From 31b82d29b8ddb2639d97399e0aa8e7aaec520348 Mon Sep 17 00:00:00 2001 From: Mark Bauer Date: Wed, 27 Dec 2023 14:07:01 -0500 Subject: [PATCH] refreshing timeseries notebook, small comments fixes --- analysis-timeseries.ipynb | 108 ++++++++++++++++++-------------------- 1 file changed, 50 insertions(+), 58 deletions(-) diff --git a/analysis-timeseries.ipynb b/analysis-timeseries.ipynb index 055217f..1e19ecf 100644 --- a/analysis-timeseries.ipynb +++ b/analysis-timeseries.ipynb @@ -935,6 +935,7 @@ "cols = ['Queens', 'Brooklyn', 'Manhattan', 'Staten Island', 'Bronx']\n", "pivot_df = pivot_df.loc[:, cols]\n", "\n", + "# examine pivot table\n", "pivot_df.head()" ] }, @@ -1009,10 +1010,10 @@ "pivot_df.plot.line(ax=ax, linewidth=4)\n", "\n", "plt.title('NYC 311 Street Flooding Complaints by Borough and Year', fontsize=12)\n", + "plt.legend(loc=2, fontsize=10)\n", "plt.xlabel('Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", - "plt.legend(loc=2, fontsize=10)\n", "plt.xticks(rotation=0)\n", "plt.xlim(2010, 2019)\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(1))\n", @@ -1051,10 +1052,10 @@ "pivot_df.plot.area(ax=ax)\n", "\n", "plt.title('NYC 311 Street Flooding Complaints by Borough and Year', fontsize=12)\n", + "plt.legend(loc=2, fontsize=10)\n", "plt.xlabel('Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", "\n", - "plt.legend(loc=2, fontsize=10)\n", "plt.xlim(2010, 2019)\n", "ax.xaxis.set_major_locator(plt.MultipleLocator(1))\n", "\n", @@ -1296,16 +1297,16 @@ "\n", "pivot_perc.plot(ax=ax, linewidth=4)\n", "\n", - "ax.xaxis.set_major_locator(plt.MultipleLocator(1))\n", - "plt.xticks(rotation=0)\n", - "plt.xlim(2010, 2019)\n", - "\n", "label = 'Percent of Total NYC 311 Street Flooding Complaints by Borough and Year'\n", "plt.title(label, fontsize=12)\n", "plt.legend(loc=2, fontsize=10)\n", "plt.xlabel('Year', fontsize=12)\n", "plt.ylabel('Percent of Total', fontsize=12)\n", "\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(1))\n", + "plt.xticks(rotation=0)\n", + "plt.xlim(2010, 2019)\n", + "\n", "plt.tight_layout()" ] }, @@ -1370,6 +1371,7 @@ "\n", "label = 'NYC 311 Street Flooding Complaints by Borough from 2010 to 2020'\n", "fig.suptitle(label, fontsize=13) \n", + "\n", "fig.tight_layout()" ] }, @@ -1503,6 +1505,7 @@ } ], "source": [ + "# resample to daily counts top 10\n", "daily = (\n", " df\n", " .groupby(by='year_month_day')['unique_key']\n", @@ -1636,7 +1639,7 @@ } ], "source": [ - "# resample to weekly counts\n", + "# resample to weekly counts top 10\n", "weekly = (\n", " df\n", " .groupby(by='year_month_day')['unique_key']\n", @@ -1879,6 +1882,7 @@ } ], "source": [ + "# resample to yearly counts top 10\n", "yearly = (\n", " df\n", " .groupby(by='year_month_day')['unique_key']\n", @@ -2303,7 +2307,7 @@ } ], "source": [ - "# retrieve count of complaints per day\n", + "# retrieve count of complaints per day top 10\n", "daily = (\n", " df\n", " .groupby(by='year_month_day')['unique_key']\n", @@ -2493,7 +2497,7 @@ "# transform datetime index to string\n", "pivot_day.index = pivot_day.reset_index()['year_month_day'].dt.strftime('%Y-%m-%d')\n", "\n", - "# prview pivot table\n", + "# preview pivot table\n", "pivot_day" ] }, @@ -2755,7 +2759,7 @@ } ], "source": [ - "# resample to weekly counts\n", + "# resample to weekly counts top 10\n", "weekly = (\n", " df\n", " .groupby(by='year_month_day')['unique_key']\n", @@ -3045,7 +3049,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3070,7 +3074,7 @@ " order=order\n", ")\n", "\n", - "label = 'Count of 311 Street Flooding Complaints by Day from 2010 to 2020 by Day'\n", + "label = 'Count of 311 Street Flooding Complaints by Day from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('Day', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", @@ -3223,7 +3227,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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n6usuhsXv27Bs3DXC6bgt1l+BulZY0b/H3aQFWl2diGnd+Yb5DaCd39EWgX9wOg9z/S/afJCICCJyP4D2SqkxWZCWidBueE9nOi1+EpFl0Jqxf5lwYSJKGouoiOoxvXjxQL2obgS0rHO3RSfkkYicAy134KtMp4Uo7ILq1ZWIslMTaMVxHaEVw/wbWod65DM9R2oAtGIr37tQIKJYLKIiIiKi0GERFREREYUOAxwiIiIKHQY4REREFDoMcIiIiCh0GOAQERFR6ORcM/HWrVur7t27ZzoZRERElAV+/PHHrUqpNubpORfgdO/eHTNmzMh0MoiIiCgLiMgqq+ksoiIiIqLQYYBDREREocMAh4iIiEKHAQ4RERGFDgMcIiIiCh0GOERERBQ6DHCIiIgodBjgEBERUegwwCEiIqLQYYBDREREocMAh4iIiEKHAQ4RERGFDgMcIiIiCp2cG008XWat2Yn563dhUOfm2L9Ts0wnh4iIiFLAHBzdF/M34rZ35+GbJVsynRQiIiJKEQMcIiIiCp1AAhwR6Ssiswx/pSJyg4i0FJHxIrJU/98iiPQQERFRuAUS4CilFiulBiulBgMYBmAvgHcB3AJgglKqD4AJ+vuMUkplOglERESUokwUUR0LYJlSahWAMwCM06ePA3BmBtIDABDJ1J6JiIjIb5kIcC4A8Kr+up1SagMA6P/bWq0gIleLyAwRmbFlCysBExERkbNAAxwRKQJwOoA3vaynlHpSKTVcKTW8TZs26UkcERERhUbQOTgnAZiplNqkv98kIh0AQP+/OeD0xGEVHCIiotwXdIBzIeqKpwDgAwBj9NdjALwfcHpqCVgJh4iIKCwCC3BEpBGA0QDeMUweC2C0iCzV540NKj1EREQUXoEN1aCU2guglWnaNmitqrIGS6iIiIhyH3sy1rGZOBERUXgwwCEiIqLQYYBDREREocMAx4TNxImIiHIfAxwdq+AQERGFBwMcIiIiCh0GOERERBQ6DHBMFHvCISIiynkMcKLYEQ4REVFoMMAhIiKi0GGAQ0RERKHDAMeE/eAQERHlPgY4OtbAISIiCg8GOERERBQ6DHBMWEJFRESU+xjg6NhKnIiIKDwY4BAREVHoMMAhIiKi0GGAY8Z24kRERDmPAY5O2FCciIgoNBjgEBERUegwwCEiIqLQYYBjwho4REREuY8Bjo794BAREYUHAxwiIiIKHQY4REREFDoMcEzYDQ4REVHuY4CjYxUcIiKi8GCAQ0RERKHDAMdEsaE4ERFRzmOAo2MzcSIiovBggENEREShwwCHiIiIQocBjgmbiRMREeU+Bjg6YSUcIiKi0GCAQ0RERKHDAIeIiIhCJ7AAR0Sai8hbIrJIRBaKyKEi0lJExovIUv1/i6DSY4dVcIiIiHJfkDk4DwH4TCnVD8AgAAsB3AJgglKqD4AJ+nsiIiKilAQS4IhIUwCjADwDAEqpSqXUTgBnABinLzYOwJlBpIeIiIjCLagcnJ4AtgB4TkR+EpGnRaQEQDul1AYA0P+3DSg9REREFGJBBTgFAIYCeEwpNQRAGTwUR4nI1SIyQ0RmbNmyJV1pBMB+cIiIiMIgqABnLYC1Sqmp+vu3oAU8m0SkAwDo/zdbrayUelIpNVwpNbxNmzZpSSC7wSEiIgqPQAIcpdRGAGtEpK8+6VgACwB8AGCMPm0MgPeDSA8RERGFW0GA+/otgJdFpAjAcgCXQwuw3hCRXwFYDeC8ANNjSbGhOBERUc4LLMBRSs0CMNxi1rFBpcGJgGVUREREYcGejImIiCh0GOAQERFR6DDAMWMVHCIiopzHAEfHZuJEREThwQCHiIiIQocBDhEREYUOAxwTVsEhIiLKfQxwdKyCQ0REFB4McIiIiCh0GOAQERFR6DDAMVGKtXCIiIhyHQMcHfvBISIiCg8GOERERBQ6DHCIiIgodBjgmLAKDhERUe5jgKMT9oRDREQUGgxwiIiIKHQY4JiwhIqIiCj3McDRsZk4ERFReDDAISIiotBhgENEREShwwDHhM3Eify3a28Vbnl7Dn5avSPTSSGieoIBDhGl3djPFuG16Wtw1qPfZzopRFRPMMAhorRbt3NfppNARPUMAxwiSjvFsl8iChgDHBPFnnCIskpVTSTTSSCiHMQARyfsCIco6/y8eQ/63PYp7v5oQaaTQkQ5hgEOEWWt575bAQB4evKKDKeEiHINAxwiSjtWwSGioDHAMeGFmMh/rNtGREFjgKNjDRyqj3aXV+G9n9ahrKI6rfvhgwMRBY0BDlE9dsNrs3DD67Nw+3vzMp0UIiJfMcAhqscmLNoMAPh8/sa07oc5OEQUNAY4OrYSp/osL80/ANbBIaKgMcAhIgb4RBQ6DHCICHl5ac7BMWTg7NpXldZ9EREBDHDicMwcqo/SX0RV59GJP6d1X0REAAOcWsyhp/oszRk4MRFOupukExEBQEFQOxKRlQB2A6gBUK2UGi4iLQG8DqA7gJUAzldK7QgqTUSkCXIsNmaSElEQgs7BOVopNVgpNVx/fwuACUqpPgAm6O+JKGDRHJzyqhrs2ut/HRm2oiKioGW6iOoMAOP01+MAnJm5pGh4Gab6KFoHZ8jfx2PQ37/AvsoaX7fPXBsiClqQAY4C8IWI/CgiV+vT2imlNgCA/r+t1YoicrWIzBCRGVu2bElL4oLMoifKNtEAZ1+VFtis27kvbfvy8lNjXEREyQqsDg6AkUqp9SLSFsB4EVnkdkWl1JMAngSA4cOH85pH5LO8uEcd/syIKLcFloOjlFqv/98M4F0AIwBsEpEOAKD/3xxUeoiojrmZuN9FSslujvmqRJSsQAIcESkRkSbR1wCOBzAPwAcAxuiLjQHwfhDpccK6AlQfxQU4Pm/f2L+UMGwhogAEVUTVDsC7ej2XAgCvKKU+E5HpAN4QkV8BWA3gvIDSE4dVcKg+S/f5z+cGIgpaIAGOUmo5gEEW07cBODaINBCRvXQXURERBS3TzcSzDvvroPrI3JOx378DBkxEFDQGODqWUFF9FmQlYzYTJ6IgMMAhqqfKq+o68zP3A2UV4Lw4ZRVO/M+32F5WabvNXfuqcPJDk/DPzxfhxP98i5emrPItvfXRvsoanP6/yXjkaw5QSuQVAxyiemri4rpeGfIktqWTVRHV7e/Nw6KNu/Hkt8ttt/nK1NVYsKEUj3y9DIs27sZf3punbzC5vJj6nrP64ez1mLN2F/75+eJMJ4Uo5zDAMWFdAaovjMVSeSIx577T76CqJmI7L2KzIn9WyamO8JMjShYDnCi2E6d6pqig7uefJ7HBSY3DjdUp+DHX5bFah780IgpCkEM1EFEWqIkoTF2xDXsqqmuniQiMMU2NQxTj1MIq38UjE/Mk3GOrTqLkMcAhqmden74Gf353bsw0cw5OxO8cnCRv1Ly9E1GyWERlwgsqhd3cdTvjptWo2MDFuYjKKQeHRVRElB0Y4Oh40aX6wio+qayOxNbBcSyismcX4FBy2OiBKHkMcIjqGesAp8ZUROVt/Si7IipKDuMbouQxwCGqZ6zqw1TWRGIqGf/tg3mYvnK7q/U/n78R//x8EZRSrlpRJfLB7PV4eMJSAOHPWd21twq3vzcP89fvynRSiEKHAY4Js4Qp7KzO8d5tGsfUrVm2pQznPf6Dq/WvefFHPPL1MkxZvt22FVXsUA3OYcvvXv0JD4xfgiWbdjsuFwb3fboQL05ZhVMenmy9AC9IREljgKNjzjrVF1a3zI7NG8Jtn3J2i+3aV5UwePFid3l14oVy3MptZZlOAlFoMcAhqmesMgUU7HshdrN+VIFtKyrvORFKsRcYIkoeA5w4vKRSeNVElGUdHKW8BDjWy4n424rKqal6fcFPgCh57OhPJ6Gvzkj13d0fLcALU1bhoO4tLOYq19U97JZTyr5+TTJVSepDfMMqNkTpwwCHqJ54evIKAMB3P2+znO86B8dpqAYf6+AkU6wVNvwIiJLHIioi0ouo3C3rtJxdCVUytWkiKvzNxIkofRjgmPCJieojpZzHnzIva8fVUA0uoxa3OUpERFYY4OjYTJzCqqomgk/nbnBc5uvFm7Fm+15X23PKjbEfbDPeD8u2YalDXzdWAc5Pq3dg3jpvneLtKKvEp3M3oKrGoXtmG0opfLlgE9bv3Od5XT/4WUz39SL33zFRGLAODlHIPTZxGR4Yv8Rxmc27K/DLp6e626DDPdft7XjDrn248KkpAICVY0+pW984HlYkNpSqrI7grEe/j1snkV8+PRULN5TiphP64rqje7teDwAmLt6CK1+Y4Xmf2Wb6yu24/PnpAHL7OIi8YA4OUchNWLjJ1+05FR3Z5TiYp6/fWW65nLFpeFVN7DoV1TVukxhj4YZSAMDExZs9rztrzc6k9ukXv/Jvop8BUX3CAMeExf4UNtU+t7e225qI/TyLnncslzOOYl7tNOJnQDJ9OfDresRBUKk+YoCj48+fwsrvDvOcbrpub8h2STLGNNU1/qY7qb6uQvLEwwCH6iMGOEQhl2prpLGfLoqpw7NqWxl+9fx0zE6h+ObD2estpxtzcErLq/DK1NW17//x2eKk9wcgqaeYIMMbu9HbjWas3I4rx033XOnZbQfTn83biGtf/BFlFeEfB4zCj5WMiUIulRyciuoaPP7Nsphps9dqrZgmLNpsUWHVrpvjupcCwQs/rLRczJjWJ75ZHjPvxSmrXKXZT0Fm4Jz3+A8JKwCfq4/wXlUzF+OuGOF623kuI5xrX/oRALD/d01x/TF9XG+fKBsxB8eEw/tR2KQS4Hi9wdsO4+ByfWNfPFv3VHjbeQLJFNJk+npgt3evn43XIqr6MJI7hR8DHB2LqCmsagLMhkh1T8a0JtNvjZNkfuOZroLjNLCpF/m80lM9xNOeKORSaYzk9UZqPxBn3QzzNmsiCrv2VQGIzcFxyniyuvGXllehWg+KdpRVukyxs0zGN6XlVTH1p3aXV9W+Nh/+3spqlFfZN6P3moOj4N9nSJQpDHBMMv3ERuS3oIqoBPZFOk6bOfOR7zDozi+wqbTcdW7T7e/Pi3m/dU8FDrzjC5z88CQ88vXPGHLXeLw+fXXMMsm0osrUcBFbdmvHc+8ni2qnHXDHF5bLVtdEMOCvn2PQndbzAftR3u28+9M6DLlrPB76cqmn9YiyCQMcXVJNSIlygN/94Nhx2otTnDBXH3rhh2XbXAdjL02JDV5mrNwBAFiyaQ/++bnW2ur+VFtdARnLwpnhokVVVDT3q6LaPqvO6yjvW3ZrdXwe/NK5B2yibMYAhyjkgsyFSGVXeXmSdHGa1f3bPCmpOjhJpSb7uG0mThQmDHCIQi7QVlS20w11cGyWyZPkK0RbbdMc0CRXyTgcIY7bZuJEYcIAxyQclzOqz75ZsgWfzdtY+z6SxiKqaFFGlP1YVIm3lS+CTaXWY1QlJ/6mXl5Vg2cnr8DqbS5HTs/SC4IxXW7q17AnY6qPGOBE8fdPITHm2Wm49qUfsa9Sa1WTSh2cRP3A/Grc9KS3bZaXJ7jmxR+TWtfqJh+XgwPBk98ux98/WoDRD37jartZGt94xgwcqo8Y4BCFVKXeZDqVfnASrTpH79U40fJuc3CiFWa9cnv/jlZodqqQa5StOTh27HLQjDk4YSl2I0ok0ABHRPJF5CcR+Uh/31JExovIUv1/iyDTQxQ2xuKo6D3N78E20yXf52wGq0rGXneR6Z6M3TAGLG5il1w5H4hSFXQOzu8BLDS8vwXABKVUHwAT9PcZxYcbymXG4iilZ1KkVMnYw7JO/eC4kUpFWMtWVJYtqzx2eJcD1wNl8zp2mbo5QfZsTZRJgQU4ItIZwCkAnjZMPgPAOP31OABnBpUeMxZRUzZasbUMJz80CV8u2ORq+ZqYnoBTv5F5Kc64+sUfMXdtadz0U/87CesMo18/PXmF5fpe45vut3yMOz+cj0uemYp/fxHfX8um0gpc8XxsHaE8H694q7Zp380X8zcmXtilkx6ahElLtyRcTgHYuKscp/53Et6fVTcyu913bmx+zxwcqi+CzMH5D4CbARgLv9sppTYAgP6/rdWKInK1iMwQkRlbtiT+8ROFxS1vz8GCDaW48oUZrpavMtzJMvGk/ux38cHLvHXxQY+V/DzB6AHtPO3vue9WYtLSrViwwXofXy3aXPtaRJLIwbH/DP/y3jws2FCKq5OsGG1l4YZSXPLMNFfL/uPzRZi3rhR3fbSgdppdgGOc6iXAYeMrymWBBDgiciqAzUqppK4ESqknlVLDlVLD27Rp43PqiLJXucvKsFE1NT7n4KS8BfcEgtaNG6R3H57r4NiLtlLLFKuK0m7GAvMS4BSw+RXlsIKA9jMSwOkicjKAYgBNReQlAJtEpINSaoOIdACw2XErAciFSoVEdow5OKkMshkVZCaQUiqtLXwE3sdkckpONl4p3OTgeOk2gP3nUC5znYMjIufZTD830bpKqVuVUp2VUt0BXADgK6XUxQA+ADBGX2wMgPfdpsdvXi98RNnI+HTuRxHVkk27U96GWxGV3mElRLzXtfPywBOJKCxYX1o7onm6WR1L9OPbU1GNZVv2xE0HvHX86HfLNqIgeSmiesZm+pMp7H8sgNEishTAaP09ESWp2lhEFVGoqE6tGOW8x39INUmuKSiku/6r52biTjk4ppmPf7sMJz88CX/9YH4SKfNHNEA86p8Tcey/v8GijVrdJGNaq7wEOHzwoxyWsIhKRHrqL/NEpAdiHxx6AvDUt7pSaiKAifrrbQCO9bJ+2mVjvjORS9WmVlSVHuvwZFLac3CQRBGVh3nPf7cSAPDK1NW496wDPO3HK7uivOjXv3WPNoTG1OXb0a9909hKxjUePmPGN5TD3NTB+Rnab1kALDPN2wjgDp/TlBH8HVM28npeGotHIsqfejhBiSiV9jo/nisZe0hPNlTIdTMWWGVARWhEmZYwwFFK5QGAiHyjlDoy/UkiomQZc3BqIgrVuRThpL0Ojvdm4l6ydPPzgw1wrHKj7EqfjHWJqhjgUD3hug4Ogxui7Gesg3P3xwtQWl6dwdR48+XCTTGd1vntq0WbUVbh/Hms37kPf/9wAdbrHRM618Gpe/3Ut8uxZntdZ4ZuKvLuqajG1BXbEy5npaI6gg9nx39W5hyc8XoHkTE5OIZiy/nrd+Gejxfg+2Vbce8nCxGHRfaUw1w3E9fr39wDYDCAxsZ5Sqmu/iYrc/h7plxmbCY+cfEWNCmO7+E3W708dXXa9/FZgl6Hf//aT5i+cge+X7YVn90wynUz8XtMwcHEJZtxTD/nTgv//cXiRMm1tWJrmeV0c1w1+eet+nTrHJxTHp4MAHhqknXv0kS5zEs/OK9Aq4PzRwB705OczGFjAQoDcyduyzbvsVmSrCzZpH1eizZqzeMdm4k7RD9uRkVfvsU6SEmFm36EWAeH6gsvAc5AACOVUvx1EAXEa+Btrl+RzjotYdS0YUFMcJLsx9egID/hMun4bmzr4BimV3lpRUWUw7z0g/MtgCHpSggRxfOasWjOwfHSa219Y5Xb0axhYewyDus7daTYoCC1UXCS/dYUrHuDjqlk7KHrAJ49lMu85OCsBPC5iLwDrXl4LaXUX/1MVCals6t4onSrNj2dc+Roez1u/QRjzz4AF4yoq0LYtDg2wHnrx7WW6y7dtNtxEFE3OThOl5rfvDwz4fpW/vX5Eny9OH7EG2NjOi+tqHg9pFzm5TGjBMCHAAoBdDH95TzWwaEwiM/BYYmyk1vemRvz3m3Oy/SVOxznF7nYTjqKqN6euRbbyyrjphv3xDo4VF+4zsFRSl2ezoQQUerMt0zGN+mRaIyqfBdxUtADmUaxDg7VF16aife0m6eUWu5PcogoFeYiBebgpEeikj83wUuQFcCNe2JHf1RfeKmDYxyyISr6u0lc4Jwj+GxD2cTr2EnmG++m0gofUxNOSinPn/PctTsd56/evhfDu7d03q+nPaYophUVKxlT/eClJ+M8pVS+/j8PQEdoI4lfkrbUBch7F+5E2Yi3JK8mLIyvlOukJqLwxgzrysdRf3hjdsLtBFmB15hb5GUAVtYxplyWdFtGpdRGADcAuM+31BBRSsJyQ7rv7PSOxm00Y5V1hWG7AMSvYr+gGrhFIrE1htg3EtUXqXXWAPQF0MiPhGQL/vYpl7m9aR7YuVl6E5Kibi2Du6zYDQJu18Ter2tEUDk41ZHYUdrZcwDVF14qGU9CbP53I2i9G//d70RlApuJUxgkat0TVWB3V88SXuvEpCLPZl92nST6lQMSVJxRE1Ex5wX7RqL6wksl46dN78sAzFZKLfUxPURko7yqBsWFzvX53d67Cty0Y86gIOMvu33ZVcb1K0AIKre4RsXm4HjJOXIbMBNlIy/94IxLZ0KIKJ7x3vv0pOW4/pg+jsu7vXkV5md3Dk5eniBPgilOscstsgtk/Gp5H1QRVU1N7PANXlqJM7OHcpnrxzgRKRSRO0VkuYiU6//vFJGidCYwaPw9U7Zas32fb9sqyEsuB+e6o3v5lgYneQLMueME2/knDmyPF381wpd92ZWGGTvEa9GobggHv4qoggoeqiORpCsZsziLcpmXIqp/ABgB4FoAqwB0A3A7gKYAbvQ/aURkZBzl2o7bm1eyOTjJBkZeiQgaN7C/PDUuLnA13pMbdnVwjDd346fqNMimF0EV/6RSRMUAh3KZlwDnPACDlFLb9PeLRWQmgNlggEPkO6UU9lRU177fWFqO6poIyqsjtTf/mohCRXUNGhUV6Ou423aygUpQdX/d7MavakTGm/jeypra18Y6OEoBeyqqUVKU7zqILKuoRlFBHsqralCQl4eCfEHpviq0atwAQHDDaNRETEVUbCpK9YSXAMfumpPdhflEOeqmt+Zg0cbdte9nrdmJ3rd9CgC4/dQB+NXhPXDKw5OwaONuzLnjeDQtLnQd4JQ45I5kAzeHYZfz4tVDE5bixtH7YUdZJaau2F473Rj47NpXhf3/9jnOHNwRt5zU39V2B/7t85j3/do3wZJNu/HqVYfg4J6tAm5FVcdrpkwkopCX5a3uiKx4eQZ6E8CHInKCiPQXkRMBvKdPD40gexclcvLWj/a95d710QIAqA2A5q3dBcB9EdWRfdtg9IB2OG1QR09pCqrHbzeHke/zTdfc4Z9Vh37vzVqfdB2cRRt3I6KA2fowD4FVMo6omKAm4jHC4ejjlKu8BDg3A/gSwCMAfgTwXwBfAbgpDekKXJD9bhCli9tbV2Ge4KlLh+PKw3t43H5qN+X//GKw6z0l4lcOTt32Yt/b9YOTar0Uv9OdSLWpiMprgMYAh3JVwgBHREaKyP1KqUql1F+VUr2VUo2UUn0ANAAwNP3JJCIn0VuW21yBaEDv9V6bap1Tt0UdiQ5D4H8OjjnwqK6xTkSqraii+wlqyARzjo3X77DKw9hVRNnETQ7OnwF8azPvawC3+ZccInJrjmFE64hSeG3aavy8eY+rdaOxgdcip1SLVfJdRlRu9uJngPPjqu1xtQnnrttluey3S7aktK/oR7Bkk7vvKlXmoRq85kBV1kTw3k/rMG/dLvy0egc+nrPBt7RNW7EdX8zf6Nv2iIzc1DQcDOAzm3lfAnjWt9RkAdbAoVxx+v++q339ydwNeHXaGtfrRnMRvDamSjXTwW1M4mY/fhb1nPPYDxh3RWy/Ore+M9dy2dvfn5/SvpQKtvm1VgfH0OTd45c4feUO3PD6rJhpB3Y+Gl18GC/s/Cd+AADMvH00WpaEqks1ygJuLm9NAdideYUAmviXnMxhDRzKZcbWVm5EA5umxYXOC5q4LVYxjnVVZGjP7baum5ubsP9FVL5uzlZEKZRX1SRe0CfmVlRem4lb5QqWVVZbLJm83eWJ+3gi8spNgLMIwPE2847X5xNRBnm9N0cDjeaNvAY47pYb0rV57Wtjp4Kuc3BcLOO2uMutoCr/Bh3gpDqaeKVFHZyGCcZEI8oGbgKcBwE8ISJni0geAIhInoicDeBxAA+kM4FElJjXVoDRm7lTb8FWkqmDYxzY020QkWg3Ct6L1xIJqnFTRAHlAVbcjajY0cS9fodWAQ5706BckPASoZR6BdowDeMAlIvIegDlAJ4H8A+l1KtpTWHQ+MOlHOT13lxbydjjXd1tEZVxsZgcHJdBiZvm6OluRZUuEaXw7kz7Po78dt7jP2D2mp2176P1f+780