{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Heat and Violence in Chicago" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "[Brian Keegan](http://www.brianckeegan) \\([@bkeegan](http://www.twitter.com/bkeegan)\\), College of Social Sciences and Humanities, Northeastern University" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Can we attribute a fall in violent crime in Chicago to its new conceal and carry laws?** This was the argument many conservative blogs and news outlets were making in early April after statistics were released showing a marked drop in the murder rate in Chicago. These articles attributed \"Chicago's first-quarter murder total \\[hitting\\] its lowest number since 1958\" to the deterrent effects of Chicago's concealed and carry permits being issued in late February \\([RedState](http://www.redstate.com/2014/04/04/chicagos-murder-rate-plummets-concealed-carry-law/)\\). Other conservative outlets latched onto the news to argue the policy \"is partly responsible for Chicago's across-the-board drop in the crime\" \\([TheBlaze](http://www.theblaze.com/stories/2014/04/04/gun-control-advocates-who-say-more-guns-equal-more-crime-might-not-want-to-read-this/)\\) or that the policy contributed to the \"murder rate promptly \\[falling\\] to 1958 levels\" \\([TownHall](http://townhall.com/tipsheet/christinerousselle/2014/04/04/chicago-enacts-concealed-carry-murder-rate-promptly-falls-to-1958-level-n1818843)\\). \n", "\n", "Several articles hedged about the causal direction of any relationship and pointed out that this change is hard to separate from falling general crime rates as well as the atrocious winter weather this season \\([PJMedia](http://pjmedia.com/tatler/2014/04/06/can-we-credit-the-new-conceal-carry-law-in-chicago-for-reduced-homicide-rate/), [Wonkette](http://wonkette.com/545814/the-gun-fondlers-save-chicago-and-more-news-in-your-gun-fun-times-roundup), [HuffPo](http://www.huffingtonpost.com/2014/04/01/chicago-homicide-rate-2014_n_5070438.html)\\) The central claim here is whether the adoption of the conceal and carry policy in March 2014 contributed to significant changes in crime rates rather than other social, historical, or environmental factors. \n", "\n", "However, an April 7 [feature story](http://www.chicagomag.com/Chicago-Magazine/May-2014/Chicago-crime-rates/) by David Bernstein and Noah Isackson in *Chicago* magazine found substantial evidence of violent crimes like homicides, robberies, burglaries, and assaults being reclassified, downgraded to more minor crimes, and even closed as noncriminal incidents. They argue that after Police Superintendent Garry McCarthy arrived in May 2011, the drop in crime has improbably plummeted in spite of high unemployment and significant contraction in the Chicago Police Department's beat cops. An audit by Chicago's inspector general into these crime numbers suggests assaults and batteries may have been underreported by more than 24%. This raises a second question: **can we attribute the fall in violent crime in Chicago to systematic underreporting of criminal statistics?**\n", "\n", "In this post, I do four things:\n", "\n", "* First, I demonstate the relationship crime has with environmental factors like temperature as well as temporal factors like the hour of the day and day of the week. I use a common technique in signal processing to identify that criminal activity not only follows an annual pattern, but also patterns by day of the week.\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image(filename='homicides_month_hour_heatmap.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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vvTX23HNPAGGG/khlTd/fJkOlh4suugjf/OY3sddee2HZsmX43e9+h3e9611Y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\nOwhtuZ5Yq8flDfKbc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77CfOppX5/C6amnMf/jKZz+4z9w+o//wPz326/PhqW3J89svdty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\nCEjuVlqJBCUJfvKxDmljY0FDBdNpODvvJluoRvzzOJVJIWF5m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gxn52+3WXY87EUSaUNT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\nB90YOIdkM0BP0pzAb50WTryJ5bMmWJak73eCJT6d51CSxmNRKQZ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KHR5Zre0w6cpj/yRi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\nKmxMuq+7cL0lchSupVk3ttH0OMxi2cNs7M7m7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"prompt_number": 381, "text": [ "" ] } ], "prompt_number": 381 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Second, I estimate a simple statistical model based on the findings above. This model combines temperature, the day of the week, the week of the year, and longer-term historical trends and despite its simplicity (relative to more advanced types of time series models that could be estimated), does a very good job explaining the dynamics of crime in Chicago over the past 13 years.\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image(filename='personal_model_comparison.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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//ZQYswQhquxO8MiRIzZBf2ri57tr167EGKPbbrvNpv6UlBRyc3MjQRBs/DVb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\n8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mhmIwIeO3Ys86MfLVAsThIIeOzatUS3O8zUlEyxuIIkmVSrLVw3imm6aJof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m//rc2996r4/gBZLjA722B3V8VxmlQqDq1WDlGsI4pJhkMBz5OxbQ9BcFhctDDNqwi7SCIR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\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UZQ+2fQjPO43j7AHWcd0kjYaO47S3HVSDz2m3uzzwwCI/+pFDqdRifHyA171uiscfP05/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Jkzh5kzZ2JZFr/+9a/jFa6IiIiISL8YdtfKRhEREREROaoGXbcTEREREZFjlZJvEREREZEYUfIt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\nQmCC\n", "prompt_number": 382, "text": [ "" ] } ], "prompt_number": 382 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Third, I use this statistical model to make predictions about crime rates for the rest of 2014. If there's a significant fall-off in violent crime following the introduction of the conceal and carry policy in March 2014, this could be evidence of its success as a deterrent (or that this is a bad model). But if the actual crime data matches the model's forecasted trends, it suggests the new conceal and carry policy has had no effect. There are no findings here as yet, but I expect as the data comes in there will be no significant changes after March 2014." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image(filename='2014_homicide_predictions.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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hA/1e2PdAePhdxMa+RO3a7tke4+lZDxcuhAFITyB37foFS5Ysx8qV63Dz5k1M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\nmJgYTbuTJ08iNzdX83z37t2ws7MzmzOfvXv3xh9//IGlS5ciODgYrq6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"prompt_number": 383, "text": [ "" ] } ], "prompt_number": 383 }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Fourth, I find evidence of substantial discrepancies in the reporting some crime data since 2013. This obviously imperils the findings of the analyses done above, but also replicates the findings reported by Bernstein and Isackson. The statistical model above expected that property crimes such as arson, burglary, theft, and robbery should follow a particular pattern, which the observed data significantly deviates from after 2013. I perform some additional analyses to uncover which crimes and reporting districts are driving this discrepancy as well as how severe this discrepancy is." ] }, { "cell_type": "code", "collapsed": false, "input": [ "Image(filename='personal_crime_rates_down.png')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "png": 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Jrkh7rSwle9++fVqV7GPHjpGlpSU5OztTUVGRRry4uDi+QCBz9+5d3g9qY9SoUTRgwAA6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"prompt_number": 384, "text": [ "" ] } ], "prompt_number": 384 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Start your kernels!" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import statsmodels.api as sm\n", "import statsmodels.formula.api as smf\n", "from statsmodels.sandbox.regression.predstd import wls_prediction_std\n", "import seaborn as sb\n", "from collections import Counter\n", "from IPython.core.display import Image\n", "import scipy.stats as stats" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 271 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Scrape data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This will scrape historical weather data from [Weather Underground](http://www.wunderground.com) between 2001 and 2014 and save each year's data as a CSV files." ] }, { "cell_type": "code", "collapsed": false, "input": [ "for i in range(2001,2015):\n", " with open('{0}.csv'.format(str(i)),'wb') as f:\n", " data = urllib2.urlopen('http://www.wunderground.com/history/airport/ORD/{0}/1/1/CustomHistory.html?dayend=1&monthend=1&yearend={1}&format=1'.format(str(i),str(i+1))).read()\n", " f.write(data)" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we want to combine each year's CSV file into a master CSV file for all years. We do this by loading each CSV and saving it into the `weather` list of DataFrames and then using `pd.concat` to combine them all together. Then we save the resulting data as `weather.csv` to load up later." ] }, { "cell_type": "code", "collapsed": false, "input": [ "weather = list()\n", "\n", "for i in range(2001,2015):\n", " weather.append(pd.read_csv('{0}.csv'.format(str(i)),skiprows=1))\n", " \n", "weather_df = pd.concat(weather)\n", "weather_df.set_index('CST',inplace=True)\n", "weather_df.index = pd.to_datetime(weather_df.index,unit='D')\n", "weather_df.to_csv('weather.csv')" ], "language": "python", "metadata": {}, "outputs": [] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Read data" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Weather" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Read in `weather.csv` and clean up the data so that it's indexed by a proper `DateTimeIndex` and junk in the rainfall data is removed (in case we wanted to use it later)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "weather_df = pd.read_csv('weather.csv',low_memory=False,index_col=0)\n", "weather_df.index = pd.to_datetime(weather_df.index,unit='D')\n", "weather_df['PrecipitationIn'] = weather_df['PrecipitationIn'].replace('T',np.nan)\n", "weather_df['PrecipitationIn'] = weather_df['PrecipitationIn'].dropna().astype(float)\n", "weather_df.tail()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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Max TemperatureFMean TemperatureFMin TemperatureFMax Dew PointFMeanDew PointFMin DewpointFMax Humidity Mean Humidity Min Humidity Max Sea Level PressureIn Mean Sea Level PressureIn Min Sea Level PressureIn Max VisibilityMiles Mean VisibilityMiles Min VisibilityMiles Max Wind SpeedMPH Mean Wind SpeedMPH Max Gust SpeedMPHPrecipitationIn CloudCover
2014-04-02 45 40 34 29 26 24 70 60 49 30.17 30.12 30.05 10 10 10 17 10 29 NaN 7...
2014-04-03 43 39 35 36 32 28 89 75 60 30.04 29.86 29.67 10 6 0 29 14 35 0.53 8...
2014-04-04 48 41 34 41 33 21 92 73 54 30.00 29.60 29.45 10 6 0 30 17 40 NaN 8...
2014-04-05 51 41 31 25 22 17 69 49 29 30.20 30.13 30.02 10 10 10 13 6 16 0.00 3...
2014-04-06 57 44 31 29 25 19 63 49 35 30.17 30.08 29.96 10 10 10 14 7 20 0.00 4...
\n", "

5 rows \u00d7 22 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ " Max TemperatureF Mean TemperatureF Min TemperatureF \\\n", "2014-04-02 45 40 34 \n", "2014-04-03 43 39 35 \n", "2014-04-04 48 41 34 \n", "2014-04-05 51 41 31 \n", "2014-04-06 57 44 31 \n", "\n", " Max Dew PointF MeanDew PointF Min DewpointF Max Humidity \\\n", "2014-04-02 29 26 24 70 \n", "2014-04-03 36 32 28 89 \n", "2014-04-04 41 33 21 92 \n", "2014-04-05 25 22 17 69 \n", "2014-04-06 29 25 19 63 \n", "\n", " Mean Humidity Min Humidity Max Sea Level PressureIn \\\n", "2014-04-02 60 49 30.17 \n", "2014-04-03 75 60 30.04 \n", "2014-04-04 73 54 30.00 \n", "2014-04-05 49 29 30.20 \n", "2014-04-06 49 35 30.17 \n", "\n", " Mean Sea Level PressureIn Min Sea Level PressureIn \\\n", "2014-04-02 30.12 30.05 \n", "2014-04-03 29.86 29.67 \n", "2014-04-04 29.60 29.45 \n", "2014-04-05 30.13 30.02 \n", "2014-04-06 30.08 29.96 \n", "\n", " Max VisibilityMiles Mean VisibilityMiles Min VisibilityMiles \\\n", "2014-04-02 10 10 10 \n", "2014-04-03 10 6 0 \n", "2014-04-04 10 6 0 \n", "2014-04-05 10 10 10 \n", "2014-04-06 10 10 10 \n", "\n", " Max Wind SpeedMPH Mean Wind SpeedMPH Max Gust SpeedMPH \\\n", "2014-04-02 17 10 29 \n", "2014-04-03 29 14 35 \n", "2014-04-04 30 17 40 \n", "2014-04-05 13 6 16 \n", "2014-04-06 14 7 20 \n", "\n", " PrecipitationIn CloudCover \n", "2014-04-02 NaN 7 ... \n", "2014-04-03 0.53 8 ... \n", "2014-04-04 NaN 8 ... \n", "2014-04-05 0.00 3 ... \n", "2014-04-06 0.00 4 ... \n", "\n", "[5 rows x 22 columns]" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "List out all the different variables in the weather data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "weather_df.columns" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "Index([u'Max TemperatureF', u'Mean TemperatureF', u'Min TemperatureF', u'Max Dew PointF', u'MeanDew PointF', u'Min DewpointF', u'Max Humidity', u' Mean Humidity', u' Min Humidity', u' Max Sea Level PressureIn', u' Mean Sea Level PressureIn', u' Min Sea Level PressureIn', u' Max VisibilityMiles', u' Mean VisibilityMiles', u' Min VisibilityMiles', u' Max Wind SpeedMPH', u' Mean Wind SpeedMPH', u' Max Gust SpeedMPH', u'PrecipitationIn', u' CloudCover', u' Events', u' WindDirDegrees
'], dtype='object')" ] } ], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "All crime data" ] }, { "cell_type": "code", "collapsed": false, "input": [ "crime_df = pd.read_csv('all_crime.csv')\n", "crime_df['Datetime'] = pd.to_datetime(crime_df['Date'],format=\"%m/%d/%Y %I:%M:%S %p\")\n", "crime_df['Date'] = crime_df['Datetime'].apply(lambda x:x.date())\n", "crime_df['Weekday'] = crime_df['Datetime'].apply(lambda x:x.weekday())\n", "crime_df['Hour'] = crime_df['Datetime'].apply(lambda x:x.hour)\n", "crime_df['Day'] = crime_df['Datetime'].apply(lambda x:x.day)\n", "crime_df['Week'] = crime_df['Datetime'].apply(lambda x:x.week)\n", "crime_df['Month'] = crime_df['Datetime'].apply(lambda x:x.month)\n", "\n", "crime_df.head()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "C:\\Anaconda\\lib\\site-packages\\pandas\\io\\parsers.py:1070: DtypeWarning: Columns (11,13) have mixed types. Specify dtype option on import or set low_memory=False.\n", " data = self._reader.read(nrows)\n" ] }, { "html": [ "
