOYQt7+7sILL6Rx48bZfwcu8QgodEkgHKwGoFAtPqBQrZETFoBCfaoDCgNrm/lrDt36+gpqlFiBPkpNCTsA2dnZYtOM2NjYsH0EuzBQS6GEpssviKeFTzazvUw3OOT7NrsNbkgo5JuZMWMG8c4mR48e9d0bA+KLL74owDBaD0BhtEbW/H0BCtVaAQrVGjlhASjUpzqgMLi2dqz3F2kotKvbW1/GFdyzbVDIyV+mTBmxawk/ZBgMK1WqRPHx8QWvpcs9AApdHqAIVA9QqBYZUKjWyAkLQKE+1QGFgEJ92aXHs21Q2KdPH7rooosoLS1NT01d7BVQ6OLgRKhqgEK10IBCtUZOWAAK9akOKAQU6ssuPZ5tg8Lx48fT0qVLo3rpmWAhABTqSU4veQUUqqMFKFRr5IQFoFCf6oBCQKG+7NLj2TYo/PPPP6lbt2507bXXir2PL7vsMj01dqFXQKELgxLhKgEK1YIDCtUaOWEBKNSnOqAQUKgvu/R4tg0K33vvPbFriXGSibHK69ato3Llyum5C4e9AgodDoALigcUqoMAKFRr5IRFNEHhJxlZlJV9jDokV6dqCXGEdQqdyChzZWKiiTmdIm3Fz2mzM8JDzj7evXs3/frrr0Hr36hRI7G4dTQegMJojKq1ewIUqvUCFKo1csIimqDQCf1ClYmWQrQUui0n7ayPckkaOwvzki9AoZeipaeugEK1roBCtUZOWAAK9akOKAQU6ssu5z0rofDw4cM0depUWr9+PfHf1atXF7uZNG7c2Pnaa6wBoFCjuB5xDShUBwpQqNbICQtAoT7VAYXuhsJOE9NFBSd2Tqb4uOLnVDbQ4tWFYZ1CK9+GkFDIEHjnnXfS3r17qUWLFmKxat7veNeuXfSf//yHunbtaqUsT9kCCj0VLi2VBRSqZQUUqjVywgJQqE91QKG7oVCC38zUFEpJrAAotPhVCAmFkyZNElvZrV69mkqVKuVz/f7779MLL7xAmZmZVLz4uSRusXzXmgMKXRuaiFUMUKiWGlCo1sgJC0ChPtUBhd6EQrkNn6y93PYNLYXnxjMkFPbt25cqVqxIzz777DlXcQti/fr1xSywxMREfd8+Bz0DCh0U3yVFAwrVgQAUqjVywgJQqE91QKE3oHBQmyTq3rSmr7IS/gCFob8bIaFwxIgR9P3339PMmTPP8cIthw8++CBt3LiR4uLi9H37HPQMKHRQfJcUDShUBwJQqNbICQtAoT7VAYXegMK0lrUpreWlgEKLX4WQUMiTS+6++2667777qFmzZmLf4++++45mzJhBderUoddff91icd4xBxR6J1a6agooVCsLKFRr5IQFoFCf6oBCb0Bh9yY1adDtSYBCi18F5ezjhQsX0tChQ4m/CPJgUBw8eDCVKFHCYnHeMQcUeidWumoKKFQrCyhUa+SEBaBQn+qAQm9AYaPECucs2IzuY3PfCSUUspvTp08Tb3l37NgxsSRNtC5YbZQMUGgugaLZClCoji6gUK2RExbRDIXY0cSJjDJXpht2NJF1ABSai5m/VUgonDdvntjR5NFHHz3nOp51/M4779CoUaPCK9UDV0U7FDYdsYyysnNJzsDyQEgiXkVAoVpyQKFaIycsAIX6VEdLoTdaCnmNwo2Db/JVFi2F5r4TIaHw3//+N5UvX5769et3jrc//vhDLF69du1aOu+888yV5DGraIdCO37ReSyklqsLKFRLBihUa+SEBaBQn+qAQvdCYU7u31R36GJfBY2NHoBCc9+JkFDYv39/sQ4hr0loPCQUYkkacyLrssrLy6Pjx49TveErRRFWWv0AheqoAArVGgEK1Ro5YQEo1Kc6oNC9UBgM/LjG/udW9m9B1RLifJ/7dzfryyB3ew4Jhby93fPPP0/Lli0TYwn5OHXqlOg2XrVqFc2dO9exu+MXdtGiRc8Z38h1Y1AqXbp0vnqFOhfoJmRL4f96N6OkqvGO3WeoggGFesMCKFTrCyhUa+SEBaBQn+qAwuiAQrnjCRavPjeeIaEwNzeXOnbsSFu3bqWaNWuKf2vWrKGjR4/S+PHjqVWrVvq+eSE879mzh2688UYaPnw4dejQQVjyzitjxowRQNiwYUPf36pzwYqRUGil9S3SYgAK9SoOKFTrCyhUa+SEBaBQn+qAwuiCwsWb91PqtAxqn1yNXru7nr7E8Yhn5exjfjF++umntHnzZsrOzqZq1arRzTffTFdccYUjt8gtfg888AD99ttv9Nhjjwko5EW0U1NTiSfG8A4svBMLt2z26dMn5LlQNwAodCS8rioUUKgOR4+p6+iLzN9I/uq2MiyBv8v8TOHvLA57FQAU2qun0Rug0DtQKLuIucb+3cfymTVmyY80Zsl28l/sWl8GuduzEgrdVv0pU6bQjz/+KLqNr7rqKgGFY8eOpZycHBo4cKCobkZGBqWlpdGKFStCnosWKEz9aAut2XnA92I2EzMrL28z/qLRBlCojqrxgcqbz3eamE5mx+YACtX6hmsBKAxXOfV1gELvQKEEP0ChOq+lhRIK9+7dS9OmTaMdO3bQrbfeKiBs+/bttG3bNmrTpo35kmyw5Dp069aN5s+fTy+//DIlJyeL+gwYMEDssNKlSxdRCj8QmzRpIrq9GRSDnZPrLe7evTtf7bhr/O/2Y2jHC61tqLkeFzzJhMGFofDbXQfpg4caUqOa5U0Vdslzi4Sdm+/P1I1oNDp58qQYKlGuXDmNpXjb9evLdtDry36i3i1qidy7/921dE3N8jTjoYbKG+P1Tw8dOkQJCQlKWxhYU+DgwYNC1yJFili70APWixcvpv/+97+ipjfddBO1bds2orX+66+/qGzZsoVivV6rwtrxXuEGHt4+lye5Wj3W7DoonkHyML4Tg50zPsN6t7jEapGesY+JiTFV15BQeOTIEWratCmVLFmSSpUqRXfddRf17t1bLEXDW99t2LBBfB6Jg1/QDIDcAnj99dcTL5cjobBXr17UvHlzMf6RD04qPsfb9PEM6mDn5ISUHj165LuFL7/8UkBhRr+USNxeWGWcOXNGLCz+6KxtlLE3hyZ2SqLk6uYmxSS/mi7KdPP9hSWKjRdJfQvDYu3hyvb2qiyauDqLUhtXowYXxVPqzEyRg5yLqgP6qhQK/zw/L82+BMIvpXBeyS3cPMkxGoG7oBG1471SEH35PcjPIHkY34nBzhmfYT2bVCuoBK69vkKFCqbqFhIKJ0+eTPyr7MMPPxT7HPOXgKGQYfHqq6+mSC5JwxNbvv/+ezG5hA+eFV2vXj2xN/Mrr7xCtWrVoq5du4pz+/fvF3s1c2smb8cX7Bx/sYMdXhpTiO5jU7lu2Qjdx2rJ0H2s1sgJi2juPnZCT2OZ6D4OHgE7hiXxOGNusImNjbUc6mDjBtkRxhSakzMkFPJEDZ5Ywv/lcXsSCn/++Wdq2bIlLVmyhC6++GJzJRXQiuGPW/78jzvvvFNA3759+2jYsGHidHp6ulhwm8cUTpgwIei5UFUCFBYwYFFwOaBQHURAoVojJywAhfpUBxQCCvVll/OelS2FPLGD1yOcPn26gEKe5cstc3PmzBETOpzqWjN2H/NYQ+5aXrBgAVWpUkW0ZtaoUUOAYahzgEJrC147n66RrQGgUK03oFCtkRMWgEJ9qgMKAYX6sst5z8p1Cu+9916xHA035/LYQv5C8PHGG2+IpWmcOhgKGzRoQO3btxdV4IW25V7M9evXp9GjR/smCIQ6F6z+aCl0KrLuKRdQqI4FoFCtkRMWgEJ9qgMKAYX6sst5z8rZxzxgmWf78lqAPOvqoosuErOOL7nEfbN0dOxo4oXFqzGmUM8XCVCo1hVQqNbICQtAoT7VAYXegcKJnZPppiuqiApjTKG574QSCoO54dm5KSkpovUwGg+0FEZjVK3dE6BQrRegUK2RExaAQn2qAwrdC4VydxJZQ+OC1IBCc9+JgFDI29tx9/Dq1atFyyAv9cJL0/CRlZVFL774ophksm7duqhdww1QaC6BotkKUKiOLqBQrZETFoBCfaoDCt0LhfJ5BCgMP/8DQiEv98Lj8Hixap4e/s0334jJJl9//bUYt8d7IA8ZMoQaN24cfskuvxJQ6PIARaB6gEK1yIBCtUZOWAAK9akOKPQmFE5euYuGzf9nDUNscxc4jgGhkLeP45m7999/v7iKl3rhXU14ssnTTz9NPPkk2hdGBRTqe6h6xTOgUB0pQKFaIycsohkKeX1cXv2Cj9atW1O7du0iKjGg0JtQ6N+KCCg0CYXcdVy3bl2aN28eJSWd3ZVg6dKlAgaXLVtG5cub20Ytot9SDYUBCjWI6jGXgEJ1wACFao2csAAU6lMdUAgo1JddznvO11LIe5HyUi88nvD8888XNeSZx7yvcKDFo52/BT01ABTq0dVLXgGF6mgBCtUaOWEBKNSnOqAQUKgvu5z3HBQKeX9h3pSaD95cfc2aNXTLLbecU+MRI0b4bJy/FXtrACi0V08vegMUqqMGKFRr5IQFoFCf6oDC4NreMnYFbdmXQyv7t6BqCWf5wepRkG3uQk00QfexuUjkg0LuPpb7C6tc8ALSEhxVtl47Dyj0WsTsry+gUK0poFCtkRMWgEJ9qgMKg2t7z8R0WrPzAMnxeuFEAVAYjmr2XRP2OoX2VcGdngCF7oxLJGsFKFSrDShUa+SEBaBQn+qAQvdDYaPECgJO+b8fpaaICqOl0Nx3AlAYRCdAobkEimYrQKE6uoBCtUZOWAAK9akOKAQU6ssu5z0DCgGFzmehS2sAKFQHBlCo1sgJC0ChPtUBhYBCfdnlvGdAIaDQ+Sx0aQ0AherAAArVGjlhASjUpzqgEFCoL7uc9wwoBBQ6n4UurQGgUB0YQKFaIycsohkKndDTWCagMLqgcNhnmTR51S4aeXc96pBczen0crx8QCGg0PEkdGsFAIXqyAAK1Ro5YQEo1Kc6oDC6oNCOGdP6si3yngGFIaBw+/btkY+IhRLz8vLo+PHjlPrRFsvLANR4doEoaffLt1kosXCZAgrV8QYUqjVywgJQqE91QKF7oVACXlrL2jRmyXZTs48BhefGE1AIKNT39PS4Z0ChOoCAQrVGTlgACvWpDigEFOrLLuc9AwoBhc5noUtrAChUBwZQqNbICQtAoT7VAYXuh8KJnZMpdVoGxccVp42DbxIVDrZOIVoK0VJo6mnB6xSi+9iUVFFrBChUh9YIhfEli9Ow+ZnUPrkavXZ3PeXFp06dIt69oGLFikpbGFhTAFBoTS8r1oBC90Mh76jSaWK6qKgcIgUoNJflaCmMgpbCKWt/E+MneBxFWstLTUUeYwrVMgEK1RoZofDsr3HzeQgoVOsbrgWgMFzl1NcBCgGF6izxrgWgEFDo3ezVXHNAoVpgQKFaIycsAIX6VAcUAgr1ZZfzngGFgELns9ClNQAUqgMDKFRr5IQFoFCf6oBCQKG+7HLeM6AQUOh8Frq0BoBCdWAAhWqNnLCIZihctGgRzZkzR8jaunVrateuXUQlBhQCCiOacBEuDFAIKIxwynmnOEChOlaAQrVGTlgACvWpDigEFOrLLuc9AwoBhc5noUtrAChUBwZQqNbICQtAoT7VAYWAQn3Z5bxnQCGg0PksdGkNAIXqwAAK1Ro5YQEo1Kc6oBBQqC+7nPcMKAQUOp+FLq0BoFAdGEChWiMnLACF+lQHFAIK9WWX854BhYBC57PQpTUAFKoDAyhUa+SEBaBQn+qAQkChvuxy3jOgEFDofBa6tAaAQnVgAIVqjZywABTqUx1Q6F4oNG7K4L9Bw7DPMmnyql2+yvOuJymJFQjb3J0bT0AhoFDf09PjngGF6gACCtUaOWEBKNSnOqDQm1Ao4U/WHlAYOI6AwkIIhVnZudR0xDJqlFiBPkpN0ff09LhnQKE6gIBCtUZOWAAK9akOKAQU6ssu5z0DCgshFKbvPCA2CwcUhv4CAgrVD6jFm/dT6rQMap9cjaonxGHvY7VkEbGIZiiMiIAhCgEUegMKm4xYRr9k59LK/i2oWkKcr5u4bMkYOpx3kiZ2TqabrqiC7mO/cAIKAYVOP2NdWz6gUB0a4w+MaxPLAwrVkkXEAlCoT2ZAoTeg0H+soPx/bgxZs/MApbWsTWktLwUUAgrNPSxq165N27dvN2fskFVeXh4dP36cpqz9zdLLGC2F5gIGKFTrBChUa+SEBaBQn+qAQkChvuxy3jNaCtFS6HwWurQGgEJ1YACFao2csAAU6lMdUAgo1JddznsGFAIKnc9Cl9YAUKgODKBQrZETFoBCfaoDCgGF+rLLec+eg8JTp07RiRMnKC4uLp96fI67VEuXLm3pXKAwoPvY+eR0ugaAQnUEAIVqjZywABTqUx1QGF1QWHfoYsrJ/Zt2v3ybvqTxkGfPQGF2dja98sortHDhQiFvgwYN6N///jfVqlVL/P+4ceNozJgxAggbNmzo+1t1LlisAIUeymJNVQUUqoUFFKo1csICUKhPdUBhdEGh/yLX+jLHG549A4V//fUXzZ49m+677z6KjY0VgMifjRgxgjZu3Eipqak0b948qlixIvXt25eqV69Offr0CXkuVIgAhd5IYJ21BBSq1QUUqjVywgJQqE91QCGgUF92Oe/ZM1DoL9Xq1avp+eefFy2HY8eOpZycHBo4cKAwy8jIoLS0NFqxYkXIc4BCLF4dKgcAheoHFKBQrZETFoBCfaoDCgGF+rLLec+ehUJuKTx58iQNGDBA/KtTpw516dJFKMoPxCZNmtDWrVsFKAY7V6xYsaARQEuh88npdA0AheoIAArVGjlhEc1QuGjRIpozZ46QtXXr1tSuXbuISgwoBBRGNOEiXJgnoXDt2rX0xBNP0Ny5c6lKlSrUq1cvat68OXXs2FHIx62GycnJtH79eurfv3/Qc3JCyqhRo/LJPmHCBNHi6OaDJ9bwv3fX7KMJK/bQo80uokebXays8tqfD9FDH2ykBheVo8kP1FXaF1aD06dPE4NhiRIlCqsEyvs25lLDi8tZysMzZ86IdTZLliypLAcG1hTIzc0NOBnPmhd3Wi9dupQ+/fRTUbkbb7yR7rjjjohWlHO2ePHiVLRo0YiW64XCuk/fSOv2HKJ3769L/DwI5yiIvnVfWiGK3DigGfnXRf4/v/e4jvJ9abwmnPp65Zr4+HhTVfUcFP7000/Uvn17euedd8RkEz64NZAnnHTt2lX8//79+6lZs2a0bds2Gjx4cNBz8kstJ68YFevdu7cYj+jmg4GFW0vfXbOfxn21ix6/rib1ur6mssrf7s6mB9//nhpefB5N7VpfaV9YDULNZi+smvjftzGXrqmRYCkPGbqPHTtGZcqUgZw2K3D48GGha5EiRWz27Ly7JUuWiAYBPlq1akV33nlnRCt15MgRKlWqFKAwgOpd3vuO1v78F73/4NXEz4NwDn4m8LyBmJgYy5dfPnSZuGbL4BbkXxf5//ze4zrK96XxGssFeuiCQCu2BKq+p6Dwl19+EUDI3cXGX4fcqrdv3z4aNmyYuMf09HTq16+fGFMY6lyoeKL72EPZrqmq6D5WC2vsPmZr3j5qZmoKpSRWUF7M0M2rCvDkMBz2KoDuY3v1NHpD93Fwbf23lgsnCvxM4F48BkMrh/9OXWa3ucPs43NV9gwU8kOuU6dO1L17d+rQoYPvLjhxdu7cKT5bsGCB6E7mVr4aNWoIMNyxY0fQc9EChbM3HaRh8zOpe5OaNOj2JOX3CNvcKSUSBoBCtU6AQrVGTlgACvWpDigMru2YJT+KLVcHtUmi7k3VvVaBPAEK9eWuGc+egcLJkyfT8OHD893TtGnTKCUlhaZOnUpybGD9+vVp9OjRVK7c2TENoc4FE8lLLYVbDpykThPTiTf6/ig1RRl3QKFSIkChOYkIUGhSqAibAQr1CQ4oVENhWsvalNby0rCCACgMSzbbLvIMFJq548K6owmg0Ex2WLdBS6FaM0ChWiMnLACF+lQHFAIK9WWX856jCgrtlBMthXaq6U1fgEJ13ACFao2csAAU6lMdUAgo1JddznsGFAaJAaDQ+eR0ugaAQnUEAIVqjZywABTqUx1QCCjUl13OewYUAgqdz0KX1gBQqA4MoFCtkRMW0QyFTuhpLBNQ6A0oHPZZJk1etcs36UXORuax97xKghz3iNnH58YTUAgodPoZ69ryAYXq0AAK1Ro5YQEo1Kc6oNAbUChnQkv4AxSa+04ACgGF5jKlEFoBCtVBBxSqNXLCAlCoT3VAIaBQX3Y57xlQCCh0PgtdWgNAoTowgEK1Rk5YAAr1qQ4oBBTqyy7nPQMKAYXOZ6FLawAoVAcGUKjWyAkLQKE+ZMShCwAAIABJREFU1QGFgEJ92eW8Z0AhoND5LHRpDQCF6sAACtUaOWEBKNSnOqDQm1DYdMQyysrOpVZJlemLzN8w0SRIGAGFgEJ9T0+PewYUqgMIKFRr5IQFoFCf6oBCb0KhnGXME094Kz7MPg4cR0AhoFDf09PjngGF6gACCtUaOWEBKNSnOqAQUKgvu5z3DCgEFDqfhS6tAaBQHRhAoVojJywAhfpUBxQCCvVll/OeAYWAQuez0KU1ABSqAwMoVGvkhEU0Q+GiRYtozpw5QtbWrVtTu3btIioxoNCdUDh55S4aNj+T2idXo9furkf+6xQG6j7u3qQm1R26mC5MiKNV/VtENI/cWhigEFDo1tx0vF6AQnUIAIVqjZywABTqUx1Q6E4o9IdAM1CYkliBOk1MJ97l5KPUFH1J4yHPgEJAoYfSNbJVBRSq9QYUqjVywgJQqE91QCGgUF92Oe8ZUAgodD4LXVoDQKE6MIBCtUZOWAAK9akOKAQU6ssu5z0DCgGFzmehS2sAKFQHBlCo1sgJC0ChPtUBhYBCfdnlvGdAIaDQ+Sx0aQ0AherAAArVGjlhASjUpzqgEFCoL7uc9wwoBBQ6n4UurQGgUB0YQKFaIycsAIX6VAcUAgr1ZZfzngGFgELns9ClNQAUqgMDKFRr5IQFoFCf6oDC4Np+kpFFfWdt8C0LE04UsrOzqXTp0hQbG2vpcsw+tiRXUGNAIaDQnkyKQi+AQnVQAYVqjZywABTqUx1QGFxb4/Mg3CVeAIX6cteMZ0AhoNBMnhRKG0ChOuzGl8Av2cfEhvP/692MkqrGKy8+deoU8QugYsWKSlsYWFMgmqHQmhL2WwMKvQGF/oAaaPFqrFOYP5aAQkCh/U/NKPEIKFQH0vjgXbPzgLhg98u3qS8kIkChKZnCMgIUhiWbqYsAhYBCU4niUSNAIaDQo6mrv9qAQrXGmb/m0K2vrxA7AgAK1XpFygJQqE9pQCGgUF92Oe8ZUBgFUPjL0SLixcxddtx1pzrsGPehKiMazgMKzUVRdstIa7QUmtNNpxWgUJ+6gEJAob7sct4zoDAKoLBcuXIkX8xmXsiAQnNfPEChOZ0AheZ0iqQVoFCf2oBCQKG+7HLeM6AQUOh8Frq0BoBCc4EBFJrTKZJWgEJ9agMKg2vLE82ajlhG8XHFaePgm8IKgl2zjzHRJCz5CVBYCKFQriXVvUlNGnR7UniZUwiuAhSaCzKg0JxOkbQCFOpTG1AYWlsrvVaBPIULhcM+y6TJq3bRoDZJ1L1pTQoGhXx+2PxM4vffTVdUpk4T08WY6HCX0NGXac54BhQWQij0X+TTmdRzf6mAQnMxAhSa0ymSVoBCfWoDCt0JhfdMTBeT3WamphAvNRMMCvm8BMGnWtYGFPqFE1AIKNT39PS4Z0ChuQACCs3pFEkrQKE+tQGFgEJ92eW8Z0AhoND5LHRpDQCF5gIDKDSnUyStohkKFy1aRHPmzBFytm7dmtq1axdJaQlQCCiMaMJFuDBAIaAwwinnneIAheZiBSg0p1MkrQCF+tQGFAIK9WWX854BhYBC57PQpTUAFJoLDKDQnE6RtAIU6lMbUAgo1JddznsGFAIKnc9Cl9YAUGguMIBCczpF0gpQqE9tQGFobW8Zu4K27MsxvQe6v7dwZx9jook9OQ8oBBTak0lR6AVQaC6ogEJzOkXSClCoT21AYWht/eHMaiR0QOHgNkli168LE+LotbvrYfZxiKAACgGFVr+zhcYeUGgu1IBCczpF0gpQqE9tQKH3oNC49Izx79ZJlX1rFmLN3rNxBRQCCvU9PT3uGVBoLoCAQnM6RdIKUKhPbUCht6GQWwrlrivdm9SgMUu2U1rL2pTW8lJ9SeMhz4UGCk+dOkV5eXlUunRpU+GpXbs2bd++3ZStU0Z8P8ePHyerex9j8WpzEQMUmtMJUGhOp0haAQr1qQ0o9DYU8s4l8pnFMAgoPDeehQIKx40bR2PGjBFA2LBhQ9/foVIbUKjvoeoVz4BCc5ECFJrTKZJWgEJ9agMKvQGFmb/miHGESVXjxdZ3xu3smoxYRr9k51KrpMr0ReZvaCk0hDTqoXDjxo2UmppK8+bNo4oVK1Lfvn2pevXq1KdPn5CZDSjU91D1imdAoblIAQrN6RRJq2iGwkjqGKgsQKE3oJBrKZ9Nxq3tuKVQTobhPY95azx0H/8T06iHwrFjx1JOTg4NHDhQ3HVGRgalpaXRihUrAIUYRxEyBwCF5l6/gEJzOkXSClCoT21AYWhth32WSZNX7RKtc92b1rQcCLtmH4eCwqdnbaDZGVlUtmQMHc47CSgsTC2FAwYMoDp16lCXLl3EbfPDskmTJrR161YqVqyY+Cw3Nzdf4tatW5d+/PFHywkdyQt4TOGJEycoPj6eav77f6Jo/sWjOtJ3HhSbhT95Iw+uVdur/EXreYbCI0eOUEJCQrTeoi33JXNPOts1/FZTfnmc719//UUVKlQwZQ8j8wr88ccfomekSJEi5i+CpSkFDh48KJ65MTExpuwLmxGP0Ru7dDulJFaglMTylm+f32vFixf3vZ/NOvgkI4uysnPpwx6NRNl8yGdTh+RqxOcb1SxP3Goo6yh9F4Z3odlnQdS3FPbq1YuaN29OHTt2FPHnVsPk5GRav369b9LJHXfckS/vtmzZQqtWrTKbj47ZnTlzRjz4rxm11nIdelxblXpce6Hl6wrTBVLfwnTPVu/VP/e+7dPQtAvoa1oqS4bQ1ZJcloyhbWi5Jn3zC0365ldLmtppPOHuOpRcvaxw6f9sql+tLL3VsQ7N3/wnDVu0y1dsYXgXVqpUyZTMUQ+F3G1cq1Yt6tq1qxBk//791KxZM9q2bRsVLVo0qEheG1PIM4qtHmd/yaGVJphu6D42l1H+uWd2aQduKeSuIm7RwmGvAug+tldPozd0H4fWlnuh+F+4R25uHsXGWm8plOUZnz/+z6ZqCaWIWw25RfGTjL2+KuJd+E+0oh4KJ0yYQPv27aNhw4aJu05PT6d+/fpF3ZjCcL+AuC64AoBCvdkBKNSnL6BQn7aAQn3asudwxxTqrVXh8R71ULhjxw7q0KEDLViwgKpUqUK9e/emGjVqCDAMdXitpbDwpGzk7hRQqFdrQKE+fQGF+rQFFOrTFlCoV1sz3qMeClmEqVOn0qhRo4Qe9evXp9GjR4sFnwGFZlKk8NoACvXGHlCoT19AoT5tAYX6tAUU6tXWjPdCAYUsRLTvaGIm2LCxpgCg0JpeVq0BhVYVM28PKDSvlVVLQKFVxazZo/vYml52WxcaKLQqHLqPrSoWffaAQr0xBRTq0zeaoXDRokU0Z84cIV7r1q2pXbt2+oQM4BlQqFduQKFefVXeAYVBFAIUqlIn+s8DCvXGGFCoT19AoT5tAYX6tGXPgEK9+qq8AwoBhaocKbTnAYV6Qw8o1KcvoFCftoBCfdoCCvVqa8Y7oBBQaCZPCqUNoFBv2AGF+vQFFOrTFlCoT1tAoV5tzXgHFAIKzeRJobQBFOoNO6BQn76AQn3aAgr1aQso1KutGe+AQkChmTwplDaAQr1hBxTq0xdQqE9bQKE+bQGFerU14x1QCCg0kyeF0gZQqDfsgEJ9+gIK9WkLKNSnLaBQr7ZmvAMKAYVm8qRQ2gAK9YYdUKhPX0ChPm0Bhfq0BRTq1daMd0AhoNBMnhRKG0Ch3rADCvXpCyjUpy2gUJ+2gEK92prxDigMAYVmBIQNFIACUAAKQAEoAAXcrMD27dtNVQ9QaEomdxqtWLGCli9fToMGDXJnBT1eq82bN9OkSZNozJgxHr8Td1Z///791K9fP5o2bZo7K+jhWrVp04Zmz55NJUqU8PBduLPqPXv2pP79+1NiYqI7K+jxWg0YMIDatm1LDRs29PideLP6gEJvxk3UGlCoN3iAQr36Agr16Qso1KctoFCftuwZUKhXX5V3QKFKIRefBxTqDQ6gUK++gEJ9+gIK9WkLKNSnLaBQr7ZmvAMKzajkUhtAod7AAAr16gso1KcvoFCftoBCfdoCCvVqa8Y7oNCMSi61ARTqDQygUK++gEJ9+gIK9WkLKNSnLaBQr7ZmvAMKzagEGygABaAAFIACUAAKRLkCgMIoDzBuDwpAASgABaAAFIACZhQAFJpRCTZQAApAASgABaAAFIhyBQCFUR5g3B4UgAJQAApAASgABcwoACg0o1KEbX755RdKT0+n9u3bByz5+PHjVLRoUSpevHi+87x1WF5eHpUuXdpSrU+cOEHFihUT/7x6HDt2jIoUKUJxcXG23UIorXNzcykmJiZgHEJVgK+zs4623WyEHenI46NHjwpt+fvhhYO/r3zo+N4dOXKEypQpE1CGQ4cOUdmyZS3pFO6zxQtx4DrOmzePrrrqKrr44osDVhl65pfl9P+1dyZAV43xH/8NpklGZakJMTWtCCNZUiokYpJpSouSUkZaRBhZUkLSJmQpElLRJLShLNEyVJYWZUnIZGuzjaGm/vN5/vPc/3mPe+973/7nnve87/3+Zhq6nXvOcz7P7zzP9/n9fs+5+/bZ77//blWrVo20m6Nmzfy2f/9+vcw9h16SKMwBUlSHMOC88sorxb4Jf+XKlTZ69Gh79dVXi1x606ZNdt9999n69evd5xdffLENHz48JTAmTZrkfn0DQcjb4P3/c+zOnTvtlltucd+bOnVq6ry7du2yu+66y9asWeM+a9mypT3wwAN5maSi4hg+z6JFi2zMmDG2detW908NGza0kSNHugE+myFKvv76azv55JP/c1g21og6folj2bJl7ns9evSwm2++2QnSbKw/++wzGzVqlH377bdWqVIlu/rqq+2aa67JF5bIzvviiy/aJ598YmPHjo3knPnw419//dUGDhzo/Pioo46yPn36uD9Jt7vvvtt+/PFHe/rppyNpKsKNcz3xxBPufLVq1XJcLrzwQvf377//3tg9yzWxhx56yNq0aZO69vz58+2mm26yl156yRo3bpz6nL8zTmBnnHGGTZgwwY455phI2pzPk5TEd7t06WLXX3+9tWrVKtUk8UzfO8wnzEXz5s1zBzDndO7c2flOxYoVs3Ypzz/CO7wwzgdrRCt+O3v2bNfG1q1b24MPPugW87L0BCQKY/SMevXq2ZtvvnnAonDt2rVO+Fx66aVGVOzaa6+1K6+80jp06GD823XXXedWu0cffbQTgMcff7wTKzyEiI9GjRrZ3r17bdq0aam7Rkz98MMPNn78eNuzZ48xMPbv398uuuiiGMkc+KXee+89Gzx4sBPA5513nlsNMrEh2hYvXuwmxUy2dOlS1x+I4LBlY42o5rrPPPOM6wd+kunee++15s2bZ2V9xRVXWMeOHa179+5GNJjJZ/ny5Va9evUDBxDDN6dPn24ff/yx85EoLB9+PHnyZOO3PVkk0SdMUExa5557bhRNzss5aKdvHwubKEQWk+Czzz5r7dq1c36Ff8MBfyUa2bdvXzvllFNs0KBB9vnnn1v79u1t9erVVqVKFbeQ+uijjwyBzQIT8YexCGratKk9//zzbgzhZwl5xphok24l8d10olA8/9vDMOnUqZPVrFnT7rnnHjvyyCNt27Ztdtttt7k5h4VvNiMD9sgjj9hxxx1X5LB8sGbcuv32253vHnHEEa6NtWvXdnOGTKKw1H0gKAp79+7tHPPUU0917SIqyKSGmMkUKQzfAA/WH3/8YXfeeadNnDjRhfGJPGBETDg/7zIkGrhx40YjhI4gDIpCvseqb8SIEe57CBYGR95zVhaMAeaSSy5xk13QfFSDCRFDICJqiAzWrVvXcbrhhhuMdCMDGd/v2rVrxlsOsoZPr169XKQWe/LJJ52w5lrZWPM9ooqXXXaZEy6nnXaam6zDg2PSuAcnVgZuhNdbb73lmnn55Ze734FFcNx44412zjnn2IwZM9zihX8bMmSIExzZLAo/btu2rZuguD7GJMBExYSQVGMBB8djjz3WqlWr5hZ1GM8pfo2wfeyxx9xn+A3+SjQazixE8DuecxZ9mdLPlJIgAilHITrNeLNixQp3PYzFIotK+orfUYcfzwHPhxeFS5YscQugmTNnuu/gAw0aNEiJyaTypV1B32URiJhlIewNv+He6IN0ojB8b4XOEx5kSAYMGOAWtMEyJZ75Cy64wPkRgpESBcZExl4MQfbhhx/awoULXTQff3z77bdTGZZ8sGbBX7lyZddejIUQ45WPcCbZd0urbYoUxkg+KApJ2eCwTZo0cS1g8Fq3bp1LG+ciComIMTH4qB6/F0nalJQk9ssvv1izZs2KTBg8rM8991wRUciD3K1bNzv//POdwCRK8NRTT5W4JjFGjKlLwaB+/fo2d+5cF8EIGoM/EZM5c+Y44UcqGYHAJMBLk5kcmQwQicOGDXO1JhUqVEh7G2HWRCRhdNJJJ7njifIQNQmm5dOx9lFNJn/EABNwkkWLhxGOtiBmEAUwI1qNz1KuwKRKBJSJ4IQTTnCTAAID0ZHJovJjxA3RCwQ3RvqUKMGUKVNKwzVzuiZsWFwQ0SOi7ydIyhrwZ0o5+Py7776zoUOHOrGNz8EZIYjvcEy2CCM+R//goyxceM5ZfHpD4COIvCDlc6KMfO5FIRzJPLzzzjvua0QOeX54tvyiNqcbLoWDgr5L1JR0MgsGb4zJcMdfcxGFhc4TbgQVmKMYA8OGKGRxhl8++uijTjjiO4hAxleidSyGEWUIx0w1r5w3Cta0kcWhD3oQFee5++KLL0pUT1sKrltql5QojBF9lKIQZycKyANKfQQroRYtWrh0MkbUkEH9008/TQm8dEKFlDFRNQZMxBNRx7JQ58Y9Uox8+umnu8mKaF/QiIYwoRIh4d9JL86aNavIMUwOTK7p0sfBA8Osw2UADF4MgEyS3tKx3r59uxMBCHFYM8kjppJumVJwLDyoz0GYU4vFpIrPEe3GckndReXHsKeEAL6wRfCT8vS1dUljjNAjdYt/Iq55dmk//LwoZFFDSQIG0xNPPNHIMMAZ5pQsZDMWeAjy+++/350fX+e7jAneqClkU46vN+bzsCik1osFJm05++yzXYkKER+yG+nqcZPEOkpRKJ7/27PUFu/YsSNtmpiFGUEGAhb4EYuZcAkH42dxGZKoWG/ZssXVzLLoYfHEwp3xN7gwSpK/JqEtEoUx9kI2UUgEj9B2LpHCBQsWuMmYQZkVGEa6p06dOilBRzSMiFZwRZROqIwbN86+/PJL4788QKSmeICYPMqCwTRdxOL11193tU9E8BB9pN0YoIKWiyhMxxquiA0fnSQqyQai4iKFpASJ1PTr189FCqnr4rtE3ZJswYkVIU7t2apVq5zv4WesvElt4jOIFr9xAfHwxhtvZBRmUfox/NjIw/WIQJDGpyyCKHASjZQ5Cwn//DLJ+jpILwqDaV4WfzCn1i/MOd39UZ5AypkSBx8FJGJCBCc4IcLHl0/484RFIZ+zyCTtx4RKvTGTf1mrh/3/RArF8/+8jPGAVHy6KDxjIzWFRLRZQOCz4Z3JxYnCqFmTvWCuZPFDjTmbpHz5SxLHhtJuk0RhjD0QFIWkMRFyfhVFnQNWnCjkYeRYRGRQTCBS2FHoowdEIIguEE30lk4U8hCz8uMBxoimMbEG6w5jRFTiS1EDSRrW14z4ExAlZDBi0qNukh3b4UGsOFGYiTUpeiKyvu6Sui/Eka9fpA1h1n5Cph1EhjAEOIMnu0GTbEFRSMTVixPSQZQvEC3yojC4ezObKIzaj8P86CNEONG4pJmPvJFmI+KHkdpltzTClvpAFhxMXBTFY/gxYpHxobg0J8fhU6RESZv5XfFebL7//vuplDOCnj/UFGYThUGGpODYZeo3rySNb7A9Qd+ltg3/9RtkiNayG7W49LF4Fu1hNiNdddVV/6kp3bx5s6vvpuaQOr5MJQbMg77uMOw7+Wb9+OOPu2etuOxQkn06322TKMw34cD5g6IQ8cbgT10QryjhIWMVn00UMhgzcZAaC6ZteAUAtXHsbCX6UqNGDReFYlXkU3nphAqfUYvIbmUECgXuCE5eF8AGgbJgRFN69uxpPOzUs1AET+QQwe1TFKS6EI+IQAQk4plUAgX0RF44Plyon401wpmVJ8KZVS3Cg+hZ8FUWYVGIEODf/XFEsdhFTvqO1F6SLTix4i8M+Pit372KQCiJKMyHH3t+1ChSN4ZQR3h6AZ4kvkyaiLxwkT2700l/M7EiCknDkdZlQYGP82ySlssmCnm7AK+gQbCTTfCCkHea4uP0Fb7PuIAAJeIXjuakixR6frQFwUnbsm3MSgrvoO/6OmtEMQtGShd4/rOJQvFM35P4IPWBjGfMH0SQ2diI3/r6PfyDqD0lSTyHjJVExgmI4H+M10HLN2v8nA2FjN/U38vSE5AojNEzgqKQCZUJFkGIqGPFinAg9J5powkOjdAJ24YNG9wkgOjxrw3hHWOEyYM7P/luePfxN998467JA0M7EKZM+DzwZcWIqDAB+vcUIpgR3cEieEQjPDBEMxMB9ZTUT/K98HvtsrFmog3WYZIyZcIOvjA5HWtqG5mESGew847oTFl4NUJwYiXSSRSWCZZXUSBo2ShRElGYDz9GaFEewGYp+h2fTuquboQepR6UEQSNGlOi9ES0mVypB6QsAfO1gdQPZxOFvO4n3UvvWfQRTaffuC5RHYzodvhNA4hTRGvwPYVEXikv4Znh+4jUsmDhulYW3X4XNaKEcQ/upNDTcRXP9L28e/du5ztkAzB2IRPYwM/8hj3mNsY35ieMyDiLcxbhiEnGD4IY/n2F+WDNeOBfr8ZilnnBv6GgLPhvabRRojAm6jwgOGcwfcil2bZf3Cs7StLEA/3VAXYUEk0oyy/1ZCVKNCRTdAg2bEJgcAgafcAuuJL+qsSB/qIJ9VnhNpSkj+M+FsHLgib4Muh830NJ/ZgIMXWEPEtl2YfpW5/m5XUz+DLRz+JeCFxSn2CyZCLP9ZdfaBOvY4lyrCppmw/k+HS+S0QKcRvlrwoVCs9wH/Dcce/Z/IIxFz8OPpdkpfiTbfdxpv4uKWuuj59H2d8H4otl5TsShXnuKQZ00oSkLHl9B6kdmQiUBQKkWajBwohCkwqS5Z9AUBSWpcVD/snkfgX5bu6sdKQIBAlIFMbgD6RqqKWI+vchY2i6LlHABIigsphhQ5OvTStgHLHdOhEU6grZQX8gkZTYGprgC8l3E9w5alqiCUgUJrp71DgREAEREAEREAERiIeARGE8nHUVERABERABERABEUg0AYnCRHePGicCIiACIiACIiAC8RCQKIyHs64iAiIgAiIgAiIgAokmIFGY6O5R40RABERABERABEQgHgIShfFw1lVEQAREQAREQAREINEEJAoT3T1qnAiIgAiIgAiIgAjEQ0CiMB7OuooIiIAIiIAIiIAIJJqARGGiu0eNEwEREAEREAEREIF4CEgUxsNZVxEBERABERABERCBRBOQKEx096hxIiACIiACIiACIhAPAYnCeDjrKiIgAiIgAiIgAiKQaAIShYnuHjVOBERABERABERABOIhIFEYD2ddRQREQAREQAREQAQSTUCiMNHdo8aJgAiIgAiIgAiIQDwEJArj4ayriIAIlGMCe/bssW3btqXusGrVqlalSpVyfMe6NREQgfJIQKKwPPaq7kkERCBWAps2bbJ27doVueZhhx1m3bp1swEDBlilSpVybs+SJUusdevWOR+vA0VABEQgKgIShVGR1HlEQAQKloAXhR988IFVq1bNtm/fbuvXr7eHH37Y9u7da3PnzrWKFSsWy+fnn3+25s2b21dffVXssTpABERABKImIFEYNVGdTwREoOAIeFG4fPlyq169eur+EYdE/fr27Wv9+/d3n8+ZM8dmzJhhmzdvdsf26NHD/dmwYYMNHDjQtm7darVr13bHTp061WrWrGlr1661UaNG2caNG61WrVo2ePBga9WqVcFx1g2LgAjkl4BEYX756uwiIAIFQCCTKOTW77jjDldvOG3aNEdi+vTp9tdff1mTJk1szZo1NmbMGCPCeOihh9r8+fNt+PDh9tprr7lj69atazt27LAWLVpYhw4drH379kZ6+YUXXrAFCxZY/fr1C4CublEERCAuAhKFcZHWdURABMotgWyicNKkSTZr1iwn/MK2f/9+a9q0qQ0ZMsQ6depkK1assJ49exZJH48fP95efvllIwp58MEH2759+6xx48Yuusj3ZCIgAiIQFQGJwqhI6jwiIAIFSyCbKBw9erQtW7bM5s2b5/hs2bLFFi5c6P67e/duW716tQ0aNMh69+6dVhT269fPVq5caWeeeWaK76pVq6xly5Y2ceLEgmWuGxcBEYiegERh9Ex1RhEQgQIjkE0UdunSxdUFjh071gnArl27Wps2baxZs2ZWp04dGzp0qHXv3j2jKEQs7ty50/r06VOEao0aNVwKWiYCIiACURGQKIyKpM4jAiJQsAQyicJFixa5KOCUKVPcxpBhw4a5qOHixYtdKnjXrl121llnOWEYjBSyoeSQQw5xPEeOHOk2p1B/yHdkIiACIpAvAhKF+SKr84qACBQMAS8KZ86caYcffrjbWPLuu+8af2eDCClkjA0i48aNc5tE/v33XycWZ8+enRKFXiROmDDB2rZt677D62l4B2Lnzp3dew95/+G6deusQYMGVq9evYJhrBsVARHIPwGJwvwz1hVEQATKOYHwy6tJ7SLaSB0HX0SN6Lv11ltt6dKljkjHjh3dxpGGDRtar1693GfsRp48ebL7f95v2KhRI7fjeMSIEfbTTz+5zxGGHEOUUSYCIiACURGQKIyKpM4jAiIgAjkS+PPPP61ChQruTzr7559/7O+//zZ+Li9ov/32m7FjuXLlynbQQQfleDUdJgIiIAK5EZAozI2TjhIBERABERABERCBck1AorBcd69uTgREQAREQAREQARyIyBIBwmyAAAAjklEQVRRmBsnHSUCIiACIiACIiAC5ZqARGG57l7dnAiIgAiIgAiIgAjkRkCiMDdOOkoEREAEREAEREAEyjUBicJy3b26OREQAREQAREQARHIjYBEYW6cdJQIiIAIiIAIiIAIlGsCEoXlunt1cyIgAiIgAiIgAiKQGwGJwtw46SgREAEREAEREAERKNcE/gfxvfc6zQxqSQAAAABJRU5ErkJggg==", "image/svg+xml": [ - "Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 20190500100015002000Daterecords_per_day7201080" + "Jul 2018Oct 2018Jan 2019Apr 2019Jul 2019Oct 201905001000DateRecords per day7201080" ] }, "metadata": {}, @@ -5085,7 +5063,8 @@ ], "source": [ "fig = px.line(per_day, x=per_day.index, y='records_per_day',\n", - " labels={'timestamp':'Date'}, width=550, height=250)\n", + " labels={'timestamp':'Date', 'records_per_day':'Records per day'}, \n", + " width=550, height=250)\n", "\n", "fig.add_annotation(x='2019-07-24', y=720,\n", " text=\"720\", showarrow=False, yshift=10)\n", @@ -5100,7 +5079,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5115,7 +5093,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5123,7 +5100,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5144,7 +5120,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5195,7 +5170,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5289,7 +5263,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5299,7 +5272,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5312,7 +5284,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ diff --git a/_sources/ch/12/pa_eda.ipynb b/_sources/ch/12/pa_eda.ipynb index 80488788d..5feabd389 100644 --- a/_sources/ch/12/pa_eda.ipynb +++ b/_sources/ch/12/pa_eda.