F1dosqa+Nym6HmwvawS5zz2Pd6ftS71hBL5zNXlRin1AIBOAE4D8Cf9f2el1INpTFug2A0O1SfGm/kRfVq7Xs/tk7txMWMg4jagOrBzcwDA74+1Hz3d73GxgroERCIK//piSUB703w+f1Pd/vUv57nvVrpat6IqPgcnuo2HJyzFj6t24PevzUoxhUT+c32FUEqVKqU+V0q9ov8vTWfCiMg9rwG6cflxl4/ANzcd5Wo9t/U3jMUgxroybnJJFt99Ym3R2Y2j97NdrrjQ3wDH63AEyQ5YmunxK/3oyTj6/e71ubIxkZ+CGRo4hwQ1wi+Rn7z2Z2MMNPLyxHWl0WQ6pxPxVsnY7SjhxRmu6Jps7+dBdfDn1/6tcnDqOpb0IUFEacIARxfUGDtEiazYWmZZsdORx9PXnJPivodhl3VwDK+NRVR+1nMp9Gs4cZ1x5HY3kq0ClPEcHK+tqCxycKpqIli2ZY+rx8F9lTVYs32vt50S+SC7hxQmqmcmLt6My56bjkN7tkrrfgpMxStum1y3LGngajljHBRbB8fV6gml43Hk8ueme1o+2WDNaxGR32qU8tSSyirYvvmtOZi/3l0thWP/PRHrd5Xjyz8cid5tG7veL1GqmINDlEXen7UeAPDD8m2e1nN7q21SXIDzhnXGAZ2axUw35uAc3KMlTjmgg+X6V41yNzin8fZpjAOsgoJBnZvFTbPideRzs2i9nmuO7JnSdqKSDnAyXK6jlPLUk3JFdXwrKrfBDQCs31UOAJi6wts5TZSqQAIcESkWkWkiMltE5ovInfr0liIyXkSW6v9bBJEeJyxTpkxKNmfC7Wl728n98c/zBsUV7xhzWa44vAceuSh+DN3+HZqiUZHLTF8PlYx7tmmMB84flHCTzRqmluE8784TsHLsKbj1pP4pbScq2dyoTBdRaUM3JF4uWom7wqc+e1gNgIIWVA5OBYBjlFKDoI1tdaKIHALgFgAT9JHJJ+jvM4LNxCkbJFtxtdqinoQVu7o2xiDErnWQlwDDeP/MS1DJ2K/O/4KWqzk4EeUuDdFgdm9lcL0uE/kpkABHaaIDmhTqfwrAGdA6EIT+/8wg0kOULVZv24v7P1uE7WWVAJIPtGeu3ulqObubsrFLmXyb/mWaNfQ2rEPdtp37wfG5rnBgkv2uqmsyX0S11MVI5o2KtFZq+3wKcPgQSUEL7NIiIvkiMgvAZgDjlVJTAbRTSm0AAP1/W5t1rxaRGSIyY8uWLUElmSjtLnxqCh6buAy3vjMHQPo7m7MLJmJycGxyeU62qZdjxZhB0LS4LufHatNueyS2CguKMhgdJZuDUxMJbpgG6/0rnPa/yQmXiwY4fg+sGWWs6JxtuXMUDoFdHZRSNUqpwQA6AxghIvt7WPdJpdRwpdTwNm3apC2N2r7SunmiGOt27gMAzF6zC0D6n3LtbsrGIMMu4DjdQyVfBYWv/3QUPv39EWhYVNdfjdX+Uymi+u6WY3Dl4e4qPvst6QDHh4vMs5cNT3pdt3WAGvpcRGX+tIwfAy+7lA6BP/4opXYCmAjgRACbRKQDAOj/NwednijmnlImVel1aNJdEdPuphzTGZ9NgOOlfpBSQI/WJejfoWnMEVnt3/2YUvG3wTZNGuCMwZ1cp8tPyQajXlow2enfoWnS67qtA9RI70jRc59MNsyflzEdma6XROEUVCuqNiLSXH/dEMBxABYB+ADAGH2xMQDeDyI9RNkmGuD4PUK2mZtcBz9CLOP9yhgYWe0+1UrGfuSIJCPZjv78qIOTSoeJboOJkgbp7SnamArGN5QOQXX01wHAOBHJhxZUvaGU+khEfgDwhoj8CsBqAOcFlB6irFJaXo2RY7+qLbJKFzdVVvwoJrO7X/ldRAX4VwnWq2SDjDd/TH0k8VS+IrdVgBq67RJAd8i9E/C7Y/vglwd3tZxvzp2M/T4Z4ZD/AglwlFJzAAyxmL4NwLFBpMEtjkVFmZLu4AZwV8yUbFN12+0ZXlvlULmtJ2yX8zC0W3P0bdcEI3q0xLH92+Iyjz0SJ8tYtyhwKXxFbnO8GnvMwdlYWo4/vzvXNsAxiy2i8rQrIlc4VIOOTRipPiivSpzb4cd4UXZDAVjm4CTRisq4mQYF+fj8xlG171+96hBc+NQUV9tMhdtBQdMhlbpabodpaFqcXLcAthySzCIqSocc7YGCKBySrceRrN3liZv8+p2k2KEa4ue7HQfL7U0wqIcVN99dutKSynnjtpJz0yT7PXIrthUVIxzyHwMcEz5JUJCCzpovLa9KuIw/OTjGd85DNbjvB8fdhxVUzOjmc2qe5iAhGSu3uRvZ29h/kR+in9a6nfswe83OmO+T111KBwY4tVhGRcGauXpH4Pts7WI08KYpjvkE2AcjdpWM2zYpdrNRV/yuQ2THTdFa3/ZNAkiJN9FesxPxOwcn+r2MHPsVznjkO6zbUVfnjM3EKR1YB4coQ2a5HF4hFf8490AU5gu6tyrB14u34Kyh9n3GPHnJMKzfuQ/dWpU4bvOtaw/FuY//4LhMbDPxutd2OTgje7fCTSf0xeAuze236bhH4z5cLuigU/OGCSt95wnw3nUjceYj39kuc+bgTpiyfHvqCTK46OCuaNU4caCaKt/r4Jis2FpW+5rxDaUDAxyiDAmi/s35w7vUvh7StYXjsscPbO9qm8O7t/SUBuNhWmWu5OcJRATXHd3bcTtuK8emmoEjAlw9qif+9sF8x+XyRBwDMkA7tj+M3g8PjF/iuNwx/driq0Xu+jkdc1h3V8ulyo+cPCPz18KWU5RuLKIy4W+OguK+B9/cY9sPjsUxu+4Hx/XeU/tc3eYmuPn63B6blxQHddY08tgPjleKPRlTmjHA0bGZOAUtqLoimWC8eSVsReXyKhRkKyo323ATvKQjiA3qvCkq8Pf2ED9UQ91rxjeUDgxwiDLEj9ZK6XRsv7ZJr2u8X507TCsmO6pvm5hjbt9Uq1g8aj9/B9AtcBFUDOnaPOX9RI9lYEf7caFEgGP7J/4cvdzfgzpt/B6p3ZzumFZUvu6JSMMAhyhDsr2E6vFLhqF146LkVjbcsUYPaIev/3QUnrp0eMxNbsIfj8Skm49Gv/buBo50exN00wHf61cfisYNUiuCifbK/PavD8M3Nx2FL/9wZNw28/MEAzs2wzc3HYWHL4zrzL1WdCwyo9YBVCR24suQHQ5ZM7E5OAxxyH8McEz4O6OgZHsOTmF+Hnq0dm5R5VaP1iUozM+LiVJKGhSgS8tGrrcRU+zlUBOluDDxZa2oIA/dWrnft5Xo91dcmI9urUrQu23juKA12olht1YltaNzW7EagHNwl2aWywYVDPjdH5I52YpDNVCaMcDRZfethsLI7RAFucjuflWdwp3M7ZrFDoFEzPZSvKm6GpndsIzTSPHVFiNgpruSbyLJBjjlVTWorI6gJqJixr0yf/V7YwZJ9TfCcTMkCYUfAxyiDAlxfINGNgNRpnQbc7lyscsxopyKqNzUP7H6/sxJNFYydqocXGWRg1Nik76gcpmTPT/73f4Z9vvLpzj5oUmmATVjE37rO3NrX/t5TDNX70C/2z/DfZ8u9G+jlJMY4BDliEGdrYss0imZQR0Hd2mOhy4YbDmvY7NinHpgB1wzqqfn7bodqqGBRRHVb4+J72PnH+ceaDscwZlD7DtEjHKTw2EMEkoccmSscnBK0hEkujCoS3M8f/lBKbfWWrxpN4yH5bY+Tqoe/XoZAOCJb5b7t1HKSQxw4rAwmILhdtDDqDeuPTRNKfHXe9eNRO+21kMUiAj+98uhuPXk/p636/Ypv4FF8+Zzh3WOm9a9dQnm3HGC5TbcFHO5CQCMxZDNG9n3DGxVB6dRhnJw3r9uJI7q29aXHEanIiojP+sVZXnVNgoQAxxdmPskoezkNcBJJjclTNz3g5N8Z4JeuGlFbdyv08CbVq2o7HJwguoUz4/PzKmIysjPI6rfvxIy4lANRBlS4/FGlZE6O1l0t3BbRBUUN5345RuCBKfBK60qX9vl4ATFjwDnT2/Mrn1927vzMNRmuJA3ZqxBVU0E+XmCw3q1Tnp/01Zsxw/LtiW9PoULAxwTNhOnoHjOwcniXMbCfLGsKOunVH6b6fjoLMehMqXRGAM5FXsd3KMlVm3bGzOtn81I5C0aaX0TNW5QgD0V1a7SmgzxIX//iwWbYt6f9NAky+XembkO78xcBwD4+Z6TUJBkJ4PnP+E8CCzVLyyi0mXvrYPCyqrehRMB8NkNR1jOe/vXh+Lxi4f6kCpvbjiuD+46YyBm3DYa/zpvkG36/ODl03rnN4fh6L7+9pBsdvnIHgmXMXcF8NrVh1j2tHzzif1w15n748FfDKqddlD3lnjwF4Pw8e8Oj1m2fTOtB2ivn7UxyLOqdP3cZQfhlasOrkt7hgLqVLoSIDJigEOUIV7rUojAttffYd1a4sT9O/iRLE+aFhfikkO7o1mjQpw7rLPrXomT4eXjGtq1BZ67fERS67pV6CKXwVyMdUjPVjjGYgiMRkX5uOSQbmjbpDhm+llDOmNgx7rWc61K6nqW7tyiEY7r3y6p9PZr3xQXjugSM//ofm1jiocy1Y0BB94kvzDAIcoQr0+qmSiiyq6czdy78bkNElyPOh63mPvPpNCQGDf1hzKVg+O16DaKwz2QGevgmPAnQkFJ9kJeXxnvX1lcHSmGVZCQWtpjV/ZyTy8z9BzsZkDSTH3Gt7wzFz+u3IGebUrw2MXD0MyhcjYAlJZX4dcv/Yizh8R3BUD1G3NwdLlywaTwSDbAOcqhbsk1R9Z1oHf+8PRd8KMjgB8/0H0RSaoU6vqzuejgbp7W9VLscefpAz1t23m/7paLBkJeL0NXJ9FhIqDl4CT6SDKVg/PxnA3YWFqO75dtw5PfLku4/DOTVuC7n7fhj2/OTrgs1S/MwSHKkGQrUz475iD0/PMnlvNuPak/fntMHwD2/ah4YXePG3f5QdhbWWM7nEC6/PPcA3HH6QM9jwTuJadjzGHdY953bFaMz28chQPu+MLTPgHr/m2suI0lzMsd3LOVxxRpkimi+vamozHqn18ntb9klVcl/vx2l6evJRnlNgY4RBlSY9E9vxuJBun0evNPhogEHtwopSAiSR1fKoWBCkCTYudiEjtWAY5Vh42u6+C4WKYgTxIGz+4CnNj3LUqS+wxS4SadrJRMdlhEZcKKapQOSims2b435r/Lh/uMyqbek1MKUjL0u66sdpmDE/fCZjkXX4erDghd1cGJXcZNqzG/1UQU5q3bhTKH/n6cApztZZXYXV6FyuoINuzal1Qaotug3MMcHB3r4FA6jft+Je74cEHt+z+M3i/pHJwgZdPvonXjBkmvm8zNuSg/D5U1EXRoVpx4YZ35VltkMS6WFddFVC4Czu6tSrB4027HZZKpX+MmKPLbM5NX4JnJKwAAK8eeYrmMU4Az9K7xAID+HZpi4YZSfH7DKPS16UDRSkV1Te027PZP2Ys5OEQB+O9XP8e8f2D8ElS4fLqv79645lCccmAH3HpSP8/r/u20AbjqiB7o0rKR53Xfve4wnHxAezx0wRDP6wLABQd1wUiLYQesYgu3XQBYLfbCFSNwWK+6ujiPXDQUJx/QHh/99nDs165x7fQRPVo6bieRgjzBa1cfEjPtuP5tcWiS9YD84qYq28INpQCArxdv9rTtHWXMucllzMEhyoCCPEF5VU3iBQkjerSMuTl74aa3YTsDOzbDoxcNS3r9secc6HmdRDk0VnNH7dcGAzs2xbC7vwQA9GhdUpvu+84+EOc89j0A4OwhnTBtxXbb7SRMmwgGdqzryPH+cw7ALw7qit+/9lMSW/NPxENl/fxsypKktGMOjglr4FAQ8vPEVQuRTOP9ILvY5fQY7/HGoiRjqZJxerKdRhqLtpJt2u43L5WMvR42z//cxgBHl02VKSn8KqojzMEh39j1qWQMZGIDnOT2IxYBU5APhVOWb8PTk5bHVBr30tuC17pHxqVfmboaXy3aZLssZR8GOEQBsLoGf/fz1sDTQckzFs/YcdNay+ke27WVdV2hI/WOFU8dZD3eWONi69oGtjk4CdJoJ88mYArKBU9Owd0fL8T0lTtqp3kqokohzX9+dy6ueH5G0utT8FgHx4StxCkoxq7zExk9wL7H4O9vOcaP5FhizmadV646BIPu9N7Zn5OPfnt4TAuvTs0b4u1fHxrXYuzRi4ZiyvJtOKKPdS/WjRsU4P3rRqKkQWznjsbvz1xEleq1LlM9HQPAlt0Vta+9FFFlagBRygwGOFE88SmL9WxTYjk9T4COzRsGnJr6qVnDQhy5Xxt8s2SLb9vcv1OzuGnDusVXqC5pUIBjE4wcPqhL87hpxhikwOccnEzWwTG2+q/xUkTlMcLh825uYxEVUQDYgWQ4+JEDEGSuWGyRUp7ldC9i6+Bo/zNxZhvrFnnLwfF23OwlObcxB4cozeat24Ude1PsTyND11m2IonlS7FMgJ+pVUBinu6FVQ5OUIwPCcZ9e3l4sApQd+6txNmPfY9fDO+C9s2K8fvXZgEAvrnpqIz03kz+4bdnwnid/Hb9KzM9r9OqpCim8zZKn98e09v1sonu6U9cMhwlRfl44pLk+8/xU2F+bA7OaYM6onfbxp568zUyHr5Thd22TZLvddqOsS6xcddeMlmsgrLnv1+J5VvKcN+ni2qDGwC4++OFzMHJcYEEOCLSRUS+FpGFIjJfRH6vT28pIuNFZKn+v0UQ6bFMY6Z2TKHnddTw0QPaYcZfjsPLVx6cphSR0R+P74tWJUUul3a+UhzepzXm3XkCThjYPvWE+aBBQV2l43wR/PfCIRh/4yjPORP3nLU/gNgAz6kOzp+O7+s5rYkYm8J7rUtTu55FgGM34rtSio1OclxQOTjVAP6olOoP4BAA14nIAAC3AJiglOoDYIL+nihUkrlIikhMPQNeZ7ODm/tqok70gnyYKi40BDh64pPp5C96DhvXjb60OjcLC/w/ypgAJ8misjyLO579oLfCHJwcF0iAo5TaoJSaqb/eDWAhgE4AzgAwTl9sHIAzg