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IDCase NumberDateBlockIUCRPrimary TypeDescriptionLocation DescriptionArrestDomesticBeatDistrictWardCommunity AreaFBI CodeX CoordinateY CoordinateYearUpdated OnLatitude
0 9558116 HX209604 2014-04-03 026XX W LOGAN BLVD 0610 BURGLARY FORCIBLE ENTRY OTHER False False 1411 14 35 22 05 1158555 1917229 2014 04/06/2014 12:38:43 AM 41.928617...
1 9558320 HX209887 2014-04-03 008XX N LONG AVE 0610 BURGLARY FORCIBLE ENTRY APARTMENT False False 1524 15 37 25 05 1140117 1905254 2014 04/06/2014 12:38:43 AM 41.896114...
2 9557107 HX208940 2014-04-03 070XX S RACINE AVE 0495 BATTERY AGGRAVATED OF A SENIOR CITIZEN APARTMENT True True 734 7 17 67 04B 1169494 1858212 2014 04/06/2014 12:38:43 AM 41.766438...
3 9557134 HX208947 2014-04-03 025XX N MILWAUKEE AVE 0810 THEFT OVER $500 STREET False False 1414 14 35 22 06 1155439 1916718 2014 04/06/2014 12:38:43 AM 41.927278...
4 9557154 HX208991 2014-04-03 070XX S MERRILL AVE 2820 OTHER OFFENSE TELEPHONE THREAT RESIDENCE False True 331 3 5 43 26 1191720 1858787 2014 04/05/2014 12:39:46 AM 41.767505...
\n", "

5 rows \u00d7 28 columns

\n", "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ " ID Case Number Date Block IUCR \\\n", "0 9558116 HX209604 2014-04-03 026XX W LOGAN BLVD 0610 \n", "1 9558320 HX209887 2014-04-03 008XX N LONG AVE 0610 \n", "2 9557107 HX208940 2014-04-03 070XX S RACINE AVE 0495 \n", "3 9557134 HX208947 2014-04-03 025XX N MILWAUKEE AVE 0810 \n", "4 9557154 HX208991 2014-04-03 070XX S MERRILL AVE 2820 \n", "\n", " Primary Type Description Location Description Arrest \\\n", "0 BURGLARY FORCIBLE ENTRY OTHER False \n", "1 BURGLARY FORCIBLE ENTRY APARTMENT False \n", "2 BATTERY AGGRAVATED OF A SENIOR CITIZEN APARTMENT True \n", "3 THEFT OVER $500 STREET False \n", "4 OTHER OFFENSE TELEPHONE THREAT RESIDENCE False \n", "\n", " Domestic Beat District Ward Community Area FBI Code X Coordinate \\\n", "0 False 1411 14 35 22 05 1158555 \n", "1 False 1524 15 37 25 05 1140117 \n", "2 True 734 7 17 67 04B 1169494 \n", "3 False 1414 14 35 22 06 1155439 \n", "4 True 331 3 5 43 26 1191720 \n", "\n", " Y Coordinate Year Updated On Latitude \n", "0 1917229 2014 04/06/2014 12:38:43 AM 41.928617 ... \n", "1 1905254 2014 04/06/2014 12:38:43 AM 41.896114 ... \n", "2 1858212 2014 04/06/2014 12:38:43 AM 41.766438 ... \n", "3 1916718 2014 04/06/2014 12:38:43 AM 41.927278 ... \n", "4 1858787 2014 04/05/2014 12:39:46 AM 41.767505 ... \n", "\n", "[5 rows x 28 columns]" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "dict(Counter(crime_df['Primary Type']))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "{'ARSON': 9065,\n", " 'ASSAULT': 330270,\n", " 'BATTERY': 1006149,\n", " 'BURGLARY': 325403,\n", " 'CONCEALED CARRY LICENSE VIOLATION': 3,\n", " 'CRIM SEXUAL ASSAULT': 19481,\n", " 'CRIMINAL DAMAGE': 636302,\n", " 'CRIMINAL TRESPASS': 162053,\n", " 'DECEPTIVE PRACTICE': 176914,\n", " 'DOMESTIC VIOLENCE': 1,\n", " 'GAMBLING': 13142,\n", " 'HOMICIDE': 6581,\n", " 'INTERFERE WITH PUBLIC OFFICER': 6172,\n", " 'INTERFERENCE WITH PUBLIC OFFICER': 3365,\n", " 'INTIMIDATION': 3315,\n", " 'KIDNAPPING': 5802,\n", " 'LIQUOR LAW VIOLATION': 12786,\n", " 'MOTOR VEHICLE THEFT': 264724,\n", " 'NARCOTICS': 628009,\n", " 'NON - CRIMINAL': 2,\n", " 'NON-CRIMINAL': 14,\n", " 'NON-CRIMINAL (SUBJECT SPECIFIED)': 3,\n", " 'OBSCENITY': 276,\n", " 'OFFENSE INVOLVING CHILDREN': 33480,\n", " 'OFFENSES INVOLVING CHILDREN': 439,\n", " 'OTHER NARCOTIC VIOLATION': 95,\n", " 'OTHER OFFENSE': 338382,\n", " 'OTHER OFFENSE ': 7,\n", " 'PROSTITUTION': 63493,\n", " 'PUBLIC INDECENCY': 110,\n", " 'PUBLIC PEACE VIOLATION': 38695,\n", " 'RITUALISM': 23,\n", " 'ROBBERY': 205745,\n", " 'SEX OFFENSE': 20011,\n", " 'STALKING': 2566,\n", " 'THEFT': 1123449,\n", " 'WEAPONS VIOLATION': 51793}" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "personal_crimes = ['ASSAULT','BATTERY','CRIM SEXUAL ASSAULT','HOMICIDE']\n", "property_crimes = ['ARSON','BURGLARY','MOTOR VEHICLE THEFT','ROBBERY','THEFT']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Group data by date and join crime and weather data together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Join the temperature and crime data together based on their sharing a common `DateTimeIndex`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "arson_gb = crime_df[crime_df['Primary Type'] == 'ARSON'].groupby('Date')['ID'].agg(len)\n", "assault_gb = crime_df[crime_df['Primary Type'] == 'ASSAULT'].groupby('Date')['ID'].agg(len)\n", "battery_gb = crime_df[crime_df['Primary Type'] == 'BATTERY'].groupby('Date')['ID'].agg(len)\n", "burglary_gb = crime_df[crime_df['Primary Type'] == 'BURGLARY'].groupby('Date')['ID'].agg(len)\n", "homicide_gb = crime_df[crime_df['Primary Type'] == 'HOMICIDE'].groupby('Date')['ID'].agg(len)\n", "sexual_assault_gb = crime_df[crime_df['Primary Type'] == 'CRIM SEXUAL ASSAULT'].groupby('Date')['ID'].agg(len)\n", "robbery_gb = crime_df[crime_df['Primary Type'] == 'ROBBERY'].groupby('Date')['ID'].agg(len)\n", "theft_gb = crime_df[crime_df['Primary Type'] == 'THEFT'].groupby('Date')['ID'].agg(len)\n", "vehicle_theft_gb = crime_df[crime_df['Primary Type'] == 'MOTOR VEHICLE THEFT'].groupby('Date')['ID'].agg(len)\n", "personal_gb = crime_df[crime_df['Primary Type'].isin(personal_crimes)].groupby('Date')['ID'].agg(len)\n", "property_gb = crime_df[crime_df['Primary Type'].isin(property_crimes)].groupby('Date')['ID'].agg(len)\n", "\n", "arson_gb.index = pd.to_datetime(arson_gb.index,unit='D')\n", "assault_gb.index = pd.to_datetime(assault_gb.index,unit='D')\n", "battery_gb.index = pd.to_datetime(battery_gb.index,unit='D')\n", "burglary_gb.index = pd.to_datetime(burglary_gb.index,unit='D')\n", "homicide_gb.index = pd.to_datetime(homicide_gb.index,unit='D')\n", "sexual_assault_gb.index = pd.to_datetime(sexual_assault_gb.index,unit='D')\n", "robbery_gb.index = pd.to_datetime(robbery_gb.index,unit='D')\n", "theft_gb.index = pd.to_datetime(theft_gb.index,unit='D')\n", "vehicle_theft_gb.index = pd.to_datetime(vehicle_theft_gb.index,unit='D')\n", "personal_gb.index = pd.to_datetime(personal_gb.index,unit='D')\n", "property_gb.index = pd.to_datetime(property_gb.index,unit='D')\n", "\n", "\n", "ts = pd.DataFrame({'Arson':arson_gb.ix[:'2014-3-31'],\n", " 'Assault':assault_gb.ix[:'2014-3-31'],\n", " 'Battery':battery_gb.ix[:'2014-3-31'],\n", " 'Burglary':burglary_gb.ix[:'2014-3-31'],\n", " 'Homicide':homicide_gb.ix[:'2014-3-31'],\n", " 'Sexual_assault':sexual_assault_gb.ix[:'2014-3-31'],\n", " 'Robbery':robbery_gb.ix[:'2014-3-31'],\n", " 'Vehicle_theft':vehicle_theft_gb.ix[:'2014-3-31'],\n", " 'Theft':theft_gb.ix[:'2014-3-31'],\n", " 'Personal':personal_gb.ix[:'2014-3-31'],\n", " 'Property':property_gb.ix[:'2014-3-31'],\n", " 'Temperature':weather_df['Mean TemperatureF'].ix[:'2014-3-31'],\n", " 'Binned temperature':weather_df['Mean TemperatureF'].ix[:'2014-3-31']//10.*10,\n", " 'Humidity':weather_df[' Mean Humidity'].ix[:'2014-3-31'],\n", " 'Precipitation':weather_df['PrecipitationIn'].ix[:'2014-3-31']\n", " })\n", "\n", "ts['Time'] = range((max(ts.index)-min(ts.index)).days+1)\n", "\n", "ts.reset_index(inplace=True)\n", "ts.set_index('index',drop=False,inplace=True)\n", "ts['Weekday'] = ts['index'].apply(lambda x:x.weekday())\n", "ts['Hour'] = ts['index'].apply(lambda x:x.hour)\n", "ts['Week'] = ts['index'].apply(lambda x:x.week)\n", "ts['Month'] = ts['index'].apply(lambda x:x.month)\n", "ts['Year'] = ts['index'].apply(lambda x:x.year)\n", "ts['Weekend'] = ts['Weekday'].isin([5,6]).astype(int)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "PART 1: The dynamics of crime, time, and weather" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Define a helper function that we'll be using later on." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# adapted from http://matplotlib.org/examples/api/barchart_demo.html\n", "def autolabel(rects):\n", " max_height = max([rect.get_height() for rect in rects if hasattr(rect,'get_height') and not np.isnan(rect.get_height())])\n", " for rect in rects:\n", " if hasattr(rect,'get_height'):\n", " height = rect.get_height()\n", " if not np.isnan(height):\n", " ax.text(rect.get_x()+rect.get_width()/2., height-.05*max_height, '%d'%int(height),\n", " ha='center', va='bottom',color='w')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the occurrence of crimes over time. There are several apparent features:\n", "\n", "1. Many crimes have very strong annual seasonality: rates are higher in the summer months and lower in the winter months.\n", "\n", "2. There's a decreasing trend in many types of crimes over time. \n", "\n", "I've marked March 1, 2014 with a vertical black dotted line to indicate when the gun policy went into effect." ] }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(12,6)\n", "ts2 = pd.DataFrame({'Arson':arson_gb/float(arson_gb.max()),\n", " 'Assault':assault_gb/float(assault_gb.max()),\n", " 'Battery':battery_gb/float(battery_gb.max()),\n", " 'Burglary':burglary_gb/float(burglary_gb.max()),\n", " 'Homicide':homicide_gb/float(homicide_gb.max()),\n", " 'Sexual assault':sexual_assault_gb/float(sexual_assault_gb.max()),\n", " 'Robbery':robbery_gb/float(robbery_gb.max()),\n", " 'Theft':theft_gb/float(theft_gb.max()),})\n", "ax = ts2.resample('M').plot(lw=4,alpha=.75,colormap='hsv')\n", "ax.set_ylabel('Incidents (normalized)',fontsize=18)\n", "#ax.right_ax.set_ylabel('Temperature (F)',fontsize=18)\n", "\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_ylim((0,1))\n", "#ax.set_yscale('log')\n", "ax.grid(False,which='minor')\n", "\n", "plt.axvline('2014-3-1',c='k',ls='--')\n", "ax.legend(loc='upper center',ncol=4)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 25, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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EEEKIAJHgWgghhBBCiACR4FoIIYQQQogAkeBaCCGEEEKIAJHgWgghhBBCiEqk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txjjh8GWtUzvzEL38IwR/eHdykf7KCiKXfQTpy0NI54VRUNgIm3vwCi8qHrLqSmiXm9BRyLV0\n5Juj8KZxDGumWxCLo7++yrU746TDTwnphTltEjIYcCohqKidFte+NJKlCztQ9DlMN66h2HZK/N7Y\nzygsTr14JUGkcCbSvQGG2je4nuzucThSsNTRMEpH8SpgWAhs/O02dc1vQ968jPXXK8/hG7GH4gv+\nRePj55OjSi66+kks9fuHvO++VUdz0oRBTyiip1+I8fz9KHt6AwSL8t+u4N8/3Q5C8KrvQc7v+To1\nZqbcbEbmukvQo9QnKSEAnVvHJiUwAUaP75+Pq7+0HGVf/4GFzMkmdtapbhqc30f0Y5cTuOsXANjK\nCNQdW8j/Y5iCr3lp0RxbdFspoFZb3+/4wanw5BVLWvYnxoHCrL2VrM11uM/nx2roEa08Efgh+zSH\nymq3xjC7nSBelwq5GvhGX5zcpqfPcwCvh9i5ZxK94GxX4sdz+kcwNq8G4QFpUrLUouNDMXK0Djzx\n54h7L+h3zH2RXyJRlJTaZFeLQllXHjuz3MovJo7BVLHdRIgwXWILG8JvEomVJd43NqovQrnfgCiw\nw+dyAe73+2uPUXGbwqif6OyrdK4hU7awVX+NKcZ7qyBPyg45XJvES7CnTSEel3g8g6/ULtP/wiva\nZGwEOxlFJN5O1+4XscxLHHdWwJMV58OPbmLmymaqt3SSZ4WJ2BsosEfjefEVuu7+PjUzC1mVoPwL\nBGNWVvPWZ9ZjJyaPzUqEP/vf5VMRJxn07F90XnnceaZuWGlx9dcGxxdvaKjnrrt+yBlnnDUoxZBB\nk4Zuu+22wxZYAyxfvjzp8Dh//nzeeMNtSPDaa6+xatUqPvWpTyH71oD+jyO+ZNGAXGq7IJ/u2756\nZJz+jhSEwDrpeOSP/gfryguPOVnE/mD24X/2NjWCY02sbnNni4wZh+/eeD8w+0j+ae9ucp7oQoBe\njvTNYdL8/idlQnGah9Qdu1Ca07JsHs+gStiHC+a4apcutNgWxxN3yrDiHedFItP0abXNB28wUnbV\n4r//T65lVnkZkY9fdTiG3C/MuTPdDa62jffJZzD0oFXisQAAIABJREFUFDUkr7AN7C48OKohgboC\nKuJBRsb9aB1+9D05ib84lPCqKbbTl5H2QpW5Oclm1iMCXceYP8cx+Ulkr4uXSz7aWsE5HZOTgbW6\ndzOebc9QWJyiWdhKitLQW+nJyFwPUXBtK6NBFdhVvUGtE+nYWzIzf500s1OsQ8hWRn/qt0x94GPc\nfu9XqZyalVTUOBTofYJr4yB8a9e4tUq6r0qfPEpKN0QZ81Kqx+kN76P9fravw2JPJ7SrdUkJPoDm\nrdVJSghkqiI5AzbwPfSYa5E1oYbIZ66j6xd30vmHXxC7JPPZbiyYhzHPud6l8GGLPJRlPSx4IiHN\nJxsByS79wA6IecXuMZ1fO41v9Szgju6TuCBWw7OBnycDa4DYbuf54bdVSuM+isqyEFriWgxH0Fe7\nm+i6v/4VoldcnFFRVY87GbKyAQWJB283NKxzno3e2NNk8FMGgKaT4XZbUluUsV6v3F6F7Si5CNnD\nipZlGMSSfGtPSSPFphdbGY369i7X580ZU4nc8LHMZE+njw/f7CO3NvEskV3vixoyQg2gFqSCUltI\ndrcOvqkxToT/evdgp2WomkQp32ttxLK30k0729V2rml4kEv/uJuxmzoRNuhYhJV2upQmRFc33kef\noHqq5WqXie7xcdoe93vwGc9O3lGbiUXgtSdTyYpNq1W6Mw0yDwsGXQuVUvLrX/+av/zlLzQ0NGBZ\nVsbfhRDs2DFwiSodnZ2dZGenXqCqqmLbNoqiUFdXx3e+8x0ee+wxHnrowE1VyQPRVHJy3gMX7hiF\n+MRlqD/8mXthdhbmXd8ku6Ks/w8dQ9A0J4D7wJ6T+dPR/viX5K/a1m3oWV5QFMTataiKSDYKyqpy\nsseMOlojdWPGBLScLOhJlCyjEXKaG6GmKnlOZp7g5R8hhXifhMf0RVA1zofy4DsoWuppJefPIKfk\n8KpQHBBzpqL8PhdhJHiE2+MIVYJQEO/EQYCiZaGozhhDu3Zhn3EA1ZyNW1F/+kvn5dR7XF4vfPsr\n5BQf2UmquOLDqD+5N/m79uIrWJdfhqq9CEBxSRvC7kIXI1EQ0BhAJAIUuTcPv9DQEmMeUQklI/yo\n965EpJ0f+/QTyck/PIotAx7HWSehvvwqiGyE2YH6RgTl4/kE1Xfx5fgRjz+N+rMfIKx6Jk59AyEu\nRuJB1fNAOGX98mofoqERra0tdR50ndDcKW4DniMFWYkW8aHX+IhtcVwXBRLv9p3knO5+Tq3QnkJg\nocoOEFCVH6a8RcfKOxfdf5BnWjSKct+fEGveAtMCAaKlPXXMgH/hbPyH8GzMnrKEzXMeI/SGk3kU\n2Bz3+072LQpgeRVatB0EtYQddhpKRpG8fgAi0ThoJooRRwjQon6aastQNH/yfpo4y0tWn9tC/GsZ\namtr6hhUDb71ZfwlmQFiBr7+BdTP3orYXw/qSES8g6m/sVg5SdA0wUCocfb63yLb4xuwsbR0tGD7\nW87fNE3B6PFxSrAScDTW92vvoPXmCu0IsracItNLyNYRQjBqfBU5OQn7+lWrUG0zeSyypIjQ8TMG\naGj203rmQvRHngZ0kHGUF3vQjlOA/eT4t9DiLSSPkSgHyVWWVSu0N6Z+L2koQZu+xbWOKWMoSCrs\n2uQ8ZU/rPizFAGkjJPhKGyjBjxKajr55i+tZIE5bhHbWyfCRs1Du/g3KM4kA2s4hr1XlQ7fo/Ocu\ng46yHvZ714PWRQ6HLisJkFvaSmsi8S4E7ImYzMkZ3HviTZZRq+Ylz7aKQkBq1NWXgq5jiXYK411M\na3sbgj4kEXxEUYUzQelQG/ApAYIvvIT3qosYOzXIjrSWhuPWT2NT5T72iRSF6f6ct/jsW2chUFws\nQCPsJ6fi4GMOhbzJfwcT1ww6c/2d73yHG2+8kY0bN1JYWEh5ebnrp6KigoqKQYwwgezsbLq6Ugfe\nG1gDPPLIIzQ3N/OhD32IO+64g7/+9a88+OCh60t+kCEXL0COTbPX9fkwv3crfAAC6/8TqCqHYFrT\nSXcP7HbsvkSfrIecO3MoR3ZgKApymnvWLvo0UukemDQvM+Oy5CInOyReW+1abi8YYm7/mHLw55Gc\n+3dY0GSBJeHdxIxASZ0bsWFL5jYAIhGUe/+I9sVvOC/2NFif/8SQ3EvylBMgvYciFkM810JvOTW/\nqBVkBCENx+SjPo1SsTsfX1r+o7RCQkcnYpVbis1Oc1U8UpAzpkB2FiQaYQnb8HYUEXsX9u1Bve8B\nhOW8aQverMVvdoNWmKROlYx2XsBi/Qb3difWDE1gDSAUpD6a0Jj0ZjKbwMZ6LNyNv2+J58Buo5fj\nOi2Sh1SLkL75B95HNIr6zTtRnnoOUd+IaG5BNLWAnZaMyst1ni+HANUziSkfrqTcCjHSCFBs+sit\nF0x5xGkqNYlTT6aub1+1kPbOxP2TyFxrmydg22pSKaRgBGT1jY+iUdS/urPW9jmnwWACa4BQEOub\nNzkTWqGDkoUvrnLq93R8bYDdQ4eop4W9A24iv48pXmva7dxJI2aajb3PjjDn3Tlk2ToCxwCptDI1\n6VBedPcryMULD6gUlHPW1c5/hAA0/JtNorUR6rUI96qf5BfatdytXkE3rQNuA1I9B8lx7nGfHBsb\nU5iU2I34044nvj+RTU9krvOKHaUQadVkPPvkrEQFVVGwv3g99ocStA/hwyN95LapnPZNDW+HDbKL\nt5VDa8xMR2GR+zvb3jR42bv/8i/CpKhIIUtDIJC787ASs4pZbSvAZyEQFMlscjBpL9eJ5qiApEns\nJm52o/z1USbOdX+329dofMl2v7f2i27+vMotdQjQnrnosGDQmevf/e53nHTSSTzzzDN4ve+/cabX\n5fHiiy9mxYoVTJuW0nH53Oc+x+c+9zkAHnjgATZt2sTVV199wO2ZpkVHxzEgBXgYIW75Ir4H/46I\nRIl+9ELsEaPgA3KMvTO7D/I5CY4dk+IvA5GVbxHPLSD79TexzVSZsmfCBMxj6Dg9NePwv5Li5Jor\n19Fz6imuc1I9XeWNpamgpny8Tf6oGF1bGsnaktbgpQg6J01GDvHxBauq8Ly1FSXBTbY2RaFIRe2x\nkehYpgoicQ42bqOjqcMVpGlvvYP/V7+DxuYMi4r4kkVE5s0bsnvJe8Yp+B5MVeDkIy9gLKhC1baR\nnesEpNLqQhMK0QZ/kgZn1+bisbSkFXJWoUHk6Zfwx1PNOfboUXQVlw7JsfjnzsbzzAuoUkdgYC/v\nwZ7mxf71rcjwDpDOuDTFoCSyl62eefT6POcUW3R0xPGvWo8n7d6J1tQQG8Jry29V4anchCoFlpBI\naZG3Jcru5g0U6E6DYaOyg/q87WC2QMIjalJ3Nj2eU4h1HqD0HYkS/P5PoI/MYF/Ep00l0nlo+ruq\nOYdQ8d9RTgnh+W83HtukS/Ey7S8dbDjNTyRfZXNkLVnxStfnbAGmmZqwtbbGKTEtNDvqmBVtmICU\nEtPygG1TUuGcp3R4H30SX5O7GbPz7DMP7ZlQUIz+qY8R+MmvUGQARXaQ16hywk81/vudLmyZz9uR\n15gVP6/fj3tDKlI6EwDTtKmrTY1zp7YFM5i6pgq742xePS15H1kym6yCGB0dFqK9g+xV61LkZ6Br\nzmzsAxyLmjWJ5umFFKxrBnTAZNMr+/jXnDAmEtOcQBsN/Df+B06NfGbA7YQKVEwz9YyKbfVipt0L\ncREGxabS2u1im8Tqsh1mQMJgqrigDdO0iWyU+GNp1IzSErp8Ifez4Jor8EcNPM++iEKIoNlDbL/F\nKd/ReeqOdlbrzzCl6/wBKwYHQlEu9Ib2UsL2fZFBve/blTpWZDcgSVV7C6xsTBFE7knN7Oa0vwGj\nDErMIIXSR+31Z/PwpU8x/j9dnHh3GxYW9XI7JU89Q8VNZ2CaqeTuu6vhgpYsTgtV8rTHYVNIG9at\nsBlvmqkqB7Bvt0FVR/9mY+no7o4l/+09zqKirAHXH3TmuqmpiSuuuOKwBNYAF154IT6fj4ULF3LT\nTTfx05/+lL/97W/cf//9GeuKDwBH90hA5uYQ+fynCN/yBexDzHQM4/3DnOhWBfD+5zl8f3/U1WAq\nfd7Bdf0PIfryrtUNm6EPjWvKAouKCQm3PC+c8wnnIa2tcstimRPHI7MHfoAcKVj98K7F24lsjgi6\nuZ2mibp9V/JXdet2gt/7MUpjpsRafMkJRG649giNun/ETj8ZGUgFOKKrG/mac2zZuZ2omgl2Jx5U\nZLcH2eO8gGVtHl5SL+NRuW34HnEbecVPXDBkPQzxE45L8K6d60FZE0FsiOFZvgohU8RFoUgqtYak\n+gRAcaKZUXvXHXhaQ8S3Tu5PHQ85KmZxrw26jWJD965UtWaT5yWww0nTojHRLEK2h7jntIE3HI4Q\n/O6PMvS7+8IeNYLo5Rcd+ri1iRj6fOwLsiHkvLb9VhQ9ajP3D46k3X4tc9++oFuOORyxsOMpU5zo\nZrdSSIa+dXcP3seedC2KnX36ezIrMhYdT+zcM5P9En5bo3yVQs5eh8K2Sx9Ykq8v57q9KXVQLWqa\nS6mMYq0ZT3tr7/gEmi+LMVMSKjvLV7oCa6tiNHblwd+t0TMSBm9CBRSCr8TxNto4jpPOtb9DW4Vk\nYA52UR85vo59GsV2iuNtEEXBpsx2Z/Dj9cUImZpQjypsQ4oclHcaXeuZ0/tx+1QUIp+61nGCFtkE\nbSefWvquYNHdPbSK2gNa0B8I5fnuilNDy+CMh972PMcekarm+WyVL3aP5cLYydgJHvqIyH5GRuuo\n0AwKpR8UldwFl3NS5Dq2nB6gc0RCvUUYNLOD8lWPuAyToj2wd4vClZFJ5CcmZWzJRrZ5aFLcE4D2\npsE9P0tKSvnKV75KSUnpwVfmEDLXkydPZsuWAcqv7wFCCO69917XsnHjMk0Errkm06Z0GMMYCph9\n9K6Vvfvx/uNf7nWmTR4SGbFDgV1RhswKIbqckrEIR1C37YR5qaZLVYNP3h5j/w5BQanEn6j2632C\n695mpKGGOb4m0TwnAInYFgMtwUUWmTKO2qYtSRMS7z+fcOlYg2NsEbnhY5gz34PTwftFMED8jJPx\nPvZUcpH6r72IQARllo/8wjaa6r14lAKEkMiGLMSYFtiTh1d6HY65NJn0n5+59aEV4QTXQwRr0nhk\nXi6ypQ1kK8Qk6s9a+l13NO7lRWUS0dSS1OMFQFUxa6qP5JAzYGrOPW2M1fA0mfTSPqyt66Hmcmxs\nNujLwE6Nf1o4F1Obg1QG4Kb2hAl990eom91BilVVTvimzyJ13UntqSqyIO89T4aivuvQQ29gXZCN\n+ud2vLYN0mL8sz28e36Q/dWbkLgNcRQFAiFJT6ezzCSO1aFDQgq4Y0uNSymkrwut799PI7pTknMy\nGHAMl94joldfgrZhE+rmHfhtlTZg7IuS1ddE2aOtx8TI4I1DptZ1W6NASuerbFVSwbUiO2h8/orU\neEWIqQtE0knX84rbeMlY1L9CSV/kzv4I4bzHCLQ5lTM9GuOCL3h44WsGddNbgEI6lSZalFoK7f7p\nsX3l+Jr3K1QaOTR6nUmcKXoYae/HmzC+8UqVmLCI15fQa4YDUJ7XialNGbxuuqIQ+fR1KI0N+N7a\nTcDWCCsm456XtI1u452PPEdp5NATRGMKvJBGX2lvBhvp9I4MABubVz0v0iVSjc65lsp0+wSK14xg\nRaSLFtHBCW2rCQmDXNGGJYsxp01G5mQzO34Breo+1lz5CEt+5DwL4yJMz6sPMWPKxby2LjVR2rJW\noWKizoej4/itfz1ylRO4tyoRimx/Mns92OC6tHQEN9/8tUF/P4POXH/ve9/jvvvu46mnnjr4ysMY\nxv8BWGOrkDnZB1znqARrB4OiZKhH6Cvf6G81ysamAmvR1Y22oY+Sw1EKrq1x1QmnyYRhyW4Dsd15\nwaQrhfQiGdj0hNHTqDwAsXNOp+vuHxzVcxU75wyXlrZoMVDvaUe9uYE53S+h2RH81i7nj40hZFjH\n2xBMVu1ObPgrWbvd5yZ2wdnI4kKGDIpCfOG8tEkP0NM3WyWwlVKqtN1JJYVQjqRmhpWpEjKueshd\nWm2lAil8qNW9+5Ug7aTiTK22jm6lAWE52UiPVJgQzSHmHcBpNRzpP7CurqLn27dijxqBLC5ElhQh\nC/PfV5XBVsuIec9GnhJEjtDwSBVFGggpmf6PbrpFC10ik0AaSHuEmSKOndCINtpziNQXJ5VCFAVG\nVqXOp2hpxfvvp13bip3/oQNath8Umkb89JORIohHKqhSUP2igrC7MYixX9vQ78cCWeBJu1TiUYgk\nPIzSM9dWl8G+FSmurS1ymHWyM9FW6hsyzlN8kMF1iZjA9nMTyj/CuY99HXDWrTqTnjARttM/tkNf\nPdAmCGS57ehNA8btS1EjDCJUWylBiBO6ihC2QrzRPamrzuvG6qpC3ZWWsRcCc6q7YumCrhO+5cvY\nI4oIWqnn0Lw/dNCx6p/s1DLfDwdDWYGOmhZCWo0+6pUDa3/XauvYrKQmCgLBgqiGCJfwz597yJZ5\n1MR7WNj2Bn5/BEEcQTR5ngSCUyI3ED9pIe2jU8cRoZ2atjtc+9q61qnGnBavJE/6kCuc4FriyPP1\noqP5yFT+Bh1c33PPPWRlZXHuueeSlZVFZWUlY8aMSf5UVVUxZsyYg29oGMP4oEDXCX/xBuySATJW\nQmDMOjb0rfvC6KNJrb/+xkFlo7TVax279ASsitEDSkIeacjcHOzSkhQ1xE78oCLxIfsEZdqmrSCl\nk3lPd18sLSF63ZXgP3S76sMJmZ9HPL3xMCFrJxpM5m55gSu3301JrBVFOplruSeXnMS5GN/+Gsd1\nPukq75tTJxG9/CNDfBRgnHA8CB1bGYnz+lCQIogtirCUCkx1ArZSTL63k+s+vY8zrza48ccxPL5M\nCb6hpoQAIBzL6EBVevXDxr/ZEVF+w/sYwm6nN6M9PpKNTiGm1k9TbzRG8PYfZwbW46rpvu2W9xeE\nDoCY9zKknoV9aQ4C8EoFZJyyNVGELV1ydL1I17o2iWN2OPdOeEsNmlSQicz1iCo76TgL4P/TQ5DG\n6ZXZWc4k8X3CWDAXqTnUIr+tkbNfULTFiZQHcmsUIrOpsa1RIJGpzLWM0f7SPJRY70EIckuCVE1O\n0N9eWeH6vDlx3KAnpwoKxoXnsWuBHxBINDSpkGPoLPilxqJ7mhG2ZIc2cHANTgUnHVP2juas+BhG\n21nMsLYx2t6X/FtlLEhV7RjstGBYz+pipMeGje7svlVdhQwd+HqTWSHCt16B368nTYkEJovubuVZ\n4/u0KLWD+SqSyC2S+NI0+Gn0sVvpPOBn3vE8x16RclAMWhonxMv59/0eJ4MsVEpireTEW8grcDLT\nQutxvc9UNM6LfI2tV451bbtk91JCsc3J3/dtV+jpBA8qZ+2bANtSs8xWEU32sgw2c32oGHRwHYlE\nqKmp4cQTT2T27NlUVla+L7WQYQzjgwBzxlS67r2Lrp/eTvTqSxw+s6KAIohecuHQZg4PAcbsGS6T\nIaW+AdIzHf2gLyXkaGWtk/ufMNaxzk4rM9oiG4QgfsqJrgBbdHSi1DfgebVP2feE+ceMrnr0qo+6\nXC1t4fBCdd0k12hlevsqxhphJu+BMzeZFNkaBdE9nLH/13i8qZeyXZhP+KYbj4qJlDWuGru4EFsp\nwNSmYKqTsdRqbH0k1oixLg3oiaFtnHihSU5Br761mxM8VPrWfWGp48kdFcJKDtXC2xKmvu01dmlv\noshU896cngLintNd/HEgGVhrGza7Flvjx9L9zZshlFldORyQSjZR32XIGT4IKHhtFYGBr8OkYJvR\nL++6N1sqsbGEgdXp3DfR7dVoiKRSSDolRN20Ff0lt9FK9LKLDsskVYZCGLOdZ4vfdr7XmqVOg+eB\nrNDz+8zz2xoVwqKdqHACc0V20P7sqUldeCmCzDpZcYRApMwwjhksJaQXx5tXsfFrJ7HuynyCsoCR\ncT85pnMRTfxPnFl/bmO/tpEo3QNuI7fIHVx3NqpcH5nO3V1LqLbdx15o+Bix0V1tyx1Zj4YX5V23\nOHO/fOt+YJSfivx8AQV273m08HWazPrtNp70nI3adTl6fNmgtuUPQcifFkLGVLb1DHzsUdHFGu1N\n2tNofTmWiuelU3nr5dT9Na5zA3kF7QSCTnZZTrcz9Me9BJkz8246K1P3maJZzFb+nvxdSti2ztnu\nyNfHoMn094ikJZG97ukUh+TUOFgMmnO9bNmyw7/3YQzjgwAhsCvLiVWWE7vwHIjGnAbBY9jCnWAA\nc/pktDfXJxcpy1cN2Bgr2jvQ1653Leub/R5qWOPGwrLlWEo5it0IwoOtOOkrc9Z01Np9aG+nMnXa\n6rVo69xmHfGFB5FOG0LIUIie/70JZWct3ieewfPya9hGFM3jNCsVR/fjlxbTayUFRjE7RTFn7Psu\nuhVNZRQ1jfDNnz8oXemIQQiMhfNT/PHExCV+8knIgN9FI1C37cRIfP+itc1tO68omOOPTiOwqU0g\nqKl0VyvkbLIRCS+3t3ffg6gII2QEBJTHQ5THQ3Rmn+7eQDxO8Id3ZzQvWjXVdH/jf474cyHuORtv\n7EnkpFa8b/Zmlg3K3oyyvzrT0juU4wR0ZoK3a3U4gZXcVZHoaHB+LylPBH62jf93f3Ztw6ocTfz0\nJYftGGInnY13xX/wJYLrMS/BazdEaVR30C1aCMmCjM/kl6QcAcHJXGen8a2ju7OIbZyYXMMWOcxc\n4lQglJ21KHv3pzamKMlrc7DwEuSSyB3Y59t4i9cgfvJ5tGgYXSoYwmbWX9vZtSDE7pFrGW/0L4+Z\nyR1XAIt2pQ5JJDn2oK2hqccR3VJIlqXTpRoICbPKGjHVGrS33BWKwZp82coorClV+C6Mk/+oTasW\nQ8gwE/4L204xeHTcWi5vuQdDn+s0jh8AQkBBkaAhLWezsyUGI/tff5P+MrWKTm8zrSYVZtT6efb+\nVG+TkDbTzTcpKE1Tp5kXR7FqsVX3uytHjMC86NPw47uSyyaHl/Jy1leQCanWpx/UqZxks/0NnUIZ\noF6kaCstIkohAVQE7c0iaXJ1uDDozHUvTNPk9ddf56GHHqK+vp7Ozk7a2toO/sFhDOP/CnzeYzuw\nTsA4bo7rd7F81QBr4kjFxdNknQrzscZUHqmhDQq9wZdUcrC0Giy1wsmM6jrmpAkZLpq+R/7tUgKw\ny0ZiV4we0jEPBnZVOZHPX0/3d7+GrZSgBcqRIkieEcdUp1LXeSm1zVcTtCKMCDtcYI/PefBHPnk1\n1hA3AfZFhl2810P0sg87PPk0pLuYZlBCxlYdNaqOpTrXTXxsb27JUc/wb9qbtKUHOKGnCFObhVTc\nKdPAr36XYWdujamk+5tHPrAGQOhEfddhT/HitXtVT0xGvRmjSd1JHLcaQi/n2hRxkBKz3XGIsWor\nXEohJaMT9ImXXstwoI1ed+UBtaAPFcbcOUh/FioCr60SaINRax1Kwb5+su/QX+Za0JrkW8dpe24B\nuuwdo6Bqmi8RkIPnxZddnzVnTn3PKkgKCsbxc+n5wfWQo+BP0DYUy2Lxj9vYKVcM+NlM1RMnnG5V\n9pLetFhk+Ih5z2XPjkoKTA9lsQCj4wHmjm7CbhrtdtDVdczxborEgBACU5uNfVYWWSV+QqnyDQt/\nqbFb6ebZ7J1o5uYDbCSFEUXuis6eFqPf9SSStzxPs1ek3ImyDB37x+cTDacmTBWxDVQUt4OauI+8\nAjnTh24s77tJAPJnX4KVnZoEBH2tVHSltLs7WwR//K6X7W+p5Nu+JB2G7Di2kEnu9WB41/X1ddx5\n5/epr6876LpwiMH1ww8/zOjRo1m4cCGXX345GzZsYPny5YwaNYo777zzUDY1jGEM4wjDmDsr6SIJ\nILbvgj5mKuCUgD0vvuJaFjvvrKNOp7AryjK41ZCwpvd5sfq8UHrVUXoRX3jsUEL6g1VVAUKgJxSt\ncuMNaDJGe5NG0x6Fouiu5Lq61wngDmf28L3CqqrASFMpiXz8SmR+nhMwp0HdtiM52dFfc0/sjhYl\nBEAq+dhKMUp12rUlbYo3xRN8ayg0fYyLZTuUkDSo72zMoEtYVeX03HbLEaOC9AdDn4ucHERFJAJK\nSek7UZSoQb3mVvUKZDkCcTERRmBjdmYjbUG0drRLKaRotA3hiMO1Tt/XcXMyGqTfN7wejPkOlcFr\nO2HI2Bed+7de7V+VrG9w3d4oaOnNXBtdtDx/SjK4liLArJMTgWM8jmeZOziLn7TwfR9CfMyHsD6W\nR8DuDTAtCrbHyXrkeewMdX0HfWkhbY3O86lF2YOQqeC60PRiKuOo3e1k4nUEKoLRlXtgg5twYE4a\nf0hGTIY+B3SBfW0eBaYnOUHL2y2Y8pjK6lALzeLVQW2roti93+ZmiYGVsd5+dSO71H20CIcXLoDg\n8rHE3nVPyM+vfgWPD2QiCLdn+8GjoBuv9d2ksx1NxzyxwjFFkiZqMMZxOX9xrdNQKzDioCAolAEo\niiJmO2pALSKCBNoHEVw3NNRz110/pKEh8x3aHwYdXD/77LNcfvnljBs3jh//+MdJgfaqqipmzpzJ\nV7/6Vf70pz8NdnPDGMYwjjBkbg7mJHcQo/TNXts2/vvd7qdWeRnxs0490sM7OFS13yytOcMpgZrj\nxh4weM7IsB5r8HmxS4pR9cRhSElBdB/hLkFrg6A4uju5qscLVnXlURuqC0IQ/uINdN/xLbp++SPi\npzkBv11c5GriE9EYyt79iK5u9DfcrpLG3KPL57fU8RlNjUVbIqiGExgs7ClCEVkYehp1wLbx/8H9\n4rbLRtJz21ePSPPiASF0rJETkYVqMjhSDYuSd+PsV1OZ37DoYE/+y9Srm+lUGiERXMcbSlDi3iQl\nJJAlCeWA79EnEG1pfF5dJ3rNpUfkEGKLnYmLVzrjr3rVQI3LAYPrvpSK9qZU5rr7jTEYbXnJ4NoT\nCDLl+IS29eur3XKCWaGMqt57gVRKsOaORT+MYgvQAAAgAElEQVQ+hNKbEZUWk/9WT9vulwZ1DL3B\ndauyGdI0sgvMbNqas+nuTs0oSuReRq7Ygv6Yu2oyWL51cn1tGlLkIid6kYuCFBs+tMT3NvMvKqF6\neNX/xKC2VVykostU9tpu9LFXyeRdr/M+xT6RRaIrHb+tUfjcGDRS9Lbxk8OM7VjpbCfRyC4XOPeo\nau1AsfbRF57444yc34jARBAFaVGprmXSpLUZ6wIU2D68x7VAcTSxH0kM64g0NR6S/fns2bNZunQp\nV111VXL5hAkTeOmll1i0aBH33HPPYR/gMIYxjPeOvrxp8cpK1++e519C3bHLtSz6iatcsnFHE32z\n0wDGjESTTyiINXpUxt/BySbaZQOQ/44hWBVlCAFaIgFUGHM69qWEokRwrXscIxBrEGYXQwYhsMaN\nxR5Z6l5W41aMUrftQH91RYaCi3WUjZdMbTz5OX56ktReCzVuULhFELQ1pkfysAOLXQ2anhdfQd2x\n27Wd8Gc+flRMlgBMfTJyii+Z+QWLsjVR9msOBWez/ir3Z13HxqJHMURvx5aN2ZFNdE8ZHjulFFI8\nWqK9vQHv4/9x7SN23plHTDEoPv1MyNGS4/eEJeUruqhXt/ab+S3IUAtRaBZ7AZvWZ51MtJ4Icqec\n4MOTYB15nncHuvHFJxw2bwJDn4W8KhclJ5W9Vmzw/fzXYGRSJPpmrrvaBKYBbcp21/J8q4y92xVs\nkUNZz3au2PEzrqv9Ecq/4ojWLte65rRDC64RXnqCt2Bqk4hfeQJk15BrO0kMLQ6n3K7TunsbdUom\nf78v8ovBl9661+SjVnUrhvSINrbor7JfpCag2Z1BPKuqXY3CH836O0p3IjAXOnZ2LnJyqrLSlxqi\nWLvxR/5IoNRHfGLv+TRBwLxxP0qapLk+g6B8TgyKUg6pcWHR0XT4KE+pfQ0Sa9eu5bLLLkPtp0Nd\n0zQuvfRSNm06+MkYxjCGMXQw5vfhXW/aimhx+Hqiqxvfnx92r79w/uEvAb8P9G16k7k52JUpHvVA\nQZqx8BjPWidgl5cBJKkhhdFUd1AyuE4ohVjHIH+8L/qawmjbduJZ5i4xxxcvPOp0HUsdT57lpWW8\n890KLAQmC3+hsaC5AA0FO5BGCQlH8P35H65tGAvnJ42LjgZMbSJyijeZ+RXYlK2NsV/dyGb9FZ4K\n3IkhomjZ6drDTuY6f+sEfFJNKoVUB3YS+MFPXU6uMi+X6IfPPXIHoPkxF4xBQ0lmfmuWdmKIaL+y\ncKHc1H0CEIlYdPSEkbE4natnO/QJqSDxMusUxxFV2VeX0XgaP23xYTsEU5sJIZWu65wJlkhQItRd\nu/E++mTG+poOWXmpAFva0N4Crap70lZgV7Fvm0LACnPe3r9TFK3D64tjKyNc69mjRjj0skOEpU2j\nJ/Qjekb+iPC1n8UnC/Em3BsLtwku+LxCz69vcbkR94fcYukKrmVjZnD9juc5otg0JpxddangebWa\nYCw1KZ3g30LpSremunHyCUnjMABP/FmEnRiPNAmEfwo4k/bAIodGIhK/5728jo/cXJfRpKh7YexU\nG1GS6kuIiaOcufZ4PJjmwP7rzc3N6MeYU90whvH/O2RRQQa1Ql+5BmJxfH/4i5un7PUQufbyIR7h\ngWFOnYRdUpT8PXbmKa7AbCDFCWPhvCM+tsMBKxFca4lHZ2HMCa5VO05ezGmc6VUKOaYy1wPAGuvO\nXOsr16BucWfl4otPGMoh9QtLrUZBp21hb2DgvIQLdioc9zMVqY4CPWXK4XvsSXegoetErj4ydInB\nwlInICd70ZPBqcP5Fe0dPBG4AzsR6Gm5CadWBCFLZXTTSKq2TE4qhWTFm1j06g8Rkahr+5Hrr4aA\n/4geQ3yRk3HunSCUr4rh6bYzeOPg3PZ5aUl0Q8SI1+fTs340VsyhNgggu1BQnsha9s1amxPHYQ9Q\n7XovMLVpgMaIaflsX5wQ45c2cRFB/+c/3QolCfSlhtQ1dREnFZB6pEIQJ7ie2/QEui2RIoAeLEUq\niYBUUTDmzaLn1i+970bT+CknYU6eQK6VCnYFUPzsNvQbP4W+rP9mQujNXKclXPtkrm1s3vI8TYPI\nSdYisiydwItV6IlgW7UNLui81+XDYBcX0nPpZ0hXh1HsOkLdtyDsFryxh1Gtrcm/Fc/Ixw44vQdI\nE2+nSeeWP3LtN2KuycysJSZlatCVuY5hDYpzfagY9FlZvHgxv/vd74hEIhl/q6ur495772XRov7l\nZ4YxjGEcPfTlF3ofe5LsT34Bz4vujGL0I+c7LnLHErweer55M7EPn0Pkho8Ru8idSesvc22NHXPU\nzG8OFVZG5nqv829sL4p0giOPT2IXF34gFGr6NjW67NoBc8pEZNpk6ahBeLHUKux5PnacmCofZ1ka\nnteisGxkchInGprw/quvU+FZR13jXip52NllUKkng1Okzci1MdL5u1pOmBy7lFFGNUWmB7sjh4b9\npUh0fFaYj+z6PiHTfZ6i116GcVw/xjmHGcb4xciSFDVENSxGrotRN4imRpMY8cZ8ulY7Um667Zyv\ncTNM59QZBp6lbpWQ+KmLD+8BCD+mNpGQrbPjEzqRXOg1IApbzfh//XuXghFkUkP2NreRrhRSYHqx\nGEHr5k6mtz7buyO8foE5cRyRGz9O5x9/SfjWL2GPcmey3xMUhfBXv4g2c2JSGtGBTVeslsDPfo26\nsf/zkVsE/nRaSIuX3XaKtrJTW02n0pighNgIBMHWEL43RwLOxG1+02OUWG4Phsinr0MGR2HoJ7mH\nau8h1H0Tvujf3cs9CtbC3olgovrywtPkltjceFeUJRcbnH2dwYeuNRhlZ0FJOi3EpKNZHMxjjZKS\nUr7yla9SUlJ64BV7xzSotYDbb7+d/fv3M336dL73ve8B8Pjjj/OlL32JSZMm0d7ezre//e3Bbm4Y\nwxjGEKEv71ppbs1Q1rBLS4idf9ZQDmvQsEeWEr3qEuJnnJzBBbdHlGRwXuOLPhiUEHDGj6olOdch\nowWv2Z2khECimfEDkLWGBG2nKFOjuBfG4vev0nC4YKnjmd9TxOtfsGgrl47jnuWcCPGHLYgnnsX3\nwN8JffsOF39W5uYQvfCcozVsF0xtInJyH971m+kZaMGH7M9QoBajSqfybBoa+2pHIdC4oPZH5Mf2\nuZwZY+ec4agFDcX49QnIGYFkUybYjHg7PGBTY0FJKgIyRAyjIY/ON5wGZ0+iKa9mtkMR0FevRXSm\nAj0ZDGAsOPwVLVObCUCVns2K6016g7t2pY6mTf9m98t3EBapqkdG5rq5260UYnhpaqxgSu1T6LbD\nlVdUUEty6PnWLcRPXXzYG2hlVojI1z6JdVMh7WUpqlRM9BClC99f/tGvw6+mQ2FeWkAuBY2tFmGc\n+2Wd9z9IoC7RoBiyNMQrYwmZHhCCosguTux6NMmPB4iffCLmjKkAhAOfxdTcLsiK3QQuRRKn7Fe0\noCAxbhOQFKxtpLlpBdn5cNrlJgvPNdG9MMoOIYImBJz7IYaFaUDPgc0lKS0dwc03f43S0sFNaAYd\nXE+aNIlXX32VkSNH8rOf/QyAX/ziF9xzzz3U1NSwdOlSZs6cOdjNDWMYwxgi2KNGJDOk/UEGA4S/\n8KnD1uQzpBAC4/hUhk36vIdsDnFUoevI0SNcXNLC2B5XcK17eU+8yqOFvtSQJHSd+BBkQwcLUxtP\nsenjMx0TCH22lBGqYyghRQikivrz3+J9/Cm3+Q0QvfLiI06XGCwsdZLDu7bTeNdvxkBKhCX5yGvn\nM/PFAFnBKCJN/9o0NMZ1bmBUzyYUNTVnNRbOJ/qxy4eOEy98WJPGJgNjgNJ3wjSruzBI2ea9oz/P\nb9XPsWvEf5AJgoFBlO63KonucXoRdKmgqCpjZjj22p7nlrl2ZZy4wPEoOMwwNUf5piaaxY7FNntn\np+izpogReOBhHrCuZKX3YWzsDK3rxqYoLo1r00fdO1nMbP1vcpnXL4l9+BzwDl5y71BhqeMomZzH\n+p96WXWdRa+yR4dSj/buxgxt914UFgs8aYohNPrZo3bRrtSxU1tDGwEiiex2lqUhllUTlH6EtDhj\n331kZafx/HNziH7sstS2hJ+e4G1u1Z4+CAduRoo8QqMDGGMSJjWJqp/6859kJJKK7AA6SlIxxBIS\nCzkoretDwSGRdaZOncqyZctoampixYoVLF++nH379rFq1SqOO+6Dky0axjD+f0N/GRsZChK74Gy6\nfnL7UVdveD+IXnEx8dOXYE6fQvh/PocsOMaoLQeBrBydzFwDFMT2UhTZBTiZIUXF1cR5rKOvYkgv\njOPmHFPUFkt1ZCqzbJ2q/Dz4pJP56rWl7/czYyqILzl26I+mNgFZ48WrqYgE7zrYbDHjoS6+cG0u\n07/+MoGf/IoLtn8fxWpxfbay2xEg8HglCEd7PPz56w+rWcxgYEychopIysEVbjNQewwaVYerX69u\n5ZnA3ewTG9k34gXaFIfHbIoYnStTzde6VKgY34UvJBANTRnBYOxwU0ISsNRqpMhmpOFncjSH12+M\nY3pSAbS322befc284nuAR4PfwlvsTpG2NlkImaqMFBo+9CdWoltpFYiCXOKnn3xExt8LWylBihwW\nh0t5+2KLvbOsJH88LNqdht5+ste5xTjNsQn0NjWu9zwDSOqUXMDGK1U8jdkE3i4GEWBa6/OURLYT\nzE1tM/Kpa5ChPll54SEc+F/inszjj3tOxfAswNAd3X3vib3Sfs4Ex7thJ8GvfRfR2Jz8jIJghBWC\n4tRkMypM2g+zYsh72lpBQQHz5s3j+OOPZ8SIw8D5GcYwhnFEETvvLOQ050VkVY4m8unr6Lz/HqLX\nXHrUuaPvFzIrROTT19Fz2y2Ys6Yf/APHGirL0fRUsrAoWpvUuE4qhXxAaCEA5gCZ6/gxRAkBsJUR\nSJHS2ZVz/dhn5yUNLPrCqqkm/OUbhzz4PBBspQLpDSIm+MgzPYBESDjz/mwK9qUCnrKONZRG01wX\nJYwOO8FrLyUketlFh2RGcrhg5U9AjkjxroVtU7IxnqSGvOn5N70cck9JG91KKzERdhwn7VRgpkuF\nmkTx3PvsUlcgaFVXYY85QtUfoWBqMxAILmot53y9irrLRpLejFezNEzZ6ii7tDd5oerrRNNsuDsa\n3ddTQXsxxaufdy3rPPPsI5q1BhwpTXUcI40AEyLZrLnGIp3iIrZvQ1u5JuNjeUUyQ45vt9LBRt1p\nJt0vcgCLLEvDfnks2ZaJx5YsbHwYb0Amq3bG8XMH5vkLlYj/S8S8qZ4bWykj4r8egLjHmfAWHZdP\na3WvaovEEgb23h1kffXbKDtTCjQj7RAiXY7vCGhdDyhmW1VVhTiE0pCUEiEEO3bsOPjKwxjGMIYW\nfh/WXbeBYdAdHlj1ZxhDD1k5GkU4WWojDpXdb+G1nJevx+tQXeziY6AJcJCwqqucmUJacCNzczCn\nTzmKo+oHQmCp49HM1clF0SvORnpGoq1YhcwOER83DnPyBMzJE5C5/QfdRxVCwVInoE5uIPvtKKGY\nhq2MBCVVvREyhqZ2Udm9mXq/M0nLMSxChmMWo3sBryfDvn6oYKmVyPFevI0RejAR2Ix4O0bd9M2E\njQ42e1Lusd5SR0a0RalFIhEJ6oImBQpQMzsP0daO96lnXfs40s6mpjYT3XgZgaA6lkXlCRMwl04j\ntns9XaIJW1iceHcb/7y3mEjpTprUHYTsAoJ2PuFmP9JSEKqNgiD/CZW9XSlKTI+eS/alQ+PMamrj\n0MzVnNo5gntruth1AlQuB0uYdCj1ZP/tn3TPm+WaYOYVg0+mhZKNPjZr2yhRmoii0SICCBklaOlY\nL40lSyoc3/Q4frOLUOKxJn1eIh+/8sCDEwpR/w0Y+okodgOGPg+E44pqqZORIg9da2PTtzxU3Rmj\n9B0LhEZU6SSrzUfof79Lz3duxRo7hlF2KEkLAUeOr6P58Ho7DDgFr6iooLy83PXT0tLCrl27yM7O\nZu7cucyePZu8vDx27dpFT08P8+d/gLiOwxjG/4/4IPKq/49DViTk+DxOMJobS9nr6j6JXVl+TGVL\nD4qAP8PAJ37iAujHI+Foozfj5UAl7j+P6HVXYD70G6z7f0Lk+mswFs4/NgPrBExtIvYUJ/2sIFBk\nGp1AShR7P6pqUdXtZIIlOmWR1DXm8UnMieOP2rPBUsuREzx4kk2ZNqXvOIoh73iewyJFmdDyulB0\n08laS0lvRluXClk5PRRXj8L38OMQS3GYZU428UXHH9FjMHS346jKVowbriabEkqtcXhlkFCTxUk/\naUfxxNFyu+hSmh3JQUsQb3YoSSWtHuQTnS6BkfWjzyWnbGgqCpbq6LYXmF5O6CpmzVUmveaT3UoL\n1p4t6K+87vpMXrFMqdUAssnHOn0vTSJEvcgBaeG3VcS+HLybCyiKdTGz5RmEgGCOc/5iHz530HQ+\nS5uE4VmSDKwBEEqSGlKpZ/Pf2w12LnK+xIhwmlpFJIr/vgcAGGn1Ca4Hkbmur6/jzju/T3193aDG\nOeATe9myZa6fG2+8Edu2Wbp0KevWreOhhx7iH//4B2vWrGH58uUYhsH/Y++84yOp6////MzMtvQr\naZfLXXK998Jx9CKgFJEvinQQAf2JIiLCiQ2/ICDyVREFBBQRQQVBQDrIAdcbx/WSXJJLTy59s3Xm\n8/tjNrs7u5tcDnKXHMzz8YDLTv3M7sxnXp/3512OPfbYfp3UxsbGxiZCYT44ndFc1/E4XUdH8ZhE\nQovixIaqEjztxN43HkRCjpPxea4h5FhCd9ot6NrkwW7SIaOrU6HYgSw1byAhvaAIQicci5AdCNmJ\nourk+/aTFu7EUAoZ690e3d/pgvCsQSwcJdLRpxbhigtqzNvpp1OvY6PrReumApwR67WIyxjhMBQm\nz2lDbWjC+cZ/Lfv4LzwPPG4OJ1IZiaHEu27pKCWdBM79PCoO8vRxZBl5lKz0Mf1FL878eP93g2CD\nmWNw2nIHwfZYR9CtZdN6zClHLL60R1wDHNeZizLKYO8pseDdVqUG1zP/slRcHZYLTtSozzyNHrpE\nJ++rk9ir5AEGaYaKsXw8WUaIExpfQpE67nSJ5jBzWg9EdpqegfIEfya6E/57azdbzk8nILqjOd/V\nveUo9Q0UGZmIOJ/roDh4ruuGhnruu+9uGhrq+9yuh36bQ5YtW8a3v/1tTjrppKR1S5Ys4cYbb+S+\n++7r7+FsbGxsbAAUBTm2OKW4dhxFafji8X/pHIJnnUZ4xlS6v/uNAS3cMaAIhaDrfLrTbyfkHPzi\nNh+HsDYJFBX9OyMwzspAnuuk6zc/ovvGqxAlZv5qTTXFxRhvNZBFcZcZ7KcopjvSIZfQHmCMvEkw\nXMMZyXqiBg3ydgXpEjERquJAQcOR1xJZEhPXTqkwcR64n3rWklfayM877C4hPYQc1mxpWng9/osv\niGTPEWQbBeTqpSx9uJvRzj1xW0qCDXkAjF2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qphBDkjXNx77MqZiWXdM4VJa5kNETh4hL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OzgHgYDMjxwuW7J2WXaAc1ag1Wqktk5cVUSAOnx0KMkH59qNfzF93f3aiZsXWI1iW3ZjFJv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"text": [ "" ] } ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot the strength of the correlations between these crime statistics and some other variables as well. We add in `Temperature`,`Humidity`, and `Precipitation`. Redder colors are stronger correlations, bluer colors are weaker or negative correlations. The strongest correlation we find (darkest red) is between Battery and Assault: when batteries are high assaults are also high. The weakest correlation we find is between Humidity and Temperature: when temperature is high, humidity is low. Note that I've set the diagonal to zero (Arson is perfectly correlated with Arson)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(8,6)\n", "#ts.corr().columns\n", "a = np.array(ts[['Arson','Burglary','Robbery','Theft','Assault','Battery','Homicide','Sexual_assault','Temperature','Humidity','Precipitation']].resample('M').corr())\n", "np.fill_diagonal(a,0)\n", "plt.pcolor(a,cmap='RdBu_r',edgecolors='k')\n", "\n", "plt.xlim((0,11))\n", "plt.ylim((0,11))\n", "\n", "plt.xticks(arange(.5,11.5),['Arson','Burglary','Robbery','Theft','Assault','Battery','Homicide','Sexual assault','Temperature','Humidity','Precipitation'],rotation=90,fontsize=15)\n", "plt.yticks(arange(.5,11.5),['Arson','Burglary','Robbery','Theft','Assault','Battery','Homicide','Sexual assault','Temperature','Humidity','Precipitation'],fontsize=15)\n", "\n", "plt.title('Correlation between crime occurences',fontsize=20)\n", "plt.colorbar()\n", "plt.grid(b=True,which='major',alpha=.5)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GjRqFSZMmwdnZGWPHjsU333wDtVpdYT3c3Nzwww8/oEWLFhg3bhwCAwOxcOFC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mNjYzp48KDw/NDQUHr48GGF8adPn1JiYqLwfCKiuXPnkpWVFW3atIkuXLhAFy5coLCwMGrcuDF9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\nx+zZs7Ft2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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(12,6)\n", "ts3 = pd.DataFrame({'Personal':personal_gb/float(personal_gb.max()),\n", " 'Property':property_gb/float(property_gb.max())\n", " })\n", "ax = ts3.resample('M').plot(lw=4,alpha=.75,colormap='jet')\n", "ax.set_ylabel('Incidents (normalized)',fontsize=18)\n", "#ax.right_ax.set_ylabel('Temperature (F)',fontsize=18)\n", "\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_ylim((0,1))\n", "#ax.set_yscale('log')\n", "ax.grid(False,which='minor')\n", "ax.legend(loc='upper center',ncol=4,fontsize=18)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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yzMOXhoUjaOwtptQiAGjIz4OytsbyUEIIIYQ4oS4lSQcEBGD9+vVIT0+HQqGA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\nISdPDfnyyywsXLgR+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E1No+XfKpVgd4DkSklJ0k1oZ87Y3tQoz2cOD/d2+e9Wed51UVFN\nu3nXag8PpC56CkHJKfCI7Y+8qKmWx3r18u32ut1DhnQ87zrxttvhHR6BxkYDavRRKAk0NWVp+YlC\nTIw/5s8fjrvvHtDpbpNykybFYunSSQgOljYS2rYtr/Un2BAyaLDk9oX13yLnxw04teozy30VlQ2o\n8olBjd508eeMjcLh4T6KRkHyUppy3hHSRjo1BR1vZd8Wu4PrAQMG4MwZ+4ukt0cQBLz99tvYtWsX\ndu3aheTkZNxzzz146KGHJMf9+te/xtKlS532vkRERG1tDBs9upci4HBHycnSTY05ORWor29u9diC\nAnlw7dqUEADw8FAjOVl6gXDunO163Wahg4Yg45W/Q3vzo2jwtD6/Ozczmsk3HR47VmR3B0FPP39M\nfes9GGcvxqn4uRBVpmSCyMjum5vExCDcd5+0WMW2bbkOdUEMGSh9fnX+FRx563UUHTGtWjc1GlBX\n24T80DGWY+TNYTpK3j1zx468Notg6MOlqV41+S4Orl944QW88847+O6777pkIERERN2lrUDs5puT\nunEkHefn5ylZ5TQajTh/vqzVY1uWjAPg0jJ8LSUkSINr+TjbkpdXIbkdE9O5ShodkZgYBG9va+5v\nVVWDpP54ewSVCgU1nkCLTxG6M7gGgLS0XtDprFnCZWV1yMy0fwXePzYe3uHhNh+vrGxAjT7K0nmy\nb98QBAc7Z9PpmDG9JBswr1ypsvk9AAA+kbLgutDFwfWrr74KX19fzJgxA76+voiNjUV8fLzlT1xc\nHOLj3f9jNCIiIluBWGioN1JT26+96y7kq9fy1JDy8nosX74HX399WnK/uwTXcXHS3N6WrefbY65P\nbuaKlWuVSsCgQdLVa0cCUwDIz5duNI2MtJ3L2xV0Oo2imctPP+Xa/XxBpULqk88gIKH1i9KKygbk\nh6ZZLiDaaxzjCF9fT0XzpLZSQ/QRsuC6oMDGkZ1jd3BdV1eHpKQkZGRkYMSIEYiNje1UtRAiIiJX\n6d279eB6ypQ4SYtodydPqzC3QRdFET/9lIPHH/8Bu3ZdVDxPnq/tKvHx0uD6woVyu3pbiKJoqU9u\n1lUNZNojTw05csT+4NpgMCpSdlxRxWXSpFjJ7b17L6G2tsnu5wcmJmHi8n9gyuv/RN+75sInypRT\n3dxkQL46BhW+1sVXZzdmkndR3bnzos20Fn1YuKQVel1pCQwNDa0e2xl2VwvZunWr09+ciIjIFXQ6\nDcLDfVBYaF01VKkETJkS67pBdYB85drcTOaddw5JOjiaqVQqzJ07QPE8VzFvQjRXrKioqEdZWT2C\ngtpOGygvr0dVlTUo8vBQI8xF7dzlmxqzskrQ0NAMT8/2Q6zi4loYjdbmJ/7+OqdvXLTHgAGhCAnR\no6TE1NK9sdGAvXsvYfLkOIdex7d3NPrefS9S7pqL6ksXsXnDKZz77iogmALaxMQgp8/TiBGR0Ok0\nlv0GZWV1OHGiWPGJAmAqgegVEoLaImuFl5rCAkVXyc6ye+XarLm5GXv27MGqVatQUFCAyspKlJXZ\nnyNFRETkDuSpIcOHRyIkxP03MrYUG+uv6HT4wgs7Wg2s4+MD8be/TWm1xrGrqNUqRdk3e3KW8/Kk\nKSHR0f4u+8QhMtIHoaHWgLGpydBuO3ozeUpIVJRrNpqqVAImTpQGmI6khsgJggDf6BgczPOwBNaA\nc1NCzHQ6jWKD5LZttsfuLd/U2AWpIQ4F159//jmio6ORnp6OuXPn4uTJk9i1axd69eqFZcuWOX1w\nREREXWXYMGlZrltuSXTRSDpOq1UrUisOHy5QHHP//YOxbNkUxMd3rsNfV1DmXbe/YOcOmxnNBEFQ\npIbs2HHRrvQWedMZVzb2kTepOX68CEVF7bekt6W8vB4nT0obG40Z49yUEDN5asjevZctLeXlvCOl\neypqCq44fTx2B9cbN27E3LlzkZycjP/7v/+zfNHExcVh2LBhePrpp/Hpp586fYBERERdYerUOMyc\nmYKkpGDMmzcMQ4dGtP8kN9RWikdwsB7Ll0/F7Nl97W5r3d3kFwf2bGp0l3xrM3m3yU2bsrFixc82\nSyOaFRTINzO6Lrju3dsPSUnSr6X26ka3Zd++K5Lc57i4gC7brDl4cBj8/Kx9WGpqGnHoUOuVQLqj\n1rVD7c9HjBiBLVu24L777rPc37dvX2zbtg3jx4/Hq6++6vQBEhERdQWtVo3f/GYIli2bgltvvTbK\n77VGvqnRLCLCB0uXTnJJFQ1HyFeu7UkLcYdKIS0NHx4BX19pk70dO/Lwxz9ubrMlujItpHsrhcjJ\nU0O2bs21awW+NXv2SFuLO6u2dWvUahXGjZO2U9+z53KrxypWrrug1rXdzaXvXwAAHmFJREFUwfXh\nw4dxzz33QK1Wdj/SaDS4++67cerUKacOjoiIiNrW2sp1XFwAXnppsss2+TkiJkaaL11YWI2aGmul\nir17L2Hx4i14//1DaGhohtEotpIW4trg2sfHA3/4Qxr0eulmxLy8Cvy//7dJkapjduWKNLh2ZVoI\nAIwfHy35hOPy5UqHuk6aVVU1IDOzSHLf2LFdF1wDQHq6NLg+cqSg1aoh3uFutHLt4eGB5mbbH2+U\nlJRAq+3+Ha5ERETXs7AwbwwaZE1L6Ns3BEuWTERAgM51g3KATqdBr17SnGnz6nVeXgX+9re9OHDg\nCj7//CRWrPgZRUU1knQLb28PBAW5/lyHDo3A3/42VRHo19Y24aWXdiErq0Ryv8FgVLR7d2VaCGCq\nG52aKt3w9+67h23mL9tiSgmxVkGJjva3Wf7SWVJSgiUXN5WVDcjJUX4KopcF13VFRTAaHDu/9tgd\nXE+cOBH/+te/UFdXp3gsPz8fb7/9NsaPH+/UwREREVH7Fi9Ox/z5w/H734/EkiUT4OPj0f6T3Igy\nNcS0qfHHH7MlQdrPP1/G66/vlxwbE+MHQXCP2uRRUb545ZUpirbcTU0GLF26U7LiLi/DFxCgU6x8\nu8Ltt/eV/H/m51dhzRrHMhPkKSFdvWoNmFJD5OX3Wqs5rtXr4elv/XozGg2oKy5SHNcZdgfXL774\nIq5cuYIhQ4bghRdeAACsXbsWTzzxBPr374/y8nI8//zzTh0cERERtU+n02D69ERMmRInKc13rWit\nmUxTkwHbtik31MkrULg6JUROp9PgiSfS8OtfD5HcX13diCVLdqC42FRLWp6L7epVa7Pk5GBMm5Yg\nuW/16lO4fNl27nhLNTVNiqA2La1rqoTIyTcl22roo2iD7uTUELuD6/79+2Pnzp2IiorCa6+9BgB4\n44038OqrryIpKQlbtmzBsGHDnDo4IiIi6vnkJQIvXCjHgQP5kkYxtrhbcA2YyvPddlsK7rprgOT+\n0tJaPP/8dqxY8bNiBd7V+dYt3XvvQPj7W1NtmpsNeOedQ3Ztbjxw4AoMBuuKfGSkL2Jju2eOhg5V\nNvRprWKLog26kzc1OlSXZ9CgQdi6dSuKi4uxd+9e7Nq1C5cvX8a+ffswevRopw6MiIiIrg/y4Csv\nrxIbNigb4bTGHYNrs7vu6o8bb5SuAl++XInt23NRXl4vud9dVq4B0wbNBx8cKrnv2LFC7Nhxsd3n\ntpYS0l1pOxERPpKLlOZmA06cKFYc19WbGjtU9DI4OBijRo3CmDFjEClbWiciIiJyhK+vp6TLodFo\nRGam9CP9GTOSW31unz6uayDTHkEQ8PDDw+1Kixg1qntSJ+w1fny0on73Bx8cQUVFvY1nAHV1TTh0\nSFoZpSu6MrZFmRqirNSiKMdX6Nzg2mbj+7i4OIeuNERRhCAIyM7OdsrAiIiI6PoRFxeA4uLWOwLG\nxvrj978fifr6Jqxff85yf3CwXlFf2t2oVAL+8IfReP757Yp8cQ8PNVJSQjBrVrLLG+HImS8MFi7c\niKYmUzWNiop6PPfcNvz1rxnw9/dSPOfQoQLLsYCpko08n76rDRkSjg0brF8jreVde3dxWojN4LpP\nnz6K+w4fPoyqqioMHjwYKSkpMBqNyM7OxuHDhxESEoIpU6Y4dXBERER0fYiLC8C+fa03/pg2LRGC\nIODBB4eiuLgWBw6YWlbPmtX6ara78fBQ409/Goc1a04hP78asbEBGDAgFImJgW69ATUqyhe3394X\nq1adsNyXl1eBZ5/dihUrpinqqO/erWwc092VXAYNCoNKpbJUYrl0qRLFxbUIDdVbjpF3aawtLLAs\nEjuDzeB669atkttffPEFHnzwQWzZsgUTJ06UPLZnzx7cfPPNGDt2rFMGRURERNcX+aZGM5VKhcmT\nYwEAGo0KzzyTjhMniqHXa5GQ0Ppz3JGXlxb33jvI1cNw2Jw5fZGVVSJJ08nPr8KiRRuxbNlU6PWm\nULK+vlnRcrw7SvDJeXtrkZISJKkrnplZiClT4iy3Pfz8odXr0VRrqtzS3NCAhrKr0AUpGzJ1hN05\n14sXL8bjjz+uCKwBYMyYMVi4cCGWL1/ulEERERHR9UVe69osNTUSgYHWFASVSsCgQWHXVGB9LdNq\n1Vi8OB0jRkhTKQoLa7Bo0Y+WEn1HjhRIKnMEB+uRlBTUrWM1GzJEujIt75ApCIIyNaSg9S6aHWF3\ncJ2fn4+wsDCbj/v4+ODq1atOGRQRERFdX0JCvFrNn540Kbbbx0JSnp4a/PGPYzF6tHQluqSkFs8+\n+xNycsqxZ480pWfMmF6StvbdSV6SLzOzSNEKXd6psabgitPe3+7gevDgwXj//fdRXV2teKyoqAhv\nvvkm0tLSnDYwIiIiun4IgoDYWOnqta+vJ0aMiLDxDOpOWq0aTz45GhkZ0j155k2O8nx5eSDenRIT\nA+Htbe1SWlXVgOzsMskxPvKKIU5cubaZc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sZGbN++HWPGjHHVUImIiIiI7OKyy43Zs2fj\nxx9/RHp6OgDgww8/xMqVK1FdXY2HHnoIf//73zFt2jQYjUbMmzcPkZGRrhoqEREREZFdBFEURVcP\ngoiIiIioJ2ATGSIiIiIiJ2FwTURERETkJAyuiYiIiIicxO2D66amJtx3333IyMhAWloavvnmG5w7\ndw7jxo1DRkYGHn30UZjTxt977z2MHDkSY8aMwXfffSd5na+++gr33nuvK06hx+nsnNTU1GDWrFmY\nMGECbrjhBly5csWVp9MjdHZORFFEr169MGnSJEyaNAmLFy925en0CJ2dk1deecUyH0OHDuWmbifo\n7JyUlZVhxowZGD9+PKZNm4a8vDxXnk6P4ci8AEBxcTGSk5PR2Nhoue/cuXOSqmPUcZ2dD/6OByC6\nuQ8//FB84oknRFEUxatXr4rR0dHizJkzxW3btomiKIqPPPKI+NVXX4n5+fnioEGDxMbGRrGiosLy\nb1EUxccff1zs27eveM8997jsPHqSzsxJQ0OD+I9//EP83//9X1EURfGjjz4SFyxY4LJz6Sk6+31y\n9uxZccaMGa48hR6ns98nLd16663ijz/+2O3n0NN0dk6efPJJ8aWXXhJFURQ3bdokzpo1y2Xn0pPY\nOy+iKIobNmwQhw4dKvr7+1u+Tz755BMxNTVVjIyMdM0J9DCdnQ/+jhdFt6/8feedd+KOO+4AYGo0\no9VqcejQIWRkZAAApk+fjo0bN0KtViM9PR1arRZarRaJiYk4evQoUlNTkZ6ejtmzZ+Odd95x5an0\nGJ2Zk8zMTCxYsABGoxEAkJub226DIGpfZ79Pzp8/j8uXL2Py5Mnw8vLCihUrkJyc7MpTuuZ19vsk\nNTUVALBmzRoEBQVh6tSpLjuXnqKzc3Ly5Em8+OKLAICxY8daXos6x955ue2226BWq7F582aMGDHC\n8vygoCBs27YNCQkJLhl/T9PZ+eDv+GsgLcTb2xs+Pj6oqqrCnXfeiRdeeMEyaYC1NXpbLdN/9atf\ndfu4ezJnzIlKpcKUKVPw5ptv4rbbbuv2c+hpOjsnUVFRWLx4MbZs2YLFixfjf/7nf1xxGj2KM75P\nAODll1/GX/7yl24de0/V2TkZOnQo1q1bBwBYt24damtru/0ceqL25sXHx8fyPTF16lQEBQVJnn/L\nLbdAr9d365h7ss7OB8Df8W4fXAPAxYsXMXnyZNx///245557LG3SAaCyshIBAQGKdur2tEynjnPG\nnGzevBnbt2/HnDlzunXsPVVn5iQ1NRUzZ84EYOqeel3myHWBzn6fnDx5EgEBAYiPj+/2sfdUnZmT\nZ555Bjk5OZgwYQJyc3MRHR3tilPokdqal6qqKgQEBLhwdNcfZ8zH9fw73u2D68LCQtx4441YtmwZ\nHnjgAQDAsGHDsG3bNgDA+vXrkZGRgVGjRmHHjh1oaGhARUUFsrKyMHDgQBeOvOfqzJwMGDAAL730\nEj799FMApitkjcbts5PcXmfnZMmSJfjHP/4BADh69ChiYmJcdSo9hjN+dm3atAk333yzq06hx+ns\nnGzbtg0PPfSQJQVh/PjxLjybnsPeeaHu0dn54O94uP+Gxscff1yMjIwUJ06caPlz9OhRccKECeKY\nMWPEefPmiUajURRFUXzvvffEkSNHiiNGjBDXrFkjeZ2tW7dyQ6OTdHZOCgsLxZtuukmcOHGiOH78\neHH37t2uPJ0eobNzUl5eLt56663ixIkTxalTp4qnT5925en0CM742fW73/1O/Prrr111Cj1OZ+fk\n3LlzYnp6ujh27Fjx1ltvFYuLi115Oj2GI/NiFhcXp9j4yw2NztHZ+eDveFFk+3MiIiIiIidx+7QQ\nIiIiIqJrBYNrIiIiIiInYXBNREREROQkDK6JiIiIiJyEwTURERERkZMwuCYiIiIichIG10RE15gH\nHngAKpWq3T9xcXFQqVTYvn27q4dMRHTdYJ1rIqJrzN69e5GdnW25vX37drz77rt4+OGHJV0D4+Li\ncOHCBUydOhVhYWGuGCoR0XWHwTUR0TXuo48+woMPPoiPPvoI999/v6uHQ0R0XWNaCBERERGRkzC4\nJiLqoT766CNJzrX5dmZmJu644w74+fkhLCwMTz31FIxGIz7++GOkpKTAx8cH48aNQ2ZmpuT1ysrK\n8Nhjj6FXr17Q6XTo378/XnvtNVecGhGR29K4egBERNS9brnlFowfPx5///vfsXr1aixfvhyZmZk4\nduwYnnjiCRgMBrz44ou44447kJWVBbVajZqaGmRkZODy5ct49NFHER0djc2bN2PhwoU4c+YM3njj\nDVefFhGRW2BwTUR0nRkzZgw+++wzAMCvfvUrhISEYPPmzcjMzES/fv0AANXV1XjxxReRk5ODhIQE\n/O1vf8PZs2dx8OBBDBgwAADw8MMP49lnn8VLL72E+fPnY/DgwS47JyIid8G0ECKi68zs2bMt/zan\nhiQnJ1sCawCIjY0FAOTn5wMAVq9ejUGDBiEiIgIlJSWWP7NmzQIAfPvtt913AkREbowr10RE15nw\n8HDJbY1GoyjVp1arAQBGoxEAcP78edTX1yM0NFTxeoIg4OLFi100WiKiawuDayKi64xGo/zRLwhC\nm88xGAwYP348/vKXv7T6eFRUlFPGRkR0rWNwTURE7YqLi0NlZSUmT54sub+iogJbtmxBYmKii0ZG\nRORemHNNRETtmjlzJo4ePYrvv/9ecv/SpUsxZ84cnDhxwkUjIyJyL1y5JiKidj3zzDNYvXo1br/9\ndjzyyCPo378/9uzZg48//hg333wzpk+f7uohEhG5BQbXRETXOEEQbOZMy+9v7Th7nhsYGIg9e/bg\nueeewxdffIGrV6+iT58+eO655/D00093YvRERD2LIIqi6OpBEBERERH1BMy5JiIiIiJyEgbXRERE\nREROwuCaiIiIiMhJGFwTERERETkJg2siIiIiIidhcE1ERERE5CQMromIiIiInITBNRERERGRkzC4\nJiIiIiJyEgbXRERERERO8v8BED5cxIQF7a0AAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 29 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Crime as a function of temperature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we explore the correlation between temperature and crime above. The figure below plots the " ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = ts.boxplot(['Personal','Property'],by='Binned temperature')\n", "ax[0].set_ylabel('Number of crimes',fontsize=18)\n", "ax[0].set_xlabel('Temperature (F)',fontsize=18)\n", "ax[0].set_title('Personal crimes',fontsize=15)\n", "\n", "ax[1].set_xlabel('Temperature (F)',fontsize=18)\n", "ax[1].set_title('Property crimes',fontsize=15)\n", "\n", "plt.suptitle('Crime increases with temperature',fontsize=20)\n", "\n", "#plt.xticks(plt.xticks()[0],arange(-10,100,10),fontsize=15)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 393, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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PHsTs2bORnp6Oc+fOIS0tDdHR0Y/c77t37+L27dsICwtTm/7//t//A1DebEbb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"text": [ "" ] } ], "prompt_number": 393 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also examine the relationship between `Temperature`, `Humidity`, and number of crimes. First, we extract the total number of crimes for each observed combination of `Temperature` and `Humidity` and store this in `array1`. Then we extract the total observations of `Temperature` and `Humidity` and store this in `array2`. The latter is to normalize the former in the event there are some combinations of temperature occur frequently and result in us overcounting the crime statistics.