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": { "tags": [ "remove-cell" @@ -18,7 +18,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -27,7 +26,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -36,7 +34,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -45,7 +42,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": { "tags": [ "hide-input" @@ -202,7 +199,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -210,7 +206,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -227,7 +222,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -258,7 +252,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -267,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -276,7 +269,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -290,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -301,7 +294,7 @@ }, "data": [ { - "hovertemplate": "=%{x}
PM 2.5 weekly avg=%{y}", + "hovertemplate": "=%{x}
PM2.5 weekly avg=%{y}", "legendgroup": "", "line": { "color": "#1F77B4", @@ -1575,15 +1568,15 @@ 30 ], "title": { - "text": "PM 2.5 weekly avg" + "text": "PM2.5 weekly avg" }, "type": "linear" } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "Jul 2018Jan 2019Jul 20190102030PM 2.5 weekly avg" + "Jul 2018Jan 2019Jul 20190102030PM2.5 weekly avg" ] }, "metadata": {}, @@ -1592,7 +1585,7 @@ ], "source": [ "fig = px.line(ts_nc4, x='date', y='pm25aqs',\n", - " labels={'date':'', 'pm25aqs':'PM 2.5 weekly avg'},\n", + " labels={'date':'', 'pm25aqs':'PM2.5 weekly avg'},\n", " width=500, height=250)\n", "\n", "fig.add_trace(go.Scatter(x=ts_nc4['date'], y=ts_nc4['pm25pa'],\n", @@ -1604,7 +1597,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -1617,7 +1609,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -4003,9 +3995,9 @@ } } }, - "image/png": 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h0ranMrA/X375pUydOjULTDZr1kzGjx8vderUURfPmzdPPvzwwyxT4dlrLYzT3FgmULJkSY5MhleXN/KWMGkkk+dGhEnPJQ9Ng4RJwiRhMjTPXn5bzQ0mMdMyf/58qVGjhqoWU95vvvmmzJw5U/3/d999J6NGjcrSZExMjBw5ckTZFZZy6Eyc7Dp0wvh2y5coKq1GLZPjp84YXZP2ZHNJjjav36jSfBphcvHMmTNqQ1ZhKLjfs2fPCvp1YSi4VxTTJRv50QRLQoIthMlgFQyT6wmThEnCZJg8rH+6mdfI5NixY9V6SpQ5c+bIrFmzMkcmf//99xw3uX79ennvvffUKGdhKVgDedtbK+Rw+mmjW/7Xk80dweSSp1rI+SXijep22whwdeDAASlVqpTbTVlR/6lTpwQb0YoXL26FP247kZ6erl4WihUr5lpTBfEiQph0LTx2VUyYJEwSJu16JnXe5AaT999/v7Rt21ZatWqlLh89erTs2rWLayazifnL7kPuwuRfW0iV0om6EHry9xi52rt3r5QrV86T9kLdCKe5Qx2B3NsnTNoZlwL3ijBJmCRMFvhj5WqFucHkjBkz5JNPPlHrKLGb+/bbb5dXXnlFUlNT8/QlEtZMYqTRSTl5+qzc8dZX7o1MEiadhKNAbQmTBSpngVVGmCwwKe2uiDBJmCRM2v2MZvcO6yGz7+bGFF///v3VusmjR49K586dpV+/fgHXU0UKTN4+5is5c9bs8JGPul0rbcYuJ0yGV5c38pYwaSST50aESc8lD02DhEnCJGEyNM+eG60Wti/gYGQSMLnv6EkjORf2TiFMGikVfkaESTtjRpi0My4F7hVhkjBJmCzwxyosKoykkUnCZM4uxzWTYfEY5ttJLGfBBpzk5OR81+HFhWEHkxAVu5tMdzbx0PKMbkSYJEwSJr1Iqfa1QZjUx8Txbm6umdSL6pIFRyZdEjbIaq2DSXw+7I033pAJEybI5s2bs6wFGjNmjIwYMUKBZKNGjTL/O5AGhEnCpH//+OOPP9QRGoXljLLcng0cJYLPzZUvXz7I9MHLw0EBwqQ+SoRJvUa2WBAmbYlEVj+sgsnDhw9Lly5dpESJEvLFF19kgUmclda1a1eZPXu2lC1bVvr27SuVK1eWPn36BFSWMEmYJExmfUQIk3YmY7e8IkzqlSVM6jWyxYIwaUskLIZJrP3ALsXGjRtLw4YNs8DkyJEj5dChQzJgwAB1B2vXrpVevXrJ0qVLCZMGfYvT3BkicWRShDBp8MBEkImNMLl1/3H5cM1WY5Vb1a8o7d9eyQ04uSjGNZPG3SgsDblmMoiwHTx4MAdMPvvss3LxxRcLDu1F2b17tzRp0kQ2bdoUcMqSI5McmeTIJEcmg0hHYX+prTDZdtxy2Xkw3UjfBb1TCJN5KEWYNOpCYWtEmAwidLnB5OOPPy4pKSnq6w8oGKVs0KCBrFu3LnMzDtZYZi/4UsQPP/wQhDeRcenuQ8el5wffy5rf9hvf0PB2l0va5t0ye90O42u6pdaUMonxMuizjcbXVC9bTN7tfJVUSI4zvia/hvjsGD7D5eZ3TvPrm1fXFbbPr+l0jYtzv9/pfHDz7wmTenU5za3XyBYLTnPbEomsfli1ZtLnWm4wientmjVrSqdOnZQZPiHWrFmzLFPhAM7sBdPmSKaFvRw9EyO9P9rgCUyWToyXwQ5hcvIDV0rxGLPv6AYTS2zwwuabqKioYKoJ+2tx+HWkQ5RJkJKSkiQ+3o5vLJv4mx8bwqReNcKkXiNbLAiTtkQiTGFy7NixsnPnTnn55ZfVHaxcuVKeeuoprpk07FdcM5khFNdMcs2k4SMTMWaESX0oCZN6jWyxIEzaEokwhcmffvpJ7rrrLpk7d66cd9550qNHD6lWrZoCykCFayYz1CFMEiZ9zwk34NiZjN3yijCpV5YwqdfIFgvCpC2RCFOYhNvTpk1TZ1CiXHnllTJ8+HB1jBBhUt+5CJOEScKk/jmJRAvCpD6qhEm9RrZYECZtiUQYwGQgqfgFnPx1JMIkYZIwmb9nJ9yvIkzqI0iY1GtkiwVh0pZIhDlMOpWR09wZihEmCZOESafZIzLsCZP6OBIm9RrZYkGYtCUShEk7I+GyV4RJwiRh0uWHzNLqCZP6wBAm9RrZYkGYtCUShEk7I+GyV4RJwiRh0uWHzNLqCZP6wBAm9RrZYkGYtCUShEk7I+GyVzbDZEqtcjKs3WVSLinBZRV4NBAE5m5u17uZVQ0QJvXhIEzqNbLFgjBpSyQIk3ZGwmWvbIfJTk2qyd4jJxypcE2NMlK5dKKja3jOJGHSUYeJAGPCpD6IhEm9RrZYECZtiQRh0s5IuOxVOMBk5ymrjVVIiI2WRX2aEyaNFfufIUcm8yFaGF9CmNQHjzCp18gWC8KkLZEgTNoZCZe92rHviPR4f70nn1MsUyxeBs01/zY3prkxMkmYdLkT/Fk9YdIbnW1phTCpjwRhUq+RLRaESVsiQZi0MxIOvNq6/7hs2nnIwRUi5ZLiZeDcjYTJP/6QUqVKqe9zF9ZCmCxckSdM6uNNmNRrZIsFYdKWSBAm7YyEA68Ak23HLZedB9ONr3q/6zUyZP5mwiRhkhtwjJ+ayDAkTOrjSJjUa2SLBWHSlkgQJu2MhAOvCJMiXDPpoMNkM+XIZP61C8crCZP6qBEm9RrZYkGYtCUShEk7I+HAK8IkYdJBd8lhSpgMRr3wu5YwqY8ZYVKvkS0WhElbIkGYtDMSDrwiTBImHXQXwmQwYkXAtYRJfRAJk3qNbLEgTNoSCcKknZFw4BVhkjDpoLsQJoMRKwKuJUzqg0iY1GtkiwVh0pZIECbtjIQDrwiThEkH3YUwGYxYEXAtYVIfRMKkXiNbLAiTtkSCMGlnJBx4RZgkTDroLoTJYMSKgGsJk/ogEib1GtliQZi0JRKESTsj4cArwiRh0kF3IUwGI1YEXEuY1AeRMKnXyBYLwqQtkSBM2hkJB14RJgmTDroLYTIYsSLgWsKkPoiESb1GtlgQJm2JBGHSzkg48IowSZh00F0Ik8GIFQHXEib1QSRM6jWyxYIwaUskCJN2RsKBV4RJwqSD7kKYDEasCLiWMKkPImFSr5EtFoRJWyJBmLQzEg68IkwSJh10F8JkMGJFwLWESX0QCZN6jWyxIEzaEgnCpJ2RcOAVYZIw6aC7ECaDESsCriVM6oNImNRrZIsFYdKWSBAm7YyEA68Ik4RJB92FMBmMWBFwrRcwuW3/cfnvoXRjtRLjY6XzlFWy86DZNQt6p0j7t1fKvqMnjdpY2DtF2oxdLofTTxvZEyaNZLLCiDBpRRhyOBF1Dh/qjeBSq1Yt2bJlS0TdIWGSMBlMh+a3uYNRz45r8YMaExOj/tEVr2Cy44SV8vu+Yzp31N/P69lMOk9ZTZg0Uiuw0dmzZ2Xv3r1Srly5AqjN/ioIk3bGiDBpZ1wCekWYJEwG020Jk8GoF9pr9+/fL/3795e1a9cqR5o3by6DBw8OCJWESX3MODKp18gWC8KkLZHI6gdh0s64ECY1cUmIjZZFfZpL5dKJjiL4xx9/SKlSpYxGdBxVHEbGhMkwClY2V4cMGSLbtm2TN954Q06dOiXt27eXxx57TG688cY8b4owqY83YVKvkS0WhElbIkGYtDMSDrziyCRHJh10lxymhMlg1AvttSNHjpR9+/bJSy+9pBy59957FVC2atWKMOmnANdMhrafutk6YdJNdfNfN0cm869dyK4kTBImg+l8hMlg1AvttVu3bpWOHTtKixYt5PDhw7Jnzx4ZP368FCtWjDBJmAxt5/SodcKkR0I7bIYw6VAwG8wJk4TJYPohYTIY9UJ7Laa2sWZy/vz5cvToUXnuueekU6dOmU599913snv37ixO/vzzz7JkyRKZNGmSa87vOXZG7p202rUNOPN7pUiHCfbs5l78VKqUT4x2TU8nFeN5PnLkiCQnJzu5LGxtz5w5IydOnJDERGdLnML1hgHP2GRVpEgR126haNGiQddNmAxaQu8rIEwSJoPpdYTJYNQL7bXDhg2TH3/8UfDvX375RXr27Cldu3ZVU90ogEmApn/BOmGssxw3bpxrzu8/GSX3vbOm8MBk3+ZSKv6sa3o6qRjPM+DKTdhw4o/btoDJ06dPS0JCgttNWVE/7hUxjouLc82f4sWLB103YTJoCb2vgDBJmAym1xEmg1EvtNc2a9ZMhg4dKldffbVyZMaMGfL555/LlClT8nSMG3D0MeMGHL1GtlhwmtuWSGT1gzBpZ1wCekWYJEwG020Jk8GoF9prn332WSlbtqwakcSPar9+/aRq1ary5JNPEib9FOAGnND2UzdbJ0y6qW7+6yZM5l+7kF1JmCRMBtP5CJPBqBfaa//zn//Iq6++KqtXr1bTmjhn8umnn1bHXeVVODKpjxlHJvUa2WJBmLQlEmE+MomFqOhMputD+AWcjIC/3/UaGTJ/s6z5bb9xTxze7nJJ27xbZq/bYXxNt9SaUqZYvAyau9H4mpRa5aRTk2rqiximhedMmiqV044wmX/tbLny+PHjag1VbGys1iXCpFYiIUzqNbLFgjBpSyTCGCb/9re/yZw5c9RhvXXq1JGBAwfK+eefH1BZwiRh0r+D8NByUYu5caRM+fLl7cxK9KpAFSBM6uUkTOo1ssWCMGlLJMIUJrFL8ZFHHpF//etfgm3sgwYNUl8xwRqiQIUwSZgkTGZ9QgiTdiZjt7wiTOqVJUzqNbLFgjBpSyTCFCaXL18uL774otq5GB0dLW+99Zbs3LlTXnnlFcKkQd/iNHeGSByZ5MikweMSUSaESX04CZN6jWyxIEzaEokwhUmco9WlSxd1eGfDhg3l008/VYfwVq9enTBp0LcIk4RJXzfhyKTBAxNBJoRJfTAJk3qNbLEgTNoSiTCFSbg9a9YsdRQGyh133KHWTPofXPrNN9/kULldu3ayYcMGO9XPp1e7Dp+Sdm+vlJ0H041r8BQmE+Nl0Gfub8BZ2CdFzktydpDrwYMH1ZciMLpdWAtgEjqULFmysEqQ5b7j4+MjWgfCpD68hEm9RrZYECZtiUSYwuSXX36pprQnT56s1kwOGDBAfU5p+PDhmXfkA03/WwSArlq1yk718+nVgdOx0nHiKmthsnRivAx2DJNVpfOUNcaKYDf3gl7NpHjMKeNrYIjNW9gBGxUV5ei6SDNGQo50iDKJGb5pHek6ECb1PYEwqdfIFgvCpC2RcACT27dvV8dP5Lbrc9myZXLttdeqTTBeFHyPtmLFivLYY4+p5rZs2SK33nqrbNq0KaAP3ICTER1PRyZ5NJAXj0S+2+A0d76lC8sLCZP6sBEm9RrZYkGYtCUSDmByyJAhCiQfeOCBHN5ffvnlatq5Ro0antzZ7Nmz5cMPP5QJEyaokYSpU6cKkuT48eMDtk+YJEz6dxBuwOEGHE8SlkWNECb1wSBM6jWyxYIwaUskDGASH1I/cuSIjBw5Un2665577sm8Cn+HUUl8vmvNmjVSokQJT+4sPT1dXnrpJcF0N0q9evWkd+/e6rzJQIUwSZgkTGZ9Qjgy6UnKsqYRwqQ+FIRJvUa2WBAmbYmEAUyuW7dOOnXqJEePHs3T64cffjhzM4yXt4bd3NjZjXWTJoUwSZgkTBImTXJFpNoQJvWRJUzqNbLFgjBpSyQMYBIm2KiA3dL4bOHtt9+e5apq1aqpzS/hUAiThEnCJGEyHHKVWz4SJvXKOoXJVc/dIOWTE/QVe2CBAZa9e/dKuXLlPGgt9E0QJkMfg9w8iDqHOa88yoEDB+TYsWPaTxbaeWsZXhEmCZOEScKkzTnKbd8Ik3qFncJkWt9Umf/Df/UV/2lxa73zpHIpdwZgCJPGYQhLQzAYlhfiSDubS0CYhOO7du2SRYsWyY8//pjjPp555hnj6eZQiUCYJEwSJgmToco/NrRLmNRHIT8wed2wxXI277GYzEZjoqMk7alUwqQ+DEYWHJk0kslzo4AwuXnzZmnVqpXKcJpqAAAgAElEQVScd9550qhRoxxH8Lz88suESc9DJrJ1/3FpO265tedMluHRQCHoFeZNcgOOuVaRYEmY1EeRMKnXyBYLwqQtkcjqR0CYxPevv/32W3UcT7gWjkxyZJIjkxyZDNf8VRB+Eyb1KhIm9RrZYkGYtCUSDmAS09gVKlSQXr162em9gVeEScIkYZIwaZAqItaEMKkPLWFSr5EtFoRJWyLhACY/+eQTGTVqlFozGa7fMiZMEiYJk4RJO9OvN14RJvU6Eyb1GtliQZi0JRIOYBKfKsR5k1gz2aRJkxwHlOPLOAkJdhyPkJe8hEnCJGGSMGln+vXGK8KkXmfCpF4jWywIk7ZEwgFMTp8+XebMmZOn55MmTZJixYrZeWd/ekWYJEwSJgmTVicpl50jTOoFJkzqNbLFgjBpSyQcwKSdLjvzijBJmCRMEiadZY3IsiZM6uNJmNRrZIsFYdKWSOQDJnG6/m+//aZO2K9cubKdd5KHV4RJwiRhkjAZVkmrgJ0lTOoFJUzqNbLFgjBpSyQcwuTgwYNl8uTJ6qonnnhCevToIQsWLJChQ4eqf9teCJOEScIkYdL2POWmf4RJvbqESb1GtlgQJm2JhAOYXLdundqA079/f1m7dq1UrFhRweSvv/4qN954oyxZskT9mc2FMEmYJEwSJm3OUW77RpjUK0yY1GtkiwVh0pZIOIDJfv36SVJSkgwYMEBGjhwpUVFRCibT09OlXr16anPORRddZOed/ekVYZIwSZgkTFqdpFx2jjCpF5gwqdfIFgvCpC2RcACTmOLGt7lx1qQ/TC5cuFAeffRRWbNmTY7jgmy7TcIkYZIwSZi0LS956Q9hUq82YVKvkS0WhElbIuEAJjG13b59e+ncubPs3LlTnSlZu3ZtmTZtmtSvX1/GjBlj5135eUWYjEyYLBoXIwt6p0jl0omO+uAff/whpUqVyvGdeUeVhLkxv80d5gF06D5hUi8YYVKvkS0WhElbIuEAJmE6f/58GThwoBqh9JXbb79draMsWbKknXdFmMwRl/e7XiND5m+WNb/tN47Z8HaXS9rm3TJ73Q7ja7ql1pQyxeJl0NyNxtek1ConnZpUk85TVhtfk1wkVmY/3lRio6OMr4Hh2TNnpXLpooTJPXukfPnyjrSjcXgqQJjUx40wqdfIFgvCpC2RcAiTMMdIBkZ0Dh06JOeff74ULVrUzrvJxSuOTGaIEokwObN7Y2k5fImjvjiz2zVyeeWShEnCpKN+E87G+YHJHQeOy94jJ41vOz42WrpMWyO/7ztmdM28ns3Uy+POg+lG9piFaP/2Stl31Mynhb1TpM3Y5XI4/bRR/YRJI5msMCJMWhGGHE5EnQMp5lFmz54tO3bskO7du2ex+OGHH2TixInyxhtv2HlXfl4RJgmT/p2UMJnxcriHMGl97iooB/MLkw+8s0q27D5i5MbcHk2l+/RvCJO5qBUTHSVpT6VK5VLOluQYCY/ZlrNnBWdB4xzowlAIk3ZGOSBMPvPMM1K6dGl56qmnsniPH6LGjRvL6tWrrZ/qJkwSJgmTWZMPYdLOZOyWV4RJvbIcmdRrZIsFYdKWSGT1IyBM4miguLg4tWbSv/hgEuspa9SoYeed/ekVYZIwSZgkTFqdpFx2jjCpF5gwqdfIFgvCpC2RcACT2LX9yiuvyBdffJH5GcUzZ86o6e2vvvpKPvnkEzvvys8rwiRhkjBJmLQ+UbnoIGFSLy5hUq+RLRaESVsi4QAmjx8/Lm3btpVNmzZJ9erV1T9ITEePHpW33npLfQXH9kKYJEz699HPezaTxIRYiXK2Cdy19U6heH44zR0K1UPXJmFSrz1hUq+RLRaESVsi4QAmYXrq1Cn59NNPZcOGDbJ//3654IIL5Oabb5a6devaeUfZvCJMEiazw+T976xy1Hf73XKx3HnlBY6usdmYMGlzdAreN8KkXlM3YRI73b/smyrFi8TpHfGzwPFnJoUbcExUCl+bY8eOCWaEk5OTrb6JgGsm33//falQoYKkpqZafROBnCNMEiZzg8ndh08Y9+lhbS8jTBqrRUPbFCBM6iPiNkziKKTBn5mfvfviX+oaf5CBMKmPbzhbRARMPvvss1KkSBF5/vnnwzYWhEnCJGEy6+PLkcmwTWdZHMd0H35oSpQoIVEB1m0QJvXx9gImrx+2WO+IiCTGx8j8XuZf9yJMGskatkYRAZNpaWnSpUsXtdkmXL+WQZgkTBImCZNh+0uSi+NYw/7cc8/J9u3b1Wkb2CiJ9ex5FcKkPvrhDpOHDx9WLxWFoXDNpJ1RDjjNvWXLFrWbe8WKFXLLLbfIpZdemuUuHnjgAfW9bpsLYZIwSZgkTNqco5z4hsOpr7/+ehkyZIjxBkjCpF7hcIfJDTsOyupfD+hv9E+LG+tUMJ5GN67UI0PCpEdCO2wmIExOnz5d5syZk2eVkyZNkmLFijls0ltzwiRhMliY/LDbtVKltPN+XqG4nS9anOb2NgcVZGs4RWPbtm0yePBg42oJk3qpIgEm/zJ6uf5GRaRsUoJ8/GhjwqSRWqE3iohp7tDLGLwHhEnCZEHA5KC5GyXP747m0k0bVi0lA1rVCb4Du1ADYdIFUT2qEp+2bdCggTpZA/+0bt1aGjZsyDWT2fS36dvc2M2NDThurpnEyCRh0qOH0ONmIgomMbXy22+/qW9/Vq5c2WMpg2uOMEmYLCiYXLfVfBrpoabVCZPBPbq8OhcF7rjjDtm1a5fg62TYeDFixAi1QdJ35u93330nr776apYrixcvLkeOHJGRI0caa3r0XLx0mb7O+Nvcc55oKo/+3b1vc2NDSocJK2Xf0ZNG9+A2TOKoH8Dh2XP6V8z8wOTcJ5pIkqQb3Ss2X+08HiN/GWM+Mvlh16skKcr8RAsjRzw0wgtxoE1nHrrielO4VxQ377cgvusecJobN4DplMmTJ6ubeeKJJ6RHjx6yYMECGTp0qPq37YUwSZgkTGZ9SjkyaXvWyts/rF3v1q2b3H777coIS5G++eYb9VUyFLz4Zy/ffvutyuHvvvuu8Y3vPJgunSavNobJuT2aSvfpLsJk7xTp8LY9MJnWN1WucxEmAc+VShYxihdeKjbuOux4ZNK0fiMnPDTynWJQsmRJD1sNXVP4eAzOmUxKSnLNiejo6KDrDgiT69atk06dOkn//v1l7dq1UrFiRQWTv/76q3oTXrJkifozrwseHuxeg7gxMTEBmydMEiYJk4RJr3OUW+098sgjcuutt2bCJD5pO2/ePBk/fnyeTXLNpD4aXDOp18gWC27AsSUSWf0ICJOYSgGwDRgwQE2RYJgVMJmeni716tVTm3Muuugiz+4Ma4ReeOEFBbGlS5eWxx9/XNq0aUOYNIjA+12vkSHzN8ua3/YbWGeYDG93uaRt3i2z1+0wvqZbak0pUyxesMbQtKTUKiedmlSTzlNWm14i+DrEzO6NpeXwJcbXwBCfU8QXcJwcWo4NOLgfTnM7kprGLigwe/ZsGTdunMyYMUMwwtyrVy/B1Df+yasQJvWBIEzqNbLFgjBpSyQcwCSmuLE+Z9SoUVlgcuHChfLoo4/KmjVrPD3b6s4775TGjRurBKobkfTdJkcmM5QgTGboQJgUBSF79uwJ27Nj7Uyl3niF6S7kZZwtWaZMGbntttvUC36gKTDCpD42hEm9RrZYECZtiYQDmMTUdvv27aVz586yc+dOdaZk7dq1VSKrX7++jBkzxrO7Wr16tVp0DpA1BUk4R5gkTPp3UsIkYdKzpOViQ/hBRYmPj9e2QpjUSiSESb1GtlgQJm2JhAOYhOn8+fNl4MCBaoTSV7D4G+sovVwAO3XqVPnhhx8UHOLfOLj3hhtu0B6aTpgkTBImsz70HJm0Mxm75RVhUq8sYVKvkS0WhElbIuEQJmGOH58//vhDDh06JOeff74ULVrU87t5/fXXZcKECdK7d2+58MIL1e5ErNvE98N9ZenSpTn8wqjqv//9b8/9dbPB3UdPS7u3vxbsuDQtnk5zJ8bLoM+4ZvLpm2qpXXg2FjzLODKmsBfsYjQZ3QtnnQiT+ugRJvUa2WJBmLQlEvmASXwL9qeffhIcnlmhQgVp1KiRJCYmenpHWCeEs9J8X36AT9hpju+G+6a9X3755Rw+4TgMrO2MpLL/ZLR0mLjKWpgsnRgvgwmT8uR11eTUqVPWdT28HJ44cUKKFDE7esS6GyhAh/BiTJjMKeiOA8flgXdWWXM00ILeKdK+kB0NVLm02W8sTjfhoeUFmBQsqypiDi3HSGD2TyriE4r4rBc2w3hVMBKJb4X7YHLr1q3yl7/8RbCWMi4uLk83OM2dIY2nI5PczS08tNyrzMB2dApwZFKnkHDNpF4iayw4MmlNKLI4EvBoIN+ubezmvvbaayU5OVk2b94sb775pqxYsUKdPelkM0wwEgAer7vuOvnnP/8pNWrUUD5g6j371x6yt0GYJEz69wluwOEGnGDyUDheS5jUR43T3HqNbLEgTNoSiax+BITJnj17qqmwv/3tb1mu2r59u6SmpsqiRYukatWqnt3Zxx9/LC+99JJqr3nz5gL/AJaBCmGSMEmYzPqEcAOOZynLioYIk/owECb1GtliQZi0JRIOYHLIkCHqSCDfp7p8l/78889y8803e37OJNrH+hAcmm66ZpMwSZgkTBIm7Uy/3nhFmNTrTJjUa2SLBWHSlkg4gMlffvlFWrduLc8//7zadFO+fHnZsWOH+i43DsnNPmJp4y0SJgmThEnCpI25ySufCJN6pQmTeo1ssSBM2hIJBzCJTS++DS8697GTukOHDjozz//edpj8fd8xmff9/87wNBEopVZZ9elBa48G4gYcbsAx6ci08UQBwqReZsKkXiNbLAiTtkTCAUz++uuvaiTSpFSvXl0qVqxoYuqpTTjAZMrrXzrSZF7PZoRJfpvbUZ/xN+aayXxLF5YXEib1YSNM6jWyxYIwaUskHMCknS4784owmaEXjwbK0IG7ubmb21kGCX9rwqQ+hjbBZJmkePmg67WSEBejd1xEokRk79ETctvor4zsyyYlyMePNhbTcyyNKvXQiDDpodgOmgq4m9tBPdaaEiYJk/6dkzBJmLQ2WbnkGGFSL6xtMDn9oavl4almH9tILhIrr99VnzCpD3NYWkTMoeVhqb6f04RJwiRhMutTzGnucM9qzvwnTOr1shEmbxmZ8/PAud0JRhjHdLyCMKkPc1haECYtCRthkjBJmCRMWpKOQuIGYVIvO2FSr5EtFpzmtiUSWf3gNHeI44Ld3NyAU046NammNhWZFkztzOzeWFoOX2J6ibLjNDenuR11mAgwJkzqg0iY1GtkiwVh0pZIECatigRhUiSlFmHSy07JaW4v1Q59W4RJfQwIk3qNbLEgTNoSCcKkVZEgTBImve6QhEmvFQ9te4RJvf6ESb1GtlgQJm2JBGHSqkgQJgmTXndIwqTXioe2PcKkXn/CpF4jWywIk7ZEgjBpVSQIk4RJrzskYdJrxUPbHmFSrz9hUq+RLRaESVsiQZi0KhKEScKk1x2SMOm14qFtjzCp158wqdfIFgvCpC2RIExaFQnCJGHS6w5JmPRa8dC2R5jU60+Y1GtkiwVh0pZIECatigRhkjDpdYckTHqteGjbI0zq9SdM6jWyxYIwaUskCJNWRYIwSZj0ukMSJr1WPLTtESb1+hMm9RrZYkGYtCUShEmrIkGYJEx63SEJk14rHtr2CJN6/QmTeo1ssSBM2hIJwqRVkSBMEia97pCESa8VD217hEm9/oRJvUa2WBAmbYkEYdKqSBAmCZNed0jCpNeKh7Y9wqRef8KkXiNbLAiTtkSCMGlVJAiThEmvOyRh0mvFQ9seYVKvP2FSr5EtFoRJWyJBmLQqEoRJwqTXHZIw6bXioW2PMKnXnzCp18gWC8KkLZEgTFoVCcIkYdLrDkmY9Frx0LZHmNTrT5jUa2SLBWHSlkgQJq2KBGGSMOl1hyRMeq14aNsjTOr1J0zqNbLFgjBpSyQIk1ZFgjBJmPS6QxImvVY8tO0RJvX6Eyb1GtliQZi0JRKESasiQZgkTHrdIQmTXise2vYIk3r9CZN6jWyxIEzaEgnCpFWRIEwSJr3ukIRJrxUPbXuESb3+hEm9RrZYECZtiQRh0qpIECYJk153SMKk14qHtj3CpF5/wqReI1ssCJO2RIIwaVUkCJOESa87JGHSa8Xdae/s2bNy+vRpiY+PD9gAYVKvP2FSr5EtFoRJWyJBmLQqEoRJwqTXHZIw6bXi7rT34osvyueffy4rV64kTGZTYGHvFGkzdrkcTj9tJD5h0kgmK4wIk1aEIYcTUefwyxLBpVatWrJlyxZr75AwSZj0unMSJr1WvODbW758ufTv31+OHTtGmMxFXsJk3n2ubFKCfPxoY6lcOrHgO6YHNRImPRA5H00QJvMhWkFeQpgkTBZkfzKpizBpopK9NgcPHpTWrVvLCy+8IP369SNMEiZlTMcr5LbRXxl1WsKkkUzWGOGF8cyZM5KcnGyNT7k5QpgMcXgIk4RJr7sgYdJrxQu2PQBk7dq1pWXLlnL33XcTJgmThMmCfcSsqo0w6XI4Tpw4oRaeR0VFBWyJ09wZ8rzf9RoZMn+zrPltv3Fkhre7XNI275bZ63YYX9MttaaUKRYvg+ZuNL4mpVY56dSkmnSestr4muQisTKze2NpOXyJ8TUw/LxnM7n/nVWy+/AJ4+s+7Hatup91Ww8YX/NQ0+oyoFUdY3svDQmTXqpdsG0tWrRIxo8fLzNmzJAdO3bkgMnvvvtOfvrppyyN/v7777J69WqZOHGisTN7j5+VzlPXypbdR4yumfNEU3n0798IXo5NyryezdTzvvNguom5zO+VIh0mrJR9R08a2XOaO2+ZaldIlikPNpKkOCMpM41io+xYEYdNZ5jqTkwMz2l6Z6qLulfk7ISEBKeXGtsXhJZhOTI5b9486dGjhyxYsECqV69OmDToMoTJDJEIk6IS0549e6R8+fIGPYcmtiiwb98+ue6662TcuHFy4YUXyrZt26RTp04CwCxVqpTExMQIYHLFihVZXN65c6daNw4INS37T0TJQ9MIk3npldY3Va4btljOGmw5iI+NFsDz9cMWG8lfJilepj90tdwycqmRPdY+OpnmBkwOblNPJi79j1H9MHr65tpSxj2WMfYDhjjF4NSpU67ClSOHXDYGPOOedac2BONGQUyhhx1M4kewXbt2gsT68ccfEyYNexBhkjDp6yqEScOHxjKzJUuWyEMPPZSrV3jBBmDmVng0kD6QhWk3N2Dy1Tb15M6xy/XCiEilkkXl/UeulQtKFTWyd9uIG3DcVjh/9YcdTD7yyCNyyy23yLBhw2TatGmEScO4EyYJk4RJw4clTMy2bt3KNZN5xIrT3Hl3YsJkmDzgf7rJNZMuxGvWrFmCN/AJEybINddcI++99x5h0lBnwiRhkjBp+LCEiRlhMu9AESYJk2HyGGvdJExqJXJmsH37drnzzjtl9uzZUqFChVxhcv78+Tkqffzxx2X9+vXOGvPQevexs9J8SJqjFp0uXkflnsJkYrwM+owbcPq1vFAd6WBjOXz4sPVHTXihG9YZurkWyYt70LXBaW6dQiKc5s5bI05z6/uPmxaEyQJUF4tPsdC8cePGctddd6maW7VqJWPGjJE6depI0aIZazmGDh2ao1UsOl+7dm0BelOwVe0/GS3Nh5otzPa1bDtMlk6Ml8GESel7fXW1UNy2gjWT6enpmc+Nbf556U+RIkUIk7kIvuPAcXngnVXGu7nn9mgq3ae7t5t7Qe8Uaf82d3Pn9mzkZwMO10x6mWWCa4swGZx+Wa4+cuSIXHHFFbnWOGjQIGnbtm2erfFooAxpPB2Z5NFAwqOBCjABsKqgFODIpF4+jkxyZFLfS0JjQZh0WXeumTQ/o40w+b/OyKOBeDSQy6nJuuoJk/qQECYJk/peEhoLwqTLugMmcXBvtWrVArbEkUmOTPp3EMIkYdLl1GRd9YRJfUgIk4RJfS8JjQVhMjS652iVMEmYJExmfSx4zqQlyckjNwiTeqEJk4RJfS8JjQVhMjS6Eybz0J1rJjOE4cgkRyYtSU2euUGY1EtNmCRM6ntJaCwIk6HRnTBJmAzY8wiThElLUpNnbhAm9VITJgmT+l4SGgvCZGh0J0wSJgmTmmeP09yWJCeP3CBM6oUmTBIm9b0kNBaEydDoTpgkTBImCZOWZB873CBM6uNAmCRM6ntJaCwIk6HRnTBJmCRMEiYtyT52uEGY1MeBMEmY1PeS0FgQJkOjO2GSMEmYJExakn3scIMwqY8DYZIwqe8lobEgTIZGd8IkYdIKmOx388XSPbWmJU9BVje4ZtLKsLjmFGFSLy1hsmBhcumWPbLrYLpe+D8tml5YTiqWLGJkf/LkSTl69KiUKlXKyD7cjQiTlkSQ50xmBIJHA2Xo4NVu7tEdr5CicbGOn4KrqpeW5CLOr3PSEGHSiVrhb0uY1MeQMFnwMHnfpFV64UXkogrJMuXBqwiTeahFmDTqRu4bESYJk/69zEuYnPf9Lpm7fqdxJ7/u4vIysv0VhEljxWhoogBhUq8SYTJ0MFm/Ugl5+/6Gcl4J85FJAFbJkiX1gY0AC8KkJUEkTBImCZNZH0aOTFqSnDxygzCpF5owGTqYvKnOedKnZW2JiY7SBwoW585JfMw5qVK2uJl9mFsRJi0JoJcwufrXfY7vumxSgrQYmubounk9m0nnKatlp4M1KZzmzpCYI5M8tNzRwxYBxoRJfRAJk6GFydZXVpJu09fqAyUil1YqIW91qE+YNFLLO6OocximiODiJUyu+HmvdJiw0ljN2OhoWdgnhTBZq5x0alJNAbJpwbrCmd0bS8vhS0wvIUz+qRRHJh11mbA3JkzqQ0iYJEzqe0loLDgyGRrdc7RKmMyQhCOT9o9M/l/9ivK3NvUliRtwLMkekeEGYVIfR8IkYVLfS0JjQZgMje6EyTx0J0zaD5O9bqgtLetWkOgow7VDf8a6eJFYOb9kUeMnjiOTxlJFhCFhUh9GwiRhUt9LQmNBmAyN7oRJwmTAnmfzmknAJBahD1uw2fjpqVU+SaZ2voowaaxY4TMkTOpjTpgkTOp7SWgsCJOh0Z0wSZgkTGqePY5MWpKcPHKDMKkXmjCZt0YNqpSSsfc2kJKJcXohRQQTKyv+s1fuNzxnEru5uQEnb2kJk0bdzn0jrpnM0JjT3Bk6cGSSu7ndzzp2tUCY1MeDMBkYJp9sWVv+vup3vZAiUi45QVJrl5NOk802VBImA8tKmDTqdu4bESYJk/69jDBJmHQ/69jVAmFSHw/CpB4mO078Wi+kiDS9sKw83Kw6YdJILb0RYVKvkScWhEnCJGEy66PGaW5PUo81jRAm9aEgTBIm9b0kNBaEydDonqNVwiRhkjBJmLQkHYXEDcKkXnbCJGFS30tCY0GYDI3uhMk8dOeayQxhOM3NaW5LUpNnbhAm9VITJgmT+l4SGgvCZGh0J0wSJgP2PMIkYdKS1OSZG4RJvdSEScKkvpeExoIwGRrdCZOEScKk5tnjmklLkpNHbhAm9UITJgmT+l4SGgvCZGh0J0wSJgmThElLso8dbhAm9XEgTBIm9b0kNBaEydDoTpgkTBImCZOWZB873CBM6uNAmCRM6ntJaCwIk6HRnTBJmCRMEiYtyT52uEGY1MeBMEmY1PeS0FgQJkOjO2GSMEmYJExakn3scIMwqY8DYZIwqe8lobEgTIZGd8IkYZIwSZi0JPvY4QZhUh8HwiRhUt9LQmNBmAyN7oRJwiRhkjBpSfaxww3CpD4OhEnCpL6XhMaCMBka3QmThEnCJGHSkuxjhxuESX0cCJOESX0vCY0FYTI0uhMmCZOEScKkJdnHPTeOHj0qiYmJEhUVpW2EMKmVSAiThEl9LwmNBWEyNLoTJgmThEnCpCXZp+DdWLhwoQwZMkR2794tycnJ0rFjR+nevXvAhgiT+jgQJgmT+l4SGgvCpEu6nzhxQqKjoyUuLs6ohVq1asmWLVuMbIM1WvHzXukwYaVxNbHR0bKwT4q0GJpmfA0M5/VsJp2nrJadB9ONr+O3uTOk4ucU+TlF44fGQsM5c+ZIlSpVpH79+rJ9+3ZJTU2VRYsWSdWqVfP0ljCpDyRhkjCp7yWhsSBMFrDumzZtkoEDB8r333+var7pppvkxRdflKJFiwZsiTCZIQ9hkjDpe1D4OcUCTk4hrK59+/bSuXNnadmyJWHST4GFvVOkzdjlcjj9tFF0CJOESaOOEgIjwmQBi75+/XrZunWr3HrrrQJxH3roIWnbtq20adOGMGmgNWGSMEmYNHhQwshkz5490rhxY1m5cqWUKVOGMEmYNOq9tSsky6tt6smdY5cb2TeoUkqebFlbOk782si+6YVl5eFm1aXT5NVG9jfVOU9aX1lJuk1fa2R/aaUS8laH+lKlbHEj+3A3Iky6HMFRo0bJ4cOH5bnnniNMGmhNmCRMEiYNHpQwMTlz5ox069ZN6tatK7169cr0+rvvvpNnn302y11UqlRJjhw5IiNGjDC+u6OSIF2nr5Mtu48YXTPniaby6N+/kd/3HTOyd7pUZ36vFLWEaN/Rk0b1Ox6Z7NNcWr25TI6fOmNU/5d9U+X6YYvl7LlzWvv42Gi1NAn2JqVMUrxMf+hquWXkUhNzqVw6UcZ0vEJuG/2VkT1gcnDrS+WucSuM7AGTfVrWlnscwORDTavLg1PMYfKOK8+X7tO/MfIHMDm63aWSKGZ9wahSi40wk4Ristkuv7dRvnz5/F6aeV3UOZ+nQVflXQVwuXXr1vLYY4/JjTfeSJg0kJ4wSZgkTBo8KGFigiU+WDM5btw4iYmJyfT65MmcP7CrV6+WsWPHyrvvvmt8dzsOpkund1YZw+TcHk0VDLgGk71TpMPbLsLkk82l1ShzmEzrmyrXhf8CgAIAACAASURBVDFMOh2ZdAyTzarLgy6PTFYuk2zcn8PZ8Pjx44KXx6SkJNduoyBANSxhcvz48bJ06VKZMmWKxMbGZgo8c+bMHGI//fTTgrd1twuC8e32I9Jx4irjprABZ0HvFLluWIRtwEmMl0GfbTTWIaVWOenUpJraVGRakovEyszujaXl8CWmlyg76zfgRIkMW/ij8T3VKp8k7zzQQMoUjTa+Bi9jSE5FihQxvsZniOvC8P0zz/tE/oiPj3esQygvwAijL/9hR7eucAOOTiHh0UABJOI0t77/uGnBaW6X1J07d6689tpr8sknn+RYJ4S39Oxl2LBh8s03ZsPnwbiMHebrdh6TewiTUjoxXgYTJmXe97tk7vqdxt2q1w21JTpK5A2HMDnp/gZSKkE/3eZzBC8+2w6fkYnLfjX2DYb3X1tVapSMjSiYTEhICCuYnDhxonzwwQdqlLFEiRIqfhiZDHS6BWFS3825ASdvjWyDydsvryQ9rqspReP/N5Cki3BcTLSUS07QmVn594RJF8KyePFi6devn0ydOlUuuugioxa4mztDJk5zZ+hg/chkdJQMW7DZqG/DCCOTUztfJeeXDHyqgX+FGFncvOuQ3DxymXE7MMS6OKxXYgmdAshn2UvDhg3lvffey9MpwqQ+XoTJ8ILJFheXkzFf/KQPrIgkF42T8fc2IEwaqZV/o7CZ5l6zZo08/PDDMmnSJLXo3Fd0U3WEScKk/+MRaTB5wyXl5fW7LpPSxcynagGTP/73sNw0wmyBv08/wmT+E20oryRM6tUnTIYfTPaasU4fWBG5smopwqSRUsEZhQ1MdunSRdLScq4t3LBhQ8BpKsIkYTLSYbJtoyry7e/7jTNBXHS03FLvPOPdooRJY2mtNCRM6sNCmCRM6ntJaCw4zR0a3XO0SpgkTBYGmOw6bY3xE+f06BHCpLG0VhoSJvVhIUwSJvW9JDQWhMnQ6E6YzEN3rpnMECYSp7kxMkmYtCThWOgGYVIfFMIkYVLfS0JjQZgMje6EScJkwJ5HmBThyKQlyckjNwiTeqEJk4RJfS8JjQVhMjS6EyYJk4RJzbNHmLQkOXnkBmFSLzRhkjCp7yWhsSBMhkZ3wiRhkjBJmLQk+9jhBmFSHwfCJGFS30tCY0GYDI3uhEnCJGGSMGlJ9rHDDcKkPg6EScKkvpeExoIwGRrdCZOEScIkYdKS7GOHG4DJV4cOl5Hj3jF26PSZs9Jt+lprvs2Nz86257e5c41f5dKJMqbjFXLb6K+M4lu7QrI4/Tb3ky1rS8eJXxvV3/TCsvJws+rSyaVvc+MLODi0nOdMGoXDM6OwOWcyv4rwaKAM5bibO0MHbsDhBpz85pJwvc4HkyebPiY/7DxkdBufPt5UnvxgHWEyD7XS+qbKdcMWy9lz+s+YxsdGy7yezeT6YYuNtHe6ppkwGVhWHlpu1O2CNiJMBi3h/ypY8fNe6TBhpXGNsdHRsrBPirQYmvMw9kCVIDF1nrJadh5MN26LMEmY9HUWpz9Wvuv4BRzjx80qQ8KkPhyc5s5bIxu/zc2RSX2f9tqCMFmAihMmRbql1pQyxeJl0NyNxsqm1ConnZpUU4BsWpKLxMrM7o2l5fAlppdwZPJPpQiTjrpM2BsTJvUhJEwSJvW9JDQWXDMZGt1ztMpp7gxJODLJkUmOTFqSlDx2gzCpF5wwSZjU95LQWBAmQ6M7YTIP3QmThEnCpCVJyWM3CJN6wQmThEl9LwmNBWEyNLoTJgmTAXseN+BwA44lqckzNwiTeqkJk5ELkx2uriJP33yxJCfE6juCn0V0dJQje7eMCZNuKeuwXk5zZwjGkUmOTHJk0mHyiBBzwqQ+kITJyIbJyy4oKV//Z6++I/xp0b9VHbX234ZCmLQhCiJCmCRM+ndFjkxyZNKS1OSZG4RJvdSEyciHyadnrtd3BBG5unppeeveBoRJI7X+Z8Td3A4FC2TO3dzcze3rH6M7XiHzvt8lc9fvNO5hvW6oLTHRUTJswWbja264pLy0bVRFuk5bY3wNd3MbSxURhoRJfRgJk4RJnwKESf3zkpsFYTJ/uuV6FWGSMEmYLMAHilUViAKESb2MhEnCJGFS/5wEsiBMBqdflqsJk4RJwmQBPlCsqkAUIEzqZSRMEiYJk/rnhDC5ZUtwKhleTZgkTBImDR8WmnmmAGFSLzVhkjBJmNQ/J4RJwiR3c//5FHADDjfgBJcyw+9qwqQ+ZoRJwiRhUv+cECYJk4RJwmRmHuAGnOCSZrhdTZjUR4wwSZgkTOqfE8IkYZIwSZgkTAaXK8P2asKkPnSEScIkYVL/nBAmCZOEScIkYTK4XBm2VxMm9aEjTBImCZP654QwSZgkTBImg4bJ+b1SJDEhxnHGqVwq0fE1vKDgFCBM6rUkTBImCZP654QwSZgkTBImg4bJBb1T5P5JqxxlHHyWrFX9io6uoXHBKkCY1OtJmCRMEib1zwlhkjBJmCRMFghMthu/UvYfO2mcdUZ3vJIwaayWO4aESb2uhEnCJGFS/5wQJvMBk9sPHHekLD6D99N/j8i9k742vi42OloW9kmRFkPTjK+B4byezaTzlNWy82C68XXvd71GhszfLGt+2298zfB2l0va5t0ye90O42u6pdZU3zQdNHej8TUptcpJpybV1D2ZluQisTKze2NpOXyJ6SXKjkcD5f9oIIxMOoXJWY82lgrFiziKUWx0lJw+e87RNTAuWTROiiXEOr4u0i8gTOojTJgkTBIm9c8JYTIfMDl1+a8ybcVvxuqeV6KIdGteU+4jTBImRSQSv82dX5h8fvYGOX7yjPGz9NRNF8kn67bLlv8eMb6mRrliMqLd5YTJXBQjTOq7EWGSMEmY1D8nhMl8wuQLn24wVveqaqXlietrESY5Mqn6DGEy49HByCRg8vvtB42fpXH3NlAw+fn3u4yvubFOBcJkHmoRJvXdiDBJmCRM6p8TwiRhkmsm/3wKOM3t/TS3FzCJ0czWV1QSLB1xUvYePSGXVCzu5JKwsyVM6kNGmCRMEib1zwlhkjBJmCRMZuaB/H4BJ5hpbrdHJgGTJ06fkSU//uEoI754W125vHJJR9eEmzFhUh8xwiRhkjCpf04Ik4RJwiRhslDA5Kh//WScEetULC6D29QjTOai2KePN5UnP1gnW3abrVud26OpdJ/+jfy+75iR/k43EeJFpv3bK2XfUbOTBBb2TpE2Y5fL4fTTRv4QJgmThEmjRyVPo6hz58453zYZXJueXl2rVi3ZQpgkTBImCZPZMg9hMu9UTJgM/DOV1jdVrhu2WM4a/HzGx0arEziuH7bY6LfP6cxB5dKJMqbjFXLb6K+M6q9dIVlebVNP7hy73Mi+QZVS8mTL2tJxotlJJU0vLCsPN6sunSabnc5xU53zpPWVlaTb9LVG/tx+eSVpcXE56TVjnZF9h6uryGUXlJSnZ643sr+6eml5694GaiOpadm23+wlyldfiaLxghNJTMqxY8fkzJkzkpycbGKubJz6c0EBfFgi7GASoqanp0uxYsWMhCVMZsjEo4EydOCaychdM4lp7sIyMnn8+HGJjY2VuLg4bR7kNLdWIuHIZN4aESb1/Wfi0l9k4Nwf9IYicv0l5WVEuytchckBs7+Xdw1Po7mrwQUy9O7LjHwPZBRWMDlmzBgZMWKEAslGjRpl/negGyRMEib9+wdhkjDp6w/hODIJiHzqqadk2bJl6jbuu+8+6dOnj0RFReWZBgmT+t9JwiRh0qdAfkYmCZMiYQOT69evl65du8rs2bOlbNmy0rdvX6lcubJKpDqYXL9hkz6b+FlER0fJe6t+lxd5NBAPLReRD7tdqw5hX7f1gHE/4tFAGVJ5dTSQbwNOpI9MvvPOO5KWliaTJk0STH+1bt1aXn75ZWnatClh0k8BrpnMO1VxmjtwGn+wcTXp1LS6xMeYnQyREBstM7/ZZvyhDo5MGv+MumM4cuRIOXTokAwYMEA1sHbtWunVq5csXbpUC5O3D/5IjpwwW4iNyi6qkCwlE+PlpX/ynEl+AYcw6XvAwmE3d6TDZPv27eXBBx+Um266SYVl3Lhxsm3bNhk4cCBhkjBp9ONLmNTDZPVySTJj1e9GeqZcVM7RhzoIk0ayumf07LPPysUXXyz333+/amT37t3SpEkT2bRpk8TExOTZMKa5AZMfrd1m7BwWD1cqmUiY5OcUVZ/hyGTGo0OYNE4hrhk2a9ZMxo8fL3Xq1FFtzJs3Tz788EPBiGVehdPc+nBwmjtvjQrbmkmMTAImn5/9vb7jiIjTTwgTJo1kdc/o8ccfl5SUFGnbtq1qBKOUDRo0kHXr1mVuxpk2bVoOB1555RUFk07KheWTJCE2RjbsMP9qR+li8dKsVjmZvW67cVNY5vRo6oUy5kvz40xQ+UNNq8ukZb8YtwPDuxtcIB86AGpc0+TCsvLVT87O7cNbL+5r867Dxv6VS06QRtVKy2f/3ml8Db7f3LlpdXl7yX+Mr4Hhw02ry0SH2rVrVFneX73VUTupF5WTtM17HF2Dw7OPnTwjv+09anwdvnt9WeWSsmCD+ddisLv0vmuqOu5DXVNqONa749VV5B9fm73h+276hksqyKKN/zXWAIZ1zy8u+4+dlB0HzL9Xj+vuvaZqWB0NhJfj+fPnS40aNZQ+mPJ+8803ZebMmer/v/vuO/WPf9m+fbt8/c13cmHbZ4w1vf/aajJtxa/G9g82qSaTvzK3d5rDnPa9R1JqyHgHuaF7ak0Zm/az8f0+3uJCGW2Yt6OjouSR5jWM63f6fBaNj1H53fTzv9hF3Kr++Wopl0kplRgvLS4qJ7O+NfttK5uUINfUKC1z1pvlc3yK+NLzSxg/85VKFZXqZYvJsi1mv03VyhSTsskJsubXfSa3KzXKJUlSQqys32a2rCk/v3kv/KWu6xtwnHzCtlBtwMH0ds2aNaVTp06qQ+zatUvwlr5582aJ/vOrF3nBpFEPohEVoAKFToHp06fL1VdfHTb3jZw3duxYufTSS5XPc+bMkVmzZmWOTOYFk4FGLsPm5ukoFaACriiQn+MTszsSNhtwkEB37typFpujrFy5Uu1q1K2Z9AGmb3rclUiEQaUvvPCCWmfVuHHjMPDWPRex+3XIkCFy3nnnudeI5TUfPXpU7rnnHvnkk08s99Rd9wBe7777rgwdOtTdhgqwduQxzM60atVK1Tp69Gj1Yh1ozSTssGERff+yy4I/AqQAb8e1qu666y61SalEiRKutWFLxfv375dHHnlEPvjgA1tcctWPb7/9Vt577z15/fXXXW3HlsqRpzG78Nhjj9niUq5+hA1M/vTTT4IEMXfuXAUCPXr0kGrVqimgDFQIkxnqECYzdCBMihAmM/pCOMLkjBkz1EvAlClT1G7u22+/XbCUJzU1NWAeJExa/TsclHOEyaDks/5iwqQLIQIYvvHGG6rmK6+8UoYPH6598yRMEib9uyJhkjDp6w/hCJOnTp2S/v37q3WTeCno3Lmz9OvXL3OpT15plzDpwg+SJVUSJi0JhEtuECZdEtbpF3AIk4RJwmTWh5Ejk+E7MumLpJMv4OAawqRLP0gWVEuYtCAILrpAmHRRXCdVEyYJk4RJwmRuOSMcRyad5D5/W8JkfpWz/zrCpP0xCsZDwmQw6vFaKkAFqAAVoAJUgApQgbBQIGw24ISFmnSSClABKkAFqAAVoAKFTAHCZCELOG+XClABKkAFqAAVoAIFqQBhsiDVZF1UgApQASpABagAFShkCkQ8TDrd9VjI4l+ob9fpyQCFWqwIuXnsZE9MTJQofPMzWzl48KAkJydrj9kJRyki+d508YjE34BA/TgS7/fw4cOSlJRUqJ5b/D6dO3dOYmNjM7s4/h+fkrbxMP6IhUk8UDjQfNmyZSoQOF+wT58+uXZGXTIK578fMWKEjBkzJvMWKleuLF988UU435Kx76dPn1bnkk6YMCHLZzdRATSBNsWKFZNGjRpl/rdx5WFkuG/fPnU0DIr/Z/XwbDz44INZ7mTx4sVy/vnnh9Hdmbm6cOFC9eWj3bt3K2Ds2LGjdO/eXV38+++/qy+I4AtbKPiyRsuWLc0qttwqku/NJ31ez3kk/gYE6seReL+TJ0+W8ePHZz5lrVu3VueqRvpze/LkSbnzzjvl4osvVnkLBbm5Z8+e6r/Lly8v48aNkxo1aliTgSIWJvGjmZaWpj6phS9FoBPiU4xNmza1RnwvHHn++eelTp066v5R8B3zuLg4L5oOaRt4k+3SpYt6gwM8+3/Dff369dK1a1eZPXu2lC1bVoEWIBsvG5FWNm3apL5nj28540cXX07xFXzXGdq8+uqrmX+WkJAQaRKo+8G9VqlSRerXr68+TYYvxixatEiqVq2q+km9evXUV7V++OEH9VWZNWvWWPn27zQ4kXxv0CLQcx6JvwGB+nEk3u+CBQsUUOHZ3bNnj9x4440qh11++eUR/dxioOPTTz+VBg0aKJhMT0+Xa665Rt566y31SeR//OMfMnPmTPWPLSViYbJ9+/Zq1AXfo0YBxW/btk37DVtbAlNQfuB7nm3atJHrr7++oKoMi3rOnj2rvhKCB69hw4ZZYHLkyJFqqmDAgAHqXtauXSu9evXSfuc9LG48m5M4g27jxo2CN10kYX+YnD59umzdulWeeeaZcLy1oHxGfsDXY5o1a6YAc/ny5VKuXDlVJ+Abz8xtt90WVBuhvhgjVZF6bz5tAz3nheE3wNePMZIe6feLaV+8BL744osqr0dq38b5t08//bTKQ3ipBUwiP+G+AdcogEu8AGPArFKlSqFONar9iIVJ/EhgeByjcijz5s2TDz/8MMs0nxURcNkJJBhMW+J75ldffbVce+21Eh8f73Kr9lSPtWLZYfLZZ59Vb7v333+/chRTn02aNBGM4sXExNjjfAF68uWXX8rUqVOzwOSbb74pX331lVx22WVyySWXSIsWLSJiNE4nG0Y48GO0cuVKAXDhvrds2ZJ5GZI2nhmMXodzwctzpN5b9rjk9pxH+m+Afz8uU6aMejGKxN88vPD+/PPPMnfuXPXij3/v3bs3Ivs28hFmRrDU5tdff1X5GTCJWbTPP/9cxo4dm9n1r7vuOhk6dKj6tLQNJWJhslatWmpkyremAASPH0+bhoW96ADohBidOnHihJrWQ9KFLrltQPDCH6/byO1H5vHHH5eUlBRp27atcgejlJhOWLdunVpDGYklN5j85ptvZNWqVeqe8eaL/hGpayZ9McXoRrdu3aRu3bpqNBovEHjhQux9BYkcy0F860zDtT9E8r2ZwGQk/wZk78fQI1Lv97XXXhN8BQYAifWS9957rwKtSHxuBw8erJahYb8H7tkHk5hFQr7GHgBfueOOO9TSLPyW2VAiFibxlgaKx1oxFKw1mTVrVqEbmfTvZKdOnVKbTd5++2256qqrbOh/rvuQG0xiertmzZpqGgFl165d6q3ef12l64553EBuMJndBUA2RiixNCJSC0YdsWYSy14wCr1jxw5p3rx5lpFJrDPGGlqsNwznEsn3ZgKTkfwbkL0fQ49Ivl/cHzbI3XPPPWrGAAAVac8tXuyxbvujjz6SIkWKyGeffaZe9rHXAy/7//znP7NsRsLIJOAS60dtKBELk5jCxMhTq1atlM6jR49W0DBw4EAbdA+ZD3fffbfSBf8uDCU3mMRLBhITHlIUTHfiTXDp0qURK4kJTGLRN6ZGMXUSiQX3hxhj3Sh2dKNgxB4vnEuWLJGKFSuqP+vQoYP6J9zXTEbyvZnAZKT+BuTWj6FHpN6vf6wx5Ytpb/w70p7b7Cev+O4bSxjAL3/9618zT2LxrYfmmkkPfqlmzJihhonxw4Hd3FiH8Morr6gFvIWlYCrk22+/VVO4WKiOH1KMtmC43PdjGula5AaTP/30k9x1111q7Q3WkuJtsFq1agooI7XkNc2NhIw1tD/++KP6MRo1alREjlpPnDhRPvjgA3n33Xcz14ViZBJTSr1791Ygifhj8TtetFavXi0lS5YM++4QyffmH5zcnvNI/A0I1I8j7X5xpuLXX3+tZtPwrP72229qihv5Gs9opPdt/2lu/JZjXT9O3sA6aOzcx25v2NhSInZkElO6/fv3V+sDccArdm5ivQXWQhWWgqNgAE0bNmzIPE8R5+uhMxaWktuPDO592rRpmetPsIB5+PDhEb35BG+w2XdzY2QWcIU1k5j2xyh+9nMnI6WfYD1Z9oKNWe+9957agIUzJ7HIHwWzF74ZjXC//0i+Nx1MRuJvQKB+HGn3C4DCWYv4/cLoHE5bwKkkTzzxhILLSO/b/jCJvo6d3ViKhJ3cpUuXVscEYSOpLSViYdIncCR+DcBp58FZbHj48OUPlv8pwC/giNrNjGODbPyigtd9Fc8JwDoSXzgj+d50/aSw/QZE2v3qclRh69sYILExX0c8TOoSDf+eClABKkAFqAAVoAJUIP8KECbzrx2vpAJUgApQASpABahAoVeAMFnouwAFoAJUgApQASpABahA/hUgTOZfO15JBagAFaACVIAKUIFCrwBhstB3AQpABagAFaACVIAKUIH8K0CYzL92vJIKUAEqQAWoABWgAoVeAcJkoe8CFIAKUAEqQAWoABWgAvlXgDCZf+14JRWgAlSAClABKkAFCr0ChMlC3wUoABWgAlSAClABKkAF8q8AYTL/2vFKKkAFqAAVoAJUgAoUegUIk4W+C1AAKkAFqAAVoAJUgArkXwHCZP6145VUgApQASpABagAFSj0ChAmC30XoABUgApQASpABagAFci/AoTJ/GvHK6kAFaACVIAKUAEqUOgVIEwW+i5AAagAFaACVIAKUAEqkH8FCJP5145XUgEqQAWoABWgAlSg0CtAmCz0XYACUAEqQAWoABWgAlQg/woQJvOvHa/MQ4Gff/5ZzjvvPClWrFiuFunp6fLrr7/KkSNHpHr16lKmTJlc7Y4fPy4bN26UCy64QMqXLx9yvZ966im5/vrr5eabb5a9e/fKv//9b0lNTQ25X3SAClCB4BXYs2ePHDt2TFWUmJgopUuXlpiYmOArNqhh+fLlMnnyZJkwYYKB9f9MDh48KAcOHJCqVatmue7MmTOyYMECla/i4+Md1em28Zo1a2TUqFEybdo01dSmTZsE/tatW9ftplm/iwoQJl0UtzBW/dtvv8kNN9wgPXv2lMcffzxHgps4caIMHTo0y59fe+218vrrrysARQFE9u3bVyVDXwFwTpkyRS6++OKQyXrLLbfIPffcI/fee6/MmjVL+vXrJ5s3b5bo6OiQ+cSGqQAVKBgFHnvssSw5By/DTzzxhHreExISCqaRPGqZM2eODBw4UFauXOmoHeQg5KJvvvlGkpOTM6/15eHZs2dLnTp1HNXptvGiRYuke/fusmXLFtUU7uHQoUMyduxYt5tm/S4qQJh0UdzCWPWIESNkxowZ6ta/+uqrLG/2w4YNk3fffVeBI0b08Mb8+++/y6BBg+SHH35Qibxo0aLyxhtvqLdW1HPRRRfJ7t271Qhls2bNPBspyC12/jB56tQp+e9//6tGTVmoABUIfwUAk2XLlpXnn39e5aVvv/1WXn75ZXn22Welbdu2rt5gfmASo5INGzZUMztPPvmk3H333Vl8xOwPRiyjoqJc9d1p5dlhEvdx9uxZKVWqlNOqaG+RAoRJi4IR7q6cPn1amjZtKoMHD1YJ+G9/+5s0b95c3dauXbsUDL766qty1113ZblVTHfjukcffVS6du0qL774ouzcuVPGjx9vJEnnzp3VtXhD/+yzz6RLly6CH4b169er9gCi1apVk169emVOS+/YsUNGjhwpmF46fPiwXHfddWoUAtPuKPAJkPvll1+qKS/4PG/ePGnXrp0aqUhLS5Nx48ZlgvObb76p7ACYsAMU33bbbXL//fdL8eLFVZ1Ioh9//LGCbEyhxcbGqj/H9Bam095++21VL6barr76ann44YelXr16RhrQiApQgeAUQM4oV66cyj++gqUtGDVDLsIoH/KLf176+uuv1YjiP//5T3VJbrkIIIoZDdSLF2osA8IMy3PPPZf5fGeHSbys4sX8008/Ffw38tPTTz+dmUvQ1nvvvScfffSRgsgPP/xQZs6cmek3puzRJnJLpUqVBPkJ93b06FE1w4M855tm9l2E3IPc9X//93/qhX7Dhg0qhyJPBfIF7f7jH/9Q94XlSPfdd5/6x79eXA+4rV+/vsr1Q4YMyRyZhG9Y+gStfX6/9NJLKj9jCjwlJUXat28vjRs3VlX+8ccfMn36dBULDDT4lkDdeOONqo5PPvlEoCem06HzNddco3I/i7sKECbd1bdQ1f6vf/1LvSHjIR4+fLhKHmPGjFEaLF68WMER/q5EiRI5dMG0Nqa3YQ/Ae+CBB+Svf/2rAjeAWaCCRAsAQ4JEMkcCQQJEEmrTpo3cfvvtCuQwKjp37lypXbu2SlrwEYALf5DkL730UkESQ8E0PaaOAMT79u0TTM8jub7wwgvKp+zJH6MZSO4YcUXi279/v/qR6dSpk0pkSICYzn/llVdUm0jk77zzjkreNWrUUCCLN/TevXvLiRMnVNv4EbJhrWih6sS82UKrQHaYBMThWUV+wQsyAObvf/+7emb9QQkvr74p29xyUVxcnKoHI4gPPfSQGi0EkALUfPkwez5BnsBMDXIHptgBd5dddpnKWb7yl7/8ReWaW2+9Va666ioFtL5lQL6Xd9SBvIj8hP/GCy9evC+55JIcaxThQ//+/aVIkSIKRBs0aKAATucLdAGkYpR07dq1ChSXLl2qli39+OOPCk6R+wF78+fPV3kPxacZfEPux3U+v6EVXsQvv/xy9cIOzX1aATKXLVumXvYxEIC4tWzZUk2XY3of+R65F2swsQwJI7P4HWBxVwHCpLv6FqraH3nkEQVGeKjxRolkBzDEGzFAC0nDl0CyEabDtQAACUZJREFUCwOYw5sxEiKmPD744AMZMGCA2sQDIEPCzmtDDxI4Ev+SJUsyp3SQfFGHb6oddV555ZXqjRnAm71gVBNTWuvWrVPwiJFB/H+HDh2UKeATiTUQTGIUE/fgW7QPHXAdkicS4muvvaamzpDcMDKKUVuMLOBHAu1UqVJF/Wh5tei/UHVO3iwV0CgAKMGziTyGHAC4wijX+++/r3KHKUxmz0U+QMKLIkAOBSNqTZo0UdCD2Q5/mMRIKEDOfxYH+QP5EPkjKSlJbf4DIGFkFLMc8P38889Xo50oucEkcjDyE0YqcyvwAT5iTTuADMXEF/+6zp07p16afdPuyGfIw768B1vAKV6mA8EkXuJ9AOhb/+mLA8Ac9wuQRoEumMnCCz/WnCLHAz4vvPBC9nkPFSBMeih2JDeFh9k3EoiRPyQVJAQAFd5KMUWE0UdAZm6whASDdUr+uxkBYpi+wfQvFpcjQSCRZi+ASUwp+09lYIH3ihUrpFGjRpnmq1evVgCHN1skfLwlI8kB7OA/Rh6R4DBicOedd2Z500clmC7BpqK8Ribhr/8icvj9xRdfKJD0jbZihBQjEwsXLlQ/LL63bfw9/h8/DBhdbd26dZ7wHMn9iPdGBUKlgP8GHIyqYeMKwBIgiWIKk9lzkQ/sMBXsn4+Qt7AOG1Oz/jCJPHTHHXcooPRtqgHcIi9hardWrVrqpRb5Cy/ZKKtWrVJgiZyHmZzcYBLLfZBP8yo+mMToom9pjokvv/zyi/IL/8bOcuS0Hj16qDwG/7A23jdDhbax1AezToFgEhDvv7sb9zx16lT1Qg+IxGgrRiYxSIAlSNi1jtkd5HW0jTwLIMboJqbWWdxXgDDpvsaFooW33npLQR+mJXwF6wcxZYsHG9CGJACIwvrF7AWjj3hT9yVH/78H6CHp4i2+VatWucIkQMx/LSYSGRIwQNa/4EcC0zH4e2z6wVQyks1PP/2kprqR4DDFjNECH/j5rkfyx3V5waRvqsZn7w+TSHKAXd+0E974sy+ax58BPKElfkTwJo7RBhYqQAXcVyC3NZP+reYGk59//rmCGP9p7uy5yAd22XdWY+YGcPTMM89kgUlf/sEoIWYr/AtG5bCEB3kWect/BzdmYTANjhyZG0xmz0/ZFc1tE5DOF9w3ZlUwzYz8XbNmTXU/yJHIlcjrFSpUUAMLvoJBAQBfIJj05UnfNf4wiUGBjh07qmUDWGsJ2Efu9m3gwUAGRigxMIHp9txOFnG/NxW+FgiThS/mBX7HOCMMawXxFo8k4ivbt29Xf451RthI0qJFC7V+BtMS/gVJBet+MA0D0Mte8PaJEUW8rec2RQ3Iy57AMdKJheF4y84+EuobRfUlXrSHZIdpEvjim4L2/3tAMdZUBprmDgSTaANJF0kRiRCjt3kdKYR1QNAD0zXYkMRCBaiA+wroYBIvd5h69s8p2ITnewmFh7nlIh/Y4WxFvBSj+HZiIxdi9Mwf5LIvqcl+574lOYAqrMf0FdSF0UFAb0HBpM4XLF3C+kUMEiDPYq041m8CKAGT8AlT64A6X8muWW5rJgPBpG8WBy/dGD0uWbJknp0Dvz3Y+IRlAVgLyuKeAoRJ97QtNDUjmTz44INqqiX78Q5IKHiDxOJq39mMGC3EehhMpWDqBgkHI4aYgkFyxHQQFpJXrlxZJSe8yY4ePTpziie7sLklcN+aTYwwAt6w3hIJBUcNYWQU001YDI+NPpgewlQTFpH73pYxioq3XqxBwj1h3SP8yy9MYmQSiQ86YfoKIImRBby1o+DHBKMNFStWVIvIoQ80w6J1FipABdxXQAeTyG/YmIK11DfddJOCKKwJxAcMTEYmMTWLZT/IPQAq38gZcl/2UUGM3GE2p0+fPmrED0uA8A/yAnZvow5MFfsX3ygiwA7ghFFM/w04+RmZRP2BfMGmRsA0NjaePHlS3RPypA8mfct7MMqKpUMAYMww+WvmFCaxeQlgD798h8sjd2LE9j//+Y8aDECOxekiyNvY0e6b/ne/FxXeFgiThTf2BXbnSBQYncSbd/bim9LwrcPBJhWcM4lpZV/p1q2bWlDte3NEfUiuvoJD0LH+BV+eya0AJnE9kpV/wTQ1dmfjLR0FQImpZ7w5I+EhCSKpAXZxlBFGPX0/Ckjc8AOwi4L2MW2OtkynuZFYscMdU9eAW0zhY9QRkIw3frTtm4LxHT6MtuAPIBJv1NyMU2DdlBVRgYAKYD00Tk8A3ORWMH2K9dZ4nn15Ay/GmNXwh8nsucg3SohZBoyU4aUVuQh5ENPDKNlhEiOXmF3B1LivAGCxVAajm7DHi7F/gX+wwewPXqIBk75lRf7AlpcIeZ11mZcveMHHyz5exHFaBwqWGmEmCYMBeHFGQR7EvfpyW3bNcoPJ7MuhfNPc2BiJGGBtum+DDX5LoCd+W5C3EUdfzgdUYv2874g6PgLuKUCYdE9b1hxAAUwbY6QQU79408bbqv+0L/4eawgxehns1yeQDJFoUZd/G0h6aCPQNAngD6OlwU6RYH0UoBjrq3w+YJE5gNE3XYWRA5xviYOTbTtomJ2ZClCBDAXw4oy8YXrItv+UMzbfYZMKrjV5xtEWXmKxNjLYHBRs/AL5gryFjTZ5fbrRqWZ5+eo7fg6wiVNCfPHAyzeWC2CNJgpe1rFZU3esXLCa8Pr/KUCYZG8IqQK+8yexPhDT3SYJNqQO56NxJFJMVWFUwXecBf4MU+YYPcUUTCTedz6k4iVUIOIUyL5+MeJu0MMbwjFDOPYNx8D5wBXrRDHCi6PXss9OeehaoW+KMFnou0DoBcBREki4+DJCoFHC0Huafw8wConpIKyTxNsy1mliOhuLyH1Hj+S/dl5JBaiArQoQJgsuMliXiSVHmF7Hhkiskdy6dataS4rNUXltaiw4D1hTXgoQJtk3qIBHCmDKHIvkMb2OqWx8hcL3SUWPXGAzVIAKeKwAlq9gBgbn8GLDCEtwCmDJEr5sg/WRWLqEDZXYxMQSWgUIk6HVn61TASpABagAFaACVCCsFSBMhnX46DwVoAJUgApQASpABUKrAGEytPqzdSpABagAFaACVIAKhLUChMmwDh+dpwJUgApQASpABahAaBUgTIZWf7ZOBagAFaACVIAKUIGwVoAwGdbho/NUgApQASpABagAFQitAv8Pw7mgonE49/0AAAAASUVORK5CYII=", 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", "image/svg+xml": [ - "0510152005100102030400510AQS readingsPurpleAir readingspercent" + "0510152005100102030400510AQS readingsPurpleAir readingspercent" ] }, "metadata": {}, @@ -4024,7 +4016,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -4040,14 +4031,14 @@ "outputs": [], "source": [ "percs = np.arange(1, 100, 1)\n", - "aqs_qs = np.percentile(nc4['pm25aqs'], percs, method='lower')\n", - "pa_qs = np.percentile(nc4['pm25pa'], percs, method='lower')\n", + "aqs_qs = np.percentile(nc4['pm25aqs'], percs, interpolation='lower')\n", + "pa_qs = np.percentile(nc4['pm25pa'], percs, interpolation='lower')\n", "perc_df = pd.DataFrame({'percentile': percs, 'aqs_qs':aqs_qs, 'pa_qs':pa_qs})" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -4058,7 +4049,7 @@ }, "data": [ { - "hovertemplate": "AQS Quantiles=%{x}
PurpleAir Quantiles=%{y}", + "hovertemplate": "AQS quantiles=%{x}