0gPURBqIgrTVmz3pUM/VlLODrlWJ6m4sO4Sby5SUimGzU6BUoFVJJGifYbfUcyhePhOFm/cg02l5bXvN+4qx/z1u2yXt8p8TXZUcgpe4HVwRKQ7gCEApgJop5TaAGhBEIC2QafHjDcS8stz363A+U/8gG1llZlOCvkkk32/JMMqB8cvTpuzKgLr3yFxR4lO/vjGLMO+k2vy/vg3y3DwvRNq3x9y3wRMWmrd4WaeWLeiOvS+rzzskTIp0ABHRBoDeBvADUqpUg/rXS0iM0RkxpYt/vVBYdpHWrZL9dcHs9cnXObELKmrYae+/C7cHmaufRyxgUbyD2+WI6A7hBYNCuJvLU+PGZ70/gHg68V11/4gvgYRdvya6wILcESkEFpw87JS6h198iYR6aDP7wDAcix7pdSTSqnhSqnhbdpY9+RJlG3cXByP7Bt/PvOiGjy3n7kffdhkKmis8tIjngtOh1GQHz+zU/OGuPTQbr7suyZmLKr0/GAEwhz9HBdUKyoB8AyAhUqpBwyzPgAwRn89BsD7QaSHKFvk51qWQD2Xy1+XXWuhZDl9FHattPwq4jPWjYn4e1i1RLwN5EnZJ6gcnJEALgFwjIjM0v9OBjAWwGgRWQpgtP6eKBTcXMutm7vGX1Uz9SCZw/fztMi1OjhG1b7n4Nh/FkUWRVTaOv7se8yz0/DLp6Zg3c59Mbk5fhKbOjh23pi+Bg+OX1L7/tnJK/DUt8tTTseufVW45e05mLl6R+KFKUZQragmK6VEKXWgUmqw/veJUmqbUupYpVQf/f/2INJjJXcvW5TL3HZHYr7MXjOqJwDg6lG9/E2QSQ7fz9Pi1AO10bwP6p58l11Bf6TRYMPcud9J+9eNTJ7M8TidG4U2raj8DBC/X7YNN781O23FSOKxmfjNb8/BQxOWYvW2vVBK4e8fLcA9nyxEdYo5Z//6fDFem74GZz/6fUrbqY84VANRBuWJ4MPrD8dp/5tcO83NNfX/TuyHMwZ3Qr8ke6Sl5Iwe0A6f3zAK3Vo1ynRSXJt+23HYUVYZNyjr0f3a4osbR6GiKoL92jd23IZV3SPHIiqbfnD8Du7WbN+HXjYD0aYsyUrG5dU1qKiuC2pSLeZat5PN0pPFAMeEdcrIL27Opfw8Qbum3ru1z8sTDOiYWrNbN5iBE0tEkh7mIFOaNSxEs4aFlvP2a5f8sSTTD06yPRDbaVSU72k0cS8ESXbSCcT0fcXOAjOHY1HpmBVPmZAvwgH96pmwXGucYpUCm5l+H3tJg4Kki6gSVbquiShU1jh30llVE4nbvwhQXmXMwVExy1NwmINDlEF5eYJCmwqZRlbNbomCYnX+RYMVqz5v7Ora+NHM3qhRUX7MEA5u7SirxJC7xjsu8+m8jfh03kbHbQy/50ucMLAdDu3VOmaeMQcnmr7b35uHF6eswqSbj0aXlrlTxJnL+OhIlEFaDo65C/06959zAA7s3AzXprkysZ360tEfCxGs/fnkfhjerQVOH9Qxbl703Pjj8X2xf6em+M8vBuO0QR1x4Yiutjk1PpdQoUFBXlJFQF8u3JTyvr9atBk1EYVP5m7E7e/NM8wRlFcbi6i0/y9OWQUAeH36mpT3Te4wB8ck1fFZiKLcxAb5eWLb4gQAfnFQV/zioK4+pooyLZdCxqtH9bJtqRc9jnZNi/HRb48AAJw5pBMA+4qxfjezzxNJqh8cP4atcBpuK6aIypTD5Hc9JLLHHByd31mnRG4eLPPyJO6Cx95TKRc45e7ZdWDpd4Zgfp4k1Q+OH4GWbTGcmIqoTOlj557BYQ4Okc+mr9zu+gKa7Re77E4dZZLTuWGXSeF3kefijbuxfGuZ5/W+Xmw5KpAnTsfi1Ipq3c69+GzeBjQoyEenFg2xX7smWLxxN9bv2oej+2rjTc9esxNlldU4rFfrmAeeSEQhL08waekWtCwpwsCOzVI+jjBjgEPko+qaCM57/AcAwAGdEl98nLK5KTiH9myFj+duwIGd03/D2L9TM7w3K/FArNmuZUmR7bziovyY9wP1Lg2MgU+vNiVYtsV7cGKUTHADAO/78PnbPZwoZS6iip3/xoy1eGPG2tr3K8eeghP+8y0AYOKfjkL31iU445HvAABz7zg+Zt23Zq7FqD5tcMkz02rXJXsMcExYOkCpqDaUt7upzxW9SL585cG46OmpaUsXObv37AMwpGtznDG4U9r3Neaw7sjPExylP63nmtevPgQbS8sdWwI1LS7EFSN74NnvVgAAnrv8IACxxTovX3kITv/fZGzeXZHeBKeBUso2l0ophYrq5PrBWbdzH7q3ruu4sKyiJian6KfVO9C/ffr7vwoLPj/qsrykgHKEsZ8LN2P/RCs7juxd18w0m2Ls+vK7aNawEFce0RNtmnjvdNGrwvw8XD6yB3q0TlMPvGl2cM9WrgLB0wbVDQXRtkkxgNhirfbNinHVET39Tl4gIsq+snBEWTcTd8MqFoqtk1dPfpA+YYBD5CNjUFPt4sLGFhVUn4TlfI8oZVvPLqJUTBGVl1IBc66v+b0IW/p6wSIqIo8qqmtw/Ss/YXT/djj/oC4x82JzcBK3X7VqMcViUgorc0yQrpHA0+3Jb5fbjgN31qPfxQQ4n8zbgCnLt9lu64UfVta+Nn8c5vfhCA+Dwxwckxz9vVGA3p+1HuMXbMLNb8+Jm1cV8ZaDk+09t18xsgcA4PzhnTOcEgoDc3ccuTpO0z8/X2ybG2UMbgBg7KeLMHHxFttt/fX9+bWvzZ+G+X2eCO9RHjDA0TEyJrfKKqpt5xlzbdyUvVstk03Xr8N6t8asv47G/eccmOmkUAiYYwJzJ3hePHrR0Jj3rRxadaVDOu4Zljm6xn3yRuUJAxwij5yeoKoMdXCqXFQyzoUn2OaNiurNkA2UXuZ6KynEN3EjpLdtWpz8xpKwt9J5IM5kJPo4+Cv0hgGOCStwUSJOQUm1odOLahd9yCczUCBRrjLHyakE+OaRua0G/Uyn7WWV/m9UxebimHN09lXVxNyhjK21YjajFDaXlvufPpe27anIipHTGeBEMTQmHxhbUdW4yMEpCviiTBSUBgX5cdPMOYFui6isMhCL8mN/O+2apr+Jv9GONAQ4Ciq2To7p4zF2EAgAh9//teV27vxwAUbcOwHvz1rnexoTWbN9L4bd/SVO++/kwPdtxqsrkUdOT52VhqeWqgQ5OOcM7YwR3VvGTedYVBQG/Ts0wYUjuuKvpw6onRZXB8fmVB/WrUXMe6sm2Yf0bBXz/sbR++H4Ae2SS2wStqUjwFF1o45H35vVGK4rW/dYd5L4/PcrAWitvYL27VKtQvWijbsD37cZAxwij5weOmNycBI8nf77/EGh6ReEyExEcN/ZB+CKw3vUTouvg2P9G+nQLLY+jdWvxPzbadawEE9eOjy5xAJ4+MIhnpbfsTc9AY5RRKm4abv2VbneXiaqzmXT8xkDHJNs+nIoOzmdI8ZWVG4qGRPVJ277wTEHQm4Gr021PlvDwvgiNSfpqINjPgKrAHBHmfsAx49R03MZAxyduX8GIiubd5fjka9/tp1fxUrDRLbMdXDsHhbi7ssuLs8u6vQ7Ki70djuctHRraju08Nm8jTHvIyr+s9jpKQfH+oN796e1+GaJfd88qcimmIoBDpEHN7w2C3tc9oOTLOYiUlgN6BA7UOTQrs0tlzusV2z9GnNJ7pmDO8at07Rhah3ze83BSYe3Z8ZWIlapFlFZTNu8uxw3vj4bY56dlkQKcwsDHCIPpq3Y7jg/UdPI4/rn5gjSRH4Y1q0Fnrv8IEy6+WgAwAkD2+OJS4bhrjP3x8jedUHNecNih0Ax5rA/etFQ3Hv2AXHbbt4otY7+irMgwDGzyhD20vzaqopf6T77B7Sw4VhUJnx4JieNiwuwc6/9E1SiejdnD+2MLxdu9jtZRDnj6L51Qb6I4ISB7QEAM1ftqJ1urkBsfHvyAR1g1qtN6iOzZ2OXDVZ1cKqqvQQ4Vnk49ecul33faIZkU7khZa+SIudnAjed+xFRPKfuEeprT9pWAU6lhxwcq4+tPhWBMweHyIMmxfE/mc/mbcS/vliMUw7ogIcmLE15H+xNm+ojp7M+iPgmG3reNTvl4fjO8ipNOTj3f7YIj01cBgB45zeHYaeh+Xp8pW6FK8ZNT0NKsxNzcIg8aGBRTn/tSz/i5817fAluiCjefy8cgvw8wX9d9FVz0wl9k9pHn7ZNklovaOYAJxrcAMAVz0/HFc/PqH1vjgs3lVZgzfZ96UxeVmGAY8aHZ3JQGEDHfPUpC5kokd8c1QtH9W2LJXefhNMGxbeeMrvu6N748g+jEi53UPe63pIL8wVFBXn49VG9XKWpv6k1WJAqHOrgmIMf9oNDADgUFblTkM8zhSgdEgX2+R4eLgryvN3aosu7Hfwzkx2QOwU45mSZP4b61nE6Axwil5Zs2o1dKTaxdHP9ZA4O1Ud+nvZuci6MuR3R4CmVwT+D4qWScWV1BJ/N24DV2/b6no6VW8uwKYMjlrvBSsYmrOBJVtbu2IvjH/w208kgqnfaNvE+SribAMSYExJd3m1H5Jks+qmsrrGdZ65UPH3lDkxfqTW///mek2yHxvCqrKIaR/1rIgBg5dhTfNlmOjAHR1dfmyGSOwvWl6a8jQd/MciHlBCFk7mZ+KtXHYLLR3bHLw/u5nlbbgaxNY5dFc3BsRrP6uwhneKmublbdGvVyMVS3pnr2bhVVaPijs+pab6TbXv8H4crHRjgELngx3PPWUM6+7AVovrh0F6t8LfTBibVAV++iwdWY32baI6MVR2cv5+5f9w0Nw/E+3dshj+M3i/hcl451cFxElEqbryuZIfOy5X8AAY4RC7sq7TPFvYbi0mJUuOmMq3x5h4NcKxycKy25Wb7NRHlqWK0W8nm4FRHVFwRldtK1WYMcHIUK3iSFWPnWUZ/fnduwCkhokTc5LDE5uBEp8UvZ1Xfxuv2/bR08x7beU6pikQUpq3YFjPthtdn4Z6PF1gGdmaz1uzE396fhz0V1a7rIP3lvbnYvDtzFZEZ4OhyJSKlzLAbQfyVqas9bWf/Tvb9ZxzRpzUA4IzB8WX+RGHnbyuqxMvURBTOGaoVG19yiFbPJzoYbucWDWuXEwE6NW8Ys270t+pEKxIK+InZ4birIwr/93bsA9nHczbgqUkr8NGc9Qk3feYj32HcD6vw8ISlMfdLp3o8L01ZjZvenJNw2+nCAIfIhUSDaLrVrVUJxt84Cj/dPjpu3lOXDscH14/EBQd1sViTKOR8jAWMRUPv/OawuAAF0HLr7zv7ALx33Uj85ujeAIBj+rXFR789HO/+ZmTdtkTw2Q1HxKx7nb68k5qIwp7K7Bm52ymXZsvuCtfbWbdjX0xJR6Lcn6Wbdrvett8CCXBE5FkR2Swi8wzTWorIeBFZqv9v4bQNokzycxDNPu2aoEVJUdz04sJ8HNi5OVv0EfloaNcWlhWVayIKRQV5GNyleW1AJCLYv1OzmDHn8kTQpLgQjYrqhmkpzE9866xRwJ7yYAMcpyuHUxPxai85TRJb/Jao6bmnbfssqByc5wGcaJp2C4AJSqk+ACbo7zOOVXAI0MqrlaprVpnJHykReWO+51oVo7itIxN93vD62BGJKJTZFG2ni9Mh1TjkQltVXLbLmRHTfhLl4Lip35MugQQ4SqlvAWw3TT4DwDj99TgAZwaRFjt8Zqao6poIjnvwG/S49RMMuvMLbNi1D9U+FVERkTU/h0Ex/1qt7rFOAY4xEzWao+o1ZzU/T5Juhp2s3Q4BlVNOywPjl8TUw3lzxhr0ue0T/LBsW9yyIhKbg5PgIOtDDo6VdkqpDQCg/29rt6CIXC0iM0RkxpYtWwJLINVPq7bvxfItZQC0ysXjvl/l+SmkZ+uSdCSNKLRuPrEf9mvXGA+cn3qHmC0aFWL0gHY4b5hWidiq6wWnn3SDgnycckAHnDm4bnBPc3jz+tWHoFebEtxwXJ/a/1G92pTgjtMH4k/HJzeyeTrUJChmv/6Vn2pf3/TWHEQUcMs78RWEBbGfXTbn4OTEUA1KqScBPAkAw4cP56M0pZW53HxvZbWnH+m7vzkM//piMZZvLfM7aUSh1al5Q3xx45G+bEtE8NSlw2vfW2VeJPpNP3LRUNNGY98e3LMVJvzxKADADcftF/Pf6OYT++Ifny1OnOg0SyYnxSqXS0x1cBJt18/6i15lMgdnk4h0AAD9/+YMpqVWsl1XU3jsNgU4ZRU1noqo0tG5FxElz+qy7rWfmmR/1Zkct8oomZwUq49Iq4NTNyNRU/jQ18Gx8QGAMfrrMQDez2Ba2A8O1dpTURXz/u2Za7HDpqM/K3ki7DCSKItYVjL2eONNtnVjtjzv3PnhgoTLrNxahq8X1eU1rN2xD+/+tBZVhhHM35u1Hq9MXVP7/qWpq1FaHnvNNMpkHZxAiqhE5FUARwFoLSJrAfwNwFgAb4jIrwCsBnBeEGkhSqTUomnnFws2uV5fhD1iE2WTod1aYP2cDTHTvI6snexDcLbk4ExbYW7nEy86QrjRja/PjruePfvditrXD09Yijlrd+L5y0dYbjOT18JAAhyl1IU2s44NYv9EXiQ71ktUtlzQiEhzz1kHYEDHpjF1YbxmLCT7qw5Dv1YrEtQnnLi4rvFPNj3csSdjkyz6bihDjNmxycjPEw6YSZRFmjUsxG+O6o1CQ1P0oIZRMBZRXT2qZyD79JvdUDVWsqkeKwOcWrkfZZM/Us/B8SkhROQrY26K10rGyebMGtcrKcqJhstxEvXIHDM2VZrT4gUDHJ+8MX0Nfv/aTxmtMU7+SDUHR1jJmCgrGR8+PBdRJV0Hp+51SYN8+wWzmLllqZlSwPN6vZzABxh1wADHJNkb081vz8H7s9ZjwkL3lVEpO1UmaBLeu21jx/n5Iln1FEMUVlce3gOAu8EvAeD/TuxX+/rWk/o5LGkluQjHmGvUuEFu5uCUuRg09A69lVYWxTe50dFfEPyqB7avqsafDVHGOOXgPPLLoRg9oB32+8untsuwkjFRMG47pT+uHtUTbZsWu1r+8pE