\n", "\n", "Moving from bottom to top we can see the effect we saw above that temperature increases the frequency of crimes (bluer is less crime, redder is more crime). Moving from left to right we see crime doesn't vary substantially as function of humidity, with the exception that very high levels of humidity (above 60%) might have higher rates of crime" ] }, { "cell_type": "code", "collapsed": false, "input": [ "var = 'Personal'\n", "ct1 = ts.groupby(['Temperature','Humidity'])[var].agg(np.sum).reset_index()\n", "array1 = np.array(pd.pivot_table(ct1,values=var,rows='Temperature',cols='Humidity').fillna(0))\n", "\n", "ct2 = ts.groupby(['Temperature','Humidity'])[var].agg(len).reset_index()\n", "array2 = np.array(pd.pivot_table(ct2,values=var,rows='Temperature',cols='Humidity').fillna(0))\n", "\n", "normalized_crime = array1/array2\n", "\n", "plt.imshow(normalized_crime,cmap='RdBu_r',origin='lower',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Humidity',fontsize=18)\n", "plt.ylabel('Temperature',fontsize=18)\n", "plt.title('{0} crimes by temperature and humidity'.format(var),fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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lUokLL7yQJ554YsDf6qve96Q803fllVcCg2xb+j2AJivPGG/IYltf3HfffZ4h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\n5557eMc73kEcx1RV9ajvpWnKT//0T/POd77zGz7ex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7/xG1/ztY9//OP/rWMqpYjj5Ov2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Pf886jW0O06rvcD4/UFmIqTZcH/8XOfe1+b4Ml58yLHGosONPpwzCcQgMQjDpnlSRxx9/yM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\nD3vlfDDXdam4LnalWhmubwJ6Jpuhq6eH3kIJV/VQTqaqw/F1dcDnS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"text": [ "" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "var = 'Property'\n", "ct1 = ts.groupby(['Temperature','Humidity'])[var].agg(np.sum).reset_index()\n", "array1 = np.array(pd.pivot_table(ct1,values=var,rows='Temperature',cols='Humidity').fillna(0))\n", "\n", "ct2 = ts.groupby(['Temperature','Humidity'])[var].agg(len).reset_index()\n", "array2 = np.array(pd.pivot_table(ct2,values=var,rows='Temperature',cols='Humidity').fillna(0))\n", "\n", "normalized_crime = array1/array2\n", "\n", "plt.imshow(normalized_crime,cmap='RdBu_r',origin='lower',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Humidity',fontsize=18)\n", "plt.ylabel('Temperature',fontsize=18)\n", "plt.title('{0} crimes by temperature and humidity'.format(var),fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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k9L//+7/Dlr/meKSpqUl2dHTIF198sd81hx9+uHuPJ554YihFV8d///tf2dbW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FotcUFCXizuDyxFUXE8GF7c7AnHjspJzlcbAhxbEXOoe6Zpex/QgRBILGXoeFREVOslu+PM1TBR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7x9Hxex8YcjXTfry4KtqPGL/4i7/IF7/4RbIs4wtf+AI///M/z6/8yq/wla98hY985CP80R/9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GcpZzvPsqSLJeE65iyCILLU9R6iDJ0pwihAa816uaBQBtuUBG4kxZC5Etd4MhEgg5DdFLBO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\nY9TsGr7vk0ln0DWdfC6PH/iYifY5Dh4tN5tNJipVhmyXCTVFo1FH1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9wAwP79+6nVamza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\nLYQQQiwSkrSFEEKIRUKSthBCCLFI/H+TLGygF0YXbwAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 32 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Crime as a function of time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also examine Assaults as a function of time -- we saw that they peak when temperatures are high, so they should likewise peak in the summer months." ] }, { "cell_type": "code", "collapsed": false, "input": [ "crime_df_gb_personal = crime_df[crime_df['Primary Type'].isin(personal_crimes)]\n", "crime_df_gb_property = crime_df[crime_df['Primary Type'].isin(property_crimes)]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 33 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Personal'] = crime_df_gb_personal.groupby('Month')['ID'].agg(len)/len(crime_df_gb_personal)*100\n", "bar_df['Property'] = crime_df_gb_property.groupby('Month')['ID'].agg(len)/len(crime_df_gb_property)*100\n", "\n", "ax = bar_df.plot(kind='bar')\n", "\n", "plt.title('Crimes peak in summer',fontsize=20)\n", "plt.xlabel('Month',fontsize=18)\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.ylabel('Percentage of crimes',fontsize=18)\n", "plt.yticks(fontsize=15)\n", "plt.ylim((0,12))\n", "plt.legend(fontsize=15,ncol=2,loc='upper center')\n", "autolabel(ax.patches)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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3h7m5OTZt2oTbt2/jo48+QkhICABgypQp2Lx5M/r06YMff/wR1atXR0pKCn7++We4uLgo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\nnQ4DBw4stViuXbuGu3fvqvfDwsJQvXr1Uns+IiJbwwKbiMiGiAi+//7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"text": [ "" ] } ], "prompt_number": 34 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also examine what time of day assaults occurred. We see assaults peak between 2 and 3pm and crater around 5am." ] }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "\n", "bar_df['Personal'] = crime_df_gb_personal.groupby('Hour')['ID'].agg(len)/len(crime_df_gb_personal)*100\n", "bar_df['Property'] = crime_df_gb_property.groupby('Hour')['ID'].agg(len)/len(crime_df_gb_property)*100\n", "\n", "ax = bar_df.plot(kind='bar')\n", "\n", "plt.title('Crimes peak in afternoon',fontsize=20)\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.xticks(fontsize=15,rotation=0)\n", "plt.ylabel('Percentage of crimes',fontsize=18)\n", "plt.yticks(fontsize=15)\n", "plt.legend(fontsize=15,ncol=2,loc='upper center')\n", "autolabel(ax.patches)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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yeg01a9aEg4NDqfaHiLRPEMvhKO+Pyvhlbmv7oi9cYX0mNU2XsYw9njHvm67j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\nm2giIiIiIiv9Pyvo8oSlTs8qAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 35 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Personal'] = crime_df_gb_personal.groupby('Weekday')['ID'].agg(len)/len(crime_df_gb_personal)*100\n", "bar_df['Property'] = crime_df_gb_property.groupby('Weekday')['ID'].agg(len)/len(crime_df_gb_property)*100\n", "\n", "ax = bar_df.plot(kind='bar')\n", "\n", "plt.title('Property crimes fall,\\npersonal crimes rise over weekends',fontsize=20)\n", "plt.xlabel('Day of week',fontsize=18)\n", "plt.xticks(plt.xticks()[0],['Mon','Tue','Wed','Thu','Fri','Sat','Sun'],fontsize=15,rotation=0)\n", "plt.ylabel('Percentage of crimes',fontsize=18)\n", "plt.yticks(fontsize=15)\n", "plt.ylim((0,18))\n", "plt.legend(fontsize=15,ncol=2,loc='upper center')\n", "autolabel(ax.patches)\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ff/9dbnk9VZo2bRoWLVqE2NhY2NnZqToc9o6XL1/C2NgYr1+/VnUojLFyxlewGWOsErp/\n/z42b94MHx8fTq4rqB07dij8ZYMxVj1wgs0YY5WI7IZKJycnJCcnK30wC1O9vLw8/Prrrwo3kzLG\nqge+yZExxorhfeZ/lwVLS0skJCRAKpXi22+/RZs2bVQdElNCTU0Nv//+u6rDYIypCM/BZowxxhhj\nrBTxFBHGGGOMMcZKESfYjDHGGGOMlSJOsBljlcasWbMgkUiwb9++Mj+Wl5cXJBIJ0tPTy/xY5enY\nsWOQSCQICQlRdSjsPUkkEri4uKg6DAWxsbGQSCQYPHiwqkNhTOX4JkfGWKVTHjcbDh48GD4+PtDS\n0irzY5UnW1tbzJo1Cx4eHqoOhX2AinDDbUEqcmyMlRdOsBljTImBAweqOoQyYW1tjdDQUFWHwRhj\nVRpPEWGMMcYYY6wUcYLNWAUyaNAgSCQSJCUloX///jA0NISJiQl69OiBmzdvKtTPzs7GggUL0KhR\nI+jo6KBWrVoIDAzEvXv35OrJ5i5HRkaiZcuW0NLSQsOGDfHq1StkZGRgwoQJaNiwodhGr169cPny\nZYXj3blzB4GBgahVqxa0tLRQr149TJkyRWGesuw8UlNTMXLkSJibm0NHRweurq7Ys2ePQruJiYkY\nOXIk7O3toaOjA319fbi6umL9+vXv3Zd5eXlYtmwZmjVrBqlUCisrKwwYMAAJCQlF9svLly8V5mDL\n5i6HhYVh48aNcHR0hI6ODhwdHREWFgYA2L9/P1q0aAE9PT00aNAAa9asUYiruO8Z8OZJgJ6enjAy\nMoK+vj7c3d2xbt26Yp2/bC7s/PnzYWhoCCMjI3z//ffieUyYMEGsW5Ix8PjxY4waNQoWFhbQ1taG\nnZ0dpk6dioyMjGLFBQDh4eHw9PSEnp4e9PX14enpifDwcHF7Tk4OTExMYGFhoXT/oKAgSCQSXLhw\nQSy7dOkS/Pz8YGxsDF1dXbi4uCgdPwX1y7uICLVq1YKtra1CuampKSQSCeLj4+W2+fn5QVdXV+7R\n6Lt27ULr1q0hlUphYGCADh064NixY0rPKzIyEh07doSBgQGkUilat26N3bt3K637rtmzZ0MikaBz\n587IysoSy2NjY8WfWW1tbTRq1AgLFy5Ebm6u3P5eXl6wtbXFw4cPERAQAGNjY+jp6aF9+/Y4fvy4\nwvFiYmLQo0cPGBsbw8jICAMGDEBSUpLS2FauXAlXV1fUqFEDBgYGaNeuHSIiIop1XoxVWsQYqzAG\nDhxIgiBQ8+bNycLCgiZOnEiff/45qaurk6GhIV29elWsm52dTT4+PiQIAnl4eNCkSZNowIABpK2t\nTcbGxhQTEyPWnTlzJgmCQObm5uTt7U2TJk2ioKAgIiLq0qULCYJA3bt3p2nTptGgQYNIR0eH9PT0\n6Pbt22IbZ86cIT09PVJXV6cePXrQxIkTqVWrViQIAjk6OlJycrLCebi6upKtrS0FBwfT0KFDSVtb\nmyQSCf3xxx9i3Xv37pGJiQnp6elR//796auvvqIBAwaQrq4uCYJAq1atUjiPffv2FdqPeXl51Llz\nZxIEgZo0aULjx4+nfv36kYaGBtWtW5cePnxYZL+0b9+eJBIJpaWlERHR33//TYIgkIuLC+nr69Pw\n4cNp9OjRpKenR4Ig0MSJE0lLS4v69+9PISEhZGpqqhBrSd6zHTt2kCAI1KBBAwoJCaEvv/yS6tWr\nR4Ig0Ny5c4scS7LzMjAwoPHjx1OfPn3ozJkz4nlMmDBBrFvcMZCYmEgWFhYkkUjIz8+Ppk2bJvZz\n8+bN6eXLl0XGNXHiRBIEgerUqUPDhw+n4cOHU+3atUkQBJoyZYpYb9SoUSQIAp08eVJu/5ycHDIx\nMaEGDRqIZQcPHiQtLS0yMDCgwYMH05QpU6hp06YkCAINHz68WP2izIABA0gQBIqLixPLrly5QoIg\nkEQioS1btojl2dnZpK+vT127dhXLZsyYQYIgkJ2dHY0dO5bGjh1L5ubmpKamRtu2bZM71saNG8XY\nRowYQRMnTiR7e3sSBIHmz5+vcA4uLi7i6+XLl5MgCOTj40OvX78Wyy9evEgGBgakra1NAQEBNG3a\nNPL09CRBEKhLly6Ul5cn1vXy8iITExOytbWlJk2a0MSJEykgIIDU1NRIS0uLbty4Ida9fPky1ahR\ngzQ1NSkgIIDGjBlDlpaW4vs4ePBgse7ChQvF3wWTJk2icePGifV+/vlnpf3OWFXACTZjFYgsMbWz\ns6Pnz5+L5bt37yZBEMjLy0ssW7x4MQmCQFOnTpVr48KFC6SpqUnu7u5imSyRfLuMiOj69eskCAIN\nGjRIrjwiIoIEQaDJkycTEVFubi45ODiQpqYmHTlyRK7u1KlTSRAEGjp0qMJ5eHh40KtXr8Ty7du3\nkyAI1KdPH7FsxIgRJJFI6K+//pJr99y5cyQIArVu3VrhPIpKsDdv3kyCIFDv3r0pJydHLJclrcHB\nwYX2C1HBCbaGhgZdunRJrLdhwwYSBIEEQaCDBw+K5cePHxdjkCnJe9aiRQvS19enjIwMsSw9PZ3q\n1KlDtWrVKvT8iUhMAn///Xe58ncT7OKOASIiX19fUlNTkztPIqIVK1Yo1FXmxIkTJAgCtWjRgp49\neyaWJyUlkZOTEwmCQCdOnCAiotOnT5MgCDRmzBi5Ng4dOkSCINCcOXOIiOjly5dkampK5ubmlJiY\nKNbLz88nf39/hfeloH5R5pdffiFBEGjDhg1i2bJly0hNTY309PTkEklZv65Zs4aIiM6ePSsmvZmZ\nmWK958+fk4ODA+np6VFSUhIREd2/f5+0tLSocePGcl9UMzMzydPTk9TU1OS+fL2dYP/0008kCAK1\nbdtW7gtOfn4+NWnShHR1deXGKxFRSEiIXKxEb8a7IAjUo0cPys3NFcvnz5+vMGbbtWtH6urqdPTo\nUbnzkn2pebtfjI2NycHBQS6Zf/DgAWlrayv9uWOsquAEm7EKRJaYvn1lTKZt27YkCAL9999/RETU\noEEDqlmzptwHl0y/fv1IEAS6efMmEf0vkVywYIFcvatXr4qJcHp6uliem5tLCQkJYtuyxGjgwIEK\nx8rKyqK6deuStrY2ZWdny53Hu1fpUlJSSBAEatWqlVgWFRVFW7duVdofOjo65ODgIL4uboLdoUMH\nkkgkYl+9bfr06bRr1y659t7tF6KCE2wfHx+5ejExMeJV/LdlZmaKfStTkvfMxcWF1NTUKDo6Wq7e\nw4cP5b60FEQQBNLT06P8/Hy58ncT7OKOgf/++48EQaBPPvlE4Vh5eXlkaWlJZmZmhcY0ZMgQEgSB\n/v77b4VtBw4cUEj07e3tydzcXK6/Bg0aJHdVWfal6dtvv1Vo8+7duyQIAvn7+xfZL8qkpKSQurq6\n3Jekbt26UfPmzcnLy4vs7e3FctkXTVmSP2LECBIEgS5evKjQ7qZNm0gQBFq9ejURES1YsIAEQaDd\nu3cr1D169CgJgkCTJk2SOwcXFxfat28fqaurk4eHB7148UJuv+joaBIEgcaOHavQZkZGBmlpaZGb\nm5tYJkuwo6Ki5OpevnyZBEGgvn37EtGb5FgQBLkr9TJ79+5VSLBr1qxJBgYGdOfOHbm6iYmJlJWV\npdAGY1UFryLCWAXk7e2tUObm5oaoqChcvXoV+vr6uHPnDszNzTFnzhyFuo8fPwYAXLlyBY6OjmL5\nu/NJmzZtilatWiE6Ohrm5ubw8vJCly5d8Mknn8Da2lqsd+XKFQBAu3btFI6lqakJNzc37Nu3D7du\n3YKTk5O4rX79+nJ1DQwMAEBujqinpyc8PT2RnJyMK1euIDY2Frdv38aZM2eQlZWFvLy8gjuqAFev\nXoWVlRVq166tsG3evHkKZe/2S2Hq1asn91pPT09pG9ra2gD+d64ZGRnFes8uX74MR0dHBAUFISgo\nCK1bt4aTkxN8fX3h6+uLNm3aFHsZNEtLyyLrFncMXLp0CQDw7NkzzJo1S6EdTU1NPHjwAP/99x/q\n1Kmj9FhXrlyBmpoa2rRpo7DN09MTAHDt2jWxrF+/fpg7dy6OHz8Ob29vZGdn49dff4WHhwfs7OwA\nABcvXgQAXLhwQWlcEolEHL8yxekXADA0NISHhwf+/vtvAG/m9Z88eRJffPEF1NXVcfz4cTx69Ai1\na9fG4cOH0aRJE1hZWcnFFRERgf3798u1++DBAwBvxunbdY8ePSp3/gDEue3vnkNiYiJ69+6NvLw8\ntGnTBlKpVG67rM3Y2Fil/SKVSsXjywiCUOTPrCw+d3d3hTZbt26tUDZixAgsXLgQjo6OcHV1ha+v\nL7p27YoWLVoo1GWsKuEEm7EKqG7dugpl5ubmAIC0tDSkpaUBeJOUKUvWgDcflsnJyXJlOjo6CvX+\n+OMPLF68GGFhYTh06BAOHTqEcePGoUOHDti4cSOsra3FG/1kH7bvkiVUr169kit/dw1pWVJDRGJZ\nSkoKJkyYgO3btyM3NxeCIMDW1hY+Pj64fPmyXN3iSklJUZpcF0RZvxREllC/q6j1sov7nqWkpAAA\nhg8fDjMzM6xYsQInT57E9evXsWjRItStWxfLli2Dv79/kbEW97yKMwZSU1MBAGfOnMGZM2cKjb+g\nBDs9PR3a2tpQV1f86DEwMICOjo7cGAoMDMTcuXMRHh4Ob29vHDp0CGlpaejXr59YRxbXL7/8UmhM\nbyvJ++3r64tTp07h2rVryMzMRHp6Ory8vKCmpobFixfjxIkTaN++Pa5du4bJkycrxLVw4cIC45L9\nfMrqFnQDq7JzSElJQaNGjZCTk4Ply5cjMDAQzZo1Uzj+4cOHcfjwYaVtAsDLly/lxnRRP7OyOPT1\n9RXarFmzpkLZ/Pnz4eDggHXr1uH8+fM4d+4cZs2aJd4ErOxiAmNVAa8iwlgFlJmZqVAm+8A0MTER\nr1a1a9cO+fn5Sv/l5eVh9OjRRR5LT08Ps2fPFq8cr1y5Eh4eHjh69Ch69+4N4H8fpg8fPlTahuxD\n19jYuMTnGhgYiJ9++gnDhg3D6dOnkZ6ejtjYWGzYsOG9kmvgzdW5Fy9eKN328uXL92rzQ73Pe+bn\n54fIyEg8e/YMe/bswaBBg5CUlIS+ffvixo0bpRZbccaALP7Q0NBC42/cuHGBx9HX18erV6+UPh3z\n9evXyMzMlBtDDg4OcHNzw549e5Cfn4/w8HCoq6uLMb0dV2RkZIExFbS6RXF06dIFAPDXX3+JK7C0\na9cObdq0gZqaGo4fP44//vgDRISuXbvKxaWuro6cnJwC49q1a5fcOcTHxxdY9/z583JxmZmZITIy\nEqtXr0Zubi6GDx8u9/Mia/OHH34osM28vLwCvzAWxMjICMD/vjC+raCfrcGDB+Ps2bN4/PgxwsLC\n8Nlnn+HOnTv45JNP8Pz58xIdn7HKghNsxiqgc+fOKZRFR0dDQ0MDLVq0gIGBAaysrBATEyO3JJjM\njh07MGfOHCQmJhZ5nJCQEJw9exbAm4Rm9OjRiIqKQr169XD+/Hnk5ubC2dkZAHDy5EmFNvLz8xEV\nFQV9fX25KQXFkZqaikOHDsHNzQ2rV6+Gh4eH+IGfkJCArKys90qymzZtisTERDx58kRhm7OzMxo0\naFDiNj9USd6zV69eYc6cOfjuu+/Eff38/PDDDz/g66+/Rn5+PqKjo0slruKOgaZNmwKAQqInM2/e\nPCxZsgQ5OTkFHsvFxQVEpHQcRUVFAYBCgh4YGIhnz54hMjISv/32Gzp27AgTExNxu+yqrbK40tLS\nMHHiRHEZxffh7OyM2rVrIzIyEqdOnUKzZs1Qo0YN6Ovro0WLFjh+/DgOHz6MmjVryk2RaNasGXJz\nc8WpNW87f/48vvrqK/GcCzuH+Ph4TJ48GQcOHJArr1OnDszMzNChQwd8/vnnOH/+PFauXCl3/ILa\nzM3NxZQpU7B69eoS94eLiwsEQRBjf9u7v7ceP36Mr7/+Gj/99BMAwNTUFH379sXOnTsxaNAgvHr1\nSulSkIxVCaqb/s0Ye5fs5sDWrVvL3bS0a9cuhZu1ZDfoBQcHy92wdePGDapRowYZGBiIbRR0c2Bk\nZKTSG5aSk5PJxMSE6tSpQ0RvViRwcHAgiUSisILE119/TYIg0BdffKFwHm8vKyjz9goIL1++JDU1\nNXJwcBBKjfVVAAAgAElEQVRvkCQievXqFXXt2pUEQaC6desqnHNRNznKVvYYOHCg3A1y4eHhJAgC\njR49usj2CrrJ8e3l7YjeLDMoW32hsHN9+3jFec+sra1JX1+f4uPj5dqU3Sj49lKHyrx7bJl3z6O4\nY0DWJ4IgUEREhFzdbdu2kSAI5O3tXWhMsptlnZycxBU0iIiePn1Kzs7OJJFIFJble/r0KWloaJCz\nszMJgkDbt2+X256amkoGBgZkbGyscCPdF198QYIg0OzZs4vsl8IMHTqUatSoQcbGxhQSEiKWT5ky\nhQRBIAMDAwoICJDbR9bPnp6ecjePvnjxglxcXEgQBDp+/DgRvbkZU11dnRwcHOjx48di3ZycHHEZ\nxB9//LHAc3j48CHVqFGD9PX16f79+0T05sZTOzs70tLSUrhRdt68eQo3I7473mWUjW9fX1+FcZCe\nni4u2ylrNyMjg3R0dMjCwkJudRQioo8++ogkEonCe8ZYVVEhEuwRI0bIfTgTvVkTtEGDBqSrq0uN\nGjVSuqoCY1WNLDE1NDQke3t7GjduHPXs2ZMkEglZWlqKH55Eb1ap8PDwENcgnjBhAg0ePJikUimp\nqanRL7/8ItYtKJHMz88XPyxdXFwoJCSExo4dS5aWliSRSORW9zh9+jTp6+uTmpoa+fn5UUhIiHj8\nxo0bU0pKisJ5FJVgE5G4lJqzszNNmjSJRo4cSRYWFlSvXj3xd4AsGS3JOtgff/yxeKwJEyaI64nb\n29tTampqke3JksnSTLBL8p7JVscwNDSkYcOG0eTJk8U1tN9dyUSZ4ibYJRkDt2/fJjMzMxIEgXx9\nfWnSpEnUvXt3UlNTIxMTE/rnn3+KjEu2Dnbt2rVp2LBhNGzYMKpduzZJJBKaNm2a0n1k8enr6ytd\nQWXXrl2koaFBenp6FBgYSJMmTSJ3d3cSBIFatmwpt3zd+yTYsmUyBUGg/fv3i+WyJQMFQaCwsDCF\n/YKDg0kQBLK0tKQRI0bQuHHjyNLSkgRBoFGjRsnVXbZsGQmCQMbGxjRkyBAKCQkhR0dHEoQ365O/\n/UVR2TnI9v/000/FsqioKJJKpaShoUGfffaZ3Biyt7eXS+bfHe8yysZ3fHw8mZubk0QioZ49e9K4\ncePIzs5OXKdd2TrYderUodGjR9OXX35Jbm5uCivGMFbVqDTBzs/PFxfiHzZsmFi+f/9+UldXpw0b\nNtC9e/do/fr1pK6uTgcOHFBhtIyVPVli+scff1CvXr1IKpWSubk5DR06VOmSc5mZmTRnzhxq1KgR\naWtrk7m5OXXp0kVcS1hm1qxZJJFIlCaSGRkZNHfuXGrSpAnp6+uTgYEBffTRRwpXqomIbt26RQEB\nAWRmZkba2trUsGFDCg0NVXjAyKBBg0gikRQrwU5PT6cJEyaQjY0NaWlpkYODA02fPp3S09MpODiY\nJBIJRUZGFnke78rOzqZvvvmGGjZsSFpaWmRmZkaDBg2S68fC2vPy8ir1K9hExX/PiN4sXeft7U21\natUibW1tcnR0pDlz5sg9TKQgxU2wiUo2Bu7fv0/Dhw8nCwsL0tLSIltbWxo8eDDdu3evyJhkwsLC\nqFWrVqSnp0dGRkbk7e1Ne/fuLbC+bP30wMDAAutER0dT9+7dydjYmHR0dKhRo0Y0c+ZMheXr3ifB\nTk9PJ01NTVJXVxe/nBG96TcNDQ1SV1eXW7f+bdu2baPWrVuTnp4eGRoaUsuWLWnr1q1Klwk8ePAg\nffTRR2RgYEBSqZScnZ3pu+++k/vrTkHnkJubS02bNiWJREJ79uwRy2/evEkBAQHiGHJwcKDx48fT\n06dP5fZ/d7zLFDS+ExISKDAwkExNTUlfX5969OghLov4doJNRPTzzz9Tq1atyMTEhHR0dMjFxYVW\nrFihdLlKxqoKgeg97yL6QPHx8Rg6dChu3LgBXV1ddOrUCRs2bAAAjB8/HlFRUXKPwW3ZsiVatWql\n9JG2jFUVgwYNwk8//YSYmBg0atRI1eEwxhhj7D2o7CbH6OhoWFtbIyYmRmH92NatW+PGjRs4duwY\niAgnTpxATEwMXF1dVRQtY4wxxhhjxaOydbD79esnt5bp2z7//HPExMTAx8cHampqyMvLw6RJkxAY\nGFjOUTLGGGOMMVYyFXKZvvDwcCxevBhLlizBxYsXsWLFCqxatQpbtmxRdWiMlSlBEIr9lD7GGGOM\nVUwqm4P9Nm9vbzg4OIhzsBs2bAgfHx+sWbNGrDNz5kysWbPmgx4YwBhjjDHGWFmrkI9Kv3//vsJ8\na3d3d8ydOxdpaWkFPq4ZALKzc8s