PurpleAir quantiles=%{y}", "legendgroup": "", "marker": { "color": "#1F77B4", @@ -5181,7 +5172,7 @@ 18.637470988268607 ], "title": { - "text": "AQS Quantiles" + "text": "AQS quantiles" }, "type": "linear" }, @@ -5197,15 +5188,15 @@ 35.03937849372512 ], "title": { - "text": "PurpleAir Quantiles" + "text": "PurpleAir quantiles" }, "type": "linear" } } }, - "image/png": 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", + "image/png": 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", "image/svg+xml": [ - "510150102030AQS QuantilesPurpleAir Quantiles" + "510150102030AQS quantilesPurpleAir quantiles" ] }, "metadata": {}, @@ -5214,8 +5205,8 @@ ], "source": [ "fig = px.scatter(perc_df, x='aqs_qs', y='pa_qs',\n", - " labels={'aqs_qs': 'AQS Quantiles',\n", - " 'pa_qs': 'PurpleAir Quantiles'},\n", + " labels={'aqs_qs': 'AQS quantiles',\n", + " 'pa_qs': 'PurpleAir quantiles'},\n", " width=350, height=250)\n", "\n", "\n", @@ -5226,7 +5217,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5234,7 +5224,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -5243,7 +5232,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -5252,7 +5241,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 16, "metadata": { "tags": [] }, @@ -6884,7 +6873,7 @@ 30 ], "title": { - "text": "Difference: PA - AQS reading" + "text": "Difference: PA–AQS reading" }, "type": "linear" }, @@ -6905,9 +6894,9 @@ } } }, - "image/png": 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", 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", "image/svg+xml": [ - "−100102030051015Difference: PA - AQS readingpercent" + "−100102030051015Difference: PA–AQS readingpercent" ] }, "metadata": {}, @@ -6918,7 +6907,7 @@ "fig = px.histogram(diffs, histnorm='percent', \n", " width=350, height=250)\n", "\n", - "fig.update_xaxes(range=[-10,30], title=\"Difference: PA - AQS reading\")\n", + "fig.update_xaxes(range=[-10,30], title=\"Difference: PA–AQS reading\")\n", "fig.update_traces(xbins=dict(\n", " start=-10.0, end=30.0, size=2)\n", " )\n", @@ -6927,7 +6916,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -6942,7 +6930,6 @@ "source": [] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -6951,7 +6938,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -6962,7 +6949,7 @@ }, "data": [ { - "hovertemplate": "AQS PM 2.5=%{x}
PurpleAir PM 2.5=%{y}", + "hovertemplate": "AQS PM2.5=%{x}
PurpleAir PM2.5=%{y}", "legendgroup": "", "marker": { "color": "#1F77B4", @@ -32361,7 +32348,7 @@ 116.8557908007472 ], "title": { - "text": "AQS PM 2.5" + "text": "AQS PM2.5" }, "type": "linear" }, @@ -32377,15 +32364,15 @@ 277.4063732531946 ], "title": { - "text": "PurpleAir PM 2.5" + "text": "PurpleAir PM2.5" }, "type": "linear" } } }, - "image/png": 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", + "image/png": 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zZ7z77rtms4kkGQ2UDSc9e/Y0f9+zZw9at26NjRs34tlnn/X6WcYPHBHH7OnLL7/E0qVLA+F0wfLIb/iBNuYFq2QuKVh2tkvyNbqcS141Il5DRCU2NhZRUVERUZ/cXAn5ZUf6t/BmCj8BmeGSnz38hSf8rKUE+V5CAffNunjx4gE1RsRJ4e7du40QynRxhw4dMl9i7NixSE5OxpAhQ8zXFi9ejIEDB5o1hb4+80WB08cB9ZE8k4nTx7pNzeljPd6cPtZjLSXJBkmZcZDRQqbwEuD0sV2+ESWFsk6wW7du6NWrF7p06ZL5pjJStnXrVvO16dOnm+nkvn37omrVqkYMN2/e7PUzSqHdDpObo1EKdVuXUqjHm1Kox5pSqMuaUmiXd0RJ4XvvvYdhw4a5veFHH32EZs2aYfz48Rg+fLj5vFGjRhgxYgQSEhLM33195g0ZRwrtdianR6MU6rYgpVCPN6VQjzWlUJc1pdAu74iSwkBejTeaBEKJeUIhQCkMhVroz1AKQ2cX7JOUwmCJ5Sw/p49zxi+YpymFwdDyn9dxUuj/lQLPwZHCwFnlhZyUQt1WphTq8aYU6rHmSKEua0qhXd6UQt59bLdHOTgapVC38SiFerwphXqsKYW6rCmFdnlTCimFdnuUg6NRCnUbj1Kox5tSqMeaUqjLmlJolzelkFJot0c5OBqlULfxKIV6vCmFeqwphbqsKYV2eVMKKYV2e5SDo1EKdRuPUqjHm1Kox5pSqMuaUmiXN6WQUmi3Rzk4GqVQt/EohXq8KYV6rCmFuqwphXZ5UwophXZ7lIOjUQp1G49SqMebUqjHmlKoy5pSaJc3pZBSaLdHOTgapVC38SiFerwphXqsKYW6rCmFdnlTCimFdnuUg6NRCnUbj1Kox5tSqMeaUqjLmlJolzelkFJot0c5OBqlULfxKIV6vCmFeqwphbqsKYV2eVMKKYV2e5SDo1EKdRuPUqjHm1Kox5pSqMuaUmiXN6WQUmi3Rzk4GqVQt/EohXq8KYV6rCmFuqwphXZ5UwophXZ7lIOjUQp1G49SqMebUqjHmlKoy5pSaJc3pZBSaLdHOTgapVC38SiFerwphXqsKYW6rCmFdnkHLIXz58/HkiVLULhwYVx55ZWoU6eO3ZpcgGi1atVCEqXwApCPzCIphbrtQinU400p1GNNKdRlTSm0y9tNCo8ePYq2bdvi66+/RpkyZUxpkydPxqBBg1CyZEmcPHkS8sPzjTfeQLt27ezWRjkapVAZeIQXRynUbSBKoR5vSqEea0qhLmtKoV3eblJ4+PBhNGnSBHPnzkX58uVNad27d0eLFi3w8MMPIy0tDaNHj8YXX3yBBQsWICYmxm6NFKNRChVhO6AoSqFuI1EK9XhTCvVYUwp1WVMK7fL2K4WHDh1C06ZN8cMPP6By5cqm9N9//x3XXHMNfv75Z5QrV85ujRSjUQoVYTugKEqhbiNRCvV4Uwr1WFMKdVlTCu3y9iuFycnJaNOmDTZu3Ijo6GhT+tmzZ1G7dm18//33qFKlit0aKUajFCrCdkBRlELdRqIU6vGmFOqxphTqsqYU2uXtVQoTExNRoUIFFClSBHPmzMHixYvNmkJJf/zxB2688UasXLkyUxTtVksnGqVQh7NTSqEU6rYUpVCPN6VQjzWlUJc1pdAubzcpTE9PN7J38OBB89+BAweQmpqKRx55JHP94LRp07Bw4UK8+OKLdmujHI1SqAw8woujFOo2EKVQjzelUI81pVCXNaXQLu+Aj6SxW2xkRKMURkY7REotKIW6LUEp1ONNKdRjTSnUZU0ptMs7JCnct28ftm3bZnYpZ6wztFstnWiUQh3OTimFUqjbUpRCPd6UQj3WlEJd1pRCu7xDksKBAwdiypQp+Oabbxx9iDWl0G5ncno0SqFuC1IK9XhTCvVYUwp1WVMK7fIOSQq3bNmCdevWmc0msbGxdmukGI1SqAjbAUVRCnUbiVKox5tSqMeaUqjLmlJol3dIUmi3ChcuGqXwwrGPxJIphbqtQinU400p1GNNKdRlTSm0y9urFO7du9ccRSN3HF988cUuN5fIZx06dMC3336LokWL2q2RYjRKoSJsBxRFKdRtJEqhHm9KoR5rSqEua0qhXd4epfCDDz7Af/7zHxQqVMjcc1ypUiWMGjUKl1xyiSldzim88sorsXz5ciQkJNitkWI0SqEibAcURSnUbSRKoR5vSqEea0qhLmtKoV3eblIot5XIDSaPPvoounTpgqNHj+KNN97A+++/jw8//NDcgUwptNsI3qJJW8hO7zJlyugUmMdLoRTqdgBKoR5vSqEea0qhLmtKoV3eblK4fft2XHfddVi/fj3i4uIyS/vss8/w1FNPGTmsXr06RwrttoPHaJRCBchZiqAU6vKmFOrxphTqsaYU6rKmFNrl7SaFR44cQaNGjcyNJaVLl3YpberUqRgwYIC5yWTQoEGcPrbbFm7RKIVhBpwtPKVQlzelUI83pVCPNaVQlzWl0C5vj2sKe/TogZo1a+KZZ55xK+3rr7/Gv/71L/N1rim02xjZo1EKw8s3e3RKoS5vSqEeb0qhHmtKoS5rSqFd3h6lMCkpCXIW4Q033OCxNLn7+N1338WECRNQuHBhuzVSjMaNJoqwHVAUpVC3kSiFerwphXqsKYW6rCmFdnnznMKkJLtELUbjSKFFmAGEohQGAMliFkqhRZh+QlEK9VhTCnVZUwrt8naTQgG8devWgEqpVq2ay/mFAT0UQZk4UhhBjREBVaEU6jYCpVCPN6VQjzWlUJc1pdAubzcpPHz4MJo0aRJQKVxTGBCmkDNxpDBkdCE9SCkMCVvID1EKQ0YX9IOUwqCR5eiBQ4cOoUCBAoiPj89RHD7snwCl0D+jYHK4SeHx48dxzTXXYP/+/bjlllvMzSUyouYplStXDtHR0cGUF1F5OVIYUc1xwStDKdRtAkqhHm9KoR5rjhTqsqYU2uXtcU1heno65s2bh8mTJ5ur7C677DJ069YN7dq1c/TGkuzoKIV2O5PTo1EKdVuQUqjHm1Kox5pSqMuaUmiXt9+NJnKjhhxD8/HHH+P333/H7bffbm46adiwIaKiouzWRjkapVAZeIQXRynUbSBKoR5vSqEea0qhLmtKoV3efqUwozhZ37Zy5Up8+umnkEOsZZOJ/F/WTURKkhHOkydPmjubA0mUwkAo5Z08lELdtqYU6vGmFOqxphTqsqYU2uUdsBTKjuSvvvrKTClnrDccNmxYWBbSyjmIjz/+OCZNmmRuV5F04sQJNGjQwOXtR4wYgZtvvtl8bcyYMRg5cqQRwqZNm2b+2RcuSqHdzuT0aJRC3RakFOrxphTqsaYU6rKmFNrl7VMK5Yfk7NmzIfcer1ixAhdffDHuuOMO3HjjjUhISLBbk7+jDR06FEuXLoVMW4voNW7c2HySnJyMTp06Ye7cuZnlxsbGmiNx1qxZg969e5uRy1KlSpmr+CpVqoT+/fv7rCOlMCxN6NiglELdpqMU6vGmFOqxphTqsqYU2uXtJoUyTfzLL7/g888/N6OCMvImIihCVqdOHbule4j2008/oVmzZujevTsGDx6cKYUbNmzAwIED8c0337g9NWrUKKSkpJj8kkRg+/XrZzbLcKQw7E2WawqgFOo2JaVQjzelUI81pVCXNaXQLm+f5xTeeuutaNOmDfLly+ex1LZt20JG68KR5Dic5557LlMKFy1aZKaUO3fubEYDpWwZDZQ0aNAgI6xyZ7OkvXv3omXLlhCRlJFEb4kjheFoOefGpBTqth2lUI83pVCPNaVQlzWl0C5vNyk8evSoOZswkCTTtUWKFAkka9B5skuhiN7EiRNRokQJrF+/HjNmzICsaWzfvj369Olj5LVr166mHBk1lGnnVatWZW46GT58uFsdxo4da0YVIznJWspI2swTyaxyWre0tDTISHlcXFxOQ/H5AAjIpjA53NfppxgE8KoXPIv84ExNTQ3LGvAL/nIRWAGRcBmQ8DUoEYHVdmSV5Hv2qVOnkD9/fkfWX6vSRYsWDaiogDeaBBTNYqbsUpg99IQJEzBr1izI/2XauEaNGujZs6fJtmfPHrRu3RobN27MPFx75syZbrXr27evWY8YqUk6u0h6uMQ7Ut/7QtVLvrFI4i0EOi0gfbtgwYKOPgBfh1TOS5FfeERUhDdT+AnIJRAywxaumbTwv4FzSuDPycDaKtDBJZ9SKB1bbiy5EAbuTwrnz59vRghlNFBG/GQjypAhQwydxYsXm/WHXFMYWGdhrnMEOH2s2xM4fazHm9PHeqylJF5zp8eb08d2WXuUQpmqfeyxxyB3G0uSm0z+85//hG3HsadXyi6Fsj4wMTERxYoVM2sGZXRQfuuVY2k2b95sDtSePn26ySMjgFWrVjVi6CtxTaHdzuT0aJRC3RakFOrxphTqsaYU6rKmFNrl7VEKM0bZ7r//fsiB0O+//z5uuOEGs/FDK3Xs2BHPPPNM5jmFcnbh6NGjzXpBWfMl6x579eqFkiVLmiqNHz8eGesG5WxDkUV/x+ZQCrVa0xnlUAp124lSqMebUqjHmlKoy5pSaJe3RymUu46ffPJJcxSNpCVLluDuu+92WaNntxqBR5N1SHJMjqfF6bzRJHCOzOlOgFKo2ysohXq8KYV6rCmFuqwphXZ5u0lhxs0hMhVbu3ZtU1rGbl45FkaOg8ktiSOFuaUl7bwHpdAOx0CjUAoDJZXzfJTCnDMMJgLXFAZDK2d5KYU545f9aa/nFMqtIsWLFzf5BfpFF12EH3/8MfNsQLvVuDDRKIUXhnuklkop1G0ZSqEeb0qhHmuOFOqyphTa5e3z8GqZps1I8gNTUtav/fzzzwj07Bu71bYTjVJoh2NuiUIp1G1JSqEeb0qhHmtKoS5rSqFd3m5SKOdZyfl/gSTZlezkg34phYG0ct7JQynUbWtKoR5vSqEea0qhLmtKoV3eEXt4td3X9ByNUqhB2TllUAp124pSqMebUqjHmlKoy5pSaJc3pTApyS5Ri9HkpPZ9+/ahTJkyFqMylDcClELdvkEp1ONNKdRjTSnUZU0ptMubUkgptNujHByNUqjbeJRCPd6UQj3WlEJd1pRCu7wphZRCuz3KwdEohbqNRynU400p1GNNKdRlTSm0y9unFE6aNAlly5bFVVddZbfUCInGNYUR0hARUg1KoW5DUArDw3vWr3swafnvOH46DdfXS8R9raqBUhge1t6i8pxCPd6UQrusfUrhoEGDkD9/fnPdXG5MlMLc2KqhvxOlMHR2oTxJKQyFmu9nvlv/Jx4Yf+7O+ozUr21tPNymCqR/Z5w9a79kRsxKgFKo1x8ohXZZ+5TCOXPm4IEHHsCCBQty5WYHSqHdzuT0aJRC3RakFNrn/fhnq/DVyt0ugfPHxWDN4GsohfZxe41IKdSDTSm0y9qnFCYlJWHo0KGQ6+3at2+P+vXru5R+7733Ij4+3m6NFKNRChVhO6AoSqFuI1EK7fPu++kv+Hr1Hy6B42Kise7ZaymF9nFTChWZeiuKUmi3EXxK4YQJEzBt2jSvJY4bN87lhhO7VQt/NEph+Bk7qQRKoW5rUQrt856+NhmPfLzSJfADratj4HU1KIX2cVMKFZlSCnVgc/cxdx/r9DQHlEIp1G0kSmF4eH+5cjeGf7cRR06moUfzKvjX9Rdxo0l4UFMKlbl6Ko4jhXYbwaMUnjhxAgUKFLBbUgRG40hhBDbKBawSpVAXPqVQjzd3H+uxlpK4plCPN6XQLms3KVy2bBnuvPNOfPHFF5g9ezb+97//eS1x+fLlSEhIsFsjxWiUQkXYDiiKUqjbSJRCPd6UQj3WlEJd1pRCu7zdpFBGCWVjScuWLZGcnIw//nBdtJy1+CuuuAIxMTF2a6QYjVKoCNsBRVEKdRuJUqjHm1Kox5pSqMuaUmiXd0hrCuUbjBxXc+WVV3L3sd32cInGu4/DCNdDaEqhLm9KoR5vSqEea0qhLmtKoV3eQUnhli19s2NBAAAgAElEQVRbzLTyJ598YnayrVixAkWLFrVbI8VoHClUhO2AoiiFuo1EKdThve/IKXy4YCtOp6aicfUyaHdxok7BebgUrinUa3xKoV3WfqVQppNlbeHEiRONBNasWdOsObz55psdfzo+pdBuZ3J6NEqhbgtSCsPPe8/hk2g38mccPpGaWdhTN9WFHFPDFD4ClMLwsc0emVJol7VXKfz111/x5Zdf4qOPPjJnETZo0ACbNm3C4sWL7dbgAkajFF5A+BFYNKVQt1EoheHn/dq3G/H6j5tdCoqKArYNuyn8hefhEiiFeo1PKbTL2k0KU1JScNddd2HDhg3mFpOOHTuidevWWLJkCQYMGEAptMvfZzSuKVSEDZglEcK8cOHCugXn0dIoheFv+JdnbcDYOVvcCto27EZEiR0yhYUApTAsWD0GpRTaZe0mhUeOHDH3HctU8TXXXIMOHTqY/8vfKYV24fuLRin0R8ju55RCuzz9RaMU+iOU88+nrvoDj038xSVQ/QoJmPZoq5wHZwSvBCiFep2DUmiXtdfp482bN5tNJZ9++qkpsW7duti2bRtHCu3y50ihIk9/RVEK/RGy+zml0C5Pb9GyjhbWK1cUY+9ujColC+oUnkdLoRTqNTyl0C5rvxtNTp06hR9//BGTJk3CggULUKdOHXTr1s1sNHHywdWCkWsK7XYmp0ejFOq2IKVQj/epU6eRcvQoSpcsoVdoHi6JUqjX+JRCu6z9SmHW4nbs2IGvvvrK7ETev38/Vq5ciSJFititkWI0SqEibAcURSnUbSRKoR5vnlOox1pKohTq8aYU2mUdsBSmp6ebkuUGk7S0NPz888/m1pP4+Hi7NVKMRilUhO2AoiiFuo1EKdTjTSnUY00p1GVNKbTL268UyhmFI0eOhKwxfPTRR9G3b18sXbrUnF04ePBgu7VRjkYpVAYe4cVRCnUbKC9I4c4Dx/HVyl0oXSQ/bmpQDp8u/R2y6feuKyqjcHysGnBKoRpqUxBHCvV4UwrtsvYphbt378ZVV11ljqX5888/0aRJEyOF69atM18TOSxevLjdGilGoxQqwnZAUZRC3UbK7VL4w297cd+HyzxCFSGc/FBz1C2ncyMUpVC3b1MK9XhTCu2y9imFL730EpKTkzFq1Cjzn5xrJVIom0/q16+PGTNmmM0aTk2UQqe2XHjqTSkMD1dvUXO7FNZ/djaOnkrzCvW2RhUxvOulKtAphSqYMwuhFOrxphTaZe1TCgcNGoT8+fPjmWeecZFC2WByxx13YN68eUhMdO49mpRCu53J6dEohbotmJulUM4YrfbkDJ9A6yQWwax+bVSgUwpVMFMKdTGb0iiFdqH7lMJp06bh6aefxmuvvWZ2GsfFxZnpZFljKNPJM2fOtFsb5WiUQmXgEV4cpVC3gXKzFArJVi//hF0Hj3uFek+zKhjasb4KdEqhCmZKoS5mSmEYePuUQvlt98UXX8QHH3zgUrSMDr7zzjvmzEInJ0qhk1vPft0phfaZ+oqY26Vw2fYD+Mf7yzKnkGOio5B+5qxBclFiEXzyQDOULJRPBTqlUAUzpVAXM6UwDLz97j6WMuV8wt9++w2HDx9GpUqV0KhRIzOt7PREKXR6C9qtP6XQLk9/0XK7FMr7iwSuT05BqcLxKJeQH0l/HkFUdBRqlta9X5tS6K832v2cawrt8vQVjdPHdlkHJIV2i4ycaJTCyGmLSKgJpVC3FfKCFOoS9V4apVC3JSiFerwphXZZu0nh66+/jl9+cb1A3VuRb7zxBgoWdO4dmpRCu53J6dEohbotSCnU400p1GMtJVEK9XhTCu2ydpPCr7/+Gtu2bQuolAcffNDR08iUwoCaOc9kohTqNjWlUI83pVCPNaVQlzWl0C5vTh8nJdklajGabPTZt28fypQpYzEqQ3kjQCnU7RuUQj3elEI91pRCXdaUQru8A5LCDRs2mGvujh8/jrJly6Jp06aOnjbOQMiRQrudyenRKIW6LUgp1ONNKdRjTSnUZU0ptMvbrxQ+/vjjkPMKs6ZChQrhzTffRIsWLezWJoBo6enpOHnyJKQO2ZOvzzyFphQGADwPZaEU6jY2pVCPN6VQjzWlUJc1pdAub59S+N133+Hhhx/G6NGj0bx5cxQpUgQbN26EbEZZtGgRVqxYgZiYGLs1AoyEioxOmjTJHH+TkcaMGWMOzhYhlNHKjD/L574+81ZBSqH1pnN0QEqhbvNRCvV4Uwr1WFMKdVlTCu3y9imFjz32mNlI8vLLL7uUunv3bnOzyffff48qVapYrdHQoUOxdOlSs5ZORK9x48Ym/po1a9C7d29MnToVpUqVwoABA8yZif379/f5ma/KUQqtNp3jg1EKdZuQUqjHm1Kox5pSqMuaUmiXt08p/O9//4vk5GQMHz7cpdQtW7bghhtuwPLly5GQkGC1Rj/99BOaNWuG7t27Y/DgwZlSOGrUKKSkpJivSZJRyn79+pn7l319Rim02jy5OhilULd5KYV6vCmFeqwphbqsKYV2efuUQjmaplOnTnjmmWfMdK3sgv3jjz/w6quvonDhwm4jiDardsstt+C5557LlMJBgwaZa/V69Ohhitm7dy9atmwJ2QQjoujtM1/T2xwptNlizo9FKdRtQ0qhHm9KoR5rSqEua0qhXd4+pfD99983dx8HkoYMGWJG92yl7FLYp08ftGnTBl27djVFyKihTC2vWrUKTzzxhNfPMjakdOzY0a1q69atw4IFC2xVOSxx5FiaqKiosMRmUBK4kATYt3Xpk7ceb7LWYy0lkbd/3oEebedTCrdv325GBgNJ1apVQ7ly5QLJGlCe7FIoo4E1atRAz549zfN79uxB69atzcaXZ5991utn0dHRJr+MAmVPl112GTZt2hRQfS5EJunoMppSunTpC1F8niuTI4W6Tb5//34UK1YsLJvVdN8k8kuTkUI5Ukx4M4WfwOHDh816/Pj4+PAXlsdLkJHCAwcOmL0GTN4JBDq45FMKZfevnEsom0q0U3YpHDt2rFnfKCOSkhYvXoyBAweaNYW+PvNVb04fa7dqZJdHKdRtH04f6/Hm9LEeaymJ19zp8eb0sV3WPqVQ1vHJbzuyplA7ZZdCOTy7S5cumD59OhITE9G3b19UrVrViKGvzyiF2i3n3PIohbptRynU400p1GNNKdRlTSm0y9unFM6ZMwcPPPCAWXcX6Hy0rerJGkCR0aznFI4fPz5zJ7R8fcSIEZm7n3195q1OHCm01Vq5Iw6lULcdKYV6vCmFeqwphbqsKYV2efuUwqSkJMi5gXJQdfv27VG/fn2X0u+99171NRO80cRuB2C08wQohbq9gVKox5tSqMeaUqjLmlJol7dPKZwwYYLbFXdZix83bpzH6+bsVjF80ThSGD62ToxMKdRtNUqhHm9KoR5rSqEua0qhXd5+7z62W1xkRaMURlZ7XOjaUAp1W4BSqMebUqjHmlKoy5pSaJc3pTApyS5Ri9HkSBq57k97PafFV7Aa6lTaGby/YBtOpp7B1ReVxqWV7B6voSGFS7cdwJcrd2P/sVNoVr0k7mtVzSqjSA524NhpvL9gO6QdK5UogPY1C6F48eI8kkah0SiFCpCzFMHdx3q8KYV2WfudPpa7hr2lDz74gNPHdtvDJRql8DyOlBOpuGn0PPx+8ETmF0d3b4gOl5a31gLhlsLVvx/CrWNcD0vv0bwKhtzqulbX2gtFUKDjp9Nx7WtzkHz4ZGat2l5UAm/3uJxSqNBOlEIFyJRCXch/l0YptIvdpxQuWbIEa9euzSxRvrHs2rULkydPxj333AM5siY2NtZujRSjcfpYEXYOixr+3SaM/sF1VDd/XAw2DL0hh5HPPx5uKXxl1ga8OWeLW323v3STtXeI1EBjftqM/87e6Fa99c9fj4LxcZFa7VxTL0qhblNypFCPN6XQLuuQpo9nzpyJ559/HgsXLkTGjSF2q6UTjVKow9lGKcNm/Ia3f97qFmrbsButXQMYbil8aeYGvDU3b0rhyO+TMPJ799uDfhncFsUL8dYHG/9GfMWgFIabsGt8SqEeb0qhXdYhSeGJEyfQoEED/PTTT6hYsaLdGilGoxQqws5hURMW78DTU351iVKjdCH88C97t+2EWwp/+O1P3Pfhcpd3uK5eWbzTo0kO6UT+47/sPIROb7pOnZcvGo95T1zN6WOF5qMUKkDOUgSlUI83pdAu65CkcN26dZDDpVevXo2CBQvarZFiNEqhImwLRT388UrMWJtsIpVLKID/3dMYl1RMsBD5XIhwS6GU8fXqP/D8N+tw4FgqbmtUAS92ugTxsefu587tSd79/z5fg5Op6bgosQiebVcVV9SuYKRQ1s8eOZWOQvliEBMdldtRqL8fpVAXOaVQjzel0C5rn1L49ddfQ241yZrk4mm54eT666/HmDFj7NZGORqlUBm4heJOpZ7BidR0FCtofx2ahhRaQJBrQmQcSbNk+yH0Hr8cR0+lmXd78sa6eLBN9VzznpHwIpRC3VagFOrxphTaZe1TCmfPnm0EMGsqUKAArrzySjRt2hRxcfZ/MNt9Pd/RKIWatCO/LEqhbhuJFBYrVhz1n//OjB5mTZMebI4rqpXQrVAuLo1SqNu4lEI93pRCu6xDmj62W4ULF41SeOHYR2LJlELdVhEpTI0tiOYv/eRWcL+2tdGvbS3dCuXi0iiFuo1LKdTjTSm0y9qrFMp9x3IkjYwGXnXVVbj44ovtlhwB0SiFEdAIEVQFSqFuY4gUFixcFPWe+86t4KEd6+OeZlV0K5SLS6MU6jYupVCPN6XQLmuPUigHVg8YMCDzYGr5YfnOO+8YOcxNiVKYm1oz5+9CKcw5w2AiZKwpHDpjIz5YsC3z0QYVEzDlkZaIjuKGk2B4+spLKbRFMrA4lMLAONnIRSm0QfF8DI9SKJtIGjZsiOeee87sCnzttdfMmYRyPmFuSpTC3NSaOX8XSmHOGQYTIevdx7PX/YnfklOQUCAW97aoBm5ADoak/7yUQv+MbOagFNqk6TsWpdAuazcpTE9PR506dTBu3Di0adPGlLZ7924zSrhmzRrIRpPckiiFuaUl7bwHpRD4YMF2zNu8DwkF4tC5USW0rFnSDlwPUbJKYdgKYWBDgFKo2xEohXq8KYV2WbtJ4eHDh9GkSROz67hMmTKmtNTUVNSrV88cT1OhQgW7NbiA0SiFFxB+BBad16XQ040rE3s3Q7Pq4RFDSqHePwJKoR5rKYlSqMebUmiXtVcpHDhwIAoXLmxKE+hyrV3fvn1RsuT5HxBdunRBvnz57NZIMRqlUBG2A4rK61JY7cnpOHvWtaEeaF0dT91UNyytRykMC1aPQSmFeqwphbqsKYV2ebtJ4dGjR9GhQ4eASpENKUWKFAkobyRmohRGYqtcuDrldSms+u/pbvDva1UNg2+uF5ZGoRSGBSulUA+r15I4UqjXCJRCu6x5TmFSkl2iFqPJJp99+/ZlTuNbDM1QHgjkZincsvcoPly0HTv2H8fF5RPQ77payBfjer1ev4mrMGXVbhcyb9/TGO0uTgyqv6SdOYsFm/9CfGyMOYDa2yZiSmFQWHOUmSOFOcIX9MOUwqCRhfwApTBkdB4fpBRSCu32KAdHy61SePhEKlq+9GPmNXLSRJdXK4HPHmzu0loic09P+RWTl/9uNpo8dVM9dG4U3Bpi2UF817tLcODYaRO7WqlCppzSReLdegalUO8fC6VQj7WURCnU400ptMuaUkgptNujHBAt5UQqJizZgShE4a5mlVE0/7nrGv1J4f6jp7DvyCnUKlsEMQ46M+WNHzfj1W83urXMr8+3Q+H4WKstdve4JZif9JdLzJ4tquK5Du6H31MKraL3GYxSqMeaUqjLmlJolzelkFJot0dFeLRfdx/G7W8vwonT5+7aLZgvFp8/1Bz1yhf1KYUPfrQCs9ftMc8Uio/FuHubhG1XbqgIU06m4rFPf8FPG/eZg5//dX1tPHJ1TYz8Pgkjv9/kFnb+E9fgdPoZ5I+NRvli7kdNnUhNR/7YGK/Tv57qWe3f05Ftr4rHUUl5NhgpXLv7ML5f/6cpssNl5VGj9LlNcEyBEaAUBsbJVi6OFNoi6T8OpdA/o2ByUAophcH0F8fnve/D5fjht3NykZE6NayAEXdc5lUKJy37HU98scblmTJF8mPpU9dGBI/1f6QYYV2wZT+Wbz/gUqeRd1yGxlWKo/Ur7vcLZ80oeT59oBnyxUab9YAPTViBIyfTTJb/drkUtzepGNC73vnOYizcst8lb05HCudu2od731uaGVPuOfn8ny3MezEFRoBSGBgnW7kohbZI+o9DKfTPKJgclEJKYTD9xfF56z8722VtnbzQRYlFMLtfG69SOPy7TRj9g/uGpNXPXm/W3l3IlF2Ystela5NKeKVLAyN6z329Hkl7j3it7sNX1UT/62uj3jOzcDrtjEu+mY+1Rt1yRf2+6vrkFHT/32LIOkZJVUoWwuSHmqNMDtYUXjdiLpL+POpS9m2NKmJ410v91ocZzhGgFOr2BEqhHm9KoV3WlEJKod0eFeHR/vXZKnyx0nWH7d3NquCFjvW9SuGYnzbjv7Pd1+TdeUVlvNjpErU3Tj9zFgePn0bxgvnMmsZZv+4xI3r+0rh7m+LaumWwcc8RtBv5s9fskqdf29q45fX5bnnk6/3a1vJX1DkBSTuDr37ZjfjYaHS4rILXK+sCnT6uOWgGZBNM1uRpo0xAlcujmSiFug1PKdTjTSm0y5pSSCn02KPOnD2L4d9uwvzNf6Fs0fwQcWpdq5Td3ncBoslGEdkMIYIkqU65ovj4/itQslA+r1Io6+6aDP0esmYva5JRQhkt1EgiWY9PWmWKkunT1+9shCe/XJM5xeurDv9oWQ3P3lIPx06n4eJnZnvN2qtVNbMGsfHQ79zy/LdLA9zepJLVVw1UCgdMXo3PV+xyKVvqObDdRVbrk5uDUQp1W5dSqMebUmiXNaWQUuixRz366S/4ZvUfLp99+c8WaJRL1nFt2XcUUVFRqF6qUOY7+tp9/PDHKzFjbbILj5Y1SxmhDDbJFOuExTvw+4ETaFAxAY9fVxuxPnYzr9xxELeNXRhsMZn5/9GyKp695dzuX29T4aUKx2PKIy1QsXhBPPLJSkxfc/5dL61YzHwmvGymQKXw2Kk0yFrQxVvPrVW8tm5Z/O+exo7aAW6TWyixKIWhUAv9GUph6OyCfZJSGCwx3/kphZRCjz3E0+0Wcgeu/Fe5REHcFuT5dXa7LXD8dDp2HzyOqqUKIy7Gjqz4ksLlOw7i9rcWQQ4UlySC9NmDzdC0aomgXu3PlJNm00fWNXutapXChPu8y2WHNxZgza5DbuUUK5gPh46fOw8wI8mU7als6wGHdqyPe5pVycyzZNt+LNpyACUKnXtenunRoioKxMVk5vly5S7sOHAcReJjISON4TiCJ1ApzKhUavoZw92XQAfVGHkoM6VQt7EphXq8KYV2WVMKKYUBS2HWjDKV/JEPkbHbTV2jyaYPGfE6J2fAuz3OrZnLafJ3TuGugycypzG7NK5gRtX8JZl6nrx8l5HJ2xtXxNi5W8wRMdnThqE3IH8WKcv6uSdBl8+7X14Zny7dmZlVZGlUt4ZmpC9rqleuKGY81tpfVdU/D1YK1SuYiwqkFOo2JqVQjzel0C5rSiGl0GOPeuijFZj197l83rrc5w+1QJOqvo8FkbWJ6WdgbTRv5c6DuO1N96nUTS+0N8ep5CT5k8JgY2/76xi6vrUI+46eMo8WL5TPjLTOzDYNLZ+te/4GfLJ0B/YfPY34uGhzzmDLGqUM36tenYPtfx0LqHgZ/cu4TSTrA9uG3RTUeYNZn9154Di+XLkbciueXHk389dz5zXe0aQSEhPyB1QvT5kohSGjC/pBSmHQyHL0AKUwR/iCephSGBQuv5kphZRCj51Ednu+MG29GRmTacUMscma+emb6uL+1tW9drIXpq/Hu/O2mc/l2JexdzVC9RweOuztIOZvHm2FSyok+O3wvjLYlkI521DOOMxJql22CB66sgb6f3Zuk0moaftLN4X0qBxlI9fWeUoirnLcTKjnBVIKQ2qSkB6iFIaELeSHKIUhowv6QUph0Mh8PkAppBT67VFy5tylz3/rlm/JoLYoW9T9TlvJKGvS+n+22uWZ+hUSMO3RVi5f+3nTPjMVvHXfMXRsWB5P31TP54jf16v/QN9Pf3Gry+pnrkdCwZydGWhbCm8cPQ9ysHRO05UXlYYcR5P9+jhPce9oWskcVZNxTqDkeezaWmYzSyip7fC52LzX9YzArHFC3WwjMSiFobRIaM9QCkPjFupTlMJQyQX/HKUweGa+nqAUUgoD6lHT1yajzye/mLVxsq1jVPeG6HBpea/PvjTzN7w1d6vb59uG3Zi5i3X1rkO49Y0FLnmurlMG7/ds6rNOsuFjWZabO+5rVQ2Db64X0Hv4ymRbCv/v89X4bLnrUSqhVlLkS0btfCU5ImdmvzZmI4bsbk5LP2MOnL7FRzv5q0+1J6fj7701HrPKlX/rnm/nL4zHzy+UFA6dth7vLdhm3kt2Mr/RvSEK5Du/ySakl4nwhyiFug1EKdTjTSm0y5pSSCkMuEfJ+cGHT5xG0fxxfnejvvbtRrz+42aX2DLduHXYjZlfe+3bTXj9R/dNF4Gsf5ORyJ0HTqBxlWJoXat0wO+gJYVyjIrcnpL9HmArFfUSZNGT16JcDtb4eQr7wPjl+O7vO4c9fZ5xY0oo7/Xb9j/wn+93Yv7m/eZmmGG3XYIbLykXSqiAnxm/aDuembrOJb/8cjO6e8OAYzgxI6VQt9UohXq8KYV2WVMKKYV2e9Tf0famnML1I+fi0PHzBz4/1+FiyD24Gcm7FJ4fTQxL5bIENSOff5+/Z3Ok8McNe9Hrg2Xhrr6JL/V/665GaFc/0Xp5yYdPmnuHN/157rBvOZpGprIlXVIxwRylE+pVf+1HzMFvf7puoPnsweaQ20rClfp8shLTspzBeI4fIL+I5OZEKdRtXUqhHm9KoV3WlEJKod0elSXa/mOnMX7hdjNaJgcgZz825tfdh3FztivV2tYti3fvbWKtTjKFevBEKooXiEOsbJ/9O8nVda/O3mjq1rBSMYy5qxES4s6Y6fHChQubXEdOpkL8x5f0SP4Dx1NROF8M4rMcKSMSdf0I71fKWXtBwIywyfE0OU2yw3nKqj8gxz7KuYVZ31vWKIoQFo6P/ftmlygUzR8bcpFyVE/tp2a6PZ+T9Y+BVObpKb+aqfWsSfNmmkDqGI48lMJwUPUek1Kox5tSaJc1pZBSaLdHBRlN1smNX7QDuw+dQIsaJfF/N9TJ8eHEE5f+jqenrHW5L1dG00Z0vRQdG1YwI0UyYpQ1NaxcHBPuvdRIYVz+grjzncVYseOgyVInsQjG97ocZYq6Hr+yZNsB9B6/PHNTR7emlfBS5waZYbv9b3HmLRxBYgk4u607gOU6w7uz7DIukj8WUx5piRo53C3u7UVktLHGoBluH8th4JMebO71vuSAwXjJ6OlIo1dvvxRdGlfMaeiIfp5SqNs8lEI93pRCu6wphZRCuz3qAkebl/QX7hnn+QgVqZrsmP5g4TaMnbPFraa/Pn2l2Xww7Ptt+GTJ+UOhJaOsdXvzrkaQu5MPHj+NY6fT8Y/3l7pMj0u+/LHROJl2xpxH+EKn+uj1/jLIOX+2kmzEkdtJfktOwcXlE3DVRb7XU8pI59er/jD3HnduVMHrAdlXvzoHcq5i1nRvi6p4vsO56/HCkR78YDFmbzh3dV3WNOD6i9DnmprhKNLEXLvrMGb+moz0s2fRuHJxXH+x/Wn3sFU+xMCUwhDBhfgYpTBEcCE8RikMAZqPR3KVFKanp+PkyZMoVOj8fba+cNWqVQtJlEK7PeoCRxvx3SaM+sF980pGta6+qAyOnErD8iy7lzM++9+dDfDk1N+w/9j5dZAZn8lIY8uaJQM6FibjGbkOMBQhlGlakdO65YpgXbYjbYoWiEPbumXwzepks7P43+3rmBFWT0kE9va3F2UefC2jf3JXc4OKxdyye7o1JSfHzQTSDWT3cZNX3QX+zisq48VOlwQSgnkCJEApDBCUpWyUQksgAwhDKQwAUhBZHCOFJ06cQIMG56fm5B1HjBiBm2++2bzumDFjMHLkSCOETZs2zfwzpTCI3pALso78fpPHa+Qu1KvJjmu51SWYdFujihje9VI8+NEKzPZzq4zE/eFfV3qc5h3yzbmjV7KmptVKYPKDzc2XZJ2g3Hss1+vJphjZHJM9/TjgKlQvFdgvWcG8o+QVKbzpf6sh90FnTf+8sgaeaF8n2HDM74MApVC3e1AK9XhTCu2ydowUJicno1OnTpg7d24mgdjYWMTExGDNmjXo3bs3pk6dilKlSmHAgAGoVKkS+vfv75MWRwrtdqZIiCa7na95bY7Hq94ioX6B1kHOc6z2pPuaO0/P92tbG/3a1nL76Kr/zsH2/e7X4818rDV6j1+B3w+em9aW6dN7m1fFXe8udoshcSV+OJJI4dp96fjHh8szw5csnA9f92mFCsUKhKPIPBuTUqjb9JRCPd6UQrusHSOFGzZswMCBA/HNN9+4ERg1ahRSUlIwePBg89mKFSvQr18/zJs3j1Jot784IpocbD3oq18hc7ByXd/vB46bY1SCG6+7sK8q08IvzdwQUCW8SaGnKeFqpQohf1w0fks+d8RMRnr4qpp4c47ruZLy2dBb6+Oe5lUCqkewmTIOr96+/wS+WZNs7seWdYyyw5nJLgFKoV2e/qJRCv0Rsvc5pdAeS4nkGClctGgRHn/8cXTu3NmMBrZt29aMBkoaNGgQ6tSpgx49epi/7927Fy1btoSIpIwkekscKbTbmSTa0VNpiI2WKcnzx7/YL8V7xB7vLYVcnZdXkqw/nPd/16BcQjw+XrLTbIQR8bu0Uk+YKEkAACAASURBVDEzYhrozLXcCiPX2c3Nwk7uXZZRRSkjHClDCtMRhXxZjgsKR1l5PSalULcHUAr1eFMK7bJ2jBSK6E2cOBElSpTA+vXrMWPGDAwbNgzt27dHnz590KZNG3Tt2tXQkVHDxo0bY9WqVZmbTpYtcz9I+M4778S6da63G9jFm7NocjzK4cOHUayY+8aAnEW2/7TIyP0f/YLf9pwbgWperTjG3ds4x8fLBFPTySt246mp64N5xJF5G1RMMFyLF4wzm0xuvqQs/vnJaqzceSjk95G1hcufvBqfrdiNPSknUCBfLO5rUSWs1799u+Z3/PubJBw9lW7WNY7segmu8bObOuQXzOMPpqammk14RYoUyeMkdF7/6NGjiI+PR1xczu5j16mts0sRKZSf+U74OXkhSefLly+g4h0jhdnfZsKECZg1axbk/zJtXKNGDfTs2dNk27NnD1q3bo2NGzciOvrciJWMJmZPkydPxtKlSwMCdaEyyW/4gTZmuOv48+aDWLU7BTFRUWhbpyQuKnN+A8K/vtqIHze5Hi9yf/OKeKRNzg9V9vdespEjNf0s3l+yG2/P/91fdsd/3qlBGZQolA/jFtm5VzkDyOu310Wr6sVV+JxMPYMWIxa7jWR++0gTlC4c2DcvlYrmkkLkF0w5nUHWYTOFn0BaWpr52ZPx8yf8JebtEuSXHgq47z5QvHhg39sdK4Xz5883I4QyGjh27FjIRpQhQ4YYKosXLzbrD7mm0N43ii9X7kb/z1ZlBpSrwb78Z0s0rHxuFLPav6e7rdm7snZpfNjrcnuV8BBp9A9JGP7dprCWEWnBQz3qxt97yAYPGYXUSHM37cW977mP3j9xQx3886oaGlXIU2Vw+li3uTl9rMeb08d2WTtGCmV9YGJiohkilqlkGR0sWLCgOZZm8+bN6NKlC6ZPn27y9O3bF1WrVjVi6CtxTWHgnenS57/NvLkj46kezatiyK3nDje+5rW52LrvqEtAOWR5aMf6gRfiIefHS3bgz5RTkDP27mtV3eWmi2/X/2luFGHyT0CmZ0+mpnvNKDIoUqiVtuw7hmtfm+NW3P96NMH19cpqVSPPlEMp1G1qSqEeb0qhXdaOkcJp06Zh9OjRZu2ADBN36NABvXr1QsmS5w7uHT9+PIYPH27+3KhRIyOLCQm+Rz0ohYF3Jk87WW+5tDxe797QBMl+k4hIyNRHWuKixNDWMInwjfkxCat3Hc6spIxKdm5UETI6KLeGlEvIj41/r2EM/E3yZk45EFqukJPbPLKfXShEerashuduqacKp8uYeVj+e0pmmY0qF8eXD7dQrUNeKYxSqNvSlEI93pRCu6wdI4UZry0LeOWAarlhInvijSZ2O0fWaH0++QXT1vzhUoBcgSZHiGSkzfuOYtrqZEjT3HVFZZQqHB9ShTzdTRxSID6USeCtuxvjhvrnrnPzJPj3t66Op2+qq0pMdh9P33gE+4+nQm5q6dWyKuSwbyb7BCiF9pn6ikgp1ONNKbTL2nFSaPP1OVIYOM1jp9LwyCe/YM7Gc7dehPNeXDlKZes+90OXA69t3sop9yxLWrzV/R7hDBJ9rq6JAe0uMn/954QVmPnrHhdIH913OVrXOn+Pstx28vmKXTh+Og2XVCjm947lUIhnHEnj69ioUOLyGXcClELdXkEp1ONNKbTLmlLIu49D7lFyf/CSbQdww8WJqFGmcEhx5Gq1NbsOQzZP3NaogonRcOh3OHjsdEjx8spDMtUqdyOXL1bAbMyQEbb3F2zH7kMn8O68rW4YHrm6Jgb+LYWyE/XVbzfhpw17UbpIPP7RspqL9C3Y/BfuHrfEZWdw4yrF8flDLcwosK1EKbRF0n8cSqF/RjZzUApt0vQdi1JolzWlkFIYUo/KPto06Ma66N2memas6WuTMWNtMsQhbmpQHjdcXNZtyv/fX67BxKXnj5BpWrW4WTO488BxvDlnS0j1yisPDb31YtzT/PzUfdb37vXBcvy44U8XFBPuvwKtapYKCM8VL/7gdh+xPPjsLfWMQNpKlEJbJP3HoRT6Z2QzB6XQJk1KoR5NB91oEg4onD4OjeqcjfvQ83338x3XPtfO7BKe8stu9Jt0/viajFJEEB+9thb6X1cbfx09hSYvfO+xAmWKxOOvY6dx5oyTLqYLjWUoTzWsVAxfPtzS66jdqbQzePqrtfhi5S4kJhQwMtfu4nPrCQNJntYcynN9/267QGIEkodSGAglO3kohXY4BhqFUhgoqZzn40hhzhlmjcCRQo4UBt2jRn6fhJHfu58NKKLSqHIxXPPqHGz9y/uawBF3XIZKxQugy1uLgi47rz4g07ey5q9CsQK4vUnFsGJo8dKP+OPQCbcybN+DTCkMazO6BKcU6rGWkiiFerwphXZZUwophUH3qEVb9qP7O4vdnlv3fDsUio/FFS9+b84W9JYeaF0N/7r+ItQdPMvtwOugK5NHHri2bhmMu7epz7fdsOcIjpxIRaMqxXN0X/GirfvRY9xSpKafySxPNrNM7N3MKm1KoVWcPoNRCvVYUwp1WVMK7fKmFFIKQ+pR2dcDvty5AaqVKoRBX63F5r2uh1hnLyAuJtrc27v3iHdxDKlSufihB9pUx1M3ej4yRq6Mu/2thVi7+9yZjsUL5cP4XpfjkgoJZpp+2faDuKhsYVQvHfhmIJmCXrB5H46dPmOerV02tPMmfTUJpVCvw1IK9VhTCnVZUwrt8qYU5gEpHL9oB7bsO4qC+WLQpXFF1AhCDnx1N5li/C05BY2rlDAjU41f+A6n086PLtntqrkjWsuapSC7ez2lovnjkHIy1e2jWmUKY/JDLVCsYJzH516ZtcFtY06DisVwV7PKeOLzNZnP3FC/HN66u1HEgKQU6jUFpVCPNaVQlzWl0C5vSmEul8J/f7EWE5ftzOw1ctPIjwOuQvmE/FZ70nvzt2HItPVWY+bGYDdeUg7Lth/APg+jpL1aVkP3yyth7qZ9EHmUo3pk4077+uV8HgXz8McrzU7vQFIkXSNHKQykxezkoRTa4RhoFK4pDJRUzvNRCnPOMGsESmEulsIzZ8+i+pMz3HrMY9fWwuPX1fbak+S5z5bvwt6Uk+jUsAIqlSjot9d523Hs98E8mEHEXOTwy5W7Mt9eRnG/ebRVSKO4w2ZuwNtzXY/wKVM0Hns9rOvs17Y2+rWtFRHUKYV6zUAp1GPNkUJd1pRCu7wphblYCtPOnEXNQe5S6OtoEVlL1nHMAjMtnJHevbcJ2tYt67PnrdxxELeNXWi3d+biaDc1KIeHr6qB79bvzfG1gAeOnUbnsQux7e8d3zKVP+7eJuj5/jI3ghwpzMWdyserUQp1250jhXq8KYV2WVMKc7EUSle5dcwCrP79kEuv+ei+K9C6lueDjEf/kITh37keNyM7imVncUb6YME2yOiUCKScf5d8+CTW7HItw243zZ3Rtrx4Y452CWelkn7mLCYv/x1yPV23yysjoUAcJi3/nWsKc2fXCfqtKIVBI8vRA5TCHOEL6mFKYVC4/GamFOZyKZQdvo9PWmU2N4jcvdCxvpkSzkgfL9mJbfuOokC+WNx5RSV8uHAH3so2FSl5t754Iz5avAPr/kjBZ8vP30Lit4fl4QwdL6uA52+9GE9+udbjmr81z7VD0fyxYSUkm4FmrfsTTaoUR4OKCWEtK9jgnD4Olljo+SmFobML5UlKYSjUQnuGUhgaN29PUQpzuRT66i7/+my1ufUiI8nu1nuaVcXrPya5PFYgLgZy1+6CLZ53zdrtkrkn2lcPt0TDysXwxo+b8eq3G11eTO4q3vJie7er/3LP2/t/E0qhf0a2clAKbZEMLA6lMDBONnJRCm1QPB+DUphHpTAt/QxqPjXTrTfJJpTlOw56PTbFbvfLvdGuuqg0ujSuBJmOl7V+WQ+CznjrbcNu9CqFE5fuxBs/bUZq+lnc16qay73SuYUapVCvJSmFeqylJEqhHm9KoV3WlMI8KoUnU9NRZ/Ast95ULiE/5Dw7Oc+w53tLse8oD5gO9p+csLuuXlk8+NEKn49uf+kmj59/vmIXBkxe7fLZEzfUwT+vqhFsVSI6P6VQr3kohXqsKYW6rCmFdnlTCvOoFEo3um7Ez0j684jHHlUnsQjk2jSm4AmIWF9RvSTkmB5v6dbLKmBUt8s8fixXzP2ctM/ls2IF82HVM9cFX5kIfoJSqNc4lEI91pRCXdaUQru8KYW5XAo/WLgd4+ZvM7tcH2pT3exMzUgyrdlv4iqs5s5hq/+qYmOicPMl5TFllXcpXPtcO3MwtafU8/2lmLPRVQpLFMqHlYMphVYbKg8FoxTqNjanj/V4UwrtsqYU5mIp9HTLyCtdGqBrk0qQA6qPn05H4fhYc/CxHDHDZI/AW3c3xkMTvE8fz+7XBhcler5PeOqq3Xhs4iqXyjx9U13c37q6y9eOnU43O8drlikMORDbaYkjhXotRinUY82RQl3WlEK7vCmFuVQKZSPJFS/+gP3HTrv0mBY1SprbNJ6e8qv5eqH4GLx2+6XoN2k1ZJ0hU84JyAigjAROX5uMDxdux9JtB1yCRkdHYePQ9oiLifJa2Fe/7DK3yqSln8Utl5ZHj+ZVXPL+7+eteHHGb5lfG9WtIW69rHzOK68YgVKoB5tSqMeaUqjLmlJolzelMJdK4eOfrcJXK92nLyuVKIDfD5xw6UX5YqIx8cHmeHX2BizZdgCyfm0/N5j4/ZcmI3TPdbgY93+43EWoR3dviA6Xnhc0OY5GjqWRJEI4rkcTXF2njN/43jJs3HME7Ub+7Pbx2ufboUh8eM89DLnSHh6kFNqk6TsWpVCPNaVQlzWl0C5vSqGDpPDsWWDZ9gNIP3sWV1QrATnrzluq+u/pHj+qVLwgfj943O2zge0uMjeUREcBfx09jQmLd9jtabksWpki8ZDr/xpULIY9KSfx6ZKdQBTQrFpJNK9R0u1tj55Kw+6DJ1C9dGGfI4SBYHr9x814Ldu5h/Kcr5tqAomrnYdSqEecUqjHmlKoy5pSaJc3pdAhUihXyd3x9iLsPHBO6MolFMAnD1yBaqUKeewR1Z+cYdYNZk23NCiHVrVK44kv1tjtRXkwWrPqJSG7jOX8wesuTsStWUYGw41Dbqe5690lbsUsGXQtyhbNH+7ircWnFFpD6TcQpdAvIqsZuNHEKk6fwSiFdllTCh0ihU99tRZyJV3W1L5+OYy9u5HHHvHyrA0YO2eLy2cikc2rl0SnNxdiVbb7kO12q7wX7aXODdCtaSW1F//H+0vxU5Ydyt0vr4xht12iVr6NgiiFNigGFoNSGBgnW7kohbZI+o9DKfTPKJgclEKHSOHNr8/Hr7sPu7RtfGw0Nr7Q3mt7f7BguznvLqFAHG5rVAGta5U2ed+euxXDZp7fpBBMh2FezwRKFY7H8qfbquKZvW4Pfks+giZVi6NVzVIey04/c9bcZX34RKrZaf7QlTWQLzbaZz037z2Kr37ZjdNpZ1CvfFGXu7JtviCl0CZN37EohXqspSRKoR5vSqFd1pRCh0jhv79Yg4nLfndp/bZ1y5p1bRlJ1gJ+tGg7ZNJYDqWe+eseiKzI+sMZa5NRpmh+3N64ork+jSk0AjJtLOsDswu6HAmzYegNoQUN41Odxy7Eih0HM0uoXyEB0x5t5bXELfuOot3IeZDd6xlJrj58/Lra1mtJKbSO1GtASqEea0qhLmtKoV3elEKHSKGsJez69iLsOXzS9AA5zHhi72aoXfbcWXf7jpwyN5QcOu56BI3d7pJ3o8mentsbV8LLnRtgwpIdGPz3kT4ZRB5oXR1P3VQ3ogDJjTQ3eNilPOauRrjpknIe6/rq7I1uvzTIdqZtXq7ky8kLUwpzQi+4ZymFwfHKaW6OFOaUYODPUwoDZxVITkqhQ6RQGlM2NXy5crfZfdy5UUXI9HFGGv7dJoz+ISmQNmeeIAm80Kk+7r7C9ZzAMT9thuwClhG1e5pXwTM310OUj93gQRZpJfu8pL9wzzj3DSkiryKxntJLMzeY6ebsyds9zTmpKKUwJ/SCe5ZSGByvnOamFOaUYODPUwoDZxVITkqhQ6RQNhLL2YMZ9+nKAdSju12G2JhzYvjKrA14M9vGkkA6APP4JzDoxrro3cazRPl/2nuOlJOpmLB4J86cOYvuV1RGyUL5chLO7VlZE1j/udlmbWBGklG/FYOvMyPNntL0Ncl45JOVLh/J5qRPezezWjcJRim0jtRrQEqhHmspiVKox5tSaJc1pdAhUijn0snIVNbUs2U13H1FZTz/zTrM37wfZ7MdQWO3q+TdaAv+fQ0qFCuQCUA2bfxzwgos3LLffO0fLavh2VvqBQVIDqCW9X6yPlFSbHQUPnuoORpVLh5UHH+ZF23dj/6TVkGONJL1pSO7XeZ1U0pGrHfnb4OMGMooaKtapTC6W0OvEumvfF+fUwpzQi+4ZymFwfHKaW5KYU4JBv48pTBwVoHkpBQ6RAo7jlngdoyM7CYtkj8OyYddbygJpOHzWh65eu7IyXMCFkx6reulZqo+a5IbTL7/7U+Xr73QsT7ubuY6xeytHFkf2v+z1Vi+3fX6O9kEIpuHbm5QztxnnNsTpVCvhSmFeqylJEqhHm9KoV3WlEKHSGHv8cvx7XpXEZGjRbJODdrtGrkr2tCO9XFJhQT0+mAZDmS7Dzr7m9YqWxif3N8MxQvlw6nU9MzzIe+8orI51sXTbTH3NKsCKcNfOnj8NK58ZQ5k6thXGt/rcrSpfe4IodyaKIV6LUsp1GNNKdRlTSm0y5tSGKFSOGzGb5BpPLmV5M7LK2PBlv3Y/tcxu62fh6ItevJafLlyF/47e6PPtxbR/vj+ZmhatThk9+7tby3MHGEsFB+Dzx5sjq5vL8axv6d9M4L1aF4FQ271L4Wjvk/CiO83+SVfpWRBzB14td98Ts5AKdRrPUqhHmtKoS5rSqFd3pTCCJRC2f0pa7qY7BAQmTt+Kt2c3+gt9WpVDWUKxaJjg7JILJlgsskUr4hk1iTTu9dfnIj/+3y1W6imVUtg0oPNfN5JPfL7JIwMQAoleDh2/NohaicKpdAOx0CiUAoDoWQvD6eP7bH0F4lS6I9QcJ9TCiNQCru8tRDLt58/cDi4JmXuUAjISGKRmHQAZ1G48Ln1fO1G/gzZEJI15YuJxkudLzHC6Ck9dWNdc0TNR4t34MTpdBSKjzX3VReIi8Gtl5VH2pmzuOX1+X6reG3dshiX5WByvw84MAOlUK/RKIV6rKUkSqEeb0qhXdaUwgsshbJjOPv5dp3eXIBfdh6y29KM5pdATHQUhneuh1sbVzV5n57yKyYs3uH3uawZ5DrB+Ul/Ye+RU27PRUdF4bvH25ibad6Zt9Vr3DqJRfBBr8uRWDR/UGU7LTOlUK/FKIV6rCmFuqwphXZ5UwovkBSKGIh0yLEfcuaxHHki5+HJ+YN3vbsECzb/ZbelGS2TgMhZ+WL50blxRcgav+xp6VPXonThePR4bynkAOhgUlxMFFLTvU9UP3pNTcRGR3tcV7ju+XY4cxaQndK+kmwu6jfpF8xYuwdy7qAcifNMkEfiBPNO4cpLKQwXWfe4lEI91pRCXdaUQru8KYUXQApF+ET8PKXul1eGiMX4RcGNUNntFrk7mlwPKHcYz163Bw9+tMLtZQfffO7MwaHT1gcF4tJKxZBYNB6z17nuEs8a5J9X1cDDV9U018/tPnT+KKF+bWujX9taAZUn6xk/W+661lGksFfLagE9HymZKIV6LUEp1GNNKdRlTSm0y5tSeAGkcMR3mzDKx5V01UoVMocFr9jBdYU2uvvVdcqgWIE4FMwXg5svLQ+5oUOSrBeUdYPZ08TezfH9b3vw7rxtXou/pUF5xMVGYX3yETSuXAwtapYy9wl7OmQ8a5D/9WiC6+uVNTua35u/zVxZWK9cUdxQPzHgV63+5AyzKz1rurZuGYy7t2nAMSIhI6VQrxUohXqsKYW6rCmFdnnnKilMT0/HyZMnUahQoYAo1apVC0kRKIUBVZ6ZAiJwUWIRTHu0FeL+vg4w+0PZp+qbVknA5H+2wmvfbcLrXsT9imol8MkDzSBrELMnmTru/s7izIOp5X7qU2lnkD8uxtyPLGcd5jQ1Hvod9mc7a7FL44p49fZLcxpa9XlKoR5uSqEea0qhLmtKoV3euUYKx4wZg5EjRxohbNq0aeaffeG6UFIYzLEkdps7b0WT6ViZqpWzB32liUt3IjnlJIrHR6FLw3Jm9/HBY6dxyxvzsevg+SleubXkunqJKFs03i9IuVZOdh9XK1XQbSOR34f9ZJD7r/tNWuWS69MHmqF5jXMjoE5JlEK9lqIU6rGmFOqyphTa5Z0rpHDNmjXo3bs3pk6dilKlSmHAgAGoVKkS+vfv75PWhZLCbX8dw9WvzrHbkrk0mkyjyw0kshnnzsurID4uGvXLJ+CHDX9i+ppkn289q19r1EksGjCZY8eOmfujM46kkRG+DxZsw4nUM2Z6V3YFR0r6bv2fWLr9AGKionBdvbJoXMXuncka70kp1KB8rgxKoR5rSqEua0qhXd65QgpHjRqFlJQUDB482NBZsWIF+vXrh3nz5kWkFEqlrhsxF0l/HrXbmg6N1vfaWli67QAWb93v8gYVixfA/CeuMdOv+WKiXEbcZEnd6B82Yen2g+YMwOx3EUugjS+0h0zfBpqyS2GgzzFfaAQohaFxC+UpSmEo1EJ/hucUhs4u2CcphcES850/V0jhoEGDUKdOHfTo0cO87d69e9GyZUts2LABMTExXglcqJFCqVDfT3/B16v/sNuaDox2e5NK+G+XBpDp1o5jFuDPlJOZb/HRfZejda3A7v995JNfMH3NeZ6yvk7W2QWTKIXB0Mp5XkphzhkGGoFSGCgpO/kohXY4BhKFUhgIpcDz5Aop7NOnD9q0aYOuXbuaN5dRw8aNG2PVqlWZm05effVVNypvv/22GVW8EGnZzsO4b8KaC1F0RJR5fd1SZv1es6rFMutzMvUMPl2+G6fSz+KWS8qgQkJwhzfvPHgCm/YeQ+NKCSheMC7o90xLSzPTx3FxwT8bdGF8wGwKi4+Pt77mkmjdCcgmPOnfwpsp/AREwmVAwtegRPhrkTdKkO/Zp06dQv78wf28yBt0zr9l0aKBLaXKFVIo08Y1atRAz549DYE9e/agdevW2LhxI6Kjz00fzp49260PiEzKesQLle75YCWW73DGzSV3XV4Ri7YexNa/jrnhKpo/Fk+3r40VOw/j1+QUrPvj/NVwpYvkQ+USBbEiy3vWKF0IUx+63OPu3QvVFlKufGORxB+cOq1w9OhRFCxYMPPfqE6pebMUkULp38KbKfwEjh8/jnz58iE21vdB9OGvSe4vQaRQvpcUKRI5a74jkXqBAgUCqlaukMKxY8ciOTkZQ4YMMS+9ePFiDBw4MKLXFEo95faKt+ZuwaY9RzBl1e6AGsx2pssqFcOaXYdMXSTJISsNKxdHk6rFz+3aPQu0rFXKnO0nZ+PN/HUPjp1Mw62XVcCvfxzGsVNpZtdr1iNfVu48iJ83/YXY6Cj0bFnVrPl7++et+OvIKRTKH4verav7vbXD9nsGEo/Tx4FQspeH08f2WPqLxOljf4Tsfs7pY7s8fUXj9LFd1rlCCjdv3owuXbpg+vTpSExMRN++fVG1alUjhr7ShVxT6KlesnniwPHT+HTpTqSlnzVTmfIbpxyzI38WY4sy2nY+yVF5GUKXcY9yoyrF8cuOg+JzJskRKt2aVkbqGdmwEY0d+49jw54UXF6tBIoXzGfypJ85i5QTqUgoGAe5Bi4vJkqhbqtTCvV4Uwr1WEtJlEI93pRCu6xzhRQKkvHjx2P48OGGTqNGjTBixAgkJCQ4SgqzV1Ykb9++fShTpozdVmc0jwQohbodg1Kox5tSqMeaUqjLmlJol3eukUIz2uWQG00CbUJKYaCk7OSjFNrhGGgUSmGgpHKej1KYc4bBROBIYTC0cpaXUpgzftmfzlVSGCyaSJs+5khhsC1oNz+l0C5Pf9Eohf4I2fucUmiPZSCRKIWBULKTh1Joh2NGFErhBbj7ONAm5EhhoKTs5KMU2uEYaBRKYaCkcp6PUphzhsFEoBQGQytneSmFOePHkcIsBDhSaLczOT0apVC3BSmFerwphXqspSRKoR5vSqFd1hwp5Eih3R7l4GiUQt3GoxTq8aYU6rGmFOqyphTa5U0ppBTa7VEOjkYp1G08SqEeb0qhHmtKoS5rSqFd3pRCSqHdHuXgaJRC3cajFOrxphTqsaYU6rKmFNrlTSmkFNrtUQ6ORinUbTxKoR5vSqEea0qhLmtKoV3elEJKod0e5eBolELdxqMU6vGmFOqxphTqsqYU2uVNKaQU2u1RDo5GKdRtPEqhHm9KoR5rSqEua0qhXd6UQkqh3R7l4GiUQt3GoxTq8aYU6rGmFOqyphTa5U0ppBTa7VEOjkYp1G08SqEeb0qhHmtKoS5rSqFd3pRCSqHdHuXgaJRC3cajFOrxphTqsaYU6rKmFNrlTSmkFNrtUQ6ORinUbTxKoR5vSqEea0qhLmtKoV3eeV4K7eJkNBIgARIgARIgARKILAJJAQ6A5WkpjKwmc6+NjFzdddddmDJlSqRXNVfUb+LEiRDm9913X654n0h/ibvvvhuvvfYaypYtG+lVdXz9li1bhq+++govvvii49/FCS/w7LPPol27dmjRooUTquvoOu7fvx+PPPII5Ps3U84JUApzzjBsESiFYUPrMTClUJc3pVCPN6VQj7WURCnU400ptMuaUmiXp9VolEKrOP0GoxT6RWQ1A6XQKk6fwSiFeqwphbqsKYV2eVMK7fK0Go1SaBWn32CUQr+IrGagFFrFSSnUw+m3JI4U+kVkLQOl0BpKE4hSaJen1WiUQqs4/QajFPpFZDUDpdAqTkqhHk6/JVEK/SKyloFSaA0lmuqVqAAAEHRJREFUpdAuSkYjARIgARIgARIgAecS4Eihc9uONScBEiABEiABEiABawQohdZQMhAJkAAJkAAJkAAJOJcApdC5bceakwAJkAAJkAAJkIA1ApRCayjtBzp79ixSUlKQkJBgPzgjGgJHjx5F4cKF3WiQffg6yKlTp5AvXz5ERUVlFnLixAnExsYiLi4ufAXnwcjerm48fPgwihQpgujo6DxIJTyvLH24QIECbsHT09Nx8uRJFCpUKDwF5/Govr5Xk33wnYNSGDwzlSfmzp2Lxx57zJRVpkwZvPXWW6hevbpK2bm9EPlG8e6772Ls2LHmVatWrYpHH30U1157rfk72YevB8ycORN9+/bFt99+i2rVqkF+kA4cOBDz5883hd5zzz3o37+/izCGrza5N/L06dPNbTGpqanmlx7hLmnnzp148MEHkZycbP7+yiuv4Prrr8+9IBTebOrUqRgzZoz5BT4xMRH/93//l3mTiXx95MiRRgibNm2a+WeFauWqIqZNm4bHH38ckyZNQqNGjTLfzdf3arIPrQtQCkPjFtan5LfKZs2a4c033zTfXD755BN88cUX5j+mnBOQC9Tff/993HLLLUa4Z8+ejRdeeAFz5swxP0TJPueMPUXYt28f7rjjDhw4cMBcuSZS+N577xnu48aNw/Hjx9GpUycMGTIErVq1Ck8l8kBU+UH59NNPG6a1a9d2eeMHHngAl1xyiRHz9evX49Zbb8Xy5cs5GxFiv5Bfapo3b26+R9erV8/I9+jRozFjxgysXbsWvXv3hkhjqVKlMGDAAFSqVMn80sMUOIGhQ4di6dKlkO8fInqNGzc2D/v6OblmzRqyDxyxS05KYYjgwvnYwoUL8dxzz5nRlIzOL9/I5YdnhQoVwll0nowt31yE7+LFi7Fx40ayD1MvkBGq9u3bmxGs8ePHGyns1q0b/vGPf5h7YiXJiPiuXbuMpDOFRkDOf7z99tuN8GVNIjANGjSAfH8pXbq0+ahnz5647bbb0KFDh9AKy+NPyfKThg0bYt68eWaUUG6OeeKJJ/Djjz9i1KhRZvRw8ODBhtKKFSvQr18/k5cpcAI//fST+UW9e/fuhmWGFPr6Ofn555+TfeCIKYUhslJ7TH6znDVrVub0phR8zTXX4NVXX3UZOlerUC4vSGT75ZdfNr/lk314GvvLL780fN955x3zDf7TTz81Uti6dWu8/fbbZpRFkuSZPHmyGUFkCo1ArVq1zGjVokWLzLrBLl26GNYi21dffTWSkpIyA8svn+XLlzejKkyhEZDpYZnFuffee/Hhhx+ae4/btm2LQYMGoU6dOujRo4cJvHfvXrRs2RIbNmxATExMaIXl4adkZkf6a4YU+vpeLVJI9qF1Fo4UhsYtrE9NmDABK1euxPDhwzPL6dixo5l2aNOmTVjLzmvBZUpCRkr+85//GLZkb78H7N69G507dzbCXbZsWRcpFIGR6fuM9bIi6K+//jqXSoTYDLKBpEmTJuYHp0wVb9q0yXwfEUH866+/zMjsqlWrMqPLmkLZbCJTm0yhERDJE2GRdYMyPSzrlaWf9+nTx3xP+f/2zgO2pjcM4y8iqFU1a9TeJZVQW22hFWIrEmqEIDYR1EqoldqjMRo7VqoVMyFKzRC1R82KNFZtQvHP8yanuUvrXK2/nPu8iUTvOd93zvf7Tk6fvuv26tVLJ4bXEPsC/iw6Mc/aURRm9K7etWsX2ZtHrCMoCt0El53DkFQbFxenHhTD4CnEyz0gICA7L+1RcyOHDYUNCF0anhKyz9pHAPmbCFEiNxYeK1hISIjmBsE7iCIHFPz4+/vrMfCHV5GeQvf2ITU1VQIDA+1STQxxgjzNoKAgO09heHi4ChkISJp5AvijEs82cpQh+PDOxtdlonBq9uzZUrlyZX3+YSkpKeoZR4oKq77Ns3YUhRm9q+G5JXvzjCkK3WOW7aOQ+I0KNuSlwIxcIOYUZh16tEVBjpufn5++vI32KGSfdYwxk5Fz5WpWeGfxYocnBUIRtnLlSv3lyZxC9/YB7TlQXGL7rpg6dap+FhoaquI7Pj5efH199QLI08I/5hS6xzs2NlZTIfAPhs4GEIcIIyPnDVXeKJyCIWcZlfbMKXSPtaMozOhdjX0he/c401PoHrdsHYUXC3JP5s+frzlA8JrgIY+JicnW63rK5GlpadqCBr3yIiIi0gWh0SOP7LP3SbDNKYRXBc91dHS0Vh+jOALVhi1btszem7Dw7Mhlg0GMII8QqSeIPMAjiLYeEIQQJ4mJiVqQguIIb29vCxPJvqUlJydr6BgpEAgZIzQMzyAEINjDO472QChCQcU32l+BPc08AUdRmNHvyaSkJLI3j1hHUBS6CS67h+GvIIR9UBnr4+Oj7WmQOEv7cwJoV4AcN0dDX0gwJ/s/Z5zRDBCFEIP4BYkWQGifgl+qaLQcFham1ZsMr7m/B2j5g/zjhIQEFYIogMA/GIodRowYIffv39ef4ZE1vLTuX9GzR0ZFRYlR7YruEHiGg4ODFQqq7I3ccPTXi4yMZPsfNx8X/HGDdAfbPoUZvavJ3j3QFIXucftro5A4zm80+Wu47S5E9n+PO7/RJOtZQ2R7eXm5bAT+/v17LXag+M467uDtqoCE36qRdYx/NdOv3tVkb549RaF5ZhxBAiRAAiRAAiRAApYjQFFouS3lgkiABEiABEiABEjAPAGKQvPMOIIESIAESIAESIAELEeAotByW8oFkQAJkAAJkAAJkIB5AhSF5plxBAmQAAmQAAmQAAlYjgBFoeW2lAsiARIgARIgARIgAfMEKArNM+MIEiABEiABEiABErAcAYpCy20pF0QCJEACJEACJEAC5glQFJpnxhEkQAIkQAIkQAIkYDkCFIWW21IuiARIgARIgARIgATME6AoNM+MI0iABEiABEiABEjAcgQoCi23pVwQCZAACZAACZAACZgnQFFonhlHkAAJkAAJkAAJkIDlCFAUWm5LuSASIAESIAESIAESME+AotA8M44gARIgARIgARIgAcsRoCi03JZyQSRAAiRAAiRAAiRgngBFoXlmHEECJEACJEACJEACliNAUWi5LeWCSIAEMiLw9u1befPmjZQvX/6Xpz1//lwePXokRYoUkQoVKkju3Lldnvvq1St5/PixVKlSRQoVKuTynG/fvsmzZ8/0WK5cucTb21sKFChgd+6LFy/k06dPUqpUKcmTJ4/TPKmpqfLu3TspUaKE5MuXT49///5dkpOT9fPatWvr3L+yz58/C9Zka7gOrkcjARIgAYMARSGfBRIgAY8iMGXKFNm3b59cvnxZChYsaLf2pKQkmThxoty4cUPy588vHz9+1OPz5s2Tnj17pp979+5dmTZtmly5ciX9MwjD2NhYJwF5+/Zt6dy5s911mjZtKpMnT5ZatWrp5yNHjpSjR4/KzJkzpX///k77gWvjWqtWrZL27dvLmTNnZPr06SoKcZ+wUaNGyZAhQ1zu5eHDh2X06NF2xyAkY2JiPGrvuVgSIIGMCVAU8gkhARLwGALwEtavX1+KFi0qEyZMsBN68Na1a9dOWrVqJZMmTZLSpUvLly9fVKzh3Llz50qfPn2UVffu3dVjt2TJEilWrJg8efJEPXENGzZ0YmmIwlOnTomXl5fcunVLtm/fLufPn5eEhAT18BmiEMLy0KFDdnPcu3dPOnXqpJ8ZovDkyZOC++3SpYuO379/v4rM06dPS8mSJZ3uYceOHXrOpk2b0o/lyJFD8ubN6zF7z4WSAAlkToCiMHNGPIMESMAiBCCO9uzZo2Jw9+7dsnfv3vSVzZkzR44dOybHjx938vZFRUXJ6tWr1UMHYde6dWsZMGCADBo0KFMyhiiEAET4F4bQNAQoPJZ16tRRUYh54bkzPjMmXrhwoYaoMR7/h6fQ0RBKrlGjhqxZs0batm3rdBxi8s6dO7J8+fJM75cnkAAJeC4BikLP3XuunAQ8jgDCuPD2wfMWGBgocXFxKqZg8P7hM4SXHe3hw4cqxuBtQ8h36dKlEh0dLYsXL1bPYkb5fK5EIcRpeHi4nDhxQsqWLauisGbNmnLu3DmpVq2aHoN9/fpV7wnXGzp0aLqn0PH+rl69qvd/4cIFzYN0NAjeBw8eSI8ePQQewqpVq+p1aCRAAiRgS4CikM8DCZCARxC4du2adOvWTcO2Pj4+KsQQIkZuICwgIEDGjh0rAwcOdOLx4cMHqVevnqxdu1batGmjRSEIHW/evFkqVqyogg1zuxKHhijcsGGDegORtwiRB2FqiD9DFPr5+elnZ8+e1fA0Qtf4GV5CiFcjfGx7gyhkCQ0N1bUsW7bM5V7CywkPKc65fv265kr27dtXIBZpJEACJGAQoCjks0ACJOARBFDEceTIERVwMHjVIBANAda8eXPp16+fDB8+3InHy5cvpXHjxhpurlu3bvpxhGS3bt0qO3fuVE8iRJuj2RaaoCikXLly0rFjRxWfEIkwQxQOHjxY54+MjJSQkBAtHPH391exCu+eoyj88eOHejYvXbqkYWdUNmdmaWlpGjqH2ESOYbNmzTIbwuMkQAIeQoCi0EM2msskAU8mAM8YPIEQXLYVx/DAGQIMIq148eKyaNEiJ1SoVO7du7fcvHnTZXsahIGHDRsm8fHx4uvrazfeVfjY8QKGKEQFMcQrwtURERESFBSk3kJ4Ix1F4c+fP7X45eDBgypWy5Qp89tbDO9igwYNVIwaIvm3B/NEEiAByxKgKLTs1nJhJEACBgF40RAqvXjxop2omzFjhgowePu2bNmi57iq4B03bpygJyHCxa7s6dOnmluIEHGLFi3+SBQmJiZq7l/Xrl0F8yL/EOYoCiEaUZgCLyV6KZoxVC43adJE1q1bp0UzNBIgARIAAYpCPgckQAKWJ4BqY3jG0LbF1gwPIKqO4eFDWBcGbx0KP16/fq3tYyDMjNAtvI4IvzZq1EiriVFJvHHjRoGYwzyObV7MegpxfYSiIVZRyIK2M46iEFXEK1asUC9npUqV0peEa+NniF/cL3IMCxcuLOvXrxeEx+FNRMgb4hY5lrjfjIpkLP9gcIEkQAJ2BCgK+UCQAAlYmgAKOyD2Dhw4INWrV7dbK0KwHTp0kODgYBkzZoygjyE8cOgVaDSuRg4gCkOMXEKcgwpmzAtDniDmRz4i8v8c7XdEIcLGEKEI58KQ64eG2agqNr7BxNZTCIGXkpLidC0Uo6Cietu2bTJr1izNoYRIHD9+vH5uGNYC4WubH2nph4CLIwES+C0CFIW/hYknkQAJeBoBeAkXLFigwgohWqN1jcEBohFVyGiEnTNnzn8KD/oWojjGtpE1GnHjK/GQU2kIzX/qpnkzJEAC/zsBisL/fQt4AyRAAv8qAfQJDAsL0zYuaOmCbxyhkQAJkIBVCVAUWnVnuS4SIIEsIYBwMb6iDvmDaCRNIwESIAGrEqAotOrOcl0kQAIkQAIkQAIkYIIARaEJWDyVBEiABEiABEiABKxKgKLQqjvLdZEACZAACZAACZCACQIUhSZg8VQSIAESIAESIAESsCoBikKr7izXRQIkQAIkQAIkQAImCFAUmoDFU0mABEiABEiABEjAqgQoCq26s1wXCZAACZAACZAACZgg8B8KC6XUNqXP6QAAAABJRU5ErkJggg==", "image/svg+xml": [ - "0501000100200AQS PM 2.5PurpleAir PM 2.5" + "0501000100200AQS PM2.5PurpleAir PM2.5" ] }, "metadata": {}, @@ -32394,11 +32381,10 @@ ], "source": [ "px.scatter(full_df, x='pm25aqs', y='pm25pa', width=350, height=250,\n", - " labels={'pm25aqs':'AQS PM 2.5', 'pm25pa':'PurpleAir PM 2.5'})" + " labels={'pm25aqs':'AQS PM2.5', 'pm25pa':'PurpleAir PM2.5'})" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -32408,7 +32394,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -32417,7 +32403,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -32428,7 +32414,7 @@ }, "data": [ { - "hovertemplate": "AQS PM 2.5=%{x}
PurpleAir PM 2.5=%{y}", + "hovertemplate": "AQS PM2.5=%{x}
PurpleAir PM2.5=%{y}", "legendgroup": "", "marker": { "color": "#1F77B4", @@ -56928,7 +56914,7 @@ "yaxis": "y" }, { - "hovertemplate": "LOWESS trendline