9cMoBHQDA9TpRfrSialwce8ud9udjMeLeCbbrPn7xMFz70o/J7dhHbovtlVKei/7SiQGOz8JQY76+q3L4Mbdt2sByZGIjEWRXQTRRSImI50DF6/K1+0pqrdgiKnMOTqK0FBVkx/3EbbF9eVUkq4rnWUTls+w4HWlHWaWr2vzlVTVYt3NfzLJOP2Y3vRTnsRUVUej48exa4rGIqiAvO27Rm3dXuFpu575K7Npn3+lf0LLj08sivC3lvk/nbsCQu8bjn58nHv+l3+2fYeTYr3DNi3XZwE51cApdXHDyRdCiUZG7xBJRqBmvJg0LvVUyLsiSJplrd+xztdzijbvxv69/TnNq3GOAo/PrNGIJVeY9MH4JAODRictcr2PsqdhNDs5tJ/e3XSZPgDvPGIhR+7XB2LMPwBF9WuPNaw91nRYiyj7J1q07um9bHNyjJX53TG8M7NgUZw/tBAD4yynaNeSO0wbg1AM7WK5bkF93i+7VpgTdWjVCj9YlSaUjCF56fA8C6+BQ6KTazNtp/WhHYVeN6omr9E67nvhmGe77dFHtMiKCDk2L8cIVWtflF4zomlJ6iCjzkn12bd+sGK9fU/eA88D5g/HA+YNr3182sgcuG9kDH835OG5dY5H4S1cejA7NGgIAut8Sv2w22FeZXY1smIPjM2EtnIyr8jDyt/X63urgmAeTy5JcZSLyUSYakBh7Xs6F1pkMcLKdXtn0+5+34qM56wEAXy/ajPEOWW9z1+6qfe3nOThtxXa8P2udfxusJ9btdFdebO6UMfodV1Y71MHJj//JmDu2clMRmYgoEeO1JBcCnM/mb7Sc7mWoBz8xwNGZo/NfPj0V17/yEzaVluPy56fjqhdmoNymj5vT/jc5LWk6/4kf8PvXZmHN9r1p2X4Y7drrvgZ/dSQ2p+aqF2agsjqCimr7pxA3OTjsKoAofI7r3xYAMKJ7y7Rs/+Ae8ds1PlDl8nPTPR8vzMh+GeAksN6QG+Cm+Vs6zsGte9w10SM4Bidm1RZFWVU1EZQ6fM8F+fHfsDknKJcvRERk7daT++OhCwbjqUuHp2X7T14yHKcN6lj7ftLNR9vm4Hx709EJt/fIL4fi0YuGxhRzudWzjb8Vmacs3+br9txigJOAMahxFeCk4eaWTV1fZztzborXZatrFHY6BTgWzcTj6+AwwiEKm+LCfJwxuBOaNSpMy/abNSqszSUCgC4tG8V0S5FnCHa6tmqUcHunHNgBJx/QAYf0bOU5Lde7HPrCLXNueVAY4JgoxA73vtNQ5LHTQ/GHvxjhuOWlBVW1xbKVNRHH79kqB8fcNTkDHCJKhjn3OD+mknFy20ymTqBVXcNUWOWWB4HNxHXRU2DO2l3431d1HRXd8Pqs2tc791YCAF6dthqvTluNF64YgTdnrI3Zzg/LtuGhCT/j9lP745dPTa2d3qtNCZ67bERt5L1syx5c/8pP+NPx++HY/u3i0vPPz+uaHWcqB6e8qgYXPz0Vxw1oh2uP7OX79m99Zw72VNTgvxcOcbV8WUU1Ln5mKk45oAOuPKJn7TZenbYGAzs2xVOXDo8LcO79ZCH+rPdZEz2eGat22O7joHu+dEyDVcdbmfrxElG4lJpG7S40XG+SbbyQzAOX7wFOhm5izMGx8G+9ozizaNHFre/MxZy1u/DM5BW455PYylPjfliFhRtKY4IbAFi2pQzfLN1S+/4v787Dwg2l+NW4GZb7euTruk7qMjW2xydzN2DGqh0Ya+jjxU+vTluDD2evd13D/q0f1+Kn1Ttxt6HC2qvT1gAA5q8vxT8+WxTXAurJb5fXvv5g9nrH4MYNqyKqSw/tVvu6U/OGaJBgrCoiIitnD+2EgjzBRQdrfWc5taKKdhhoxW69ooI8jOjREpcc0s1qtVqH9vJerOXEXE8xKMzB8cDcQqfC5QirUcair3IPlWEzdXKkM+o2HpObMaOA+JHazbk15VURyyKqmohCfp7YtoKz8suDu+Lk/Tvg4mdiA1WrHJzurUuw9J6TkC8ChdiyciIitzo0a4iFd51Ym4Ni7MnYnBHzwPmD8e5P6ywfgAttirZm/XU0igvykZcnGD2gHS59dhoAYOk9J6HPbZ8CAI7o0xpNDaOeP3bRUBzZtw0emrAUT3xT98AYteK+kzHu+5W448MFtseVaueryeKjps5NLt7OfZUx7839nyRivKnne8g2zFQFrXTepo0nvNsAzrycVcBi9UPaXa4Fpl6KkhoV5luOGm4XvBTm5yEvT9gHDhGlxFg8ZHygsrpn2I2NF9u8vG69RkUFtdcwY31C4/L5eRLT1UXj4gI0KipAjc31U0TQuNi54nWmHtIZ4OjcZCJs3FWBrxdtrn1vzlFIpLpGobyqBos2lsbcKCurI/hx1Y7aOj5mVpVelVJYuKHUU7Nor4w/jAXrSz0HdE6MgYjbnCLj/rfuqcCyLWUx81dt34t563aZV8OMlTswZ+1OzFztvniquDCfzb2JKKMKEvVkbHONMhaT2z10ue11v1GRlpuzu9y+KkFxoXMowUrGGeYmC+3tmWvx9sy6SsXby6wDEjuVNRFc8fx0fL8stk+A/f6iZQ0O6NAUn/z+iLj1fvvqTzH9IwDA+7PW44bXZ+HEge3x+CXDPKXDLePv6eSHJ+G2k/vXjr+UKuNwCm5P/hpDFDr87vjKwAs3lFpmk175gnU9JyfFhXnssI+IMqrAppl4VJ+2jTF/fWnc9N5tG9e+7tSioeW27S5v5of9liVF2v/GRbbpbNO4ge08QLv3ZQIDHJ3X+jQAsGqbtx6Gq2oiccGN0YIN8SeqnTd/1CrX2nWN7QfzE8MLU1b6GOAYc3DcffZ+5iAlUlyYz+ImIsqo/DzBX07pb/uw9fjFw/Dfr5bimiN74aUpq9C6cQOs2laGP4zuW7vM747tg93lVThnaGdX+4yOJ3X/OQdg/c7y2tHLf31ULzw2cZnlOiMsemHOBgxwdF4qoEat3FaWeCGDyiSCKDt+N+OzYv5N+blP42eRTA5OujVgERURZYFolxhWurRshH+cOwgA8LfTBlou07hBAe47+8C46XaXt916q9ZfHNQ1ZnrT4kKMHtDOclxGEcE5QzvHlHBkA9bB0ZVXeQ8+9nocOdVtTXI3ORXBBDixP4EiH/eZTB2cIHM5iwvy2GEfEdU70UYZVpyeMWsy1BjGCXNwdMnk4Hj11KQVrparsjhRnp60HIf2aoV3Zq7DDcf1iQk2nvp2OT6YvR5nD+2EJZv24Jh+bTF6gNZ54KdzN2Dltr349VHxHfWVllfhoS+X4txhndG/Q9OYeRMXb8YNr/0UM80cVJVVVOPB8Utw5pBOmLFyO5o1KsRZQ+KzQVdv24s7P5yPqohC6b4q3HJSP2wqLa+d/9PqHTFlxmZfLdqEj+ZswDszgxtZvbgwPy3DbhARZQO7Yi+nysROveon6s+sqiYSyIO5EQMc3f6dmiW9brumDbCp1L8BMa2KbO42jcZqrB8S7Wxwrt6C6NVpq7Fy7CkAgF+/PBOANhJun3ZNYrZx/6eL8PLU1Xj++5VYdu/JMfNufWduXA/K5kHb/vPlEjw9eQWenlwXuFkFOFe+MB1LNu2pfX/Bk1Ni5t/01hycN7xL3HpRVzzvvZJwqhoW5jMHh4hCy3x5u3BEF7w6bQ0uGGF/LTbn4Bzdt03ta+fASBuGolWCysh+Y4Cj69u+CT68/nB0bF6MYRYtdJx0bN7QtwCnJqISFtks3bwnpiMmO8YO9KwGCp2n17636qPAqoWYOfq2qhStlIp7MjAGN9mmIE8sP+/mjQpjfsyf/O4ItHJoRUBElMvuOH0gzhjcCcO6tbBdxnilfOOaQ3GAIWPAmIPz8e8OxykPT659/9tjeqOkQfDhBuvgGBzQuVlSEeYeh8jVa7f9VTURy0EgzdwUqRnrCFnVMapw2EZxYX7cNHPHd1bbrPK5v4N0t5yyG2m3eaPYYGZAx6Zo17Q4rWkhIgqKOX+6QUE+DunZyrEYyfjQPKJHSzQsqrtPlBkCnIEdY0tEThjY3vKekm4McHzgVPbYqMjbl1pZE0mYgxOJqLhB2cyUUthh6DjQ3AtzTUShrLI6bh2lFCIRZdniy1jvp6omEnNCR5VX16CyOoKK6hrPnRAqpVBVE6lNBxCf7dmsoXOPmV6ZP4Oo5o383Q8RUa5zujM53QczVdrPIioHjYryXbWUijhULW9UVIAdFj0R27n5zTkJ+7aZ/PPWhNvpcesnMe+f/HY5BnVujguenIIj+rTGR3M2xJyQB97xecKgKRrZvzRlFf76/jzLUc5vf28e3p+1vvb9Lxzq1hgNv3s8tu6JDcIO6t4CM1fvtEyDX4w5RMbiqmYNC2MqQhMRhUkyY+Y5DTHk1MIqU/UZmYNj4YlLhqFzi4Z46IIhrpZ/5JdDbec19JiDk66O+yJK4c/vzsW6nfvw2vQ1cdF2ouDG6IsFmyyDGwC1wU20QvIncze42qY5uAGA6St3xNQPeuXKg9GuafKV1PqYWmp1btEQ95x1QO37kgYFOLpvG5y0f/vAa/sTEQXpwE7NMLRrc4w51HlkcaPbTx2Ari0b4cFfDIqb9+hFQ9GpeUO8fOXBAIBL9e0O69YC+5kauASFV3ELJwxsj8n/dwyGW1S2GtQ5vrXV8O4tsXLsKbUtl4wapljuuHLsKbh8ZPeUtgEAO8qq8OMq92MxWYn2OLxK7+DwucsOslxuRPeWWHL3SWjcoKC206hUnT2kEw7r3RqDujSPm2f1uVu54/TYjrAm/98xMa3nGjcowHOXj8BjF6dn6AsiomxRkJ+Hd34zEneesb/rdbq3LsG3Nx9t2Vr24J6t8N0tx2Bk79YAgL+fsT9Wjj0Fb//6sIz1Cs8Ax4FVpSiv4xMV5GdHU+N1O/d57pjQrLJGqyOzdsc+iAB92ln3XXPGkI4QEXRv3Sil/Rm1a6ZV8B1sEeC4lShXxmt9KSIiyl4McBxYtYDyWpSYHeGNP9bu2IunJi1HTUShY7OGaGpT4ffk/TsAALq1KvFt3831faUW4Dh/G41MzRgDHBmCiIh8xgDHgVUlrGFdY4utOjW3Hqk1amhX+z4F3HLq5TdZjZPok2D5ljL847PFAICebUpiit+iaRzQoSla6KPP9mrtX4DTt71WhturTeLPokFBHto2ia+rY9cPQxN9uvm79bvFFhERBYetqBJ4/OKhKKuowf6dmuGzeRtxzZE90bd9E4gI1mzfi3OHxZZFvvSrgzHp5y2Ysnw7jh/QDleP6onmjQpRWl6NLxdswmMXD8P89bvw8ZwNOG94F2wvq8SGXfuwcMNutNFvyi1LCvHOzHX474VaJedfDO+CH1ftQOm+Klx/TB98Nm8jqmsiaFCYh137qlCQl4ezhnTChEWb0atNCcZ+ugj9OzRFRCn0adsY/do3xYxV29GkuBC92zbGsi17cM2oXnjhh5WoqI6gIE9w2WHdccPrs1BSVIA+7RqjojqC/h2aYMXWvdhbUY3lW8tqK/jmieDCEV1RmJ+Hxy8eijwRdGzeEG/PXItLDqmrsHbxod1QpheL7d+pKT6avQFrduzFGYM7oSai0K1VIzzy9c84sHNzHN67NVZt24vD+7TGZc9Nw+7yahy5XxtsK6vAwT1a4cj9tB4z8/MET186HFOWb0N+nuC0QR0BAJ/fMArv/rQO+XnAOUM7o7S8Gi/+sAo791aiuCgfB3Zqhj5tG+OFK0bg1nfm4uELB9em873rR+LD2etxtWmk9C4tG+Hesw5Ah2bs/4aIKNeIynA+vIicCOAhAPkAnlZKjXVafvjw4WrGjOC77iciIqLsIyI/KqWGm6dntIhKRPIBPALgJAADAFwoIgMymSYiIiLKfZmugzMCwM9KqeVKqUoArwE4I8NpIiIiohyX6QCnE4A1hvdr9WkxRORqEZkhIjO2bNkSWOKIiIgoN2U6wLFqtxtXKUgp9aRSarhSanibNm0sViEiIiKqk+kAZy0A42BFnQGst1mWiIiIyJVMBzjTAfQRkR4iUgTgAgAfZDhNRERElOMy2g+OUqpaRK4H8Dm0ZuLPKqXmZzJNRERElPsy3tGfUuoTAJ9kOh1EREQUHpkuoiIiIiLyHQMcIiIiCh0GOERERBQ6DHCIiIgodBjgEBERUegwwCEiIqLQEaXiRkbIaiKyBcCqNG2+NYCtadp2tuGxhhOPNZx4rOFUX4413cfZTSkVN45TzgU46SQiM5RSwzOdjiDwWMOJxxpOPNZwqi/HmqnjZBEVERERhQ4DHCIiIgodBjixnsx0AgLEYw0nHms48VjDqb4ca0aOk3VwiIiIKHSYg0NEREShwwCHiIiIQifrAxwROVFEFovIzyJyiz6tpYiMF5Gl+v8Wbtf1sn7QbI71LhGZIyKzROQLEenodl19es4cqz79t/r0+SLyD4/r5syxisggEflBROaKyIci0tTtuvr0rDtWEXlWRDaLyDzDtH+KyCL9HH5XRJrbrJszxwnYHusdIrJO/63OEpGTbdYNw7EOFpEp+nHOEJERNuvm2rF2EZGvRWShfg36vT79PP19RERsmzvn0vHaXJfCdW9VSmXtH4B8AMsA9ARQBGA2gAEA/gHgFn2ZWwDc73ZdfV7C9bPoWJsalvkdgMdDfKxHA/gSQAN9ubYhPtbpAI7Ul7kCwF0hONZRAIYCmGeYdjyAAv31/WH4rToc6x0A/pTM+ZCDx/oFgJP01ycDmBiSY+0AYKj+ugmAJfrvtT+AvgAmAhie69+tw3UpVPfWbM/BGQHgZ6XUcqVUJYDXAJyh/43TlxkH4EwP68Ll+kGzTK9SqtSwTAkAq1rhoThWAL8GMFYpVQEASqnNHtYFcutY+wL4Vl9mPIBzPKwLZOGxKqW+BbDdNO0LpVS1/nYKgM4Wq+bUcQLWx+pSWI5VAYjmOjYDsN5i1Vw81g1KqZn6690AFgLopJRaqJRanGD1XDreenFvzfYApxOANYb3a/Vp7ZRSGwDthATQFgBEpKOIfJJgXditn2G26RWRe0RkDYCLAPxVnxbGY90PwBEiMlVEvhGRg