AQS PM 2.5=%{x}
PurpleAir PM 2.5=%{y} (trend)", + "hovertemplate": "LOWESS trendline

AQS PM2.5=%{x}
PurpleAir PM2.5=%{y} (trend)", "legendgroup": "", "line": { "color": "orange" @@ -82320,7 +82306,7 @@ 50.397996465210355 ], "title": { - "text": "AQS PM 2.5" + "text": "AQS PM2.5" }, "type": "linear" }, @@ -82336,15 +82322,15 @@ 96.74410087638661 ], "title": { - "text": "PurpleAir PM 2.5" + "text": "PurpleAir PM2.5" }, "type": "linear" } } }, - "image/png": 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", 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", "image/svg+xml": [ - "02040020406080AQS PM 2.5PurpleAir PM 2.5" + "02040020406080AQS PM2.5PurpleAir PM2.5" ] }, "metadata": {}, @@ -82354,12 +82340,11 @@ "source": [ "px.scatter(full_df, x='pm25aqs', y='pm25pa', \n", " trendline='lowess', trendline_color_override=\"orange\",\n", - " labels={'pm25aqs':'AQS PM 2.5', 'pm25pa':'PurpleAir PM 2.5'},\n", + " labels={'pm25aqs':'AQS PM2.5', 'pm25pa':'PurpleAir PM2.5'},\n", " width=350, height=250)" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ @@ -82389,7 +82374,6 @@ ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ diff --git a/ch/12/pa_cleaning_aqs.html b/ch/12/pa_cleaning_aqs.html index a2db63617..d6446c695 100644 --- a/ch/12/pa_cleaning_aqs.html +++ b/ch/12/pa_cleaning_aqs.html @@ -1346,13 +1346,13 @@