4DQHus8AKfr084D0AXI+WNN5AoAnwKhPs7r9eK4Z6PZ8yE91hsA/FO/Lv0LwK1AuI5VRLoDGAJgqsMyuXq89eLemu0BjlhMs23XrpRar5SKlnt7WjcL2KZXKXWbUqoLgJcBXK9PC+OxFgBoAeAQADcBeENEJKTHegWA60TkR2hZ4ZVAzn+vtkTkNgDV0M7hsB7nYwB6ARgMYAOAfwOhPdZfA7hRvy7dCOAZIDzHKiKNAbwN4AZTLnqMHD7eenFvzfYAZy30J1tdZ2hZoZtEpAMA6P+tijLs1oXL9YPmlN6oV2BdlBGWY10L4B2lmQYgAm2QNjfrAjl0rEqpRUqp45VSwwC8Cq1M29W6+utsPFZLIjIGwKkALlJ64bxJKI5TKbVJKVWjlIoAeApaVr5ZKI4VwBgA7+iv30SIjlVECqEFNy8rpd5JtLxBLh1vvbi3ZnuAMx1AHxHpISJFAC4A8IH+N0ZfZgyA9z2sC5frB80yvSLSx7DM6QAWuV1Xn5czxwrgPQDHAICI7AetApt5BNpQHKuIRLN+8wD8BcDjbtfV52XjscYRkRMB/B+A05VSe20Wy/njBGov6FFnQSuGNAvFsUK7oR2pvz4GwFKLZXLuWEVEoOVGLVRKPeBx9Vw63vpxbw2qNnOyf9Bq6C+B9oR7mz6tFYAJ0H5UEwC01Kd3BPCJ07pO62f6z+ZY34Z2oZwD4ENoFd7CeqxFAF7Sj3cmgGNCfKy/16ctATAWdb2K5+yxQsuJ2gCgCtpT3q8A/AytvH6W/vd4rh+nw7G+CGCu/lv9AECHEB/r4QB+hNaCZiqAYSE51sOhFbfMMZyzJ0MLWNcCqACwCcDnuX68Vmm1S2euHieHaiAiIqLQyfYiKiIiIiLPGOAQERFR6DDAISIiotBhgENEREShwwCHiIiIQocBDhGFiojsEZGemU4HEWUWAxwickVEVorIcaZpl4nI5AD2fZSIKBF5xzR9kD59YnSaUqqxUmq5D/sM5NiIKD0Y4BBRVhGRAptZWwAcJiKtDNPGQOtwjIgoBgMcIvKFiPQXkYkislNE5ovI6YZ5E0XkSsP7mNwRPRfmOhFZCutu/wFtQNL3oHUNDxHJB3A+9AE8Tdvqrb9+XkQeEZGPRWS3aCPV99LnddeXLTCsO1FErhSR/tCGzzhUL/Laqc9vICL/EpHVIrJJRB4XkYbJf2pElC4McIgoZfoAhR8C+AJAWwC/BfCyiPT1sJkzARwMYIC+zZ0icrhpmRcAXKq/PgHAfMQPSmt2IYA7oY1U/zOAexIlRCm1EMC1AH7Qi7ya67PuB7AftBHDewPoBOCvibZHRMFjgENEXrynBx479VyNR/XphwBoDGCsUqpSKfUVgI+gBRdu3aeU2q6U2gcASqnmSqmYOjBKqe8BtNQDp0uhBTyJvKOUmqaUqoaW2zPYQ5pq6QMxXgXgRj2duwHcCz1HiYiyCwMcIvLiTD3waK7navxGn94RwBqlVMSw7CpoORxurXG53IsArgdwNIB3XSy/0fB6L7RALBltADQC8KMhwPtMn05EWcauMh8RkRfrAXQRkTxDkNMVdRWAy6AFB1HtLbbhduTfF6EVNb2glNqrZawkpUz/3whAqUW6zOnZCmAfgIFKqXXJ7pSIgsEcHCLyw1RoAcPNIlIoIkcBOA3Aa/r8WQDOFpFGegXgXyW7I6XUCgBHArgtlQQrpbYAWAfgYhHJF5ErAPQyLLIJQGcRKdKXjwB4CsCDItIWAESkk4ickEo6iCg9GOAQUcqUUpUATgdwErScjkcBXKqUWqQv8iC0VlCbAIyDqeWTFb310hE2+5uslEpUudiNqwDcBGAbgIEAvjfM+wpaJeaNIrJVn/Z/0HKPpohIKYAvAXipSE1EARGl3OYKExEREeUG5uAQERFR6DDAISIiotBhgENEREShwwCHiIiIQocBDhEREYUOAxwiIiIKHQY4REREFDoMcIiIiCh0/h/QxoQ7ROI3rwAAAABJRU5ErkJggg==\n", 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" ] @@ -3250,7 +3254,7 @@ "myformat = matplotlib.dates.DateFormatter('%H:%M')\n", "ax.xaxis.set_major_formatter(myformat)\n", "\n", - "label = 'Count of 311 Street Flooding Complaints by Hour and Minute from 2010 to 2020'\n", + "label = 'Count of 311 Street Flooding Complaints by Minute from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('Hour:Minute', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", @@ -3317,7 +3321,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -3344,7 +3348,7 @@ " legend=True\n", ")\n", "\n", - "label = 'Count of 311 Street Flooding Complaints by Hour and Minute from 2010 to 2020'\n", + "label = 'Count of 311 Street Flooding Complaints by Minute from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.legend(loc=2, fontsize=10)\n", "plt.xlabel('Hour:Minute', fontsize=12)\n", @@ -3366,7 +3370,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3388,7 +3392,7 @@ " order=order\n", ")\n", "\n", - "label = 'Count of 311 Street Flooding Complaints from 2010 to 2020 by AM/PM'\n", + "label = 'Count of 311 Street Flooding Complaints by AM/PM from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('', fontsize=10)\n", "plt.ylabel('Count', fontsize=10)\n", @@ -3747,7 +3751,7 @@ "outputs": [ { "data": { - "image/png": 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HKF6fLoovwz9t6FPS6O8oOvA+TBF2rx/HOj8FvDmK8yz9PcUujH8t6+g72uzScSx/wj7XjcofFu+i6F/1UDx1DqYlAJm5maL17SKKx/Iynv7avJric/ctitaVX1L8EOhzJrCgnPcSil0/mwcppy+EdkfET8rbo3ncF1K0/P13w+P45xHW8n6KfkufbZi3sYXmIxSd7tdQdHxelpnjeb+0vL7e9ZrmojhJ3frM/PBw00qtJopdro8C88tQXGUtr6E4EufIYSaVNA624EiqpYj4nSg66e5P0TLxcybhCDhJU5MBR1JdnUax26CL4gyvZ6ZN1tK04S4qSZJUO7bgSJKk2jHgSJKk2jHgSJKk2jHgSJKk2jHgSJKk2pk5/CTjFxHPA77cMGgexem0v1AOP4bi/BRvKa+pQUScT3HK693A+zLz20Ot47DDDstjjjlmokuXJElT2K233vpwZs7uP7zph4mX1z7aQHE67XdTXIn1kog4Dzg0Mz8UES+kOC39iRRXa/1P4LkNV57dw4IFC/KWW26Z/AcgSZKmjIi4NTMX9B9exS6qk4D7ygvrnQYsL4cvB04vb58GXJmZO8vTqt9LEXYkSZKGVUXAOZOidQZgTnkF5L4rIR9eDp8LNF7Fen057Gki4pyIuCUibtm8ebBro0mSpOmmqQGnvET9m3jqiqyDTjrAsD32pWXm5Zm5IDMXzJ69x+43SZI0TTW7BecNwE8yc2N5f2NEHAFQ/t9UDl8PHNUw35EU15ORJEkaVrMDzlt5avcUwLXAWeXts4BrGoafGRH7RsRzKC6U9+OmVSlJklpaUw4TB4iIZwInA+9qGHwJcFVEnA2sBc4AyMzbI+Iq4A6gB3j3UEdQSZIkNWpawMnMJ4C2fsO6KY6qGmj6i4CLmlCaJEmqGc9kLEmSaseAI0mSaseAI0mSaseAI0mSaseAI0lSi+ru7uYDH/gAW7ZsqbqUKceAI0lSi1q5ciWrV69mxYoVVZcy5RhwJElqQd3d3XR0dJCZdHR02IrTjwFHkqQWtHLlSnp7ewHo7e21FacfA44kSS1o1apV9PT0ANDT08OqVasqrmhqMeBIktSCFi5cyMyZxQUJZs6cycKFCyuuaGox4EiS1IIWL17MjBnF1/iMGTNYsmRJxRVNLQYcSZJaUFtbG4sWLSIiWLRoEbNmzaq6pCmlaRfblCRJE2vx4sWsWbPG1psBGHAkSWpRbW1tXHrppVWXMSW5i0qSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNWOAUeSJNVO0wJORBwSEVdHxF0RcWdEvCIiZkXEdyLinvL/oQ3Tnx8R90bE3RHx+mbVKUmSWl8zW3A+BVyfmc8HXgzcCZwH3JCZ84EbyvtExAuBM4EXAacA/xQRezWxVkmS1MKaEnAi4iDg1cBnATLzycx8FDgNWF5Othw4vbx9GnBlZu7MzPuBe4ETm1GrJElqfc1qwZkHbAY+HxE/jYjPRMT+wJzMfBCg/H94Of1cYF3D/OvLYZIkScNqVsCZCbwUuCwzXwJsp9wdNYgYYFjuMVHEORFxS0Tcsnnz5ompVJIktbxmBZz1wPrM/FF5/2qKwLMxIo4AKP9vapj+qIb5jwS6+i80My/PzAWZuWD27NmTVrwkSWotTQk4mfkQsC4inlcOOgm4A7gWOKscdhZwTXn7WuDMiNg3Ip4DzAd+3IxaJUlS65vZxHW9F1gREfsAncA7KALWVRFxNrAWOAMgM2+PiKsoQlAP8O7M3N3EWiVJUgtrWsDJzJ8BCwYYddIg018EXDSZNUmSpHryTMaSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2ZlZdgKShXXbZZXR2dg46fsOGDQDMnTt3yOXMmzePc889d0Jrk6SpyoAjtbgdO3ZUXYIkTTlNCzgR8QDwGLAb6MnMBRExC/gycAzwAPCWzHyknP584Oxy+vdl5rebVas0lQzX6rJ06VIAli1b1oxyJKklNLsPzmsz84TMXFDePw+4ITPnAzeU94mIFwJnAi8CTgH+KSL2anKtkiSpRVXdyfg0YHl5ezlwesPwKzNzZ2beD9wLnNj88iRJUitqZsBJoCMibo2Ic8phczLzQYDy/+Hl8LnAuoZ515fDniYizomIWyLils2bN09i6ZIkqZU0s5PxKzOzKyIOB74TEXcNMW0MMCz3GJB5OXA5wIIFC/YYL0mSpqemteBkZlf5fxPwNYpdThsj4giA8v+mcvL1wFENsx8JdDWrVkmS1NqaEnAiYv+IOLDvNrAIWA1cC5xVTnYWcE15+1rgzIjYNyKeA8wHftyMWiVJUutr1i6qOcDXIqJvnSsz8/qI+G/gqog4G1gLnAGQmbdHxFXAHUAP8O7M3N2kWiVJUotrSsDJzE7gxQMM7wZOGmSei4CLJrk0SZJUQ1UfJi5JkjThDDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2DDiSJKl2mnk1cY3RZZddRmdn56DjN2zYAMDcuXOHXM68efM499xzJ7Q2SZNnuM8+jOzz72df05EBpwZ27NhRdQmSKuLnXxqYAacFDPfLa+nSpQAsW7asGeWMS3d3NxdffDEXXHABs2bNqrocaUobSatLK33+pWayD46aauXKlaxevZoVK1ZUXYokqcYMOGqa7u5uOjo6yEw6OjrYsmVL1SVJkmrKgKOmWblyJb29vQD09vbaiiNJmjQGHDXNqlWr6OnpAaCnp4dVq1ZVXJEkqa4MOGqahQsXMnNm0a995syZLFy4sOKKJEl1ZcBR0yxevJgZM4q33IwZM1iyZEnFFUmS6sqAo6Zpa2tj0aJFRASLFi3yMHFJ0qTxPDhqqsWLF7NmzRpbbyRJk8qAo6Zqa2vj0ksvrboMSVLNuYtKkiTVjgFHkiTVjgFHkiTVjgFHkiTVjgFHkiTVjgFHkiTVjoeJS5Kkcbnsssvo7OwcdPyGDRsAmDt37pDLmTdvHueee+6E1GTAkSRJk2rHjh1NX6cBR5IkjctwrS5Lly4FYNmyZc0oB7APjiRJqiEDjiRJqh0DjqSm6e7u5gMf+ABbtmypuhRJNWfAkdQ0K1euZPXq1axYsaLqUiTVnAFHUlN0d3fT0dFBZtLR0WErjqRJZcCR1BQrV66kt7cXgN7eXltxJE0qA46kpli1ahU9PT0A9PT0sGrVqoorGpx9haTWZ8CR1BQLFy5k5szi1FszZ85k4cKFFVc0OPsKSa3PgCOpKRYvXsyMGcUmZ8aMGSxZsqTiigZmXyGpHgw4kpqira2NRYsWEREsWrSIWbNmVV3SgOwrJNWDAUdS0yxevJjjjz9+yrbeQGv1FZI0OAOOpKZpa2vj0ksvnbKtN9BafYUkDa6pASci9oqIn0bEdeX9WRHxnYi4p/x/aMO050fEvRFxd0S8vpl1Spq+WqWvkKShNbsF58+AOxvunwfckJnzgRvK+0TEC4EzgRcBpwD/FBF7NblWSdNQq/QVkjS0pgWciDgS+G3gMw2DTwOWl7eXA6c3DL8yM3dm5v3AvcCJTSpV0jTXCn2FJA2tmS04fwd8EOhtGDYnMx8EKP8fXg6fC6xrmG59OexpIuKciLglIm7ZvHnzpBStieUJ1NQKWqGvkKShNSXgRMSpwKbMvHWkswwwLPcYkHl5Zi7IzAWzZ88eV41qDk+gJklqhma14LwSeFNEPABcCSyMiC8CGyPiCIDy/6Zy+vXAUQ3zHwl0NalWTRJPoCZJapamBJzMPD8zj8zMYyg6D6/KzD8ErgXOKic7C7imvH0tcGZE7BsRzwHmAz9uRq2aPJ5ATZLULFWfB+cS4OSIuAc4ubxPZt4OXAXcAVwPvDszd1dWpSaEJ1CTJDVL0wNOZn4vM08tb3dn5kmZOb/8v6Vhuosy89jMfF5m/kez69TE8wRqkqRmqboFR9OIJ1CTJDWLAUdN4wnUJEnNMuKAExFnDDL8zRNXjurOE6hJkpphNC04nx1k+OUTUYimB0+gJklqhpnDTRAR88qbM8pDthtPwjcP2DEZhUmSJI3VsAGH4jpQSRFs7us37iHgoxNckzRtXHbZZXR2do5rGffdV3wsly5dOq7lzJs3j3PPPXdcy5CkqWLYgJOZMwAi4vuZ+VuTX5I0fXR2dvLzu25j77axL6OnvIjJXZtvG/MydnWPff2SNBWNpAUHAMONNDn2boPDThvo8mvN8/A1e1zqTZJa2ogDTtn/5iLgBOCAxnGZefTEliVJkjR2Iw44wEqKPjjvB56YnHIkSZLGbzQB50XAKzOzd7KKkSRJmgijOQ/OjcBLJqsQSZKkiTKaFpwHgG9HxFcpDg//lcz864ksSpIkaTxGE3D2B74B7A0cNTnlSJIkjd9oDhN/x2QWIkmSNFFGc5j4vMHGZeb4TsUqSZI0gUbTyfhe4J7y/70N9++ZhLokSTXS3d3NBz7wAbZs2VJ1KZomRhxwMnNGZu5V/p8BtFNcSfyPJq06SVItrFy5ktWrV7NixYqqS9E0MZoWnKfJzIeAPwcunrBqJEm1093dTUdHB5lJR0eHrThqijEHnNLzgGdORCGSpHpauXIlvb3FOWJ7e3ttxVFTjDjgRMQPIuLGhr9bgB8Bn5y88iRJrW7VqlX09PQA0NPTw6pVqyquSNPBaM6D85l+97cD/5OZdjKWJA1q4cKFXH/99fT09DBz5kwWLlxYdUmaBkZzHpzlk1mIpNZ22WWX0dk59BkjNmzYAMDcuXMHnWbevHmce+65E1qbqrV48WI6OjoAmDFjBkuWLKm4Ik0HozkPzt7AhymOmmoHuoB/Ay7KzCcnpzxpcgz3ZTySL2Lwy3i0duzYUXUJqkBbWxuLFi3im9/8JosWLWLWrFlVl6RpYDS7qD4OnAj8KbAGeDbwV8BBwP+e+NKk6vhFPHojCXpLly4FYNmyZZNdjqaYxYsXs2bNGltv1DSjCThnAC/OzO7y/t0R8RPgfzDgqMUM92XsF7E0sdra2rj00kurLkPTyGgOE49RDpckSarEaALOV4BvRMTrI+IFEXEK8PVyuCRJ0pQxml1UH6ToZPyPFJ2MNwBfAi6chLokSZLGbNgWnIh4ZUT8bWY+mZl/nZnHZeYzM3M+sC/w0skvU5IkaeRGsovqAuDGQcZ9F/jLiStHkiRp/Eayi+oE4PpBxv0n8LkJq0aS1JI8t5SmmpEEnIOAfYBfDjBub+DACa1IklQ7nltKzTaSgHMXsAi4ZoBxi8rxkqRpzHNLaaoZScD5v8C/RMRewNczszciZgCnUxxR9ReTWJ8kSdKoDRtwMnNlRDwLWA7sGxEPA4cBO4CPZOaXJrlGSZKkURnReXAy85MR8RngFUAb0A3clJnbJrM4SZKksRjxif7KMPPtSaxFkiRpQozmTMaSJKlJhjv0HkZ2+P10PfTegCNJUovy8PvBGXAkqSIj+YU+nPvuuw946jDssZquv/KnspG8Hh5+PzgDjqRpZ6qcdbezs5Pb7rqbGW2Hj3kZvRkArN78yNiX0b1pzPNKU1VTAk5E7EdxPat9y3VenZkfiYhZwJeBY4AHgLdk5iPlPOcDZwO7gfdlph2cJTVFM5v9Z7Qdzr6nvrVp6xvIzus824cG16otjc1qwdkJLMzMxyNib+CHEfEfwO8BN2TmJRFxHnAe8KGIeCFwJvAioB34z4h4bmbublK9UlN0dXWxaxs8fE1WWseubuja1VVpDc3kWXelkevs7OTeO+7m6IOeNeZl7NNTXNv7yfVbx7yMtdseGtX0TQk4mZnA4+Xdvcu/BE4DXlMOXw58D/hQOfzKzNwJ3B8R9wInAjc1o15JkvSUow96Fhe8/B2V1vA3N39+VNM3rQ9OeamHW4HjgH/MzB9FxJzMfBAgMx+MiL4d0XOBmxtmX18O67/Mc4BzAI4++ugJr7m7u5uLL76YCy64gFmzZk348jU5Wqk5tb29nW17P8xhp8W41jNeD1+TtM9ur7QGSZpITQs45e6lEyLiEOBrEXH8EJMPtLXfow0/My8HLgdYsGDBhLfxr1y5ktWrV7NixQre+973TvTiNUk6Ozu5887bOPjQsS9jd2/xv+uh28a8jK1j7/MpSRqnph9FlZmPRsT3gFOAjRFxRNl6cwTQ15V/PXBUw2xHAk3tINDd3U1HRweZSUdHB0uWLLEVp4UcfCi8elG1NdzYUe36JWk6m9GMlUTE7LLlhoh4BvA64C7gWuCscrKzgGvK29cCZ0bEvhHxHGA+8ONm1Npn5cqV9PYWP+N7e3tZsWJFM1cvSZLGoSkBBzgC+G5E3Ab8N/CdzLwOuAQ4OSLuAU4u75OZtwNXAXcA1wPvbvYRVKtWraKnpweAnp4eVq1a1czVS5KkcWjWUVS3AS8ZYHg3cNIg81wEXDTJpQ1q4cKFXH/99fT09DBz5kwWLlxYVSmSJGmUmtWC03IWL17MjBnF0zNjxgyWLFlScUWSJGmkDDiDaGtrY9GiRUQEixYtsoOxJEktxGtRDWHx4sWsWbPG1htJklqMAWcIbW1tXHrppVWXIUmSRsldVJIkqXYMOJIkqXbcRSVJmlaGu17dhg0bAJg7d49LID7NcNeaU7UMOJIkNdixY0fVJWgCGHAkSdPKcK0uS5cuBWDZsmXNKEeTxIBTseGaSkfivvvuA576UI6Vza2SpLow4FSss7OTe+64jaMO2mvMy9i7p7go6I71t495Geu2NfVSX2pBhnFJrcSAMwUcddBeLH3FMyutYdlNT1S6fk19nZ2d3HbXHdB2wNgXkrsAuG3z2rEvo/vxsc8radow4EgaubYDmHnagkpL6LnmlkrXL6k1eB4cSZJUOwYcSZJUOwYcSZJUOwYcSZJUOwYcSZJUOwYcSZJUOx4mLlVsVzc8fE2Oef6ercX/mQePrwZmj31+aarwhJTqY8CRKjRv3rxxL+O+bcXG+NjZx459IbMnphapap2dndx1173MnvXssS8k9wGge9OuMS9i85Y1Y1+/JoQBR6rQRPy688KA0tPNnvVsznjjhyut4SvfurDS9cs+OJIkqYYMOJIkqXYMOJIkqXbsgyNpRLq6umDbY9Vf7LL7Mbp2dVVbg6QpzxYcSZJUO7bgSBqR9vZ2Ht67h5mnLai0jp5rbqF9dnulNUia+mzBkSRJtWPAkSRJteMuKkm14qn6JYEBR1LNdHZ2cttddxJts8a8jMzi2mA/37xx7Mvo3jLmeSWNnwFHUu1E2yxmnvr6Smvoue7bw07T1dVF77bH2Hndl5pQ0eB6uzfRteuXldYgTTT74EiSpNqxBUeSKtLe3s6WvR9h31PfWmkdO6/7Eu2zD620Bmmi2YIjSZJqx4AjSZJqx11UmjAjOTx3w4YNAMydO3fQaTy0VpI0XgYcNdWOHTuqLkGSNA0YcDRhRtLq0nfitGXLlk12OZKkacw+OJIkqXZswdGIeQp8SVKraErAiYijgC8AzwJ6gcsz81MRMQv4MnAM8ADwlsx8pJznfOBsYDfwvswc/rSgmlSdnZ3cfedtzD5k7MuI3uL/lgdvG/MyNj869vVLkqaHZrXg9ADvz8yfRMSBwK0R8R3g7cANmXlJRJwHnAd8KCJeCJwJvAhoB/4zIp6bmbubVK8GMfsQeMtr96q0hqu+69tAkjS0pvTBycwHM/Mn5e3HgDuBucBpwPJysuXA6eXt04ArM3NnZt4P3Auc2IxaJUlS62t6H5yIOAZ4CfAjYE5mPghFCIqIw8vJ5gI3N8y2vhzWf1nnAOcAHH300ZNYtSRJE8t+jZOrqQEnIg4A/h3488zcFhGDTjrAsNxjQOblwOUACxYs2GO8JElTVWdnJ/fccS9HHTT2H+h79+wDwI71T455Geu2rR3zvFNZ0wJOROxNEW5WZOZXy8EbI+KIsvXmCGBTOXw9cFTD7EcCXRNZj2fdlSRV7aiDjub9Lzu/0ho+8aOLK13/ZGnWUVQBfBa4MzM/2TDqWuAs4JLy/zUNw1dGxCcpOhnPB37cjFobedZdSWotXV1dbNv6BF/51oWV1rG5ew07e55ZaQ3TXbNacF4J/BHw84j4WTnsAopgc1VEnA2sBc4AyMzbI+Iq4A6KI7DePdFHUHnWXUmS6qspASczf8jA/WoAThpknouAiyatqCmiq6uL7dt2s+ymJyqtY9223ezfNaF7ASWp6drb29l35i7OeOOHK63jK9+6kLbD9660hunOSzVIkqTa8VINFWtvb2dH7yMsfUW1+2qX3fQE+7W3V1qDJEkTxYAjaeS6H6fnmlvGPv/WclfsweMI9N2Pw+yxz67Rm0rnawGPXtXIGHAkjci8efPGvYz7thVfcsfOHseJOWcPXUtXVxe5bSs911V7+brs3kLXrnpcVqSzs5PVd93Dvm1HDT/xIJ7Moj/KPZvHd3Tqzu5145pf04cBR9KITMQvZo9MbF37th3F0ad9sOoyWHvNx6suQS3CgCOpVtrb2+neey9mnvr6Suvoue7btM+eU2kN0nRW24AzlfYZu79YkqTmqm3A6ezs5N477uTog2eNeRn77C4ub/Xkho1jXsbarVvGPK8kSRqb2gYcgKMPnsWHf3NRpTVc+IOOStcvSdJ05In+JElS7RhwJElS7RhwJElS7dS6D44mVldXF9u2wlXfrfbkZZsehR3phUElqRmKi0I/xt/c/PlK61iz7SH279o+4ultwZEkSbVjC45GrL29nf3iYd7y2r0qreOq7+5m1hFeGFSSmqG9vZ0ne7dywcvfUWkdf3Pz59mn/eART28LjiRJqh1bcFQ7XV1dPLoVbqz4FESPPgL02ldIkqpgwJEk1crmLWv4yrcuHPP8j257CIBDDnrWuGpoO/y4Mc+v8TPgqHba29thxsO8utqTWHNjB7Q/y75CUjPNmzdv3Mt49LEnAWg7fO8xL6Pt8OMmpBaNnQFHklQbE3Fh474LLC9btmzcy1J1DDiSpCF1dXWxc9t21l7z8apLYWf3Orp27V91GWoBBhxJtZPdW+i57ttjn3/rYwDEwQeOqwZmzxnz/JLGx4AjqVYmot/DfdseB+DY8QSU2XNq0wejvb2d7Xvv4OjTPlh1Kay95uO0z96v6jLUAgw4kmrFPhiSwBP9SZKkGjLgSJKk2jHgSJKk2qltH5yuri62b93KhT+o9nz9a7ZuYf/YXWkNkiRNN7bgSJKk2qltC057eztP5l58+DerPV//hT/oYJ92z4UhSVIz2YIjSZJqp7YtOK1k3bbdLLvpiTHPv2l7LwCH7z/2vLpu227mj3luSWPV272Jndd9aezzb30EgBkHHzquGpg99vmlqciAU7GJONPprvvuA2C/I48d8zLmT1AtUiu47LLL6OzsHHT8feVnqu+Ef4OZN2/euE4sODFnXd4CwLHjCSizD/Xzr9ox4FTMs65KU89++zXnUgB+/tUq1m57iL+5+fNjnn/j9iKIz9l/1rhqOI6DRzy9AUfShBiuVQRG1jIy3laRkZjs5Ut1MhGte0/e9zAA+xw58oDS33EcPKpaDDiSmqZZLSOSJk6rtjQacCRNCFtFJE0lHiYuSZJqx4AjSZJqx11U0hQ3VQ5plqRWYsCRWpwddyVpT00JOBHxOeBUYFNmHl8OmwV8GTgGeAB4S2Y+Uo47Hzgb2A28LzO/3Yw6panIVhdJGr1m9cG5Ajil37DzgBsycz5wQ3mfiHghcCbwonKef4qIvZpUpyRJqoGmtOBk5o0RcUy/wacBrylvLwe+B3yoHH5lZu4E7o+Ie4ETgZtGu961W7dw4Q86xlg1bNz+GABz9j9wzMtYu3ULx831auKSJDVTlX1w5mTmgwCZ+WBEHF4Onwvc3DDd+nLYqEzMmRcfB2CfcQSU4+bO8RovkiQ12VTsZBwDDMsBJ4w4BzgH4Oijj37auFY986IkSRq/KgPOxog4omy9OQLYVA5fDxzVMN2RQNdAC8jMy4HLARYsWDBgCJIkaSrq6upi+7btfOJHF1dax7pta9i/a/9Ka5gMVQaca4GzgEvK/9c0DF8ZEZ8E2oH5wI8neuWtdGHAqWTzo3DVd3ePef5Hi71+HHLA+GqYdcTQ02x9BG4ce/crHi+6X3HA2LtfsfURaH/W2OeXJI1dsw4T/xJFh+LDImI98BGKYHNVRJwNrAXOAMjM2yPiKuAOoAd4d2aO/Rt1HDy/yNNNRF+iR8rQOOuIY8e8jFlHDF3LRNR53/aizvZnjb3O9mdNTC2S6qm9vZ0dvU/y/pedX2kdn/jRxezXvk+lNUyGZh1F9dZBRp00yPQXARdNXkWeW2QsWqVfU6vUKUmaPF6LSpIk1c5UPIpKmnRe30nSVLBu29pxdTLetH0jAIfvP/bTmazbtpb5HDfm+acqA44mTJ06btv/StJkm4g+ervuexKA/Y4cex+a+Rw37lqm4o9GA46aaqoEh6oDlNRqdnavY+01Hx/z/E9uLc4Ess/Bhw8z5fB1MHv+uJYxVUyn/oJVbPsNOJowhgapnibkyMRtuwA4dvY4v+hmz/foxCloKm7/DTiSpCFNp5YG1YdHUUmSpNox4EiSpNox4EiSpNqxD44kTVF1OvWC1GwGHElqYVPl1AvSVGPAkaQpylYXaezsgyNJkmrHgCNJkmrHgCNJkmrHPjiSJE1BHkU3PgYcSZJalEfRDc6AI0nSFDQdW10mkn