12.3.1. Checking Granularity -
2019-07-08    12
-2018-12-04    12
-2018-12-22    12
+
2018-06-10    12
+2018-09-14    12
+2018-11-07    12
               ..
-2019-02-11    12
-2018-12-07    12
-2019-03-31    12
+2019-04-24    12
+2018-11-25    12
+2019-04-21    12
 Name: date_local, Length: 189, dtype: int64
 

 

@@ -1574,7 +1574,7 @@ 
12.3.4. Checking the Quality of PM2.5 Me
 

 

 
px.scatter(aqs, x='date_local', y='pm25',
-           labels={'date_local':'Date', 'pm25':'AQS Daily Avg PM 2.5'},
+           labels={'date_local':'Date', 'pm25':'AQS daily avg PM 2.5'},
           width=500, height=250)
 

 

diff --git a/ch/12/pa_cleaning_purpleair.html b/ch/12/pa_cleaning_purpleair.html
index 590614df1..8cb5bf369 100644
--- a/ch/12/pa_cleaning_purpleair.html
+++ b/ch/12/pa_cleaning_purpleair.html
@@ -1666,8 +1666,9 @@ 
12.4.1.1. Visualizing timestampsWe see that the number of measurements in a day varies widely. A line plot of these counts gives us a better sense of these variations:

 

 

-
px.line(per_day, x=per_day.index, y='records_per_day',
-       width=550, height=250, labels={'timestamp':'Date'})
+
px.line(per_day, x=per_day.index, y='records_per_day', 
+        labels={'timestamp':'Date', 'records_per_day':'Records per day'},
+        width=550, height=250,)
 

 

 

@@ -1766,7 +1767,8 @@ 
12.4.1.2. Checking the sampling rate
 

 
fig = px.line(per_day, x=per_day.index, y='records_per_day',
-              labels={'timestamp':'Date'}, width=550, height=250)
+              labels={'timestamp':'Date', 'records_per_day':'Records per day'}, 
+              width=550, height=250)
 
 fig.add_annotation(x='2019-07-24', y=720,
             text="720", showarrow=False, yshift=10)
diff --git a/ch/12/pa_eda.html b/ch/12/pa_eda.html
index 930f75949..956731d02 100644
--- a/ch/12/pa_eda.html
+++ b/ch/12/pa_eda.html
@@ -1440,7 +1440,7 @@ 
Exploring PurpleAir and AQS Measurements

 

 

 
fig = px.line(ts_nc4, x='date', y='pm25aqs',
-              labels={'date':'', 'pm25aqs':'PM 2.5 weekly avg'},
+              labels={'date':'', 'pm25aqs':'PM2.5 weekly avg'},
               width=500, height=250)
 
 fig.add_trace(go.Scatter(x=ts_nc4['date'], y=ts_nc4['pm25pa'],
@@ -1481,8 +1481,8 @@ 
Exploring PurpleAir and AQS Measurements

 

 

 
percs = np.arange(1, 100, 1)
-aqs_qs = np.percentile(nc4['pm25aqs'], percs, method='lower')
-pa_qs = np.percentile(nc4['pm25pa'], percs, method='lower')
+aqs_qs = np.percentile(nc4['pm25aqs'], percs, interpolation='lower')
+pa_qs = np.percentile(nc4['pm25pa'], percs, interpolation='lower')
 perc_df = pd.DataFrame({'percentile': percs, 'aqs_qs':aqs_qs, 'pa_qs':pa_qs})
 

 

@@ -1491,8 +1491,8 @@ 
Exploring PurpleAir and AQS Measurements

 

 

 
fig = px.scatter(perc_df, x='aqs_qs', y='pa_qs',
-                 labels={'aqs_qs': 'AQS Quantiles',
-                         'pa_qs': 'PurpleAir Quantiles'},
+                 labels={'aqs_qs': 'AQS quantiles',
+                         'pa_qs': 'PurpleAir quantiles'},
                  width=350, height=250)
 
 
@@ -1520,7 +1520,7 @@ 
Exploring PurpleAir and AQS Measurements

 
fig = px.histogram(diffs, histnorm='percent', 
                    width=350, height=250)
 
-fig.update_xaxes(range=[-10,30], title="Difference: PA - AQS reading")
+fig.update_xaxes(range=[-10,30], title="Difference: PA–AQS reading")
 fig.update_traces(xbins=dict(
         start=-10.0, end=30.0, size=2)
                  )
@@ -1537,7 +1537,7 @@ 
Exploring PurpleAir and AQS Measurements

 

 

 
px.scatter(full_df, x='pm25aqs', y='pm25pa', width=350, height=250,
-          labels={'pm25aqs':'AQS PM 2.5', 'pm25pa':'PurpleAir PM 2.5'})
+          labels={'pm25aqs':'AQS PM2.5', 'pm25pa':'PurpleAir PM2.5'})
 

 

 

@@ -1557,7 +1557,7 @@ 
Exploring PurpleAir and AQS Measurements

 

 
px.scatter(full_df, x='pm25aqs', y='pm25pa', 
            trendline='lowess', trendline_color_override="orange",
-           labels={'pm25aqs':'AQS PM 2.5', 'pm25pa':'PurpleAir PM 2.5'},
+           labels={'pm25aqs':'AQS PM2.5', 'pm25pa':'PurpleAir PM2.5'},
            width=350, height=250)
 