1wJElS7RhwJElS7biLSpI0bsN1iB1JZ1iYvh1iNfEMOJKkSWdnWDWbAacF+MtI0lTntkVTjQGnBvxlJEnS0xlwWoC/jCRJGh2PopIkSbVjwJEkSbXjLipJ0rTigRvTgwFHkqQGHrhRDwYcSdK0YqvL9GAfHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDuRmVXXMCEiYjOwZhIWfRjw8CQsd6K1Sp3QOrW2Sp1grZOhVeqE1qm1VeoEa50Mk1XnszNzdv+BtQk4kyUibsnMBVXXMZxWqRNap9ZWqROsdTK0Sp3QOrW2Sp1grZOh2XW6i0qSJNWOAUeSJNWOAWd4l1ddwAi1Sp3QOrW2Sp1grZOhVeqE1qm1VeoEa50MTa3TPjiSJKl2bMGRJEm1Y8CRJEm1Y8AZRER8LiI2RcTqqmsZSkQcFRHfjYg7I+L2iPizqmsaSETsFxE/joj/Kev8WNU1DSci9oqIn0bEdVXXMpSIeCAifh4RP4uIW6quZzARcUhEXB0Rd5Xv11dUXdNAIuJ55XPZ97ctIv686roGEhH/u/w8rY6IL0XEflXXNJiI+LOyztun2vM50PY+ImZFxHci4p7y/6FV1ljWNFCdZ5TPaW9ETJlDxQepdVn5+b8tIr4WEYdMZg0GnMFdAZxSdREj0AO8PzNfALwceHdEvLDimgayE1iYmS8GTgBOiYiXV1vSsP4MuLPqIkbotZl5whQ/F8angOsz8/nAi5miz21m3l0+lycAvw48AXyt2qr2FBFzgfcBCzLzeGAv4MxqqxpYRBwP/AlwIsVrf2pEzK+2qqe5gj239+cBN2TmfOCG8n7VrmDPOlcDvwfc2PRqhnYFe9b6HeD4zPw14BfA+ZNZgAFnEJl5I7Cl6jqGk5kPZuZPytuPUXxpzK22qj1l4fHy7t7l35Tt4R4RRwK/DXym6lrqICIOAl4NfBYgM5/MzEcrLWpkTgLuy8zJOEv6RJgJPCMiZgLPBLoqrmcwLwBuzswnMrMH+D7wuxXX9CuDbO9PA5aXt5cDpzezpoEMVGdm3pmZd1dU0qAGqbWjfP0BbgaOnMwaDDg1EhHHAC8BflRxKQMqd/n8DNgEfCczp2Sdpb8DPgj0VlzHSCTQERG3RsQ5VRcziHnAZuDz5W6/z0TE/lUXNQJnAl+quoiBZOYG4FJgLfAgsDUzO6qtalCrgVdHRFtEPBN4I3BUxTUNZ05mPgjFD0ng8IrrqZt3Av8xmSsw4NRERBwA/Dvw55m5rep6BpKZu8tm/yOBE8tm6yknIk4FNmXmrVXXMkKvzMyXAm+g2EX56qoLGsBM4KXAZZn5EmA7U6PJf1ARsQ/wJuArVdcykLJPyGnAc4B2YP+I+MNqqxpYZt4J/C3FLorrgf+h2L2uaSgi/pLi9V8xmesx4NRAROxNEW5WZOZXq65nOOWuie8xdfs4vRJ4U0Q8AFwJLIyIL1Zb0uAys6v8v4mir8iJ1VY0oPXA+oZWu6spAs9U9gbgJ5m5sepCBvE64P7M3JyZu4CvAr9RcU2DyszPZuZLM/PVFLsu7qm6pmFsjIgjAMr/myqupxYi4izgVGBJTvKJ+Aw4LS4igqJfw52Z+cmq6xlMRMzu6zEfEc+g2DjfVWlRg8jM8zPzyMw8hmIXxarMnJK/jCNi/4g4sO82sIhid8CUkpkPAesi4nnloJOAOyosaSTeyhTdPVVaC7w8Ip5ZbgdOYop23AaIiMPL/0dTdIqdys8twLXAWeXts4BrKqylFiLiFOBDwJsy84nJXt/MyV5Bq4qILwGvAQ6LiPXARzLzs9VWNaBXAn8E/Lzs3wJwQWZ+q7qSBnQEsDwi9qII1ldl5pQ+/LpFzAG+Vny/MRNYmZnXV1vSoN4LrCh3/XQC76i4nkGV/UROBt5VdS2DycwfRcTVwE8omvt/ytQ+Zf+/R0QbsAt4d2Y+UnVBfQba3gOXAFdFxNkUYfKM6iosDFLnFuAfgNnANyPiZ5n5+uqqLAxS6/nAvsB3ym3WzZn5p5NWg5dqkCRJdeMuKkmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEmSVDsGHEnTSkRkRBxXdR2SJpcBR1JlIuKBiHgyIg7rN/xnZRA5ZpzL/15E/PG4ipTUkgw4kqp2P8VZgwGIiP8HeEZ15UiqAwOOpKr9G/C2hvtnAV/ouxMRB0fEFyJic0SsiYgPR8SMctzbI+KHEXFpRDwSEfdHxBvKcRcBvwl8OiIej4hPN6zjdRFxTznPP5aXOpBUIwYcSVW7GTgoIl5QXsrjD4DGi5v+A3AwMA/4LYow1HiZh5cBdwOHAR8HPhsRkZl/CfwAeE9mHpCZ72mY51TgfwEvBt4CVH5qe0kTy4AjaSroa8U5meIirBvK4X2B5/zMfCwzHwA+QXH9tT5rMvNfM3M3sJziumdzhlnfJZn5aGauBb4LnDBRD0TS1ODFNiVNBf8G3Ag8h4bdUxStMvsAaxqGrQHmNtx/qO9GZj5R7m06YJj1PdRw+4kRTC+pxdiCI6lymbmGorPxG4GvNox6mOLq089uGHY0T7XwDLvoCSlQUssx4EiaKs4GFmbm9oZhu4GrgIsi4sCIeDbwFzy9j85QNlL03ZE0zRhwJE0JmXlfZt4ywKj3AtuBTuCHwErgcyNc7KeAN5dHS/39xFQqqRVEpi24kiSpXmzBkSRJtWPAkSRJtWPAkSRJtWPAkSRJtWPAkSRJtWPAkSRJtWPAkSRJtWPAkSRJtfP/AwEtVpmaGQv1AAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -3767,7 +3771,7 @@ " y='count'\n", ")\n", "\n", - "label = 'Boxplot of NYC 311 Street Flooding Complaints from 2010 to 2020'\n", + "label = 'Boxplot of NYC 311 Street Flooding Complaints by Month from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('Month', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", @@ -3888,7 +3892,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3908,7 +3912,7 @@ " y='count'\n", ")\n", "\n", - "label = 'Boxplot of NYC 311 Street Flooding Complaints from 2010 to 2020'\n", + "label = 'Boxplot of NYC 311 Street Flooding Complaints by Quarter from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('Quarter', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", @@ -4032,7 +4036,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -4052,7 +4056,7 @@ " y='count'\n", ")\n", "\n", - "label = 'Boxplot of NYC 311 Street Flooding Complaints from 2010 to 2020'\n", + "label = 'Boxplot of NYC 311 Street Flooding Complaints by Week of Year from 2010 to 2020'\n", "plt.title(label, fontsize=12, pad=10)\n", "plt.xlabel('\\nWeek of Year', fontsize=12)\n", "plt.ylabel('Count', fontsize=12)\n", @@ -4125,22 +4129,6 @@ "start_time": "2021-01-12T12:29:51.135069Z" } }, - "outputs": [], - "source": [ - "weekly_mean = daily.resample('W').mean()\n", - "monthly_mean = daily.resample('MS').mean()" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "adopted-yacht", - "metadata": { - "ExecuteTime": { - "end_time": "2021-01-12T12:29:51.163059Z", - "start_time": "2021-01-12T12:29:51.156082Z" - } - }, "outputs": [ { "data": { @@ -4154,18 +4142,20 @@ "Freq: W-SUN, Name: count, dtype: float64" ] }, - "execution_count": 53, + "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "weekly_mean = daily.resample('W').mean()\n", + "\n", "weekly_mean.head()" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 53, "id": "forty-arrangement", "metadata": { "ExecuteTime": { @@ -4186,18 +4176,20 @@ "Freq: MS, Name: count, dtype: float64" ] }, - "execution_count": 54, + "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "monthly_mean = daily.resample('MS').mean()\n", + "\n", "monthly_mean.head()" ] }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 54, "id": "fitting-learning", "metadata": { "ExecuteTime": { @@ -4251,7 +4243,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 55, "id": "visible-filing", "metadata": { "ExecuteTime": { @@ -4317,7 +4309,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 56, "id": "worth-pennsylvania", "metadata": { "ExecuteTime": { @@ -4343,7 +4335,7 @@ "Freq: D, Name: count, dtype: int64" ] }, - "execution_count": 57, + "execution_count": 56, "metadata": {}, "output_type": "execute_result" } @@ -4363,7 +4355,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 57, "id": "advanced-stream", "metadata": { "ExecuteTime": { @@ -4389,7 +4381,7 @@ "Freq: D, Name: count, dtype: float64" ] }, - "execution_count": 58, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -4404,7 +4396,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 58, "id": "modular-blend", "metadata": { "ExecuteTime": { @@ -4462,7 +4454,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 59, "id": "associate-patrol", "metadata": { "ExecuteTime": { @@ -4537,7 +4529,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 60, "id": "consolidated-development", "metadata": { "ExecuteTime": { @@ -4563,7 +4555,7 @@ "Freq: D, Name: count, dtype: int64" ] }, - "execution_count": 61, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -4583,7 +4575,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 61, "id": "regulated-campbell", "metadata": { "ExecuteTime": { @@ -4630,7 +4622,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 62, "id": "diagnostic-antigua", "metadata": { "ExecuteTime": { @@ -4677,7 +4669,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 63, "id": "collected-coating", "metadata": { "ExecuteTime": { @@ -4725,7 +4717,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 64, "id": "european-pacific", "metadata": { "ExecuteTime": { @@ -4774,7 +4766,7 @@ { "cell_type": "code", "execution_count": null, - "id": "incorporate-package", + "id": "2b6a239d", "metadata": {}, "outputs": [], "source": []