 

diff --git a/searchindex.js b/searchindex.js
index 05b2959e5..885316b00 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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74,75,80,85,86,87,89,98,116,118,123,125,130,137,138,141,142,144,146],"float":[49,59,88],"function":[0,12,16,21,30,32,34,38,41,43,44,53,56,57,61,71,74,80,84,88,89,92,93,99,100,101,103,107,108,109,113,115,118,121,122,125,126,128,129,131,133,134,136,137,138,139,140,142,149],"import":[1,2,3,5,6,7,9,10,12,16,17,18,19,30,31,32,35,37,38,39,40,43,44,45,47,48,49,50,51,53,55,57,58,60,61,63,64,66,67,70,71,72,73,74,75,76,77,79,80,84,85,86,88,89,91,92,93,94,95,96,97,99,101,102,103,105,107,108,109,110,111,113,114,115,116,119,120,121,122,123,125,126,129,130,136,138,139,140,141,142,144,145,149],"int":[12,50,85,88,120,131,140],"long":[20,24,25,27,32,38,44,50,54,57,59,63,64,65,71,75,77,84,87,89,94,100,108,125,133,135],"new":[1,2,3,5,12,16,17,21,22,23,27,28,30,32,34,37,38,40,42,45,49,50,52,53,54,56,58,59,62,68,73,82,85,86,88,92,94,95,96,105,106,107,108,109,111,113,114,115,116,118,120,125,129,132,133,134,139,140,142,143,144,147,149],"null":[58,59,76,91,112,113,115,118,119,140],"public":[5,6,7,8,12,42,50,66,79,82,98,139,147,149],"r\u00b2":95,"return":[5,12,16,19,22,28,30,34,35,37,38,43,50,53,56,58,59,63,66,70,74,75,76,84,85,86,88,89,92,93,94,97,101,105,109,113,114,115,118,120,123,126,127,129,130,136,139,140,142],"short":[15,19,28,38,40,41,44,47,50,52,54,56,57,59,63,65,72,84,85,88,91,95,97,102,126,133,134,143,149],"static":[5,7,69,70],"super":[19,25,58],"switch":[19,84,138],"throw":[9,43,104],"true":[1,5,9,14,16,25,32,53,56,58,59,63,65,66,67,71,72,75,80,81,84,85,88,91,92,95,96,100,105,106,108,109,111,113,115,118,119,123,126,127,129,131,136,139,140,142],"try":[2,7,12,16,19,43,49,50,53,55,58,64,70,71,72,73,81,84,86,88,93,95,102,107,108,109,113,116,123,141],"var":[91,123],"while":[9,14,16,17,19,22,25,29,30,31,32,35,36,39,40,44,47,49,54,57,58,59,61,65,71,72,77,78,87,90,91,92,95,99,100,101,108,110,113,114,115,118,122,123,125,133,136,140,149],A:[0,1,4,5,6,7,9,13,16,17,19,20,24,25,28,30,31,32,34,38,40,42,43,44,45,47,49,50,52,54,55,56,57,59,62,65,66,67,68,69,71,72,75,78,84,85,88,89,92,93,94,106,107,112,118,119,120,125,126,133,134,135,138,140,141,146,147,149],AND:[38,43,76],AS:[37,40,76],And:[0,1,2,3,6,7,12,17,19,20,23,25,27,30,32,42,44,45,46,50,52,53,55,58,62,69,71,73,78,80,88,92,93,94,95,96,97,99,101,104,107,110,112,113,114,118,123,126,130,133,135],As:[1,3,5,7,8,12,13,16,17,19,24,25,30,35,37,38,39,40,41,44,45,47,49,50,52,53,56,57,58,59,60,61,62,63,64,65,67,68,71,72,73,74,75,77,80,82,83,84,88,89,92,96,97,100,101,102,103,105,106,108,109,111,112,113,114,118,121,122,123,125,126,131,133,135,140,142,144,145],At:[1,2,7,17,49,52,54,55,58,59,66,84,85,93,98,113,116,117,119,126,127,133,137,149],BY:[37,38,40,79,148],Being:110,But:[3,7,12,16,20,23,28,29,32,44,45,46,47,49,50,51,52,53,54,57,59,61,62,65,67,69,71,72,75,76,78,84,86,87,88,94,95,96,97,99,101,104,105,110,111,113,116,118,121,122,123,125,126,128,137,140,144],By:[19,21,28,30,32,41,44,45,56,59,62,65,72,80,86,90,92,105,115,118,126,146,148],For:[0,1,5,6,7,9,10,12,14,16,17,19,20,21,22,25,26,27,28,29,30,31,32,34,35,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,58,59,60,61,62,64,65,66,67,69,70,71,72,74,75,76,77,80,82,83,84,85,86,88,89,90,91,92,93,94,95,96,97,99,100,101,102,105,106,107,108,109,111,112,113,114,115,117,118,120,123,125,126,129,130,131,132,134,136,137,138,139,140,141,142,143,144,145,146,149],If:[5,7,9,10,11,12,14,15,19,25,26,30,35,41,43,44,45,47,48,49,50,52,53,54,57,59,63,65,69,70,72,75,78,80,81,84,88,89,92,93,94,95,96,97,100,101,104,109,110,112,113,115,118,123,126,130,131,133,134,135,136,143,145,146,149],In:[0,1,2,3,4,5,6,7,8,9,12,13,14,15,16,17,18,19,20,23,24,25,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,79,80,81,82,83,84,85,86,88,89,90,91,93,94,95,96,97,98,99,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,131,132,133,134,136,137,138,140,142,144,145,146,147,149],Is:[59,60,119,147],It:[1,5,6,7,9,12,16,17,19,22,25,27,28,30,32,41,44,45,47,50,52,53,58,59,60,61,62,63,65,66,67,69,70,71,72,75,76,79,81,84,85,86,88,92,95,99,100,101,104,105,107,108,110,111,113,115,116,118,120,121,123,126,134,136,142,148,149],Its:[0,34,59,88,100],No:[1,11,16,45,53,66,71,84],Not:[12,84,89],OF:50,ON:[37,76],OR:38,Of:19,On:[7,12,15,17,34,47,50,65,71,72,81,102,104,108,109,110,116,118,121,123,126,134,140,142,149],One:[5,6,19,28,31,42,47,49,52,53,56,59,61,64,65,68,69,72,74,75,84,88,89,96,99,100,102,107,110,113,116,123,140,145,146],Or:[4,32,49,54,55,56,70],Such:[6,12,96],That:[5,12,15,16,17,19,20,35,40,45,48,49,52,58,59,66,80,88,91,93,95,96,97,100,101,105,111,112,113,114,115,118,119,123,126,131,134,140,142,145],The:[0,3,4,5,6,7,8,9,10,11,14,15,18,19,21,22,23,24,25,26,28,29,30,31,32,35,36,37,38,40,42,43,44,45,47,48,49,50,51,52,53,54,55,56,57,58,61,62,63,64,65,66,67,69,70,71,72,74,75,76,77,78,79,80,81,82,84,85,86,87,88,89,91,92,93,94,95,96,97,99,100,101,102,103,105,106,107,108,109,110,111,112,113,114,115,116,118,119,120,121,123,124,125,127,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,147,148,149],Their:[47,75],Then:[16,17,19,25,28,29,36,40,45,47,53,59,62,68,70,72,73,75,76,80,84,85,88,90,98,99,103,105,106,111,112,113,115,118,120,123,129,130,133,134,140,141,142],There:[0,8,16,22,28,30,32,38,44,47,49,50,54,56,57,58,59,63,69,71,72,74,75,76,82,85,86,88,89,91,92,93,94,95,96,97,101,103,107,112,113,115,122,126,127,129,134,139,145],These:[0,1,3,5,7,9,11,15,16,17,18,22,23,25,31,39,41,42,44,45,46,47,48,50,51,52,54,58,59,62,63,65,66,67,70,72,75,79,81,82,84,85,86,88,91,92,93,95,96,97,99,100,101,102,103,105,106,107,110,111,112,113,114,118,127,128,132,140,142,145,147,149],To:[0,1,2,7,8,9,11,12,14,16,19,20,21,22,25,28,30,32,34,35,37,38,40,41,43,45,47,50,51,53,54,55,56,57,58,59,60,61,63,65,67,70,72,73,74,75,76,78,79,80,81,82,83,84,85,86,88,93,95,96,97,98,99,100,102,103,105,106,107,108,109,110,111,112,113,114,115,118,120,123,124,125,126,129,130,133,139,140,142,143,144,145,146,147,149],Will:149,With:[0,2,10,12,14,16,19,47,48,52,53,54,57,59,61,62,63,65,71,72,78,79,84,85,86,91,92,94,95,99,103,107,108,111,113,118,123,124,135,137,142],_0:[100,101,102,103,114,118],_1:[95,100,101,102,103,129],_2:95,_:[12,16,44,113,115,120,140],__class__:[32,70],__name__:32,_a:135,_b:[112,135],_c:113,_elementunicoderesult:88,_figur:70,_i:[108,109,118,133,135],_s:111,_t:[111,113],a14:92,a1b2c3d4e5:93,aaron:149,ab:[16,19,84,108,136,145],abandon:6,abbrevi:[32,78,82,83,86],abc:[16,84],abcdefg:16,abcnew:140,abcxyz27:84,abd:16,abel:88,abf:16,abg:16,abhijit:149,abil:[7,65,104,149],abl:[12,16,20,24,43,46,47,66,73,79,113,131],abnorm:74,abound:94,about:[0,1,3,5,6,7,8,9,11,12,13,15,16,17,18,19,22,23,24,25,29,30,32,34,35,36,37,38,41,42,44,45,46,47,48,49,50,53,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,74,75,76,78,79,80,81,84,85,87,88,90,92,93,94,95,98,100,101,102,105,108,109,112,113,114,115,116,118,119,120,121,122,124,126,127,129,139,140,141,142,144,149],abov:[32,63,64,72,75,96,97,101,102,105,120,127,135,145,149],absenc:[59,61,142,144],absent:[86,142],absolut:[0,12,21,25,95,101,108,128,136],absorb:108,abus:[51,67,147],ac:16,acb:16,acc:126,accept:[41,89],access:[0,1,3,5,6,9,10,11,14,16,26,41,42,47,49,52,58,79,81,89,92,93,94,95,113,116,122,124,127,143,149],access_token:93,accessor:[56,86],accid:[88,101],accident:[42,52,124],accommod:52,accompani:[58,75],accomplish:[84,123],accord:[7,12,16,45,49,52,61,62,65,75,76,85,88,93,108,113,120,123,143,146],accordingli:12,account:[1,12,23,27,45,67,73,85,88,93,96,97,100,114],accur:[3,5,6,8,9,10,12,13,14,16,45,56,65,67,71,77,78,80,81,95,97,101,102,103,110,112,115,122,124,133,142,143,144],accuraci:[3,8,9,10,11,12,14,16,49,77,79,95,108,110,112,114,120,123,126,138,142,144],acd:16,acf:16,acg:16,achiev:[76,126,138,142,149],acknowledg:[12,147],acoust:93,acquaint:6,acquir:[1,20,89,90,94,107,147],acquisit:1,acronym:38,across:[3,6,10,14,17,19,23,26,30,36,44,47,50,53,54,58,60,61,62,63,65,72,77,78,79,88,90,105,114,116,129,138,142,149],act:[9,45,88,105,108],act_neg:126,act_stop_tm:22,action:[5,41,45,50,56,58,60,86,89,113,118,120,125,145],activ:[5,6,7,10,23,60,61,76,80,86,113],actual:[6,12,13,15,19,20,22,23,25,26,27,44,49,50,59,65,71,74,80,88,89,92,97,101,102,105,113,116,118,119,123,126,139,140,142,149],ad:[14,16,25,31,34,41,52,58,60,70,73,88,92,95,96,100,104,106,107,108,110,118,123,127,129,130,132,145],adag:58,adapt:[8,9,16,88,99,138],adaptor:92,adc:76,add:[14,16,19,30,32,38,41,47,49,53,56,58,65,66,67,68,70,72,78,84,92,96,97,100,101,105,107,114,115,118,123,126,129,131,146],add_annot:[25,66,70,75,105,113,126],add_const:114,add_hlin:[66,75,95,97,99,101,123,131],add_trac:[57,58,63,65,71,72,78,105,107,123,126,129,130],add_vlin:[32,75,142],addit:[5,6,7,9,16,17,41,43,44,48,50,51,58,59,60,62,63,65,66,67,71,75,78,88,89,90,92,95,96,97,99,100,101,102,105,111,112,114,118,123,124,126,137,142,144,145,147,149],addition:[0,7,10,12,41,53,59,84,95,96,107,118,138,142],address:[0,2,3,6,7,8,9,11,15,16,18,23,25,43,45,49,51,52,53,54,58,61,72,75,76,82,83,85,86,87,90,94,95,114,118,122,124,129,130,139,142,143,147,149],adequ:[1,41,49,59,111],adf:16,adg:16,adhikari:149,adjust:[3,12,22,45,50,54,58,67,70,71,73,76,77,80,81,95,96,99,100,105,106,112,115,118,123,126,127,131],administ:[5,42,114,147],administr:[6,17,26,32,38,42,50,51,147],admiss:62,adopt:[44,59,60,102],adult:17,advanc:[12,59,85,137,149],advantag:[5,12,16,31,37,47,56,59,69,70,81,88,90,92,93,104,108,130,137,138],advers:[42,67],advertis:10,advic:[61,84],advis:[2,107],aef:16,aeg:16,affect:[7,52,59,67,72,85,99,103,136,142,145,149],affili:59,affirm:50,afford:79,afg:16,africa:17,after:[1,5,6,12,16,17,23,25,27,28,32,34,40,41,48,50,51,52,55,61,71,73,75,80,84,85,88,90,93,95,103,111,113,114,115,123,124,133,136,139,140,142,144,145,149],afterimag:65,ag:[6,9,17,32,44,45,49,56,65,67,72,76,91,106,120,121,123,124],again:[3,5,12,16,19,23,32,41,53,62,65,72,80,88,95,97,99,101,102,108,109,110,113,114,116,118,120,130],against:[9,13,14,16,17,22,49,50,58,59,60,61,62,66,70,71,72,74,95,97,100,101,105,108,111,114,126,127,131],agarw:149,age2:123,age5:67,age_10:123,age_15:123,age_2:123,age_5:123,age_5yr:[67,72],age_:123,age_var:123,agenc:[3,7,14,54,79,102,145,147],agent:89,agg:[28,50,74,131,140],aggfunc:28,aggrav:19,aggreg:[7,30,31,32,33,34,37,38,40,47,48,50,54,68,73,75,95],agil:59,ago:61,agre:[34,59,113],agreement:[49,78,94],aid:12,ailment:[57,59],aim:[1,3,4,7,8,40,42,63,72,76,91,94,95,101,109,118,128,140,149],air:[1,2,3,5,7,9,13,18,50,67,74,76,77,78,80,81,98,99,102,112,115,117,118,128,147,149],airflow:9,airnow:[77,79],ak1:78,ak:140,aka:[54,84,88,89,117],akc:147,al:[0,143],alameda:58,alaska:78,albani:[58,65],albeit:71,album:93,album_group:93,album_id:93,album_nam:93,album_track:93,album_typ:93,alcohol:49,alert:[81,89],alexand:[35,38,40],algebra:[31,38,46,98,100,103,113,118,146,149],algorithm:[3,10,16,38,103,133,134,135,136,138],alh:75,align:[5,7,10,16,19,31,44,52,65,66,73,80,82,91,95,96,97,100,102,103,108,115,118,123,129,130,131,133,134,135,145,146],aliv:[89,94],all:[0,2,5,6,7,8,10,12,14,16,19,21,23,26,29,30,31,32,35,37,38,40,41,42,43,44,45,47,48,49,50,52,53,57,58,59,62,65,67,68,69,71,72,74,75,76,78,83,84,85,86,87,88,89,91,92,95,96,97,98,99,100,101,102,104,105,107,108,109,110,111,112,113,115,117,118,119,120,121,123,124,125,126,127,128,129,132,133,135,137,139,140,142,143,145,146,147,149],all_sampl:16,allclos:108,allen:149,alloc:72,allot:12,allow:[5,16,31,49,65,69,84,86,88,89,96,104,108,110,122,135,145],almost:[1,32,35,38,40,63,75,84,89,114,145],alon:[41,66,69,84,108,123,126,138],along:[8,13,19,25,41,50,56,57,58,63,65,71,72,75,76,84,85,88,92,95,100,102,103,104,105,106,109,113,114,118,123,126,127,149],alpha:[108,114,133,134,136],alpha_:108,alphabet:65,alphanumer:84,alphasr:108,alr4:147,alreadi:[7,16,20,50,58,62,73,74,77,88,101,115],also:[0,1,2,3,5,6,7,10,11,12,13,15,16,17,18,20,21,22,25,27,28,29,30,31,32,34,36,37,38,39,40,42,43,44,45,47,48,49,50,51,52,53,54,56,57,58,59,60,62,63,64,65,66,67,68,69,70,71,72,74,75,76,77,78,79,80,81,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,103,106,107,108,109,110,111,112,114,115,118,119,120,121,123,126,127,128,129,130,131,132,133,135,136,138,140,143,145,146,149],altair:69,alter:[52,84],altern:[46,48,58,61,62,86,111,112,113,119,123,130,133,138,149],although:[19,31,35,38,40,41,46,47,54,57,58,59,62,75,85,86,88,89,91,100,106,111,118,133,140,142,144,145],altogeth:[79,86,107],alvin:149,alwai:[3,19,26,50,59,65,72,75,79,82,84,115,118,126,129,131,137,147],amaz:3,ambigu:[35,59],amelia:38,amelior:110,amen:88,ameri:140,american:[4,5,12,59,66,85,147],among:[7,17,45,52,59,95,113,123,126],amount:[6,12,14,22,25,38,45,47,49,51,52,58,68,72,81,85,90,91,96,101,108,110,117,119,122,125,126,131,133,134,135,142,149],amp:[22,76,82],amplifi:81,amt:[53,127,131],amts_:75,amts_fresno:76,amts_test:75,amts_testinga:[74,75],an:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18,19,20,21,25,28,29,30,32,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,69,70,71,72,73,74,75,76,78,79,80,81,82,83,84,85,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,105,106,107,108,109,111,112,113,114,115,116,117,118,119,120,122,123,125,126,127,128,129,130,131,133,135,136,137,139,140,141,142,144,145,148,149],analog:[5,9,14,15,16,80,84,131],analys:[1,6,31,36,40,47,54,56,59,66,68,69,77,87,88,98,116,141,144,147,149],analysi:[0,1,7,8,11,12,14,16,20,21,22,24,26,27,29,31,33,37,38,40,45,48,50,51,52,53,54,55,56,58,59,60,62,64,66,70,73,74,75,76,77,78,79,80,83,84,87,90,95,98,120,123,125,126,127,139,140,141,142,144,147,149],analysis_url:93,analyst:2,analyt:136,analyz:[0,1,3,7,16,25,39,46,47,48,51,59,73,75,77,83,84,85,87,94,95,143,144,147,149],ananth:149,ancillari:92,andrea:79,andrew:[0,149],anes_loss:123,angl:65,ani:[2,9,10,12,14,16,19,20,22,32,34,40,41,44,49,50,52,53,55,56,57,58,59,60,65,68,70,71,81,84,85,88,89,93,100,101,105,108,110,113,116,118,119,120,123,124,125,126,130,133,135,136,142,145,146,149],anim:[3,18,124],anno_param:66,annoi:126,annot:[65,66,88],annoy:15,annual:[28,42,50,54,72,74,147],annual_url:76,anomal:[52,57,58,104,120],anomali:[1,49,50,55,58],anoth:[1,5,6,12,19,22,25,27,31,32,35,36,38,42,43,44,47,48,49,51,52,53,54,56,57,58,59,62,65,67,71,72,84,85,86,88,90,92,95,96,99,101,105,106,107,108,109,110,112,114,118,119,123,126,127,130,132,133,138,144,145,146,147],anscomb:102,anson:[44,82,86],answer:[0,1,3,4,5,6,7,8,10,11,15,16,17,19,23,25,27,28,30,37,46,48,52,56,60,82,95,123,149],anthoni:149,antibiot:123,antifa:140,any_vio:53,anymor:35,anyon:[7,14],anyth:[16,22,52,80],anywai:141,anywher:[84,88],apach:92,apart:[23,25,53,76,79,85],api:[69,70,74,75,91,93,94,96,114,130,147],app:[58,76,93,94],appar:[6,101,102],appeal:50,appear:[0,12,14,16,19,23,28,35,37,40,41,43,44,45,48,49,50,53,56,57,58,59,63,65,70,71,72,75,76,78,82,84,85,88,95,96,97,99,105,108,113,114,118,120,121,129,140,141,142,145,147],append:[25,32,34,92,93,108,120],appendag:106,appendix:144,appl:32,appli:[0,3,5,6,16,21,24,32,40,45,53,56,58,59,62,63,65,67,72,73,75,77,79,81,85,86,104,105,108,113,114,123,132,139,140,141,145,147,149],applic:[0,4,31,32,38,41,4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isi:[0,61,119],criteria:[32,38,49,106,122],critic:[10,45,52,92,105,123,133],crop:[71,108,122],cross:[0,6,49,50,58,65,67,106,108,110,118,126,130,132,137,141,142,144],crosstab:[49,65],crowd:[58,77],crowdsourc:[3,14,77],crucial:[7,9,66,77,111],crude:63,crux:15,cs:142,csv:[20,22,28,30,31,32,34,37,41,43,44,45,47,55,56,59,65,74,75,76,78,90,92,94,101,107,108,113,114,120,127,136,147],csv_file:[78,101],cthe:70,ctry:88,cube:[88,92],cubic:[14,63,74,101,105,107],cumbersom:[62,100],cumul:41,cup:145,curios:55,curiou:[24,55,142],curl:89,curli:[25,84,91],curr:88,currenc:88,current:[5,41,75,85,123],curs:[62,72],cursori:59,curv:[0,12,19,57,58,59,63,65,67,72,78,80,105,107,109,110,112,113,118,126,133,134],curvatur:[71,72,97,106,107,109,111,129],curvi:107,curvilinear:71,custom:[34,70,114],cut:[70,75,76,99,127,131],cutoff:105,cutoff_d:75,cv:108,cv_x_train:105,cv_x_valid:105,cv_y_train:105,cv_y_valid:105,cx:84,cy:118,cycl:[2,3,65,93,129],cyclic:51,cylind:[120,125],cz:95,cz_df:95,d574942462c9e687c3235ce020466aa:88,d:[16,20,22,26,32,56,74,75,84,88,93,131,136,139,140,146,149],dachshund:59,dagger:99,dai:[5,7,9,10,12,14,17,22,23,25,27,45,47,50,52,53,56,59,74,75,84,86,88,92,101,113,115,143,147],daili:[24,28,29,32,50,74,75,78,92,99,101],daily_url:76,dailybuzzl:139,dailydata:91,dailynewsforamerican:140,dalmatian:59,damag:[79,108,147],danceabl:93,danger:[30,37,107,119],daniel:[107,149],danni:149,dark:[65,72,84],darker:72,darkorang:101,dart:[5,9,11,14],dartboard:9,dasgupta:149,dash:[6,12,41,65,66,72,75,78,84,95,97,99,101,109,126,129,130,131,142],dashdot:[28,32,65,126,129],dat:45,data6:92,data:[0,1,3,4,5,7,9,10,11,12,14,15,16,17,18,19,20,21,23,24,25,26,27,28,29,30,33,34,35,36,37,38,39,40,41,43,44,45,46,47,48,51,52,53,54,55,56,57,58,59,60,62,63,64,65,66,69,70,73,76,77,78,79,80,81,82,83,84,85,86,87,88,89,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,141,142,143,144,145,149],data_fold:75,data_mat:91,data_rang:28,data_row:91,data_var:92,dataarrai:92,databas:[0,31,37,38,39,40,47,76,88,92,149],datafil:[50,91,120,139],datafram:[16,28,30,33,34,35,36,37,38,41,42,43,44,45,46,47,48,49,50,52,54,55,56,58,59,69,72,74,75,76,78,85,87,88,91,92,93,96,100,101,105,113,114,120,121,123,126,129,130,139,140,142],dataset:[4,6,17,19,28,31,32,34,35,36,38,41,42,45,46,47,48,49,51,52,53,54,55,56,57,58,59,64,71,72,73,75,78,81,89,90,92,94,95,100,101,107,109,113,127,131,133,134,135,136,138,139,140,141,142,143,147,149],datasf:[42,147],datavers:147,date:[16,22,31,41,44,45,50,53,56,58,59,66,67,68,75,78,82,83,84,85,86,88,89,91,92,93,101,139],date_format:[56,74,75],date_loc:74,date_rang:74,date_str:88,datetim:[56,92],datetime64:[56,58,92,140],datum:76,daughter:32,daunt:65,dawn:[41,43,44,47,48,49,51,52,54,56,67,147],dawn_ct:67,dawn_path:44,dawn_wt_sort:67,day_of_week:56,daylight:75,dayofweek:56,db:[35,37,38,40,76],dc:[72,95],dcs222dj3ow9j:139,dd:[56,74],de:[82,86,124,147],deadliest:74,deal:145,deb:148,debat:13,debbi:30,deborah:149,debug:[84,94],debunk:13,dec:[41,50],decad:34,decdat:50,deceiv:141,decemb:[58,74,85,92],decid:[16,49,52,55,59,65,71,73,75,104,106,107,108,120,125,126,142,143],decim:[44,50,59],deciph:[42,62],decis:[2,8,15,16,19,42,52,59,61,73,80,106,120,125,126,142,144,149],deck:52,decod:43,decompos:118,decomposit:118,decreas:[58,76,95,106,108,110,111,118,129,134,142],deduct:[52,53],deem:7,deemphas:65,deep:[85,108,144],deeper:[18,23,41,55,75,113,114,129,144],deepli:[80,113,144],def:[12,16,19,22,28,34,44,53,56,58,63,74,75,76,85,86,88,101,105,109,113,114,115,120,123,126,127,129,136,139,140,142],default_rng:113,defect:16,defin:[1,16,19,28,31,34,38,49,59,60,62,63,86,88,100,101,102,118,129,130,133,137,140,142,146],definit:[6,16,59,65,100,107,117,118,135,142],deflat:89,deg:[16,107],degrad:[53,82],degre:[5,12,44,71,76,97,105,107,109,111,118,146],delai:[23,25,26,50,81,134,136],delet:[86,89],deli:43,deliber:49,delic:9,delimit:[41,82,90,114],deliveri:42,delv:[18,113],demand:149,democrat:59,demograph:[7,48,54,82,91],demonstr:[1,3,7,13,16,18,19,32,36,40,42,53,54,58,59,62,64,66,74,83,91,92,94,96,105,107,108,109,111,113,123,125,129,134,136],denero:149,denomin:[100,119,129],denot:[44,50,63,84,113,118,126,129,131],denser:[57,127],densiti:[0,23,25,57,59,63,65,71,72,127,131],depart:[7,42,114,122,147],departur:19,depend:[6,21,47,51,52,53,61,75,79,84,92,95,96,102,104,109,113,119,123,126,135,138,142],depict:[5,28,54,85,100],deploi:79,depth:[0,32,59,144,149],deputi:139,deriv:[22,23,27,38,84,95,97,99,100,101,102,103,118,130,133,134,135],desc:38,descend:[32,38,76],descent:[103,130,135,136,137,138],describ:[5,7,8,9,11,15,16,17,18,20,23,32,40,41,44,45,46,47,49,50,51,52,55,56,57,59,60,61,63,64,65,66,69,70,74,75,80,82,83,84,86,88,90,91,92,93,94,95,96,97,98,99,102,104,105,110,111,112,113,114,118,119,125,126,127,128,129,137,138,143,145,149],descript:[1,4,16,18,22,41,42,45,46,49,56,58,59,61,78,82,83,84,85,86,88,89,90,92,95,98,104,108,117,120,125,139,144],design:[0,1,3,5,11,15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Material","1.1. The Stages of the Lifecycle","1. The Data Science Lifecycle","1.2. Examples of the Lifecycle","1.3. Summary","2.6. Accuracy","2.1. Big Data and New Opportunities","2.3. Target Population, Access Frame, and Sample","2. Questions and Data Scope","2.5. Measuring Natural Phenomena","2.4. Instruments and Protocols","2.7. Summary","3.2. Example: Simulating Election Poll Bias and Variance","3. Simulation and Data Design","3.4. Example: Measuring Air Quality","3.5. Summary","3.1. The Urn Model","3.3. Example: Simulating a Randomized Trial for a Vaccine","4. Modeling with Summary Statistics","4.2. Minimizing Loss","4.1. The Constant Model","4.3. Summary","5.2. Data Wrangling","5.3. Exploring Bus Times","5. Case Study: Why Is My Bus Always Late?","5.4. Modeling Wait Times","5.1. Question and Scope","5.5. Summary","6.2. Aggregating","6. Working with Dataframes Using pandas","6.3. Joining","6.5. How Are Dataframes Different from Other Data Representations?","6.1. Subsetting","6.6. Summary","6.4. Transforming","7.2. Aggregating","7. Working with Relations Using SQL","7.3. Joining","7.1. Subsetting","7.5. Summary","7.4. Transforming and Common Table Expressions","8.5. The Shell and Command-Line Tools","8.1. Data Source Examples","8.3. File Encoding","8.2. File Formats","8.6. Table Shape and Granularity","8. Wrangling Files","8.4. File Size","8.7. Summary","9.2. Quality Checks","9.1. Example: Wrangling CO2 Measurements from the Mauna Loa Observatory","9. Wrangling Dataframes","9.3. Missing Values and Records","9.6. Example: Wrangling Restaurant Safety Violations","9.5. Modifying Structure","9.7. Summary","9.4. Transformations and Timestamps","10.2. What to Look For in a Distribution","10.6. Example: Sale Prices for Houses","10.1. Feature Types","10.5. Guidelines for Exploration","10. Exploratory Data Analysis","10.4. Comparisons in Multivariate Settings","10.3. What to Look For in a Relationship","10.7. Summary","11.3. Facilitating Meaningful Comparisons","11.5. Adding Context","11.4. Incorporating the Data Design","11. Data Visualization","11.8. Other Tools for Visualization","11.7. Creating Plots Using plotly","11.1. Choosing Scale to Reveal Structure","11.2. Smoothing and Aggregating Data","11.9. Summary","12.3. Wrangling and Cleaning AQS Sensor Data","12.4. Wrangling PurpleAir Sensor Data","12.2. Finding Collocated Sensors","12.7. Summary","12.5. Exploring PurpleAir and AQS Measurements","12. Case Study: How Accurate Are Air Quality Measurements?","12.6. Creating a Model to Correct PurpleAir Measurements","12.1. Question, Design, and Scope","13.1. Examples of Text and Tasks","13. Working with Text","13.3. Regular Expressions","13.4. Text Analysis","13.2. String Manipulation","13.5. Summary","14.5. XML, HTML, and XPath","14.3. HTTP","14. Data Exchange","14.2. JSON Data","14.1. NetCDF Data","14.4. REST","14.6. Summary","15.6. Example: Where Is the Land of Opportunity?","15.8. Feature Engineering for Categorical Measurements","15.7. Feature Engineering for Numeric Measurements","15. Linear Models","15.4. Multiple Linear Model","15.5. Fitting the Multiple Linear Model","15.2. Example: A Simple Linear Model for Air Quality","15.1. Simple Linear Model","15.3. Fitting the Simple Linear Model","15.9. Summary","16.4. Cross-Validation","16. Model Selection","16.1. Overfitting","16.5. Regularization","16.7. Model Bias and Variance","16.8. Summary","16.3. Train-Test Split","17.4. Basics of Confidence Intervals","17.2. Basics of Hypothesis Testing","17.5. Basics of Prediction Intervals","17.3. Bootstrapping for Inference","17.1. Distributions: Population, Empirical, Sampling","17. Theory for Inference and Prediction","17.6. Probability for Inference and Prediction","17.7. Summary","18.2. Wrangling and Transforming","18.3. Exploring","18. Case Study: How to Weigh a Donkey","18.4. Modeling a Donkey\u2019s Weight","18.1. Donkey Study Question and Scope","18.5. Summary","19.5. From Probabilities to Classification","19.1. Example: Wind-Damaged Trees","19. Classification","19.3. Modeling Proportions (and Probabilities)","19.4. A Loss Function for the Logistic Model","19.2. Modeling and Classification","19.6. Summary","20.4. Variants of Gradient Descent","20.1. Gradient Descent Basics","20.3. Convex and Differentiable Loss Functions","20.2. Minimizing Huber Loss","20. Numerical Optimization","20.5. Summary","21.2. Obtaining and Wrangling the Data","21.3. Exploring the Data","21. Case Study: Detecting Fake News","21.4. Modeling","21.1. Question and Scope","21.5. Summary","Probability Review","Vector Space Review","Data Sources","Learning Data 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,61,64,65,70,74,75,80,85,86,87,89,98,116,118,123,125,130,137,138,141,142,144,146],"float":[49,59,88],"function":[0,12,16,21,30,32,34,38,41,43,44,53,56,57,61,71,74,80,84,88,89,92,93,99,100,101,103,107,108,109,113,115,118,121,122,125,126,128,129,131,133,134,136,137,138,139,140,142,149],"import":[1,2,3,5,6,7,9,10,12,16,17,18,19,30,31,32,35,37,38,39,40,43,44,45,47,48,49,50,51,53,55,57,58,60,61,63,64,66,67,70,71,72,73,74,75,76,77,79,80,84,85,86,88,89,91,92,93,94,95,96,97,99,101,102,103,105,107,108,109,110,111,113,114,115,116,119,120,121,122,123,125,126,129,130,136,138,139,140,141,142,144,145,149],"int":[12,50,85,88,120,131,140],"long":[20,24,25,27,32,38,44,50,54,57,59,63,64,65,71,75,77,84,87,89,94,100,108,125,133,135],"new":[1,2,3,5,12,16,17,21,22,23,27,28,30,32,34,37,38,40,42,45,49,50,52,53,54,56,58,59,62,68,73,82,85,86,88,92,94,95,96,105,106,107,108,109,111,113,114,115,116,118,120,125,129,132,133,134,139,140,142,143,144,147,149],"null":[58,59,76,91,112,113,115,118,119,140],"public":[5,6,7,8,12,42,50,66,79,82,98,139,147,149],"r\u00b2":95,"return":[5,12,16,19,22,28,30,34,35,37,38,43,50,53,56,58,59,63,66,70,74,75,76,84,85,86,88,89,92,93,94,97,101,105,109,113,114,115,118,120,123,126,127,129,130,136,139,140,142],"short":[15,19,28,38,40,41,44,47,50,52,54,56,57,59,63,65,72,84,85,88,91,95,97,102,126,133,134,143,149],"static":[5,7,69,70],"super":[19,25,58],"switch":[19,84,138],"throw":[9,43,104],"true":[1,5,9,14,16,25,32,53,56,58,59,63,65,66,67,71,72,75,80,81,84,85,88,91,92,95,96,100,105,106,108,109,111,113,115,118,119,123,126,127,129,131,136,139,140,142],"try":[2,7,12,16,19,43,49,50,53,55,58,64,70,71,72,73,81,84,86,88,93,95,102,107,108,109,113,116,123,141],"var":[91,123],"while":[9,14,16,17,19,22,25,29,30,31,32,35,36,39,40,44,47,49,54,57,58,59,61,65,71,72,77,78,87,90,91,92,95,99,100,101,108,110,113,114,115,118,122,123,125,133,136,140,149],A:[0,1,4,5,6,7,9,13,16,17,19,20,24,25,28,30,31,32,34,38,40,42,43,44,45,47,49,50,52,54,55,56,57,59,62,65,66,67,68,69,71,72,75,78,84,85,88,89,92,93,94,106,107,112,118,119,120,125,126,133,134,135,138,140,141,146,147,149],AND:[38,43,76],AS:[37,40,76],And:[0,1,2,3,6,7,12,17,19,20,23,25,27,30,32,42,44,45,46,50,52,53,55,58,62,69,71,73,78,80,88,92,93,94,95,96,97,99,101,104,107,110,112,113,114,118,123,126,130,133,135],As:[1,3,5,7,8,12,13,16,17,19,24,25,30,35,37,38,39,40,41,44,45,47,49,50,52,53,56,57,58,59,60,61,62,63,64,65,67,68,71,72,73,74,75,77,80,82,83,84,88,89,92,96,97,100,101,102,103,105,106,108,109,111,112,113,114,118,121,122,123,125,126,131,133,135,140,142,144,145],At:[1,2,7,17,49,52,54,55,58,59,66,84,85,93,98,113,116,117,119,126,127,133,137,149],BY:[37,38,40,79,148],Being:110,But:[3,7,12,16,20,23,28,29,32,44,45,46,47,49,50,51,52,53,54,57,59,61,62,65,67,69,71,72,75,76,78,84,86,87,88,94,95,96,97,99,101,104,105,110,111,113,116,118,121,122,123,125,126,128,137,140,144],By:[19,21,28,30,32,41,44,45,56,59,62,65,72,80,86,90,92,105,115,118,126,146,148],For:[0,1,5,6,7,9,10,12,14,16,17,19,20,21,22,25,26,27,28,29,30,31,32,34,35,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,58,59,60,61,62,64,65,66,67,69,70,71,72,74,75,76,77,80,82,83,84,85,86,88,89,90,91,92,93,94,95,96,97,99,100,101,102,105,106,107,108,109,111,112,113,114,115,117,118,120,123,125,126,129,130,131,132,134,136,137,138,139,140,141,142,143,144,145,146,149],If:[5,7,9,10,11,12,14,15,19,25,26,30,35,41,43,44,45,47,48,49,50,52,53,54,57,59,63,65,69,70,72,75,78,80,81,84,88,89,92,93,94,95,96,97,100,101,104,109,110,112,113,115,118,123,126,130,131,133,134,135,136,143,145,146,149],In:[0,1,2,3,4,5,6,7,8,9,12,13,14,15,16,17,18,19,20,23,24,25,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,79,80,81,82,83,84,85,86,88,89,90,91,93,94,95,96,97,98,99,100,101,102,103,104,105,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,131,132,133,134,136,137,138,140,142,144,145,146,147,149],Is:[59,60,119,147],It:[1,5,6,7,9,12,16,17,19,22,25,27,28,30,32,41,44,45,47,50,52,53,58,59,60,61,62,63,65,66,67,69,70,71,72,75,76,79,81,84,85,86,88,92,95,99,100,101,104,105,107,108,110,111,113,115,116,118,120,121,123,126,134,136,142,148,149],Its:[0,34,59,88,100],No:[1,11,16,45,53,66,71,84],Not:[12,84,89],OF:50,ON:[37,76],OR:38,Of:19,On:[7,12,15,17,34,47,50,65,71,72,81,102,104,108,109,110,116,118,121,123,126,134,140,142,149],One:[5,6,19,28,31,42,47,49,52,53,56,59,61,64,65,68,69,72,74,75,84,88,89,96,99,100,102,107,110,113,116,123,140,145,146],Or:[4,32,49,54,55,56,70],Such:[6,12,96],That:[5,12,15,16,17,19,20,35,40,45,48,49,52,58,59,66,80,88,91,93,95,96,97,100,101,105,111,112,113,114,115,118,119,123,126,131,134,140,142,145],The:[0,3,4,5,6,7,8,9,10,11,14,15,18,19,21,22,23,24,25,26,28,29,30,31,32,35,36,37,38,40,42,43,44,45,47,48,49,50,51,52,53,54,55,56,57,58,61,62,63,64,65,66,67,69,70,71,72,74,75,76,77,78,79,80,81,82,84,85,86,87,88,89,91,92,93,94,95,96,97,99,100,101,102,103,105,106,107,108,109,110,111,112,113,114,115,116,118,119,120,121,123,124,125,127,129,130,131,132,133,134,135,136,137,138,139,140,142,143,144,145,147,148,149],Their:[47,75],Then:[16,17,19,25,28,29,36,40,45,47,53,59,62,68,70,72,73,75,76,80,84,85,88,90,98,99,103,105,106,111,112,113,115,118,120,123,129,130,133,134,140,141,142],There:[0,8,16,22,28,30,32,38,44,47,49,50,54,56,57,58,59,63,69,71,72,74,75,76,82,85,86,88,89,91,92,93,94,95,96,97,101,103,107,112,113,115,122,126,127,129,134,139,145],These:[0,1,3,5,7,9,11,15,16,17,18,22,23,25,31,39,41,42,44,45,46,47,48,50,51,52,54,58,59,62,63,65,66,67,70,72,75,79,81,82,84,85,86,88,91,92,93,95,96,97,99,100,101,102,103,105,106,107,110,111,112,113,114,118,127,128,132,140,142,145,147,149],To:[0,1,2,7,8,9,11,12,14,16,19,20,21,22,25,28,30,32,34,35,37,38,40,41,43,45,47,50,51,53,54,55,56,57,58,59,60,61,63,65,67,70,72,73,74,75,76,78,79,80,81,82,83,84,85,86,88,93,95,96,97,98,99,100,102,103,105,106,107,108,109,110,111,112,113,114,115,118,120,123,124,125,126,129,130,133,139,140,142,143,144,145,146,147,149],Will:149,With:[0,2,10,12,14,16,19,47,48,52,53,54,57,59,61,62,63,65,71,72,78,79,84,85,86,91,92,94,95,99,103,107,108,111,113,118,123,124,135,137,142],_0:[100,101,102,103,114,118],_1:[95,100,101,102,103,129],_2:95,_:[12,16,44,113,115,120,140],__class__:[32,70],__name__:32,_a:135,_b:[112,135],_c:113,_elementunicoderesult:88,_figur:70,_i:[108,109,118,133,135],_s:111,_t:[111,113],a14:92,a1b2c3d4e5:93,aaron:149,ab:[16,19,84,108,136,145],abandon:6,abbrevi:[32,78,82,83,86],abc:[16,84],abcdefg:16,abcnew:140,abcxyz27:84,abd:16,abel:88,abf:16,abg:16,abhijit:149,abil:[7,65,104,149],abl:[12,16,20,24,43,46,47,66,73,79,113,131],abnorm:74,abound:94,about:[0,1,3,5,6,7,8,9,11,12,13,15,16,17,18,19,22,23,24,25,29,30,32,34,35,36,37,38,41,42,44,45,46,47,48,49,50,53,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,74,75,76,78,79,80,81,84,85,87,88,90,92,93,94,95,98,100,101,102,105,108,109,112,113,114,115,116,118,119,120,121,122,124,126,127,129,139,140,141,142,144,149],abov:[32,63,64,72,75,96,97,101,102,105,120,127,135,145,149],absenc:[59,61,142,144],absent:[86,142],absolut:[0,12,21,25,95,101,108,128,136],absorb:108,abus:[51,67,147],ac:16,acb:16,acc:126,accept:[41,89],access:[0,1,3,5,6,9,10,11,14,16,26,41,42,47,49,52,58,79,81,89,92,93,94,95,113,116,122,124,127,143,149],access_token:93,accessor:[56,86],accid:[88,101],accident:[42,52,124],accommod:52,accompani:[58,75],accomplish:[84,123],accord:[7,12,16,45,49,52,61,62,65,75,76,85,88,93,108,113,120,123,143,146],accordingli:12,account:[1,12,23,27,45,67,73,85,88,93,96,97,100,114],accur:[3,5,6,8,9,10,12,13,14,16,45,56,65,67,71,77,78,80,81,95,97,101,102,103,110,112,115,122,124,133,142,143,144],accuraci:[3,8,9,10,11,12,14,16,49,77,79,95,108,110,112,114,120,123,126,138,142,144],acd:16,acf:16,acg:16,achiev:[76,126,138,142,149],acknowledg:[12,147],acoust:93,acquaint:6,acquir:[1,20,89,90,94,107,147],acquisit:1,acronym:38,across:[3,6,10,14,17,19,23,26,30,36,44,47,50,53,54,58,60,61,62,63,65,72,77,78,79,88,90,105,114,116,129,138,142,149],act:[9,45,88,105,108],act_neg:126,act_stop_tm:22,action:[5,41,45,50,56,58,60,86,89,113,118,120,125,145],activ:[5,6,7,10,23,60,61,76,80,86,113],actual:[6,12,13,15,19,20,22,23,25,26,27,44,49,50,59,65,71,74,80,88,89,92,97,101,102,105,113,116,118,119,123,126,139,140,142,149],ad:[14,16,25,31,34,41,52,58,60,70,73,88,92,95,96,100,104,106,107,108,110,118,123,127,129,130,132,145],adag:58,adapt:[8,9,16,88,99,138],adaptor:92,adc:76,add:[14,16,19,30,32,38,41,47,49,53,56,58,65,66,67,68,70,72,78,84,92,96,97,100,101,105,107,114,115,118,123,126,129,131,146],add_annot:[25,66,70,75,105,113,126],add_const:114,add_hlin:[66,75,95,97,99,101,123,131],add_trac:[57,58,63,65,71,72,78,105,107,123,126,129,130],add_vlin:[32,75,142],addit:[5,6,7,9,16,17,41,43,44,48,50,51,58,59,60,62,63,65,66,67,71,75,78,88,89,90,92,95,96,97,99,100,101,102,105,111,112,114,118,123,124,126,137,142,144,145,147,149],addition:[0,7,10,12,41,53,59,84,95,96,107,118,138,142],address:[0,2,3,6,7,8,9,11,15,16,18,23,25,43,45,49,51,52,53,54,58,61,72,75,76,82,83,85,86,87,90,94,95,114,118,122,124,129,130,139,142,143,147,149],adequ:[1,41,49,59,111],adf:16,adg:16,adhikari:149,adjust:[3,12,22,45,50,54,58,67,70,71,73,76,77,80,81,95,96,99,100,105,106,112,115,118,123,126,127,131],administ:[5,42,114,147],administr:[6,17,26,32,38,42,50,51,147],admiss:62,adopt:[44,59,60,102],adult:17,advanc:[12,59,85,137,149],advantag:[5,12,16,31,37,47,56,59,69,70,81,88,90,92,93,104,108,130,137,138],advers:[42,67],advertis:10,advic:[61,84],advis:[2,107],aef:16,aeg:16,affect:[7,52,59,67,72,85,99,103,136,142,145,149],affili:59,affirm:50,afford:79,afg:16,africa:17,after:[1,5,6,12,16,17,23,25,27,28,32,34,40,41,48,50,51,52,55,61,71,73,75,80,84,85,88,90,93,95,103,111,113,114,115,123,124,133,136,139,140,142,144,145,149],afterimag:65,ag:[6,9,17,32,44,45,49,56,65,67,72,76,91,106,120,121,123,124],again:[3,5,12,16,19,23,32,41,53,62,65,72,80,88,95,97,99,101,102,108,109,110,113,114,116,118,120,130],against:[9,13,14,16,17,22,49,50,58,59,60,61,62,66,70,71,72,74,95,97,100,101,105,108,111,114,126,127,131],agarw:149,age2:123,age5:67,age_10:123,age_15:123,age_2:123,age_5:123,age_5yr:[67,72],age_:123,age_var:123,agenc:[3,7,14,54,79,102,145,147],agent:89,agg:[28,50,74,131,140],aggfunc:28,aggrav:19,aggreg:[7,30,31,32,33,34,37,38,40,47,48,50,54,68,73,75,95],agil:59,ago:61,agre:[34,59,113],agreement:[49,78,94],aid:12,ailment:[57,59],aim:[1,3,4,7,8,40,42,63,72,76,91,94,95,101,109,118,128,140,149],air:[1,2,3,5,7,9,13,18,50,67,74,76,77,78,80,81,98,99,102,112,115,117,118,128,147,149],airflow:9,airnow:[77,79],ak1:78,ak:140,aka:[54,84,88,89,117],akc:147,al:[0,143],alameda:58,alaska:78,albani:[58,65],albeit:71,album:93,album_group:93,album_id:93,album_nam:93,album_track:93,album_typ:93,alcohol:49,alert:[81,89],alexand:[35,38,40],algebra:[31,38,46,98,100,103,113,118,146,149],algorithm:[3,10,16,38,103,133,134,135,136,138],alh:75,align:[5,7,10,16,19,31,44,52,65,66,73,80,82,91,95,96,97,100,102,103,108,115,118,123,129,130,131,133,134,135,145,146],aliv:[89,94],all:[0,2,5,6,7,8,10,12,14,16,19,21,23,26,29,30,31,32,35,37,38,40,41,42,43,44,45,47,48,49,50,52,53,57,58,59,62,65,67,68,69,71,72,74,75,76,78,83,84,85,86,87,88,89,91,92,95,96,97,98,99,100,101,102,104,105,107,108,109,110,111,112,113,115,117,118,119,120,121,123,124,125,126,127,128,129,132,133,135,137,139,140,142,143,145,146,147,149],all_sampl:16,allclos:108,allen:149,alloc:72,allot:12,allow:[5,16,31,49,65,69,84,86,88,89,96,104,108,110,122,135,145],almost:[1,32,35,38,40,63,75,84,89,114,145],alon:[41,66,69,84,108,123,126,138],along:[8,13,19,25,41,50,56,57,58,63,65,71,72,75,76,84,85,88,92,95,100,102,103,104,105,106,109,113,114,118,123,126,127,149],alpha:[108,114,133,134,136],alpha_:108,alphabet:65,alphanumer:84,alphasr:108,alr4:147,alreadi:[7,16,20,50,58,62,73,74,77,88,101,115],also:[0,1,2,3,5,6,7,10,11,12,13,15,16,17,18,20,21,22,25,27,28,29,30,31,32,34,36,37,38,39,40,42,43,44,45,47,48,49,50,51,52,53,54,56,57,58,59,60,62,63,64,65,66,67,68,69,70,71,72,74,75,76,77,78,79,80,81,83,84,85,86,87,88,89,91,92,93,94,95,96,97,98,99,100,101,103,106,107,108,109,110,111,112,114,115,118,119,120,121,123,126,127,128,129,130,131,132,133,135,136,138,140,143,145,146,149],altair:69,alter:[52,84],altern:[46,48,58,61,62,86,111,112,113,119,123,130,133,138,149],although:[19,31,35,38,40,41,46,47,54,57,58,59,62,75,85,86,88,89,91,100,106,111,118,133,140,142,144,145],altogeth:[79,86,107],alvin:149,alwai:[3,19,26,50,59,65,72,75,79,82,84,115,118,126,129,131,137,147],amaz:3,ambigu:[35,59],amelia:38,amelior:110,amen:88,ameri:140,american:[4,5,12,59,66,85,147],among:[7,17,45,52,59,95,113,123,126],amount:[6,12,14,22,25,38,45,47,49,51,52,58,68,72,81,85,90,91,96,101,108,110,117,119,122,125,126,131,133,134,135,142,149],amp:[22,76,82],amplifi:81,amt:[53,127,131],amts_:75,amts_fresno:76,amts_test:75,amts_testinga:[74,75],an:[0,1,3,4,5,6,7,8,9,10,11,13,14,15,16,17,18,19,20,21,25,28,29,30,32,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,69,70,71,72,73,74,75,76,78,79,80,81,82,83,84,85,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,105,106,107,108,109,111,112,113,114,115,116,117,118,119,120,122,123,125,126,127,128,129,130,131,133,135,136,137,139,140,141,142,144,145,148,149],analog:[5,9,14,15,16,80,84,131],analys:[1,6,31,36,40,47,54,56,59,66,68,69,77,87,88,98,116,141,144,147,149],analysi:[0,1,7,8,11,12,14,16,20,21,22,24,26,27,29,31,33,37,38,40,45,48,50,51,52,53,54,55,56,58,59,60,62,64,66,70,73,74,75,76,77,78,79,80,83,84,87,90,95,98,120,123,125,126,127,139,140,141,142,144,147,149],analysis_url:93,analyst:2,analyt:136,analyz:[0,1,3,7,16,25,39,46,47,48,51,59,73,75,77,83,84,85,87,94,95,143,144,147,149],ananth:149,ancillari:92,andrea:79,andrew:[0,149],anes_loss:123,angl:65,ani:[2,9,10,12,14,16,19,20,22,32,34,40,41,44,49,50,52,53,55,56,57,58,59,60,65,68,70,71,81,84,85,88,89,93,100,101,105,108,110,113,116,118,119,120,123,124,125,126,130,133,135,136,142,145,146,149],anim:[3,18,124],anno_param:66,annoi:126,annot:[65,66,88],annoy:15,annual:[28,42,50,54,72,74,147],annual_url:76,anomal:[52,57,58,104,120],anomali:[1,49,50,55,58],anoth:[1,5,6,12,19,22,25,27,31,32,35,36,38,42,43,44,47,48,49,51,52,53,54,56,57,58,59,62,65,67,71,72,84,85,86,88,90,92,95,96,99,101,105,106,107,108,109,110,112,114,118,119,123,126,127,130,132,133,138,144,145,146,147],anscomb:102,anson:[44,82,86],answer:[0,1,3,4,5,6,7,8,10,11,15,16,17,19,23,25,27,28,30,37,46,48,52,56,60,82,95,123,149],anthoni:149,antibiot:123,antifa:140,any_vio:53,anymor:35,anyon:[7,14],anyth:[16,22,52,80],anywai:141,anywher:[84,88],apach:92,apart:[23,25,53,76,79,85],api:[69,70,74,75,91,93,94,96,114,130,147],app:[58,76,93,94],appar:[6,101,102],appeal:50,appear:[0,12,14,16,19,23,28,35,37,40,41,43,44,45,48,49,50,53,56,57,58,59,63,65,70,71,72,75,76,78,82,84,85,88,95,96,97,99,105,108,113,114,118,120,121,129,140,141,142,145,147],append:[25,32,34,92,93,108,120],appendag:106,appendix:144,appl:32,appli:[0,3,5,6,16,21,24,32,40,45,53,56,58,59,62,63,65,67,72,73,75,77,79,81,85,86,104,105,108,113,114,123,132,139,140,141,145,147,149],applic:[0,4,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ent:[17,47,59,66,74,85,101,113,118],event_typ:74,eventu:[133,134,135],ever:96,everi:[1,9,12,16,20,24,25,28,32,33,38,41,45,49,50,55,57,59,61,66,67,69,70,72,74,75,76,77,79,82,85,89,93,113,115,116,118,125,127,131,140,146],everyon:[5,7,17,52,95],everyth:[73,126,144],evid:[16,55,63,72,95,96,113,140],evolv:[2,84,143],ex:91,ex_df:91,ex_dict:91,exact:[5,7,9,16,28,30,44,45,72,76,115,118],exactli:[2,16,32,38,50,52,75,84,100,102,110,119,120,126,145],exam:64,examin:[1,3,4,7,9,10,12,13,14,16,18,20,22,23,25,32,38,41,44,45,46,47,49,50,53,55,57,59,61,62,63,65,67,71,72,75,76,77,80,82,88,89,91,92,95,96,97,99,100,101,104,105,106,107,120,121,123,125,127,130,133,142,145],exampl:[0,1,5,7,8,9,10,13,15,16,18,19,20,22,24,25,27,29,31,35,36,39,41,43,44,45,46,47,48,49,51,52,54,55,56,57,60,61,62,63,64,65,67,70,71,72,80,83,85,86,89,90,91,92,93,94,96,97,98,99,100,102,105,106,109,110,112,115,116,117,118,119,123,126,128,129,130,131,132,134,136,137,138,139,140,141,142,144,145,147],exce:[47,113,123],excel:[0,31,44],except:[14,28,30,32,35,41,43,45,50,53,59,65,69,72,74,75,84,102,108,113,123,142],exchang:[44,91,94,147],excit:[6,77,81,85,149],exclud:[7,49,71,101,106,107,120,124],exclus:[61,71,88,120,145],execut:[32,37,138],exercis:[63,119,120,125,135,149],exhibit:[5,12,59,102],exist:[6,31,40,69,89,92,132,136,139],exit:5,exogen:102,exp:[126,129,142],expand:[6,12,19,21,50,90,92,100,118,128,144],expans:[6,118],expect:[6,7,12,13,14,16,17,19,24,25,37,39,44,46,49,50,51,53,54,56,58,59,60,67,69,74,75,76,78,80,89,91,94,96,101,102,107,111,112,113,114,116,117,118,119,125,130,133,140,142,144],expens:[1,3,16,58,67,79,87,96,97,135,136,138],experi:[1,5,7,10,12,13,15,17,21,23,24,25,26,27,37,51,66,87,88,94,113,115,118,144,145,147,149],experiment:[5,11,17,117,147],expert:[5,12,32,60,94,149],expertis:149,expir:93,expires_in:93,explain:[1,12,17,28,29,30,31,32,33,35,36,37,38,39,40,55,56,57,59,62,63,64,68,72,75,80,84,96,97,98,99,100,102,104,106,113,114,118,119,123,125,126,128,131,142,149],explan:[28,63,66,78,142],explanatori:[95,96,97,99,100,102,103,104,107,108,114,129,131,132,142],explicit:84,explicitli:[43,56,59],explor:[1,11,22,27,41,47,51,58,59,61,67,71,74,76,80,81,90,92,93,98,112,120,123,126,139,141,142,144,147],exploratori:[0,1,23,29,31,33,51,55,58,59,62,66,70,77,79,80,98,120,123,125,127,139,140],exponenti:71,expos:[76,81,86,94],exposur:1,expr:88,express:[0,7,32,53,55,58,67,70,82,83,85,86,87,88,97,99,100,102,107,109,113,118,131,133,135,137,139,146],ext:44,extend:[9,58,73,98,104,111,120,122,132,149],extens:[44,51,52,79,88,93,129,132,137,149],extent:[50,98],extern:[42,55,66],external_url:93,extra:[37,41,56,66,76,84,85,95],extract:[6,18,34,40,44,45,56,59,83,84,87,88,90,92,93,139],extract_day_of_week:56,extract_part:85,extran:54,extrem:[17,38,56,57,65,71,95,97,108,113,119,120,125,126,129,145],ey:[65,71,75],f1:[65,72,121,123,127],f1b6:92,f2:[57,65,72,121,123,127],f3:123,f:[16,20,25,28,30,32,34,35,37,38,43,44,45,47,65,76,80,84,85,89,93,95,96,99,101,103,105,107,109,111,112,114,118,120,123,126,129,130,131,135,136,142,146],face:[3,50,108],facebook:[45,149],facet:[58,62,67,70,96,99,107],facet_col:[23,30,58,62,65,70,72,96,99],facet_col_wrap:[30,58,62,96,99],facet_row:23,facet_row_spac:[23,30],facil:[53,82],facilit:[68,72,73],fact:[5,6,12,14,16,17,19,47,49,50,66,69,79,95,100,108,119,129,136,143,145],factor:[5,6,7,10,59,62,76,95,98,99,108,115,118,119,129,142],factual:141,fail:[13,16,42,44,76,100],failur:16,fair:[129,149],faith:[1,8],fake:[2,3,17,113,132,139,140,142,143,144,147,149],fake_new:147,fake_prop:140,fakenewsnet:[139,140,143,147],fall75_ind:126,fall75_precis:126,fall75_recal:126,fall75_threshold:126,fall:[15,17,44,49,59,67,71,72,97,99,101,102,105,111,126,131,149],fallen:[126,127,129,130,131],fals:[16,25,30,32,38,45,53,56,57,58,59,63,65,71,72,75,76,78,84,86,91,93,96,99,105,107,109,111,113,119,123,126,129,136,140,141,142],famili:[59,118,119,132],familiar:[72,86,89,103,137,146],famou:62,famous:101,far:[9,16,19,25,28,31,32,39,44,47,58,60,63,71,72,73,76,77,79,80,85,88,90,95,97,99,101,106,113,114,115,116,118,119,120,122,123,128,133,135,140],farawai:0,farenheit:[105,107],farther:[79,123,129],fascin:75,fashion:[90,94,96,121],fast:[59,93,108,134],faster:[32,63,66,84,103,108,135,136,138],fastest:147,fatal:123,favor:[7,12,56,62,71,82,113],fax:149,fda:108,feasibl:[47,54],feather:92,featur:[7,8,18,19,29,31,32,34,36,44,45,50,51,52,53,54,55,56,57,60,61,62,64,65,66,67,70,71,72,83,85,87,88,89,91,92,93,95,98,99,100,101,102,103,104,105,106,107,108,110,113,114,116,119,120,121,125,127,129,130,131,132,137,138,140,141,142,144,149],feature_extract:[85,142],feature_nam:53,features_url:93,feb:[50,89],februari:85,feder:95,feel:[137,149],feet:[34,97,107],fell:[58,111,113,127],fellow:[82,85],femal:[28,32,35,45,120,145],fernando:149,few:[5,13,15,16,17,19,22,28,30,39,41,44,45,47,50,51,53,54,55,57,58,59,62,63,67,69,70,71,72,73,74,76,78,79,80,81,82,84,85,86,88,89,90,93,95,101,102,104,106,107,108,110,113,118,119,120,121,123,124,133,134,137,139,140,142],fewer:[17,50,62,72,79,104,105],ff:[121,126],fic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Material","1.1. The Stages of the Lifecycle","1. The Data Science Lifecycle","1.2. Examples of the Lifecycle","1.3. Summary","2.6. Accuracy","2.1. Big Data and New Opportunities","2.3. Target Population, Access Frame, and Sample","2. Questions and Data Scope","2.5. Measuring Natural Phenomena","2.4. Instruments and Protocols","2.7. Summary","3.2. Example: Simulating Election Poll Bias and Variance","3. Simulation and Data Design","3.4. Example: Measuring Air Quality","3.5. Summary","3.1. The Urn Model","3.3. Example: Simulating a Randomized Trial for a Vaccine","4. Modeling with Summary Statistics","4.2. Minimizing Loss","4.1. The Constant Model","4.3. Summary","5.2. Data Wrangling","5.3. Exploring Bus Times","5. Case Study: Why Is My Bus Always Late?","5.4. Modeling Wait Times","5.1. Question and Scope","5.5. Summary","6.2. Aggregating","6. Working with Dataframes Using pandas","6.3. Joining","6.5. How Are Dataframes Different from Other Data Representations?","6.1. Subsetting","6.6. Summary","6.4. Transforming","7.2. Aggregating","7. Working with Relations Using SQL","7.3. Joining","7.1. Subsetting","7.5. Summary","7.4. Transforming and Common Table Expressions","8.5. The Shell and Command-Line Tools","8.1. Data Source Examples","8.3. File Encoding","8.2. File Formats","8.6. Table Shape and Granularity","8. Wrangling Files","8.4. File Size","8.7. Summary","9.2. Quality Checks","9.1. Example: Wrangling CO2 Measurements from the Mauna Loa Observatory","9. Wrangling Dataframes","9.3. Missing Values and Records","9.6. Example: Wrangling Restaurant Safety Violations","9.5. Modifying Structure","9.7. Summary","9.4. Transformations and Timestamps","10.2. What to Look For in a Distribution","10.6. Example: Sale Prices for Houses","10.1. Feature Types","10.5. Guidelines for Exploration","10. Exploratory Data Analysis","10.4. Comparisons in Multivariate Settings","10.3. What to Look For in a Relationship","10.7. Summary","11.3. Facilitating Meaningful Comparisons","11.5. Adding Context","11.4. Incorporating the Data Design","11. Data Visualization","11.8. Other Tools for Visualization","11.7. Creating Plots Using plotly","11.1. Choosing Scale to Reveal Structure","11.2. Smoothing and Aggregating Data","11.9. Summary","12.3. Wrangling and Cleaning AQS Sensor Data","12.4. Wrangling PurpleAir Sensor Data","12.2. Finding Collocated Sensors","12.7. Summary","12.5. Exploring PurpleAir and AQS Measurements","12. Case Study: How Accurate Are Air Quality Measurements?","12.6. Creating a Model to Correct PurpleAir Measurements","12.1. Question, Design, and Scope","13.1. Examples of Text and Tasks","13. Working with Text","13.3. Regular Expressions","13.4. Text Analysis","13.2. String Manipulation","13.5. Summary","14.5. XML, HTML, and XPath","14.3. HTTP","14. Data Exchange","14.2. JSON Data","14.1. NetCDF Data","14.4. REST","14.6. Summary","15.6. Example: Where Is the Land of Opportunity?","15.8. Feature Engineering for Categorical Measurements","15.7. Feature Engineering for Numeric Measurements","15. Linear Models","15.4. Multiple Linear Model","15.5. Fitting the Multiple Linear Model","15.2. Example: A Simple Linear Model for Air Quality","15.1. Simple Linear Model","15.3. Fitting the Simple Linear Model","15.9. Summary","16.4. Cross-Validation","16. Model Selection","16.1. Overfitting","16.5. Regularization","16.7. Model Bias and Variance","16.8. Summary","16.3. Train-Test Split","17.4. Basics of Confidence Intervals","17.2. Basics of Hypothesis Testing","17.5. Basics of Prediction Intervals","17.3. Bootstrapping for Inference","17.1. Distributions: Population, Empirical, Sampling","17. Theory for Inference and Prediction","17.6. Probability for Inference and Prediction","17.7. Summary","18.2. Wrangling and Transforming","18.3. Exploring","18. Case Study: How to Weigh a Donkey","18.4. Modeling a Donkey\u2019s Weight","18.1. Donkey Study Question and Scope","18.5. Summary","19.5. From Probabilities to Classification","19.1. Example: Wind-Damaged Trees","19. Classification","19.3. Modeling Proportions (and Probabilities)","19.4. A Loss Function for the Logistic Model","19.2. Modeling and Classification","19.6. Summary","20.4. Variants of Gradient Descent","20.1. Gradient Descent Basics","20.3. Convex and Differentiable Loss Functions","20.2. Minimizing Huber Loss","20. Numerical Optimization","20.5. Summary","21.2. Obtaining and Wrangling the Data","21.3. Exploring the Data","21. Case Study: Detecting Fake News","21.4. Modeling","21.1. Question and Scope","21.5. Summary","Probability Review","Vector Space Review","Data Sources","Learning Data Science","Preface"],titleterms:{"1":146,"100m":66,"2":50,"5":74,"case":[24,79,122,141],"class":84,"function":[19,28,35,40,70,123,130,135],"import":[59,65],"new":[6,141],"public":140,A:[101,108,113,123,129,130,131,142,145],BY:35,For:[57,63],Is:[24,95],Not:[49,72],One:63,The:[1,2,12,16,17,20,34,41,59,126,146],WITH:40,absolut:19,abus:42,access:[7,88],accur:79,accuraci:5,acknowledg:149,across:49,ad:[66,146],addit:0,address:50,aggreg:[28,35,53,72],air:[14,79,101],akc:59,altern:84,alwai:24,an:12,analysi:[49,61,82,85,108],anchor:84,anesthet:123,angl:146,annot:70,appli:[34,71],aq:[74,76,78],ar:[31,71,79],articl:140,assess:[101,123],assign:17,aum:95,averag:118,avoid:65,b:145,background:149,bank:71,base:49,basic:[28,35,38,112,113,114,134],batch:133,becom:[32,38],behind:118,between:[71,131,146],bia:[5,12,109],big:6,book:149,bootstrap:115,boundari:84,breed:59,bring:123,bu:[23,24,114],categor:96,categori:[30,37,59],charact:84,check:[49,50,74,75],choos:[19,71],classif:[126,128,131],claus:40,clean:74,co:50,code:[89,149],codebook:[59,108,120],collaps:59,collect:67,colloc:76,color:65,column:[28,35,74],command:41,common:[40,47],commut:95,compar:113,comparison:[62,65],concaten:84,conduct:12,confid:112,confus:126,constant:[20,131],consumpt:107,contact:149,context:66,contributor:113,convent:149,convert:[59,82,86],convex:135,correct:80,crab:114,creat:[70,80,82,84],cross:105,curv:129,custom:28,damag:127,data:[2,6,8,13,22,31,32,42,49,50,61,67,68,71,72,74,75,90,91,92,139,140,147,148],datafram:[29,31,32,51],date:[74,140],dawn:[42,45],deciph:71,deeper:58,definit:146,delimit:44,delv:58,descent:[133,134],descript:53,design:[13,16,67,81],detect:141,differ:[31,65],differenti:135,discoveri:58,distanc:146,distribut:[16,57,72,116],dog:59,donkei:[120,122,123,124],drug:42,ecb:88,eda:58,efficaci:113,elect:12,emphas:65,empir:116,encod:43,energi:107,engin:[96,97],error:19,escap:84,event:145,examin:[58,131],exampl:[3,6,12,14,17,28,30,32,34,37,38,40,42,50,53,58,59,66,82,84,88,95,101,107,108,113,114,127,149],exchang:[88,90],expect:149,explain:95,explan:95,explor:[23,60,78,121,140],exploratori:61,express:[40,84],extract:[53,82,86],facilit:65,fake:141,featur:[49,58,59,63,82,84,96,97,123],figur:70,file:[43,44,46,47],fill:71,filter:[32,38],find:76,fit:[100,101,103,123],fix:[44,49,58],flu:6,focu:53,food:42,formal:118,format:[44,82,86],frame:7,francisco:42,from:[31,38,50,53,88,126],gener:118,geograph:67,googl:6,gradient:[133,134],grammar:69,granular:[45,74,75],graphic:69,group:[28,35,65,84],growth:114,guidelin:[60,65],ha:[32,38],handl:75,hierarch:44,hous:58,how:[31,32,38,79,122,149],html:88,http:89,huber:136,hypergeometr:16,hypothesi:113,idf:142,includ:71,incorpor:67,increment:114,indic:32,infer:[115,117,118],inform:53,inner:[30,37],inspect:45,instrument:10,interpret:101,interv:[112,114,118],join:[30,37],json:91,knowledg:149,l:[34,40],land:95,larger:12,late:[24,114],layout:70,learn:[148,149],left:[30,37],length:146,lifecycl:[1,2,3],line:41,linear:[98,99,100,101,102,103,123],list:76,liter:84,loa:50,locat:58,log:129,logist:[129,130],look:[57,63],loos:44,loss:[19,123,130,135,136],luna:[32,38],manipul:86,map:59,market:108,match:76,materi:0,matplotlib:69,matric:31,matrix:126,mauna:50,mean:19,meaning:65,measur:[9,14,49,50,74,78,79,80,96,97],metacharact:84,method:[84,86,133],mini:133,minim:[19,136],miss:[50,52,75],mobil:95,model:[12,16,17,18,20,25,80,95,98,99,100,101,102,103,106,109,118,123,129,130,131,142],modifi:[54,70],multipl:[28,35,95,99,100,123,142],multistep:40,multivari:62,my:24,name:[30,32,34,37,38,40],narrow:53,natur:9,need:72,negat:84,netcdf:92,network:42,newton:133,next:58,notat:146,numer:[97,137],nyt:[30,37],o:149,object:70,observ:67,observatori:50,obtain:139,odd:129,onlin:149,oper:84,opportun:[6,95],optim:137,order:[65,84],ordin:59,organ:149,orthogon:146,other:[31,35,58,69],outer:30,over:67,overfit:107,palett:65,panda:[29,84,86],pennsylvania:12,phenomena:9,piec:[82,86],pipe:56,pivot:28,plot:[59,65,70],plotli:70,pm2:74,poll:12,popul:[7,116],popular:[30,32,34,37,38,40],potenti:95,precis:126,predict:[114,117,118,142],prefac:149,prefix:47,prescrib:123,price:[34,58],probabl:[118,126,129,145],product:113,project:146,properti:118,proport:[113,129],protocol:10,publish:140,purpleair:[75,76,78,80],python:86,qualit:[59,63,123],qualiti:[14,49,50,74,79,101],quantifi:84,quantil:72,quantit:[59,63],queri:40,question:[8,26,32,81,124,143],race:88,random:[17,118],rank:[113,118],rate:[75,88],recal:126,recent:[32,38],record:[49,52],reduc:72,refer:84,region:71,regular:[84,108],reilli:149,relabel:59,relat:[31,36,38,49,95],relationship:[58,63,71,72,131],remov:74,represent:31,reshap:50,respons:89,rest:93,restaur:[42,45,53],reveal:71,review:[145,146],revis:59,right:[30,37],row:[32,38],s:[38,123,133],safeti:[42,53],sale:58,sampl:[7,16,67,75,116],san:42,scale:[71,146],scienc:[2,148],scope:[8,17,26,32,49,81,124,143],scrape:88,select:[38,65,106,118],sensor:[74,75,76],set:[62,146],shape:[45,71,72],shell:41,shorthand:84,simpl:[101,102,103,123],simul:[12,13,16,17],singl:142,site: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