6PJVSV1cDAOTm5qk4kuqD+7x8cX+XL+7v8sd9Xr64v8tfdelz\nTc2C0+gKmWA7ODjg6tWrcmUxMTEwMTEpNLkGgLQ0xUdMVyUGBjoAqv55ViTc5+WL+7t8cX+XP+7z\n8sX9Xf6qS5+bmuoXuK1CJNj0Zj1u8fWUKVMwePBgNGrUCJ06dUJ0dDQWLFiAmTNnqjBKxhhjjDHG\nilYhEux3b+zq27cvAGDx4sWYOHEibGxssGDBAowcOVJVITLGGGOMMVYsFeImx9KUlPRC1SGUqery\nZ5eKhPu8fHF/ly/u7/LHfV6+uL/LX3Xp88KmiFTIZfoYY4wxxhirrDjBZowxxhhjrBRxgs0YY4wx\nxlgp4gSbMcYYY4yxUsQJNmOMMcYYY6WIE2zGGGOMMcZKESfYjDHGGGOMlSJOsBljjDHGGCtFFeJJ\njoyxyikvLw8JCfGl2qZUqg0AyMh4XWg9Gxs7qKmpleqxWcmVxRgoLh4DjLGKihNsxth7S0iIR/CS\n/dA1MCvX475Ke4rlk7rD3t6h2Pu0aNEEDx7cF19LJBJIpfpwdXXD11/PRuPGTcoi1DJ36tRJ9OzZ\nDVev3oK5ee1yP35CQjwm7w+FXiFPNCsLL5NeYHH3OVV6DNy+fQv37yeiQ4ePVR0KY6yEOMFmjH0Q\nXQMzSI3qqjqMIgmCgHHjQjB8+CgAQH5+Pp4+fYxp0ybB3/9TnDt3FVKpVMVRVk56pvrQr2Oo6jCK\nVNnGwIABfeDv34cTbMYqIZ6DzRirNvT09GBqagpTU1PUqlULTk7NMGvWPDx//gynTp1UdXisHFS2\nMUBEqg6BMfYeOMFmjFVrsjm8mpqaSE1NQXDwKDRsaIMGDawREPAZ4uLuinXHjg3CsGGD0KNHV9Sr\nZ4kff/wBsbF34e//KeztLVCvniUGDgzA/fv/ivs8eHAfw4cPQqNGdrCzq4uBAwOQmJggbm/RognW\nrl2FwMDPYWNjjiZNHLB06UJxe35+PpYtWwwPDxdYWJjAwcEKQ4b0x/Pnz8u+c6oJ2RjQ0NBArVoG\nWLToGzRr1hDOzo5ISkpCcvJzTJwYjGbNGsLGxhy9enXH9evXxP39/HwxY8ZUfPHFQNjYmMPVtSl+\n/PEHuWOcOXMavr4dYG1dCw0bNsCMGV8jKytL3C47rrOzI5ydHeHp6YqEhHtYunQhXF2dsGHDGjRo\nYI2cnBxxn4yMDNjYmOPw4YNl3EOMsZLiBJsxVm28ezUwIeEe5s2bBXPz2nBzc0ffvp/h6dMn2Lnz\nV/z++5+wsLDEJ598jJSUZHGf/fv3olu37jhyJBJdunRDUNBQWFnZ4K+/TmL//sNITn6O8eNHAwBe\nvEhHt26dkJaWhvDwX/Hrrwfw4kU6/Px88eJFutjmokXz0LlzV5w4cRZBQWOwZMkCnD17BgCwdu0q\nbNq0DgsWLMXZs1ewfv1mnD0bje+/X1Lm/VUVFTYG3N1bAgDCwn7C9u0R2Lo1DMbGxvD398O1a1ew\nadOPOHQoEsbGNeHn5yv3RWrr1s2oVasW/vrrJEaPHodp077E3r0RAIDr16+hT5+e+OQTPxw/fgbr\n1q3HgQO/Y/LkCXKxhIX9hLCwXdi6NQwHDvwJS0trjBo1Dn/8cQw9e36OjIwM/PnnEbH+77/vg56e\nFB078hQSxioaTrAZY9UCEWHZssWwta0DW9s6sLQ0hYeHC168SMeWLdtw8eIFXL16GRs3bkXTps5w\ncKiPxYu/g4GBIX7+eavYTq1a5hg6dATs7R1gZmaGhIR7qFmzJiwtrdCoUWOsWbMR06fPBADs2hWO\ntLQ0bNiwBU5OTdG0qTM2bfoRKSkpiIjYKbb58cddEBg4EFZW1hgzJhgGBga4ePE8AMDBwQGrVq2H\nt/dHqFvXAj4+HeHt/RFu3rxZrv1XFRQ1BqTSNzdq9unTD40bN4Gzc3NERv6JmJhrWL/+B7i5tYSj\nYyOsXr0RBgYG+OGHjWLb9es3xDffLIa9vQMGD/4CPXv6Y+PGdQCANWtWoEOHjzFy5BjY2NjCy8sL\nq1atxi+/hOHp06diG28f19DQCGpqEujp6aFmTWOYmJjgo486ISIiXKy/a1c4evb055VUGKuA+CZH\nxli1IAgChgwZjsGDvwAAqKurw8ioJvT09AAAq1YtR15eHpycGsjtl52dhbt374ivra1t5LZPnTod\nM2dOx5Ytm9CmTTt06tQZfn69AAC3bt1E/fr1YWDwvxsAa9Y0RoMGDXDr1k0xLju7enJt1qhhgJyc\nbABAp05dcP78WcyfPwdxcbGIjb2DO3duo1Urz1LoleqlqDEg8/Z7/M8//6BmzZqws7MXyzQ0NNC8\nuStu3/5HLGvVqrVcG82bu+LAgd8AADEx13DvXjxsbev8fxxvkn1BEHD37m2YmZkpHFeZPn36ISho\nCF68SEdGRgZOnz6J2bO/KVknMMbKBSfYjLFqw8jICDY2tkq3aWpqwMjICIcP/y1XTkTQ0/vfyhJa\nWtpy27/4IgifftoLf/55GMePR2LGjGlYs2YFIiNPQVtbR+lNarm5edDQ0HirTS2FOrL9li1bjJUr\nv0dAQCA6dOiE8eO/xIYNa+SWm2PFV9gYkNHW/t97rKOjrbRObm4u1NX/9x6qqcl/nObn5701v18L\nvXv3w9ix4wEA+vpv2kxPz0StWuZKj6tMx44fQyqV4rff9iE5ORmOjo3RpIlTofswxlSDp4gwxhiA\nBg0ckZKSAiKCjY0tbGxsYWVljQUL5uDMmVNK90lLS8XUqRORm5uDgID+WL9+CyIi9uHu3Tu4eTMG\nDRs64u7du0hNTRH3ef78OeLiYlG/fsNixbVy5feYOnU6vvlmMfr2DYSTU1PExcWWyjmzotWv3xDJ\nyclyN7tmZ2fjypVLaNDgf+/h1auX5fa7cOE8nJyaAgAaNGiIO3duiePKzs4OSUlPMXPmdLx8+bLA\nYwuCIPdaQ0MDPXv64+DB33Do0O/o3btvaZwiY6wMcILNGKsWilrurH17b7Ro4YZhwwbhzJnTiIu7\ni5CQsfjjjyNwdGysdB8DA0OcPHkcX34ZjJs3byA+Pg47dmyDoaEh6tVzQK9en8PExATDhw/G9etX\nce3aFQwfPhhGRkbo0aNXgXG9XWZhYYHIyKOIjb2LW7f+wdSpE3H9+lW8fl34ky6ZovdZ8q5dOy+4\nurojKOgLnDt3Fv/8cxPjxgXhxYsX6N9/kFgvOvoUli1bjLi4u9i4cS3279+LUaPGAgDGjp2AS5cu\nIDT0K9y9ewcnT57EkCFDkJHxAqampgUeWyrVR2zsXTx58lgs6927H44f/xvXr1/FZ5/1KfH5MMbK\nB08RYYx9kFdpT4uuVAGO+e7VQGV+/HEHZs2ajoED+yIrKxtNmzZDePheODjUF9t4t5mffw5HaOg0\n9Ojhi6ysLLi4tEB4+F7xhrnw8L2YOfMrdO/eBerq6mjXzgv79x+Gvn6NAuN6u2zVqvWYOnUiPvqo\nDWrWNEafPv2wbNlKTJs2SUyyi3NuZell0otKccz37aetW7cjNHQa+vXzR25uLlq29MD+/YdhZWUt\nttu5c1dcv34Ny5d/Cysra6xduwkdO3YGADg6NkJY2C4sWjQPW7dugoGBAbp27YavvppV6HGDgkbj\nq68m4cSJv3Hz5pvH0Ts5NYWdXT1YW1vD2Nj4vc6HMVb2BKpiq9gnqeAXfXkyMNABAKSlZao4kuqD\n+7xgeXl5SEiIL9U2pdI381AzMgq/QmtjY8erJ5SCDx3fZTEGiquijIEePbrCysoay5evKVb9D+nz\n3NxcuLg0wqJFy+Dr263E+1dH/Du8/FWXPjc11S9wG1/BZoy9NzU1NdjbO5Rqm9XlF3NVURZjoLIh\nojJ/4mJOTg4OHz6AyMij0NLSxscfdynT4zHGPgwn2IwxxtgHeDN1qGyn6airq2PatEnQ1tbGmjWb\nKsSVe8ZYwTjBZowxxj7A3r0HyvwYgiAgJuZu0RUZYxUCryLCGGOMMcZYKaoQCXZQUBCGDRsmV3bz\n5k106tQJenp6sLCwQGhoaJnPcWOMMcYYY+xDqTTBJiKEhoZiw4YNcvPXnj17Bi8vL5iYmODKlStY\ns2YNVq5ciW+//VaF0TLGGGOMMVY0lSXY8fHx8PHxwbp162BlZSW3beXKlTA0NMTPP/8MBwcHdO/e\nHSEhITh1SvnT1BhjjDHGGKsoVJZgR0dHw9raGjExMbC1tZXbduTIEfTo0UPuLukZM2Zg79695R0m\nY4wxxhhjJaKyBLtfv37YunUrzMzMFLbdvXsXZmZmGDt2LCwsLODo6IiFCxciPz9fBZEyxhhjjDFW\nfBXiJsd3paWl4ZtvvoGmpiZ+//13TJ8+HYsWLcLs2bNVHRpjjDHGGGOFqpDrYGtoaKBZs2biTY3O\nzs548uQJ5s6dW2SSLXsKXFWlrv5m2kxVP8+KhPu8fHF/ly/u7/LHfV6+uL/LH/d5Bb2CbWFhAScn\nJ7kyR0dHpKenIyUlRUVRMcYYY4wxVrQKeQW7bdu2OHfunFxZTEwMjI2NYWRkVOi+aWmZZRmaysm+\nDVb186xIuM/LF/d3+eL+Ln/c5+WL+7v8VZc+NzXVL3BbhbiCTURyD5H58ssvce3aNYSEhCA2NhZ7\n9uzBwoULERwcrMIoGWOMMcYYK1qFSLAFQZB70EyjRo1w9OhRnD17Fk5OTpgwYQImTZqE6dOnqzBK\nxhhjjDHGilYhpoj8/fffCmWtW7fmB8swxhhjjLFKp0JcwWaMMcYYY6yq4ASbMcYYY4yxUsQJNmOM\nMcYYY6WIE2zGGGOMMcZKUYW4yZExxhirLvLy8hAXF4eMjNeqDgU2NnZQU1NTdRisFOTl5SEhIV7V\nYQAApFJt2NvbqzoMleIEmzHGGCtHcXFxGLV9MvQKeUhFeXiZ9AKLu8+Bvb2DSuNgpSMhIR7BS/ZD\n18BM1aHgVdpTbJ79OWrVslR1KCrDCTZjjDFWzvRM9aFfx1DVYbAqRtfADFKjuqoOg4HnYDPGGGOM\nMVaqOMFmjDHGGGOsFHGCzRhjjDHGWCniOdiMMcYYY9VUfSsjDOzqiOlrT8OurgFmDGmJ/55lAAAO\nnU5A1NX/VBxh5cQJNmOMMVYJ1Ktpg4Cmfphz7HvYGFpgSttRePTiKQDgz7gTiL5/ScURssqmp3c9\neDW3wOvsPABAPQsD/Ho8DvtOxKk4ssqPE2zGGGOsguvesCPaWrvjdW4WAMCupjV+v/0XDtz5S8WR\nFayirMvMazIX7NGzl1iw9TxCApoDAOwtDFHXVAqPJub479lLbPz1uph8s5LhBJsxxhir4B6/SMLS\nUxswtuUgAICdkRVq65vBrW5TPMpIwtbLu5D1/8l3RVFR1mXmNZkLFn39EcyMdMTXd/5NwZEziYh/\nmAb/jxzQt1MDbPn9pgojrLw4wWaMMcYquHMPr8BUt6b4+u7zezgadxIJqQ/Qw7Ez/Bt3xbare1QY\noXK8LnPlEn39EV69zgUAnIl5jOF+TiqOqPLiVUQYY4yxSubcwytISH0g/r+NIV+dZR9u9rBWcLB8\n8wCkZg4miH2QquKIKi++gs0YY4xVMtPbjcWWyzsRl5wIp1oNEZ+SqOqQWCVG///f1RFXMbJXU+Tm\n5SMlPQurdl1RaVyVGSfYjDHGWCVB/58Kbby4HUOb90Fufh5SX6dj/YUwFUfGKqunKZmYvPIkACDh\nUTqmrIpScURVAyfYjDHGWCWQ9CoZM/5aCgBITH2I0MhvVRxR2eB1mVlVwAk2Y4wxxioEXpeZVRWc\nYFcyeXl5iIuLQ0bGa1WHAgCwsbGDmpqaqsNgVQiPccaqL16XmVUVnGBXMnFxcRi1fTL0TPVVHQpe\nJr3A4u5zYG/voOpQylRFSviqQ7LHY5yx6ovXZWZVBSfYlZCeqT706xiqOoxqo6IkfNUp2eMxzhgD\neF1mVnlxgs1YMXDCxxhj5W/2sFbY8Ot13L2fyusys0qFE2zGGKvGKtIUKKB6TINiReN1mVllxwk2\nY4xVYxVlChRQvaZBsYLxusysKqgQCXZQUBDy8vKwceNGhW05OTlwd3eHs7MztmzZooLoGGOsauMp\nUIwxVrpUmmATEWbOnIkNGzbgiy++UFonNDQUV69ehYuLSzlHV/XUq2mDgKZ+mHPse7HM08oNnR3a\niw8vYKwy4zHOCpKXl4eEhHhVhwEAePbssapDYIyVMZUl2PHx8Rg6dChu3LgBKysrpXVOnTqFLVu2\nwMmJ7xr+UN0bdkRba3e8zs0Sy2wMLeBt21qFUVVtnOyVLx7jrDAJCfEIXrIfugZmqg4Fzx/8g7pd\nVB0FY6wsqSzBjo6OhrW1NcLDw9G7d2+F7RkZGRg4cCBWrVqF9evXqyDCquXxiyQsPbUBY1sOAgBI\nNfXQx+lT/HhlF0a49lNtcFUQJ3vlj8c4K4qugRmkRnVVHQZepT0B8EzVYTDGypBEVQfu168ftm7d\nCjMz5VcTxo8fD3d3d3z22WcgIqV1WPGde3gF+flvnn4lQMBIt0D8dCUCr3MqxsoBVY0s2RMgAJBP\n9mRlrHTxGGeMMVZRVIibHN+1f/9+HD58GDExMQAAQSh+QmJgoFN0pUrs+fMPX77KrqYVaumb4YsW\nfaGppgGLGrUxwLkXfrqyu8RtSaXa3OdKnHt4Baa6NQHIJ3s5eTkfFAv3d/HwGC++D+nvspgGVVb9\nLZVql3qbVUFZju+K1Ofq6mpV+ucYqFj9DVSPPi9MhUuwk5KSMGzYMGzZsgWGhm/uaicivopdiuKS\nE/Hl4bkAABPdmhjfauh7JR6seEoz2WPFw2O87PE0KMYYK1iFS7APHjyIpKQkuXnZr1+/hiAI2L17\nN9LT0wvdPy0ts6xDVKnc3LwP2p8g/0VFUFJWEhkZr7nPi1CayV5Z9XdVWmGBx3jJvO/4Lqs572XV\n3x/yIJ36VkYY2NUR09eeFsvau9RF1zZ24nrNlVVZju+K8vAi4M04r8o/x0DF6m+gevS5aSHPD6hw\nCXavXr3Qtm1b8TURYeDAgahduzYWLVqkwsgqv6RXyQp/tlVWxkpPaSd7ZaWqrLDAY7z8lNU0qIqm\np3c9eDW3wOvs/30RsatrgA7u1iqMipUE5ecjISGhwiSg/LTS6qFCJNhvTwGRSqWQSqVy27W1tSGV\nSmFnZ6eK8JgKVIUrqpUt2eMVFspXRRnjpbEmc1WeBvXo2Uss2HoeIQHNAQD6uhro38URG/ddx1h/\nZxVHx4oj80USFp8+zE8rZeWqQiTYgiAUeiNjUdtZ1VNVrqgyVpCKMsZLY3xX5Tnv0dcfwczozY1a\nggCM6+2CzftjkJ3zYVPHWPnip5Wy8lYhEuy///670O1//vlnOUXCKhK+osqquoowxj90fFeWaVCl\noZ6FIWob62Fkr6bQVFeDZS19DO3eGJv331B1aIyxCqZCJNiVQVX6cy5jjJWGyjYN6kPdvZ+KMUvf\nXBAyNdLB5EBXTq4ZY0pxgl1MVenPuYyVprdXWLCspY8x/s0AAP8lvcTKnZeRXzUvZrJq5t1hLCgp\nY4wxGU6wS6Aq/DmXsdL07goL/bs44scDN3HzXjKCe7vAvbE5zsTwX11Y5fY0JVNhOT5lZYwxJlOi\nBDs/Px+JiYmwtbUFANy+fRsbN26Euro6hgwZgvr165dJkIyVBF9RLT/vrrCw4MdzIALU1QQY6Wsh\nI7NqLdlWEfD4Zqz8vP200ro1zMU13h9lPMW689v4IXisQMVOsB88eIBOnTpBW1sbly5dwpMnT+Dh\n4YG0tDQAwOrVq3HixAm4uLiUWbCMFYWvqJavt1dYAAAiwNRQB3ODWuNlZg4S/iv8wVCsZHh8M1Z+\n3n1aaV+nTxF27VfcfhaHke794VqnKc4/vKriKFlFJSluxa+++goPHjxAUFAQAGDjxo1IS0tDeHg4\n7t27BwsLC4SGhpZZoIwVh+yKqmxRxwU/nsPNe8l8RbUcJaVmImjhXzgcnYAvPm2i6nCqFB7fjJUf\n2dNKhf//ifv21AbcfhYHNYkaDLUN8DL7lYojZBVZsRPsP/74A8HBwRg+fDgAYP/+/bCwsIC/vz+s\nra0xfPhwREVFlVmgjBVH9PVHyMvPF1/LrqiumuQDfT1NvqJaxr4e4o7axnoAgMzsXOTxfIVSxeOb\nsfJz7uEV5Of/b71zAsFY1wjfdp4BfU09JKY9VGF0rKIrdoKdlpYmPknxyZMnuHjxIjp37ixu19XV\nRW5ubulHWMnVtzLCNyNbAwAsa+lj0Zg2WDSmDYJ7u0DCz84pF3xFtezJ0uhdf93F+L4umBfUGt7N\nLfHzwX9UGld1wOObsfLz/FUKxh+chT/jTmKg82eqDodVYMVOsK2srHDt2jUAQHh4OIgIn3zyibj9\nyJEj4s2P7I2e3vUwxr8ZNNTVAPxvvuSUVW+u9Ls3NldleNUCX1Ete2+vpnA7MQVTVkXh63WnMfeH\ns0jNyFJxdFUbj2/Gys/kNiNRS2oKAHidm4V8yi9iD1adFfsmx379+mHOnDmIi4tDZGQkrKys0Llz\nZ8TFxWH8+PE4cOAAvvvuu7KMtdLhFRZU590rqjm5+cjKzsPKnVdUGhdjpYHHN2PlR/Zk0r3/HMZo\n9wHIzc9DVm4W1p3fpuLIWEVW7AR7xowZUFNTQ1hYGDw9PbF06VJoaGjgxYsXiIqKwqxZszBu3Liy\njNQJmrEAACAASURBVLXS4RUWVEPZFVXGqgoe34yVn7efTHr3+T2ERn6r4ohYZVHsBFsQBEyfPh3T\np0+XK2/atCmePn0KDQ2NUg+uKpLNl+zoboUvPm2C73+5rOqQGGOMMcZYKSr2HGyZZ8+eYceOHVi0\naBHu3buHZ8+eITY2tixiq3J4viRjjDHGWNVXoic5Ll26FDNmzEBWVhYEQYCbmxtevnyJTz/9FEFB\nQVi9ejUEgZfGeBfPl2SMMcYYqz6KnWBv374dkydPRt++fdGzZ0/4+/sDAJo3bw5/f3+sW7cODRo0\nQHBwcJkFWxnxfEnGGGOMseql2An20qVL0aFDB4SFheHZs2died26dREeHo6srCxs2rSJE2zGGGOM\nMVatFXsO9j///AM/P78Ct3fp0gVxcXGlEhRjjDHGGGOVVbETbKlUipSUlAK3JyYmQiqVlkpQjDHG\nGGOMVVbFTrC7dOmCtWvX4smTJwo3Ml67dg2rV69Gx44dSz1AxhhjjDHGKpNiJ9jz588HEaFJkyYY\nPnw4AGD9+vXo0aMHXF1doaGhgTlz5pRZoIwxxhhjjFUGxU6wLSwscP78eXTt2hV//fUXAGDXrl34\n888/4efnh3PnzsHe3r7MAmWMMcYYY6wyKNE62HXq1MHWrVuRn5+PZ8+eIS8vD6amplBXL1EzjDHG\nGGOsiqL8fCQkJCAj47WqQ4GNjR3U1NTK/bglzoxzcnLw5MkT5OfnAwD+++8/ue1WVlalExljjDHG\nGKt0Ml8kYfHpw9Az1VdpHC+TXmBx9zmwt3co92MXO8FOTEzE4MGDcfz4cRApf8S3IAjIy8srteAY\nY4wxxljlo2eqD/06hqoOQ2WKnWAHBQUhKioKAQEBsLGxUXq5nR+TzhhjjDHGqrtiJ9inTp3ClClT\nMHfu3FIPIigoCHl5edi4caNYtmrVKqxatQoPHjyAtbU1QkJCMHTo0FI/NmOMMcYYY6Wp2KuIGBoa\nwtTUtFQPTkQIDQ3Fhg0b5K5+r127FtOmTUNoaCiuX7+OkJAQjBo1Ctu2bSvV4zPGGGOMMVbaip1g\njxs3DmvXrsXz589L5cDx8fHw8fHBunXrFG6MXL9+PcaMGYOAgADY2tpi6NCh6N+/P7Zs2VIqx2aM\nMcYYYxVLvZo2CPUaDwCwNrTALO8QhHqNx1ftxqCGlmpvmCypYk8R+fLLL3H06FHY29vD09MTZmZm\nSudc//DDD8VqLzo6GtbW1ggPD0fv3r3ltq1YsUIh6RYEAampqcUNlzHGGGOMVRLdG3ZEW2t3vM7N\nAgAMcvHHD5fC8W/aQ3xk1wafOnbCz1d2qzjK4it2gr1kyRL88ccfAIBDhw4VWK+4CXa/fv3Qr18/\npdvatWsn9/rff//Fjh07EBwcXMxoGWOMMcZYZfH4RRKWntqAsS0HAQC+j96MtNfpAAB1iRqyc3NU\nGF3JFXuKyPLly+Hm5oYbN24gOzsb+fn5Sv+VtqSkJHTt2hV16tT5v/buPL6mO//j+PtmjyRiiS22\n2GoJU7vEllhC0Slqaq/GUNWWGX5TbamiyqjSRVpLlRalraXaGkvRUmLX2nctYqktIkgkQnJ+f3i4\n404Wl557k8vr+Xjk8XC/3+8553M/PT0+Ob7ne/T666+bvn8AAADkrm1ndikj479LPd8prh8rXF6t\nK0Zo2ZGfciu0B2L3HezExESNGDFCVatWdWQ8No4dO6Y2bdooNTVV69atU0DAveffBAb6OiQWf38f\nh+zX1fn7+zgk5+Q7a+Tb+ci5c5Fv53JUvu/sG5lxjtsvvHQddaz2hMat/1hJackPtA9HnuM5sfsO\ndnh4uHbv3u3IWGzs2LFD4eHh8vDw0KZNmxQSEuK0YwMAACD3NClbX60rRuitNR/o4vWE3A7nvtl9\nBzsmJkbNmzeXn5+fOnbsqGLFisnDI/PmZrwq/dChQ4qKitJjjz2m5cuXq2DBgnZve+VKyp8+flaS\nklIdsl9Xl5SU6pCck++skW/nI+fORb6dy1H5vrNvZMY5njNDhiyyKLrWM7p4PUH/atRPknTw4lEt\n3L/svvfnyHO8SA6vgre7wK5fv77S0tI0ceJETZw4McsxD/qqdMMwbF6/3qtXL/n6+mrOnDm6ceOG\nzp07dztYDw8FBQXd9/4BAACQt128nqA3f7pdY/b5bkguR/Pn2F1g/+tf/7rnmAd9VbrFYrFue+TI\nEf3yyy+yWCyqXLmyzbiKFSvqyJEjD3QMAAAAwBnsLrBHjRrlsCDWrl1r/fNjjz3mkNVIAAAAAGfI\ntsA+efKkgoKClC9fPutne5gxBxsAAABwVdkW2CEhIZo7d666d+9u/XwvDzoHGwAAAHhYZFtgjxgx\nQjVq1LD5fC8POgcbAAAAeFhkW2D/75zr8PBwhYWFKTAw0NExAQAAAC7L7hfNdOvWTe+8844jYwEA\nAABcnt0FtmEYCg4OdmQsAAAAgMuzu8AeO3as3nnnHS1cuFDnz5+3eTEMAAAAgNvsXgf7o48+UmJi\norp06ZKpz2KxyDAMVhEBAADAI8/uArtBgwZq0KBBjmNYRQQAAACPOrsL7FmzZmXZfvPmTXl6epoV\nDwAAAODS7J6DLUlLlixRWFiYTp8+bW17+eWXVadOHZvXnQMAAACPKrsL7O+//14dO3bUpUuXlJKS\nYm1v1KiRbty4oVatWunnn392RIwAAACAy7ivVUQaN26sffv2qVKlStb25557Tjt37lRYWJhdb3sE\nAAAAHmZ2F9gHDx5Ujx495O3tnanP09NT3bp1065du0wNDgAAAHA1dhfY/v7+OnbsWLb9Z8+ezbL4\nBgAAAB4ldhfYbdu21ccff6zNmzdn6tuxY4c++ugjPfHEE6YGBwAAALgau5fpe/vtt7Vq1So1atRI\ndevWVaVKlWSxWPTbb79p+/btCg4O1rhx4xwZKwAAAJDn2X0HOzg4WLt379aQIUOUnJys7777Tt98\n840uX76sf/zjH9qxY4dKlSrlyFgBAACAPM/uO9iSVKhQIY0fP17jx493VDwAAACAS7uvF80AAAAA\nyBkFNgAAAGAiCmwAAADARBTYAAAAgImyLbB79uypdevWWT+fPHlS169fd0pQAAAAgKvKtsD+5ptv\ndPToUevnkJAQfffdd04JCgAAAHBV2S7TV7x4cb3//vu6ceOG/P39JUmxsbG6detWjjvs1avXfQfR\nv39/paen69NPP7W2rVq1Sq+++qqOHDmiSpUqafz48bwpEgAAAHletgX22LFj1bt3bw0cONDa9skn\nn+iTTz7JdmcWi+W+CmzDMDRy5EhNnz5dffv2tbYfOHBATz31lEaOHKlOnTpp7ty56tChg3bs2KFq\n1arZvX8AAADA2bItsLt3767WrVvr8OHDSktLU/PmzTVs2DC1bNnSlAMfO3ZMffr00f79+1WmTBmb\nvkmTJqlhw4YaOnSoJGn06NHasGGDJk2alGOBDwAAAOS2HN/kWLhwYTVs2FDS7akfTz75pMLCwkw5\n8ObNm1W2bFnNnz9fXbp0semLjY1V165dbdoiIyP19ddfm3JsAAAAwFHsflX6rFmzJN2evrFkyRKd\nPHlSXl5eKl26tNq1a6cqVarc14F79OihHj16ZNl35swZlSxZ0qatRIkSOnXq1H0dAwAAAHA2uwts\nSXrttdc0ceJEGYaRqX3w4MGaMGGCKUFdv35dPj4+Nm3e3t5KTU01Zf8AAACAo9hdYM+YMUMTJkzQ\nk08+qTfeeENVqlRRRkaGDh8+rPHjx+u9995TaGiooqOj/3RQvr6+unHjhk3bjRs35Ofnd89tAwN9\n//Txs+Lv73PvQY8gf38fh+ScfGeNfDsfOXcu8u1cjsr3nX0jM85x53LkOZ4Tu9/k+PHHHysyMlLf\nf/+9GjRooMDAQBUsWFBhYWFavHixmjVrpsmTJ5sSVOnSpfXHH3/YtP3xxx8qVaqUKfsHAAAAHMXu\nO9iHDx/WxIkTZbFYMvVZLBZ17NhRr732milBNW7cWOvWrdPw4cOtbWvXrlXTpk3vue2VKymmxPC/\nkpKYnpKVpKRUh+ScfGeNfDsfOXcu8u1cjsr3nX0jM85x53LkOV6kSEC2fXYX2P7+/jp79my2/efO\nnZOv74PdgjcMw2Ze98CBA1WnTh2NGjVKXbt21Zdffqnt27ezRB8AAADyPLuniDzxxBP6+OOPtWvX\nrkx9O3fu1EcffaSoqKgHCsJisdjcGa9evbq+/fZbLVq0SLVq1dLSpUv1n//8R5UrV36g/QMAAADO\nYvcd7DFjxmjlypWqV6+eWrdubS12Dx48qFWrVqlAgQIaM2bMAwWxdu3aTG1t27ZV27ZtH2h/AAAA\nQG6xu8AuW7astm7dqqFDh2rZsmVavny5JMnPz09PP/203nnnHZUvX95hgQIAAACu4L7WwS5Xrpy+\n/vprpaenKz4+XoZhqEiRInJ3d3dUfAAAAIBLua8C+w53d3cVK1bM7FgAAAAAl2f3Q44AAAAA7o0C\nGwAAADARBTYAAABgIgpsAAAAwET3/ZDjxYsXtXr1ap06dUqdO3eWn5+fLl26pKpVqzoiPgAAAMCl\n3Ncd7IkTJ6pMmTLq2bOnhg0bpuPHj2vr1q0KDQ3VSy+9ZPO6cwAAAOBRZHeB/eWXX+rVV1/V008/\nrYULF1qL6dq1a+uZZ57RtGnTFBMT47BAAQAAAFdg9xSRiRMnqmXLlpo3b57i4+Ot7SVLltT8+fN1\n48YNzZgxQ//85z8dEigAAADgCuy+g33w4EF16NAh2/42bdro999/NyUoAAAAwFXZXWD7+/vr8uXL\n2fbHxcXJ39/flKAAAAAAV2V3gd2mTRtNnTpV58+fl8Visenbs2ePJk+erKioKNMDBAAAAFyJ3QX2\nv//9bxmGoerVq6tfv36SpE8++UQdO3ZU3bp15enpqdGjRzssUAAAAMAV2F1glypVStu3b1e7du30\n008/SZIWLlyo1atXq0OHDtq2bZsqVKjgsEABAAAAV3BfL5oJDg7WrFmzlJGRofj4eKWnp6tIkSLy\n8Ljv99UAAAAAD6UHqozd3NxUtGhRs2MBAAAAXJ7dU0Tc3Nzk7u5u/XFzc7P+3Gnz9fVVSEiIOnfu\nrP379zsybgAAACBPsvsO9qhRoxQTE6PExERFRUWpSpUq8vHx0dGjR7VixQoZhqFOnTopMTFRy5cv\n1/Lly7V582bVqFHDkfEDAAAAeYrdBbZhGMrIyNAvv/yimjVr2vQdP35cYWFhqlatmoYOHarz58+r\ncePGGjFihL799lvTgwYAAADyKruniHz66af65z//mam4lqRy5crpH//4h6ZMmSJJKlasmPr166cN\nGzaYFykAAADgAuwusK9evZrjmxp9fHwUHx9v/VygQAGlpKT8uegAAAAAF2N3gV23bl1NnTpVly5d\nytSXmJioadOmqVatWta2n3/+WRUrVjQnSgAAAMBF2D0He9y4cWrWrJkqV66snj17qlKlSvL29tbh\nw4f11VdfKT4+Xp9++qmk269VX7lypSZPnuywwAEAAIC8yO4Cu0GDBoqNjdWrr76qjz/+WBkZGda+\nhg0batGiRQoLC9P58+d18OBBjRgxQv379/9TwV2+fFmvvPKKli9frtTUVIWHh+u9995T1apV/9R+\nAQAAAEe5rxfN1KlTRz/99JMuX76sY8eO6ebNmypfvrzNS2eKFSumEydOmBJc3759dejQIS1evFgF\nCxbUsGHD9MQTT+jIkSPy9vY25RgAAACAmeyeg323ggULqk6dOgoLC7Mprnfu3GlaYJK0Zs0avfTS\nSwoPD1eVKlU0ZswYnTp1SgcPHjT1OAAAAIBZ7L6DnZaWpjfffFMrV65UUlKSzRSRW7du6erVq7p2\n7ZrS09NNCy48PFxff/21OnfurMDAQM2cOVOFChVS+fLlTTsGAAAAYCa772C/+eabmjBhghISEpQv\nXz6dOHFCpUuXloeHh06fPq0SJUpo6tSppgY3b948JSUlqVixYvLz89OMGTO0fPly5c+f39TjAAAA\nAGaxu8BeuHChIiIidPz4cf3www+SpMmTJ+vIkSNaunSpTp48qdq1a5saXM+ePZWSkqLly5dr48aN\nat26tTp16qQzZ86YehwAAADALHZPETlz5oz+7//+T+7u7goODlbRokW1adMmVa9eXW3btlWPHj00\ncuRILVu2zJTAtmzZohUrVmjLli2qX7++JOnLL79U1apV9cEHH2jixIlZbhcY6GvK8f+Xv7+PQ/br\n6vz9fRySc/KdNfLtfOTcuci3czkq33f2jcw4x53Lked4Tuy+g+3r6ysvLy/r5woVKmjv3r3Wz/Xr\n1zf11egnT56UdPsFN3d4eHioVq1a+v333007DgAAAGAmu+9gP/7441qxYoX69esnSapSpYo2b95s\n7T9z5ozc3B5oUZIsVapUSZK0e/du6xsiDcPQ/v371a5du2y3u3LFMa9nT0pKdch+XV1SUqpDck6+\ns0a+nY+cOxf5di5H5fvOvpEZ57hzOfIcL1IkINs+uyviAQMG6Pvvv1fjxo115coVdevWTTt27FB0\ndLTGjx+v999/Xw0aNDAlYEmqVauWWrVqpejoaG3cuFGHDh3Siy++qNOnT2vgwIGmHQcAAAAwk913\nsJ955hlduXJF77//vvz9/dWyZUu9/PLL1tehlylTRu+//76pwS1cuFDDhg1T9+7ddfXqVdWrV0+x\nsbEqXbq0qccBAAAAzHJfczr69u2rAwcOyN3dXZL00Ucf6fjx4/r111915MgRVatWzdTgAgIC9NFH\nHykuLk6XL1/WqlWr9Je//MXUYwAAAABmsrvAbtasmX766adM7WXLllWtWrW0cuVKhYaGmhocAAAA\n4GqynSJy/fp1xcfHS7r9cOG6devUsWNH68OHd0tPT9eKFSt07Ngxx0UKAAAAuIBsC+ykpCTVrFlT\niYmJ1rZBgwZp0KBB2e6sZcuW5kYHAAAAuJhsC+yiRYtq3rx52rp1qyRp9OjR6tixo2rUqJFprLu7\nu4oWLaquXbs6LlIAAADABeS4ikibNm3Upk0bSdKJEyfUv39/hYWFOSUwAAAAwBXZvUzfrFmzHBgG\nAAAA8HCwu8CWpBUrVmjevHk6f/680tPTsxyzZs0aUwIDAAAAXJHdBfaUKVM0YMAAWSwWFStWTF5e\nXpnGWCwWU4MDAAAAXI3dBfaHH36oxx9/XD/88IOKFSvmyJgAAAAAl2X3i2ZOnTql/v37U1wDAAAA\nObC7wC5fvrzOnTvnyFgAAAAAl2d3gT106FDFxMRo3759jowHAAAAcGl2z8HeuHGjAgICVLNmTVWu\nXFlFihSRm1vm+pxVRAAAAPAos7vAXrFihSwWi0qVKqXk5GQlJydnGsMqIgAAAHjU2V1gnzhxwoFh\nAAAAAA8Hu+dg3+3s2bPaunWrEhMTdePGDWVkZJgdFwAAAOCS7qvA3rBhg2rXrq2SJUuqYcOG2rFj\nh2JjY1WmTBnNnz/fUTECAAAALsPuAnv79u2KiopSUlKSBg0aJMMwJEkFCxaUj4+PevTooeXLlzss\nUAAAAMAV2F1gDx8+XCEhIdq1a5eGDRtmba9Tp4527dql6tWra9y4cQ4JEgAAAHAVdhfYmzdvVu/e\nvZUvX75Mff7+/urTp4/27t1ranAAAACAq7mvOdg+Pj7Z9qWkpPCwIwAAAB55dhfYDRo00Jdffmmd\ne3235ORkzZw5U/Xq1TM1OAAAAMDV2L0O9ujRoxUREaGIiAi1b99ekrRlyxbt3btXMTExiouL09Sp\nUx0WKAAAAOAK7C6ww8PDtWzZMvXv319DhgyRdPvBR0kqUaKE5s+fr+bNmzsmSgAAAMBF2F1gS1JU\nVJR+++037dixQ7///rvS09NVrlw51a1bVx4e97UrAAAA4KF0Xw85xsXFaejQoSpfvrw6d+6sbt26\nad26dXrttdd04cIFhwQ4Y8YMPfbYY8qXL5/q1q2rtWvXOuQ4AAAAgBnsLrD37dunOnXqaOLEiTp5\n8qS1PSEhQZMnT1bNmjV1/PhxU4ObPXu2BgwYoGHDhmnfvn2KiIjQU089pbi4OFOPAwAAAJjF7gL7\n9ddfV0BAgA4ePKjHH3/c2j5+/HgdOHBAXl5eevXVV00LzDAMjRw5Uq+//rqio6NVvnx5TZw4URUr\nVtSGDRtMOw4AAABgJrsnTm/ZskVvvvmmKlWqlKmvfPnyGjhwoMaPH29aYIcPH9bJkyfVpUsXa5vF\nYtHOnTtNOwYAAABgNrvvYKenpyslJSXbfsMwcuy/X0eOHJEkXb58Wc2bN1exYsUUERGhzZs3m3YM\nAAAAwGx2F9jh4eGaPn26Ll++nKnv2rVrmjFjhho0aGBaYFevXpUkPffcc+rXr59Wrlyp6tWrq3nz\n5jp06JBpxwEAAADMZPcUkZEjR6pp06aqUaOGunfvrkqVKslisei3337TV199pXPnzumzzz4zLTBP\nT09Jt9fa7tq1qyRp8uTJio2N1dSpUzVp0qQstwsM9DUthrv5+2f/mvhHmb+/j0NyTr6zRr6dj5w7\nF/l2Lkfl+86+kRnnuHM58hzPid0FdoMGDfTjjz/qlVde0cSJE236Hn/8cc2ePVsNGzY0LbCSJUtK\nkmrUqGHTXqVKFZ04ccK04wAAAABmsrvATkhIUJMmTbR161ZduHBBcXFxSk9PV5kyZRQcHGx6YLVr\n15afn5+2bdum2rVrS7o9z/vAgQNq1apVtttduWLePPC7JSWlOmS/ri4pKdUhOSffWSPfzkfOnYt8\nO5ej8n1n38iMc9y5HHmOFykSkG2f3QX2448/rn79+unNN99U0aJFVbRoUVOCy06+fPk0ePBgvfHG\nGypWrJiqV6+uKVOm6Pjx43rxxRcdemwAAADgQdldYMfHx6t48eKOjCWT0aNHK1++fBo0aJAuXLig\nWrVqadWqVVkuFQgAAADkBXavItK9e3fNmDFD586dc2Q8mbz++uuKi4tTSkqKNm3apEaNGjn1+AAA\nAMD9sPsOtru7uw4cOKDSpUurYsWKKlq0qNzd3TONW7NmjakBAgAAAK7E7gJ71apVCgoKsr5QJi4u\nLtMYi8VianAAAACAq7G7wGZpPAAAAODe7J6DfbezZ89q69atSkxM1I0bN5SRkWF2XAAAAIBLuq8C\ne8OGDapdu7ZKliyphg0baseOHYqNjVWZMmU0f/58R8UIAAAAuAy7C+zt27crKipKSUlJGjRokAzD\nkCQVLFhQPj4+6tGjh5YvX+6wQAEAAABXYHeBPXz4cIWEhGjXrl0aNmyYtb1OnTratWuXqlevrnHj\nxjkkSAAAAMBV2F1gb968Wb1791a+fPky9fn7+6tPnz7au3evqcEBAAAArua+5mD7+Phk25eSksLD\njgAAAHjk2V1gN2jQQF9++aV17vXdkpOTNXPmTNWrV8/U4AAAAABXY/c62KNHj1ZERIQiIiLUvn17\nSdKWLVu0d+9excTEKC4uTlOnTnVYoAAAAIArsLvADg8P17Jly9S/f38NGTJE0u0HHyWpRIkSmj9/\nvpo3b+6YKAEAAAAXYXeBLUlRUVE6evSodu7cqd9//13p6ekKCQlRvXr15OFxX7sCAAAAHkr3rIrT\n0tJ04MAB3bp1S9WqVVO+fPlUp04d1alTxxnxAQAAAC4lx4cc33//fRUtWlS1a9dW/fr1FRQUpFde\neUW3bt1yVnwAAACAS8n2DvacOXP0yiuvKCQkRL169ZKbm5t+/vlnvf/++7p165Y+/PBDZ8YJAAAA\nuIRsC+wpU6aoQYMGWrt2rXX964yMDHXr1k3Tp0/Xu+++Ky8vL6cFCgAAALiCbKeIHDx4UD179rR5\nuYybm5sGDx6s1NRUHTx40CkBAgAAAK4k2wI7OTlZBQoUyNQeEhIiSUpMTHRYUAAAAICryrbAzsjI\nkMViydR+Zzm+9PR0x0UFAAAAuCi7X5UOAAAA4N5yXAc7Pj5eJ0+etGlLSEiQJJ0/fz5TnySVKVPG\nxPAAAAAA15JjgT1o0CANGjQoy74ePXpkarNYLEwdAQAAwCMt2wK7V69e972zrOZsAwAAAI+SbAvs\nWbNmOTEMAAAA4OHAQ44AAACAiVyiwN6yZYs8PDy0fv363A4FAAAAyFGeL7CTk5P17LPPyjCM3A4F\nAAAAuKc8X2D/3//9n0qXLk2BDQAAAJeQpwvs5cuXa8WKFYqJicntUAAAAAC75LgOdm6Kj49X3759\nNWvWLBUoUCC3wwEAAADskmcL7BdeeEHt27dXq1atdPr0abu3Cwz0dUg8/v4+Dtmvq/P393FIzsl3\n1si385Fz5yLfzuWofN/ZNzLjHHcuR57jOcmTBfbs2bO1a9cu7dmzx6adedgAAADI6/JsgX369GkV\nL15c0n8L6zZt2ig6OlpTpkzJdtsrV1IcElNSUqpD9uvqkpJSHZJz8p018u185Ny5yLdzOSrfd/aN\nzDjHncuR53iRIgHZ9uXJAnvu3LlKTf3viXL27Fk1adJEM2fOVFRUVC5GBgAAAOQsTxbYwcHBNp+9\nvLwkSSVLllRQUFBuhAQAAADYJU8v03c3i8WS2yEAAAAA95Qn72D/r1KlSik9PT23wwAAAADuyWXu\nYAMAAACugAIbAAAAMBEFNgAAAGAiCmwAAADARBTYAAAAgIkosAEAAAATUWADAAAAJqLABgAAAExE\ngQ0AAACYiAIbAAAAMBEFNgAAAGAiCmwAAADARBTYAAAAgIkosAEAAAATUWADAAAAJqLABgAAAExE\ngQ0AAACYiAIbAAAAMBEFNgAAAGAiCmwAAADARBTYAAAAgIkosAEAAAATUWADAAAAJqLABgAAAExE\ngQ0AAACYKE8X2OfPn9dzzz2n4OBgFSxYUE888YT279+f22EBAAAA2cqzBXZGRoY6duyo3377TUuW\nLNGmTZsUGBioFi1aKCEhIbfDAwAAALLkkdsBZGf37t3asmWLDh48qMqVK0uSvvjiCxUqVEjLp5Zu\ndQAAGrNJREFUli3Ts88+m8sRAgAAAJnl2TvYZcuW1bJly/TYY49Z2ywWiyQpMTExt8ICAAAAcpRn\n72AXKlRIbdq0sWmLiYlRSkqKWrVqlUtRAQAAADnLs3ew/9eSJUs0bNgw/etf/7JOGQEAAADymjx7\nB/tus2bNUr9+/dStWze9++67OY4NDPR1SAz+/j4O2a+r8/f3cUjOyXfWyLfzkXPnIt/O5ah839k3\nMuMcdy5HnuM5yfN3sMeOHau///3vevHFFzV79uzcDgcAAADIUZ6+g/3uu+/qzTff1JgxYzRs2DC7\ntrlyJcUhsSQlpTpkv64uKSnVITkn31kj385Hzp2LfDuXo/J9Z9/IjHPcuRx5jhcpEpBtX54tsPfs\n2aNhw4apT58+6tOnj86dO2fty58/v/Lly5eL0QEAAABZy7NTRObPn6+MjAzNnDlTJUqUUHBwsPXn\nww8/zO3wAAAAgCzl2TvYY8eO1dixY3M7DAAAAOC+5Nk72AAAAIArosAGAAAATESBDQAAAJiIAhsA\nAAAwEQU2AAAAYCIKbAAAAMBEFNgAAACAiSiwAQAAABNRYAMAAAAmosAGAAAATESBDQAAAJiIAhsA\nAAAwEQU2AAAAYCIKbAAAAMBEFNgAAACAiSiwAQAAABNRYAMAAAAmosAGAAAATESBDQAAAJiIAhsA\nAAAwEQU2AAAAYCIKbAAAAMBEFNgAAACAiSiwAQAAABNRYAMAAAAmytMFdnp6uoYOHarg4GAFBATo\nmWee0YULF3I7LAAAACBbebrAHjVqlObMmaMvvvhC69ev1+nTp9WpU6fcDgsAAADIlkduB5CdtLQ0\nxcTE6KOPPlKLFi0kSV9//bXKlSunzZs3Kzw8PJcjBAAAADLLs3ewd+3apWvXrikyMtLaVrZsWYWE\nhCg2Njb3AgMAAABykGcL7NOnT0uSSpYsadMeHBxs7QMAAADymjxbYF+/fl1ubm5yd3e3aff29lZq\namouRQUAAADkLM/Owfb19VVGRoYyMjLk5vbf3wNu3LghPz+/bLdLTr6sc+fOZmovXryEgoODM7X/\n8ccfdo339/fR9SsXdON6otKuX8003itffnnnK5Cp3ezxKdcSlHzxmrU99UqKblxNyTTeO7+vfAJ9\nM7WbOT497Zb8/X0UeNd29ubzXuOvX0/R9SuZV4zJjfxfuXBcOnYp01jJuflPuXxdccG/S7r5p8/n\n/x0fF3dSF0/s0rX4k5Kcdz5nNT7hzCGl7flDV04lWNudcT5nNT7h2EVrzu9mRv79/X2UeO53a87v\n5sz8331Nyc3riU+gr5IvXrO5pph1PSlevIT1Gn633LqeJyeel/dd1/E7nJ3/O9eU4sWDTL2e3HHn\nunLjemKuXU/Srl/VlQvHba4puXU9Sb2SosS4S5muKWZdz69fv2pzHb8jN67nKdcSlHDsos11/A5n\n5v/ua4qZ15Osxv8vi2EYxj1H5YJt27YpLCxMp06dspkmUq5cOb388st65ZVXcjE6AAAAIGt5dorI\n448/roCAAP3888/WthMnTiguLk5NmzbNvcAAAACAHOTZKSLe3t566aWX9MorrygoKEhFihTRSy+9\npMjISNWvXz+3wwMAAACylGcLbEkaM2aMbt68qZ49e+rmzZtq06aNJk+enNthAQAAANnKs3OwAQAA\nAFeUZ+dgAwAAAK6IAhsAAAAwEQV2LgsJCZGbm5umTZuWZX+bNm3k5uamefPmOTmyh1t0dLTc3Nyy\n/Slfvnxuh+jyOnbsqMjIyEztZcqUkZubm/744w+b9sGDB6tKlSoPdKyKFSvqrbfeeqBtH0b3Or/L\nlSuncuXKaezYsbkd6kMrMjIy2/xPmTIly23KlSunf//7306O1PXNmTNH9evXl7+/v/Lnz6/GjRtr\nwYIFdm+fkJCgzz//3IERPjz+bK4fJRTYeYCnp6cWLVqUqT0hIUFr1qyRxWKRxWLJhcgeXjExMTp3\n7pzOnTunbdu2SZKWLFlibdu+fXsuR+j6WrRooV9++UUZGRnWtoMHD+rs2bMqUaKEVq1aZTM+NjZW\nUVFRD3Qs/h+xZe/5Tc4cx2KxqEePHtac3/3Tu3fvLLf55ZdfNHjwYCdH6tqmT5+ugQMHasCAAdqz\nZ4+2bdumtm3bqlu3bpozZ45d+3jttdfsHvsoMyPXj5I8vYrIo8BisahFixZavXq1Ll26pMKFC1v7\nFi9erLCwMMXGxuZihA+n/PnzK3/+/JKk69evS5IKFSqkokWL5mZYD5VmzZrp+vXr2rFjh+rWrStJ\nWrVqlWrXrq3Q0FCtXLlS0dHRkqRr165p9+7dGjFiRC5G/PDg/M4bfH197yvnd1//YZ9PPvlE/fr1\nU69evaxtw4YN05EjRxQTE2PTnh3WerCPGbl+lHAHOw9o2LChihcvrm+//damfeHCherSpYtN25Il\nS1S3bl35+fmpbNmyeuutt5Seni5J+vnnn+Xj46Pvv/9eVapUkY+Pj2rXrq2NGzc67bs8LGbNmiVP\nT88c2y5fvqy///3vCgoKUuHChdWuXTsdOXLE2aHmWaGhoSpWrJg2bdpkbVu1apVatWqlqKgo/fjj\nj9b2zZs3S7pdlJ86dUp/+9vfFBgYqOLFi6tbt246e/a/r6tNTU3VgAEDrHkfP368877UQ+b06dN6\n6qmn5Ofnp+DgYI0bN87aN2rUKFWqVMlmfFZteDAhISEaMmSIKleurKJFi2rnzp0KCQlh2s598vDw\n0IYNG3T1qu0rvCdOnKjFixdLknbv3q22bduqYMGC8vb2VpUqVfTFF19Iun1Of/bZZ1q3bp3c3Nx0\n8uTJTMfAbfbk2s3NTV9++aVN/91t0dHR6tu3r/7xj38oKChIAQEB6tGjh5KSkpzzJZyIAjsPsFgs\n6tSpk7755htrW3x8vNavX6+//e1v1rbFixerU6dO6tq1q/bs2aMJEyYoJibG5p8Ub968qdGjR2vm\nzJnatWuXAgMDs/3nSDy4jIwMtW3bVufOndOqVau0ceNGlS1bVo0bN1ZCQkJuh5dnNGvWzFpgp6Wl\naf369YqKilKLFi2UkJCgX375RdLt6SH16tWTu7u7IiMj5efnp82bN2vVqlVKS0tT8+bNdfPmTUnS\nyy+/rCVLlmj+/Plat26d1q1bp99//z3XvqOrMgxDM2fO1JNPPqkDBw7on//8p9544w2bfzHLagoJ\n00rsd687o9OmTdOMGTO0bNky1axZk6lOD2DIkCHatm2bgoOD1b59e7333nvavXu3goKCVKZMGSUn\nJ6tVq1YqVaqUtm3bpr1796pp06Z6/vnndfHiRQ0ZMkTdu3dXw4YNde7cOZUqVSq3v1Keda9c22vu\n3LkyDENbtmzRggULtGTJEk2aNMmBkecSA7kqJCTEGDt2rLFhwwbDy8vLSExMNAzDMKZNm2a0bNnS\nMAzDsFgsxty5c4169eoZPXr0sNl+6tSphqenp3H16lVj7dq1hsViMX744Qdr//fff29YLBYjPj7e\neV/KxRw/ftywWCzGxo0brW2ff/654eHhYTPu7rbVq1cbHh4extWrV23GPPbYY8a4ceMcH7SLmDFj\nhlG6dGnDMAxjzZo1hr+/v3Hz5k3DMAyjZs2axttvv20YhmFEREQYI0aMMD799FOjePHiRnp6unUf\nqampRkBAgPHVV18ZV65cMby8vIy5c+da+y9dumTky5fPeOutt5z4zVxHVue3Ydy+9vTs2dOmrUCB\nAsYHH3xgGIZhjBw50qhYsaJNf1ZtyFpERITh6elp+Pv72/w8//zzhmEYRtmyZY3u3bvbbHPn7wPc\nn02bNhmdO3c2ChQoYFgsFsNisRi1a9c29u/fb1y4cMF49913jZSUFOv4Y8eOGRaLxdiwYYNhGIbR\np08fIzIyMrfCdyk55dowbtcr8+bNs9nm7rbnnnvOKFmypJGRkWHt79ixo9GuXTvnfQkn4Q52HtGo\nUSMVKVJE3333nSRpwYIFmaaH7N+/Xw0bNrRpa9KkiW7duqVDhw5Z2x577DHrn+/Mw0xLS3NU6I+k\nnTt3Kj09XcHBwQoICLD+HD9+3Oa/xaOuWbNmOn36tE6dOqVVq1YpMjJSHh63H/2IiorSzz//rJs3\nb2rbtm1q2bKldu7cqYsXLyowMNCa06CgIF2/fl2HDh3S4cOHdfPmTdWpU8d6jEKFCqlixYq59RVd\n2t3XCkkqUKCAUlJScimah4vFYtHTTz+t3bt32/zcmQJisVhYrcgk4eHhmj9/vhISErR161YNHz5c\nx44dU5s2bVSwYEG98MILmjVrll544QW1aNHC+kzInemVsF9Oub7zr4z3UqFCBZt/qcmfP/9DWaPw\nkGMe0qlTJy1atEht27bVpk2btHDhQpt+X1/fTNvcuUDcPTfY29s70ziDhzj+tFu3bln/7OXlpUKF\nCllXaLjDMAz5+/s7O7Q8q3z58ipbtqy2bNmin376Sc8++6y1LyoqSpMnT9aWLVvk7u6usLAwLV68\nWKGhoZmeRzAMQwUKFNDx48etn+/m5eXl+C/zEHJ3d8/UltO14u7/B3Bv+fPnz7GIzuqaDvudOnVK\n48aN09ixY1WwYEFZLBbVq1dP9erVU5MmTdS6dWtt3rxZPXv2VOnSpfXXv/5VTz31lEqUKGEtsmEf\ne3K9Z8+eTNtldc3I6nr9MNYo3MHOQ5555hn9+OOP+uKLL9SsWTMVKlTIpr9atWrasGGDTduGDRvk\n5eWlChUqODPUh56Xl5fS09Nt7uYdPXrU+ufQ0FAlJCTIMAyVL19e5cuXV0hIiN544w2tX78+N0LO\ns5o3b641a9Zo586datWqlbW9cePGysjI0Oeff66IiAh5enoqNDRUx48fV6FChax5LVKkiAYPHqx9\n+/apatWq8vb2tnlw99q1azxc6gBeXl66du2aTdvRo0eZI4w8w9fXVzNnzsx0M0q6/cuNxWLR2rVr\nlZSUpNjYWL322mtq166dLl68KOm/RR3n9L3Zk+uiRYvK09NTV65csfbd/ffmHY/Ksx0U2Lns7t/a\nGjZsqEKFCumtt97KND3EYrFo+PDhWrBggSZMmKCjR49q4cKFGjlypJ5//nkFBAQ4O/SHWnh4uCwW\ni0aOHKkTJ05o/vz5mj17trW/ZcuWCgsLU+fOnRUbG6sjR47o+eef19KlS1WjRo1cjDzvad68uebO\nnavg4GBVrlzZ2u7r66vGjRtr4cKFatmypSSpZ8+eCgoKUufOnfXrr79q37596tatm7Zt26bQ0FD5\n+fmpf//+Gj58uJYuXaoDBw6od+/e1qXoYL+s7hj97/XowoULmjRpkk6cOKGpU6fqhx9+cGaILs0w\njBzvyt0r/7i3oKAgvfrqqxo0aJDGjBmjffv26ejRo1q8eLF69+6t6OhoVa1aVVevXtWiRYsUFxen\nJUuWaODAgbJYLEpNTZV0u0A8c+aMTpw4wbSRbOSU6+joaEVHR6t06dIKDw/X9OnTtWfPHu3YsUP9\n+/fP9K/qj8q5T4Gdy+7+rc3NzU2dOnXSjRs31LFjx0xjW7VqpTlz5mj27NmqXr26Xn/9dQ0aNMjm\n6dtH5TdDs/1vjsqVK6dp06Zp4cKFqlq1qmbOnKkJEybYjPvuu+8UGhqqDh06qHbt2jp69KhWrlz5\nwG8jfFg1b95cycnJWb5EJioqStevX7cW2D4+Plq9erXy5cun5s2bW+9yr1mzRkFBQZJuLwkVHR2t\nPn36KDw8XCEhIQoLC3Pqd3I19l4X7m6LjIzUW2+9pXfeeUehoaFas2YNb8u8D/daEYRrtTnefvtt\n6y9/jRs3Vo0aNTRixAj9/e9/1/Tp0/XMM89o0KBBGjhwoKpWraqYmBjNnTtXVapUsa5i1Lt3b6Wn\np6tatWratWtXLn+jvCu7XPfp00fTp0+XJE2dOlWBgYFq0KCBOnfurBdeeMFmZZas/r94WFfPsRgP\n468NAAAAQC7hDjYAAABgIgpsAAAAwEQU2AAAAICJKLABAAAAE1FgAwAAACaiwAYAAABMRIENAAAA\nmIgCGwD+pOjoaLm5udn8+Pj4qEyZMurVq5cOHDiQ2yHm6LXXXlPhwoXl7++vqVO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"text": [ "" ] } ], "prompt_number": 36 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "As time of year and day together" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can combine the month of the year and hour of the day analyses to create a \"fingerprint\" of different criminal patterns. Plotting the distribution for assaults, we see that assaults peak between February and April around 3pm and in May through July, this shifts back to about 8pm, before returning back to about 3pm in August." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'ASSAULT'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Assault by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7ee4Rvz2aMzRVMjQ3V9BcydDcnBXPptivgqamDD2aMjRF3e2vKctQyYBKps5a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"text": [ "" ] } ], "prompt_number": 37 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar \"fingerprint\" for the hour of the day against the day of the week. We see that weekdays have a distinct peak around 3pm while weekends have a less-distinct peak but start and end later in the evening." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'ASSAULT'].groupby(['Weekday','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Weekday',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Day of week',fontsize=18)\n", "plt.title('Assault by time of day and week',fontsize=24)\n", "plt.yticks(arange(0,7),['Mon','Tue','Wed','Thu','Fri','Sat','Sun'])\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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K0eWXX2460NWrV9MRRxxBSinaZ599DAndvHmzuf7HH388ld4111xDSik6+eSTS8o/61qK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\nrvw8TMNp/jwVoEKhUUszUkBSnmnPQCDdjgHKXdw6AVgnKwP47nsBMYEnj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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "For other types of crimes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Batteries have a similar pattern of shifting from the afternoon in the spring, to the late evening in the summer, and back to the afternoon in the fall." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'BATTERY'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Battery by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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d+3Kh+3e/+1088sgjSNMUF198MQYNGoRvfOMbWLZsGbbbbjv85Cc/ARHhpz/9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1K6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\np6XV07x7Xw9f6DrhO/Zh1SLrIRJw11PNey3EeWKuI8sihVtRWZ/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QGZHDnud2Wjyyl7B+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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some strange going on with reporting of sexual assaults since they peak at midnight and Jan 1." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'SEX OFFENSE'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Sexual assault by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 45, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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27Mlnn302E2UHE0s69dRTTd769evH48aNMwI4SRI+9thjWx1++fLljp++5UPf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"text": [ "" ] } ], "prompt_number": 45 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Robberies show a more extreme pattern of variation in time of day over the course of the year. Robberies move later into the night as spring becomes summer and then move earlier into the evening as summer becomes fall and winter." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'ROBBERY'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Robbery by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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XXnuBiErfAyrXO8syHHvssV3K74oev7PyKbvu22yzDR555BGcffbZ2GqrrTBr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1aXssXSvAvGWHpvAPP01OE2vtQdGa/0A2eQwNgEOL2MLWzqPxll5umY4/PG0SRZHQRb1cBeHhwQ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/CM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\nPrNU01eTA7pYSBJI7gk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CsvlLv/RLT2E2+vGud70Ld999N37mZ34Gf/qnf4pXvvKV+Hf/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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast, buglaries have a consistent pattern of being reported around 8am and 12pm, neither of which change through the year." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'BURGLARY'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Burglary by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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/L7/W74qQlVrD+ciLc3v2BGDkB2yF+8i/5uLdxU28s8j+vHlxOF9YYf/O4gLv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\nmgKu2L4zTjeo+NUr8Z6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w7HEHEBVfM9yABJnApulBG1BqyUFD/6Bl/EoT1Q+GR804kKCz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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we see that homicides are rare during the winter months and then peak in the late evening and early morning of the summer months." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ct = crime_df[crime_df['Primary Type'] == 'HOMICIDE'].groupby(['Month','Hour'])['ID'].agg(len).reset_index()\n", "plt.imshow(np.array(pd.pivot_table(ct,values='ID',rows='Month',cols='Hour')),cmap='RdBu_r',label='Count')\n", "#plt.legend(loc='upper right',bbox_to_anchor=(1,.5))\n", "plt.xlabel('Hour of day',fontsize=18)\n", "plt.ylabel('Month of year',fontsize=18)\n", "plt.title('Homicides by time of day and year',fontsize=24)\n", "plt.colorbar()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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vvTX23HNPAGGG/khlTd/fJkOlh4suugjf/OY3sddee2HZsmX43e9+h3e9611Y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\nOwhtuZ5Yq8flDfKbc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77CfOppX5/C6amnMf/jKZz+4z9w+o//wPz326/PhqW3J89svdty\ndXWFV7/61Xjuc58LVcVP/MRP4I1vfCP+4A/+AKqK3/qt37rx97eWRD7nOc/BnTt3cv/zPu/z8Od/\n/ue5/5Vf+ZX4yZ/8ydte7uOz3OPc2TUye7NMH6pt2SBSo7ZZtc1TIGYBafuojl2UHaU4P95GHh/E\nV888irj37twYPAfSoKSQ+fZCFx2CcD4tGmFQvRKKiCroaydD+p/eIPdf3uX3/dzj+H79Hl8RIYnc\niLNKEukJEwNr1ofJT2fqbKHVfsCDaewK0RYnQNFo7KFIO8gIj83HRKirQdWBeLjE0cNrBb3LV/7Q\noc4O6WM8Z89stPXRjhB0Cd4KIWJ5yhr3vp1qc5FnmruphM2CpOl6KZNVkJDY1JwplSup9jaGSVG2\n6desdTYgI5jK+/gzZl4hqF3y0vrd+fgKYQGQDIqrHWSptSs+JXArAN8NHP14PVO9QQIU5e2YR7mX\nVrS8GnmyiMyvr/t3HcvKANhGZQ+fK3urtLmk8PBvwp0HK4Ylnc3tkuZHi/r7MFiyU3HFav+4QOAk\noJwkiZxKjsVXaSRfg/ZxoNZGhSPpb3I2XmrrdarDfWeuzVwjJYk8hRSSpZEh4RwrYFM+8NySeaIl\neq8z1L9PxkidoRL50q8XZjEI8xjutNh9JRoxvqeSxFL6+dBq51ovVZEAKdoH1mgA5PVVSh316srg\n8emrCl9dQ5++wrzi+GuYCufhwsvrXvc6vOY1r8Gb3vQmAMCf/umf4uu+7usAAN/8zd+M3/3d38W3\nf/u3n/39rSHyi77oi/Dud78bP/IjPwIA+PzP/3z80R/9UR7/0Ic+hPEJHo5+7+rsmu5wna2mRmRH\nmNXWHkYZvi83gDt2tGInVJiiYHgBsrJJPUYqWFmgllHazEgBkFZHeCE340nYFX2fADJt9Px252YQ\nlV3g/Fly1/PqzCNI5N+386RfNsKDGlcdBdAK+AAipBPus7niAKxSnQ2FTZXo26HQbfic3DDflMPU\n2iMH2CAHVAwOD2twGEoCGhlODsRjiFyQaaC0oUYit57Pyp+i283peYjc9YfgwOKA0wZ3jsjarFqv\n7xTX4kEV7OomysqFT6ukDpNzzDaaedI1yrUUPd/uYwblgymK1p5/coffPY6v6cHrYJDk90TBsuxB\nkkFzB5H5TaXKs0RW1MrnWd+w5OZgCYig/LK8stUjCfw0OIahV9gucuAy3h1wn5FCUs2SEq++ZAeF\nE9SXLxfVXv9qIV07E9eAiSCTgdKBbiCkhDWaeap3iqTsHLtKWnZq7eZKxxO3SRsbQLIUdFlZ8n8E\nkGc0BwaSVbd1aWjZ1xOKHauzO8mhBA/HFW6O2vbzIi9mKsjSZvl3sm+t9UDZvmVj2MEx9rW9gQ1y\nVFNnS6qzr7s6O9XXiyTy6SsDyFivrjCfsi0eMJvI+z06+53vfCde8IIX4PHHH8eb3vSm0jz58qmf\n+qn46Ec/euM1bg2RP/qjP4rv+q7vwtd8zdfgXe96F77ne74H73jHO/DKV74SL37xi/HEE0/gq7/6\nq5/52zyTZdz28R1Tts2kji59bD4iAyopHC3J8aw1dGntYYE3Cg0k+7nC8UD+sGwlyR4yK9ull0fv\npjHtHQQ5Pn5PnRm9LvdatM6d30FwD4b3ejxfRUIihnSqzsAY23Bwni57WPI4l30fZJOi2pbY9oZr\nTz9XkkTWQBqHjSElifQ80+Bx9LgOkK7Ad+O4ADqpR/JnFYRTeYG4Q+C8jF3HzSAKmPvAGUvriktp\nRmQQAU3PJ3nbeJ4CSCScrANJALv2xbCR2XPSVkISCQfJZWBGAkuHoUbWh1QVBwkm6bkXZm/fqH2r\nUXDU/ESuIEnrOQkkr9WGSmkJUooccEbfLr7luddMoBaKI3iMZ8+0jbmzUaYhwpLIkeYekf6X28h0\nHF5AqwNSwBgmDpU/WAMh9NjlXKZJIAEwHDI09tlpVnDs0knL2uVAfE63uVXd2UXGnNm2XwNqjgbb\nAFji0CAxpZHNPrJLKI8G16yAGZLMbaLbRVI6HME0V8xHxUP9e2X6e14L35HqhT5rUR+waW0aOQRK\noHToy8bNnkW4worKZckBCZOqBJLqflRPNL3h4iMyB804PD79NPTpK+hTvn3aYPL01BXm06HiNqB8\n4CSR91kw9453vAMigve85z34wAc+gB/4gR/A3//93+fxJ598Es9//vNvvMatIfIVr3gFPvrRj+KJ\nJ57Ap37qp+JlL3sZXvva1+Itb3kLAOBzP/dz8cQTTzzDV3mGy3bLBI4KLKFxkUS2sADk4odb4Wiw\nq5Gm6y89r7jl0gmjsOa5N8GlIhiwRsMpre0lU6imdJI1WuKDlGXkMJO6PK0ZEwAAIABJREFUx0KE\nSn97qM6X3flnlkNAPIZH8Ug+FseHSL2OGMTlCCHOBmpAmW0W+Rnn/WI3H/LoQ737HL2uOhrq0GhS\ngcHwmNJHYSuIdI2zggmE7PCwrks6AzSiXimbLBkqpJEOk/FuUZk3yVvsE1BGOPxsxnnqs30MqfRY\nn7Ors9FBaiug2LaBOWepsGnLbmFYPVpgwhlIs+hUTnXJxWFOLLOFXZ4jyGHYrjWAEQmV9o7rfrcn\nXoFyhUuN8h8SrnDZImb/HAONphRMgp49TWCqDW6Sspar4v2AdPPDdpHh4mcF3bSJ9HSIcH3zpTyv\n6Ur1Y+7vvkyAwxmQhO7idzaBBJRsG4wh5rbncGANh9cR2UsY1oEKtz7x3HG/vc9I3Q2mCbV2+Ixs\noHgq+8g55dBumW0kz8FjpOUNpcBAjQtTgKCQWrtV1tXOadQRcb0oiw6D6nVQ+gtv7V4HSKmoLLdZ\nftVtI2OdJ0iCJNtEsgTS1dVXDo1PkW0k20g+fWWjvR+g5X7PWPO+970vwy996Uvxtre9Da973evw\nvve9D4899hje/e534xu+4RtuvMY9ORt/1atehVe96lW5/yu/8iv4qZ/6KfzTP/0TvvALv7DZTH4i\nltuqs7P68mkOUxKZYSMBU2HHIJvh4OiNf+969xKxA8Wgx6UBbPC4YJqAem7RUPbR2dGGrxXFWmms\n1bUAONGFIpiNUFQmdEF2ehNXS9ikWmAVtp57itbgANQgATlY50w8UCr9mJEnR7NGOEBS6/cN3Gdd\nU8TnxhYFMKHbyIZr6ugQmY2Tq6zTDjLU2w4VK0xqQGOBFgNkdEYWUWG8+a4ObtksKV7yAwRAWpS9\nY1TqK0Rm+7HEqYsh67EknZuXlMueYpU6tUEVBCOR5tsIVfY0h8m+mpZbbGT74NHdHYDWIrfT42VY\n+3m7TJhJnO9R6bFCP6WDkJpWCHwPtjmTixyDZKSnivddVFJVGba/UzStVOwRQwa0LpQOQVvLK1ca\n9oEvBY84axfZ1dmeZpR3EPknjqzfSagmkP45do+8A8kAtkX65scC3GqEdkkkkfaQNwFkt4M8NwsM\nSyyBXifspKHraGwOh01jkzrOgsmxqLrzvV2lTersBpOecJb9NVjsYJFKaAlopHqe4kLrJZZVK/dR\nXAIkFMKiiaqoUiiSW9Tv+nYiJZIokAw/kXLqo7P1xKOzDR7VVwPJK8ynnvLt0zbA5qmnHziI/EQ7\nGxcR/PIv/zJ++Id/GE8//TS+4Au+AC9/+ctv/M09z1hzfX2NP/7jP8YHP/hBPPbYY/j0T/90PO95\nz/u4AiQPN3/hC194/sTbqrMDUnJATfnqS6kkzVgTBlBhG1mSSeEak1pkPQBJ7Htjy/FUQbbfUI0q\nGVoAD702XqFR6keiML90tOb1tF8722VZ2+hSUdRzhFrDTa+1v0a+Y+wHdICAYImzZ5f2mzgnJJEh\nhmkwmVRcyXYSOyYCd3EjOIm22T8MCka+IxwgsYNI2k6YY/EJm4FExa6lrsJWv19ApL9TNqaCJT6a\nWEoU38/swXmEsF6VHYBrjq0BbyNtW5rHVuv+7jpJ5P9j781jfsuqus/v2uf33KpqSngRtRxaC0wr\nDl36FiqCivIHGuJQTjiV2A5xSAeHKIGItolDgyJ5jRAtcaBDFBNFjVYgmqDRckKSftPGNu2UiPri\nhIG02GBR9/mdvfqPNe+zz/P8LtyLdevl3Huec84++5zfPnv87LXXXrtjRVN4Yh0CFKmOgWSGB0Ia\nem4VohYzEUOiE8mdVNpCBSTHmdn56CAnMeKNkGfYUmZyHNUtS8XkG6qkzAA/Q6PBon1bgUf7XlLr\nABSgOLMXmZcNdIhUSFqYJL/pe8U2LOnSh0ktIVK+5HfLr1YmrQzkPRsAzzPC88QaObY0scY6FOTD\n2Z7+qcqh4SR3H0e/JYW8/qkzjR0g844AqPkQts3EtuHssAvp0sjObnORiUXSTmIajTNwYphQY5Bp\nsOZ+FPJ6lkgmCSTXYe3NJJskhTR7kb3RVDeyWmBI8DzG1U7+r3EfKeS1iQOktS82hK3+UlmJ9sda\nD6mEiRmsNnilvaBI6PLrljcMGAMoZWY2VylkMTK+pw9pQ9dXQ/L4zoccHtd33qQQ+R7cfud3fsfP\nr2WZ62uCyFe/+tX4tm/7Nrz5zW8GEeE3f/M38dBDD+GLv/iL8b3f+714/vOffy2vm255uvml22Lm\nUYD9gpPAbxjGziuHhNFxUkAZARLeotkkm/FnLgfJ4bw8K47kJRBeydo8mfKVHPpy/hp9xoa7CCQw\nZW567PZzFJUzQA6PBmteeSOGO0JaauGbfVBu8LADkPXaGiuHHr+Wi+ZpCF19pzaaM5iUzxCiEn1I\nYFWgJJaZkCBpBLC0ARJlCLvr7pJHk0TmmdkmRfPhbAVKrZ0t6AFsg57Y0NKKVBGpxg4NsjjmmA7i\nZ/02A0q79gbedJw8TGb/MbIdgXWiC/tKOL4e+ZjGLqUjh5IMUZa+h4kUUuKWsA5wRsM+32bgyJv7\nJVZTvvIOygCQdh5uSSqZgbKNIFn1JMsQcQJMg0hWPbzFh7FjONsBkhQgYXIggpU4acNt+NLQgREF\nIqXTUMayJDJLS7MJsNnEms22mzYX3vLkyUF1GAICjlB1I3uqu7IkruoKcoK8cciaUucwrVSjkCjQ\nGP5HqaTNyagS0AywgwTSbUWO0shBF3KduSedSq7nG0kko9QIuwhJ45E27jZBL0MlYO7kdkwJ9puc\nzjuIG0TPnOG9X+npRjXHCpB6NH1IMkkkVzM/lFauCWmkzMzGoBcpIPmQm/jp70xA+c6bECIfScbG\nX/e61+Hee+/Fp37qp+L5z3++m/N5whOegLvvvhvf+Z3fiQ/6oA/CV33VV71bARqnm1+0LR/ysae9\n9Mpt6v+JKCWGar+oNOY0lLiL7k03np7uF3He3Co85EA33OPL3MjvVeli/p3tjVkTnU94cteauRwv\nJYZoHmM0nGRAv/2KFKL//CGPkZDy7DvrLEV28Np+szVQ8fygA9nrdbYFN3dLzw7X8488oYGlra/p\nM5e8yID1pM1AgwL8yrCyHYt7QIkPbQ/37rj9FoCA/+XJd4rtSovHk88j7k0ik8+h3+hwrt/roIgE\nhfGRl/ini+OjnKfv1Ydm7vm8SpB4yIcXuGEAiCHvOsy3AMVikigBZFMorm5ZKixhvu1Myt/jH3dC\np35n24Ua1JnOduxDGSvDxxj9zd+BHO9IM8hn6YjIr5edI6XbWAfEcog1XKV+wH59kdU5Rh1hXzIz\np1/yV4zfq79HXVkAAv6n97/d4zvXtWPNsHevnKf6pHQrtSzmyTI5B1BxM78zN6nUly7GxlnFy7Nz\nWc1mdi3nvIoFenY/pwPkf/3q//Vkvzdyo/ewxZt3ZTs5hN///d+PT/iET8Bv//ZvF1D8qI/6KPzu\n7/4unva0p+GlL33puxWYPN0cQDQSuxufuIf3sYL2Eg+O87TzbO8xhLHdc6bO/rru43uS/+Fd9vvo\ncb3ZS1c+LgNzxTEr6FPay/UAOmNFUji63KfN33dpuyS5L7y9qfUMDobbBhBIDT+yf4OO2LOUyiGE\nEngYdEyeDajYxmkNf/mh3U+7ls0arEsjFqd5ubZH56GeNk40O6eSVhe9yIBw9mIyMEzvNv85H5iv\nUWq3d773QWPy73/9Jdu7UYxO3nbS/MQcs/Ff9rGKGvaLqt0ctE1NPryzSGHT0T37e/LICqdb70bG\nz9t1Si+enNnltYT0XQ7O5sGhIrvkV7ZhvCDUA0DGR1YArefZL4cT52se3j3A7il7X/Gw2E5dUOWy\nxVZu4HayJPKP//iP8cIXvhDLZLbQ4XDAl3/5l+N5z3veuxWY2XTz+++/H3fcccfU//nf/N8nvfdw\n510AgON/+zMZqnYr/DqsDbO6b/dsWDvugXSay8RfybA8KRCz+wUAx1U4xK0rAnYiqC1/ucb82tSb\nO8RcSrlO9xmh4+NlbnPkbRlN9/r4jJ67QAe1wc2Qei3u//lDHgMC4f/6+39NOlBy9DVq3U3d++gu\nxzW7qZTr2BnnxxXHY8e57vn8fOO+XujvmI7+ISk+ColvL2EkMqvLC6TT+GweonaXOC/3aPO7RCLN\nkFV81MTLoU2vz2y1n0NLK//ofqjv+OpP+jAQAT/3X/8bzs+Puq+4evUocXl+xPnVFefHI86v6j31\nY/6vpnNxj2sQxcpBS0NbFllNyM4X0XO285bPJ37t/tJarHq0pJVa9Pxgq+8M14ed55ZF7zXC+dqx\nrh3nq+jBHVfGsRxPc1uHe4el4ZZDw61nDbccFtxy1nDL2YJbDno8k/u3HBbcetZw5WzBreM99X/r\n2YIrh4b/+YMfAxDhb97yds8r2yaep5BT/HG9Y3XG1WOXfe24euQ4X7vfe2iVMvXQMbmvyW95hxwb\nSfyfLc3XAvd829R9oXJ+NtzbPisFRso641zDda6/e9Tf9vpg5Xpf711Vt/N0PK6c0iql32HBlbOG\nW/WY02iatup25bDgSR/6n0BEeONb3+6doJb7vUTVhJZJOv2+1BTjM/EeTsPOsW+uu7ZAfef+5Hp9\nUPQZ13c+5EPR6zvDza57dn8w3xc/fXjmVGlkO3v4DyM/XLaTIfLKlSs4Ho+799/ylrfg7Ozs3QrM\nON38J3/yJ3cBEoAse3TKprah+vlVkcllcNRelp1v7rm7QaQcmQhiTYyQYbCez9wuuw94pUzw3+4p\nTAaI4U7FvUi0iEBoomcFm6ASoRYIHXr8ysVZR7LbAzqDpmU/iHMgQeRAQqz3OH8rpQkkEvPu3/Q4\nGQMATgDR9JLKcLUf0zs9bPKLMdw47hGNNiHBK14fMqJqN1B15Wy3H5xKBRIsV/fZKW0PF8Jjen+R\nlM3hcUKks5B5QvscSo/znC5UzmH+eqRR6YDkTojm5RL51EDUEctFMqh1XVJSyiP5MpQtQWG9XsZ7\nS5OJUbqsZVsoQWQse1mW0kx6jWUSEdVhxOgYjXE4y5vRmbt4Iy8bJhuKZCKYbT9Qjs8oD6Ndw1U7\nW0dmLD3tK4v+79pBJJ1OYsbVNRrfDSxOALH45eHan1MQW1n3jvPeKzSrzuCxDzOXx11HbXyIGKbT\nKMdcoZmGt+tpp93K+XYSkqQ1YNYERG9xTfd6I7SedGQ7lzpkWn9M6pusPpKLpoPe7Oh5RI+pTsjf\nObqhuG1z7Ox6UzPwuPPO3vf3vgI6Wke9A2x6kMkPRvu/sCbOqgrXSW9LAy8EPjS0YwMfdO/T2vjh\nu9HDfzj7ZIh8+tOfjle84hV4znOes7n3T//0T/iJn/gJPO1pT7uugbts6+dXT/Jnw+L96lUBwARe\nbCtYp+vxvoHZ3n1kCaJ3ydOxnOMCmER5lzWosUZpPr/YzdZkFp0Kob5Wwh5l3gCuJ2jMQNkZ1dRQ\nqpM70kt0Gwch/UqfSdgN5jo1x+2M6VPmvqquYixBtqeXGHXW2GjT5GgN/ua4qeTTnkCxdYXHXmHS\nVn+pEXCR0x5t7oFmaijy4xlOvSFJKULulC7qd89ainkboRMOIEaazU1mX0eDTlSlv5525Z0xUYxr\ngFKr3hJAsq5LDrTWNiC5DDC5JHjM5/N7tm76aD+xbcz15Ak1Jd+MpaCAc+RZj1ycAJOePhqpefZ2\nyT+1fI+gb7YKbT/2jmUlmdTTOpqdU4dNujtf+8lwGPf5kvsIeFw7jl3A8byzAqS6TWY2l1nOlrec\nN1jskRpAjt1T1qjiDJDkR7OlaVK4bE8TANZU7g0WAzpVf7HAZK4/6gIA1V0cSfN+vR9waeCUj7k+\nsCIc5b+6j/fsu0s+G9z8neNmcZm7grvwKKBv0kmBxtWvOa+X7Ym5+jsoiTsyTCLDYyOBx0U7l0tT\nkFzAZ8vNN7HmkQSRL3zhC/HUpz4VH//xH4/P/uzPBgD82q/9Gl7zmtfgla98JR566CF83/d933UL\nWJ5uvrf1qydKInuGSCp7N7C6ZO9T95Yq0xkMDke/X/3y1A8UIClmk7d2wrUs22iGC4kFIKk3NSbd\nonFBbcgpu5E27JAbo9TROnRNG39Owb5wY//K7DRx4BIVq0NiUrS3sGSgRDTGOarHrQLjzjVl24Bp\nBnaPa4dJ23kCkRqH7/o2QPl1hkf/s4HHgBHbIu+IukWDgqRJH7s0iL3LDGNLypUDJK1tEZDMwGOS\ndAuUJYRKIEkBkhjURGIGoiRxXBIILg6HS1sKPE6PI0wmYJwZDjcpZNvskXdqIw/vRJX4PKU8TKC+\npPV432HcyjN752v1XWDy2BlNpZCtM9qq8UwG/wAR46Fj5ITd8DIuuB83830f2k3SyOPaAyRXMYFz\nXA14Z/BYJ1t1ZpkgTAQ0k0RaZEfkeNRlAKSYhBMr+oT5KgKwmImqHhLINYOjmsZqDWgdmzxCqdMZ\nErUsjUy6vMlNioY8ByCOyPUXbbJCyR72juw+g8zif7tVf2niTBaKOECm8yRZ5DS8zV1hkledI7C6\ndBK8AugImOQIr6YZG0guWh8rSOLQwGsDzhq4t2i4bpKNH0kQ+TEf8zH4gz/4A3zLt3wLXvaylwEA\nfuzHfgwA8Imf+Il42ctehrvvvvvGhHJn46tXSwU93QiSSSHQaY1V5wEQeYRFqJQlQeNw3bPZkxk8\nXuLuleueH7KaaBFAzNat087UxNwRZfdFTL00lr61rqIC0saaAGLTuYzGTBoO/X5f4xsivWTYyopi\nYQepTBqFjskxSReenM3gMm9rz+AYUsmQPg6zI/MvDC8mIpWAhvRhJnGMIWvWip9V2sgqfYzGwkCS\neBjOvlGbV+4U56mlcNC8CB71RjBkapyG1oSH3bKtxX9DSLqIY8jUMsY4nB0dgASPsDa+Dmu7hKZJ\nJpb04EiXlqSKbXtcdKg6Q+Myg8hDSDDFjSpE0Ch9jGub6RwAsG18GUgqGluYHP3GSwhRwFjjhDVR\nkzTS6TUxU45zDvAal9079i7A0wlNh7SxRvnPw9k1jFHYLoPh2bD3+Sr6jSaNNJg8qmRy7QGSVQqp\nthWzFNKGszt0FaAYyjY7mhY7s6Fsd6NssiqGq1UlEgvFMHbZXTIZeaFpWjW1fLOVQFJJzwyIIVFM\nw9EDLG4klOZnzHw7gIj03eVW/s30gP3mBakcvfdRGpmHpn3IWqWRPQCS8lB2TxDqswBUAmkAritI\ntUZgA0gtx7wQ2qEBawOvy7agvXd7t7drshN511134YEHHsBb3/pW/PVf/zXWdcXjH/94fNAHfdCN\nCt+F28nD2S6JfKiAoDVgBk0GltvrCp7jc3vQyMP1ZXC5eReRLHvUGrDImt/Soolb3GvAuoDs3qIS\nSG4gLPBC5+WnuYTCNITyQEGxEUmkQWTVA0UayqayPHcHbQppNpSd4TF7cyjJ991NXNcuoc3wyHq/\np3MPNycATuHJzbFVtlkKuVEizxKEQYrgkshOAZJ7ksj8rXvb9ObeEyfCIxC1/g48lldewL4BjyGF\nNEPkXQ2tC0SSSoOk4wGqtvx8R8COvFqarQ1Ati1AtsZoi0L90srkmiVLIdP1DCL33FsziNy3BVlW\nqil5KeDAojjXCl7EB5jcpDTFk55WJQ0N+LncKHCqe9WHrFJI20mlkCAAqv7eWVLFIZJnOXI7DD9r\nq7d+uAxnZ0mkSSEFJhV015BITvUie7aGYcPZWjl5JEv+LNGsu0khWz4nG9KGrgUPWWlJVTaWJpwj\nR4HNNcGk1xOb4W0ebKJuJZF5KBvpvOypHticD99nf3IfMeclIOrCcdvCY3lM4jW3cUUK2et5T7qP\nJm3sq8LkqqZ6VoFMlUSaEXJ4l1PVAnRuawxnQ8BxIfCB0MzQ77q4CaCbanskSSKf/OQn4yu/8ivx\nZV/2ZfjAD/xAPO5xj7uR4Tpp41OHs21izdXzWAuV4UAplWsCR73u+RrpmeS3e804h0Qeruv5CJCD\n+9JE72tRiNRdzlucrw20dHBfQAuDuIEXBmHRCoh1tRqSCpU6CDazW0GSYsIDgCR51KXYIA1KA7ku\nZJVGktr/Jv9Gg7XSeHA0OAEQGRojitwME2w4O88mz8A4AUh7/9h0eZtLWvElaMQojaz6S9OGwSWQ\nJm24WBJJOYukv3GzOvFYpWdeuE7w6FJKGj3LZYBOnVQTEC8gaeWGOIa1oX5jpY2qt+pp5ntq3rx1\nYAVIcsmjSyIpDWcPk2uWNgfGutP0PEsb3bC4pTtJYxXDk6NUatJIY6gCJuA1JH3dxuxEVoIjqsp7\nKPK/2Cc0fUjCwjKk3QaYJDPKv2qn0/QgWYadLwsrF8dN7t4+x9gCZFedSNWFlIk1FR43AGkSSBuF\n8CM5z8RJgP3eXkEyVvVxnUgSCfQ6gKEPY1t9MezTUY5S1yRQtDKdzg0svQxb2lt+GGAyZRV330Ij\nTfNqfvdFHcuSogUguZ4zBziaJNJhMg1dG0D6pJqqE0lgrQ+APMGmgiQpSKqAxfQie8NmhY6H+3Z5\n5P+HbydDZGsN3/7t347nPve5ePrTn457770XX/zFX4zHPOYxNzJ8F279xNnZPrHm/GqCxIBAh8iJ\nmzd6mLmTN6SlZhxgMirSvXvD83rPoJEOy+Xnbh6BASyDtEL197waaS4Fsl9kACDyuGJoeWOCSSwF\nKBQa9L4ueCUwnSFIIY01DBmWAxiT7iK24BjwIpJIS0sHjj2YTNG43ypr9JTKnb3SFDMXc6j0iTTp\n2OzY4NLIvJUwKVwRtKHb2SRKeXSAP5zhUd0KPOZTmjUg+WJofCaV1zaeI/+bJJJUAtm148IsrzI9\nvDAIvQePFpjYI/5NHxIhkTSIXOruANkmu4LiYQcqD4cYyrb8kY05ZwPQdh5HyzcZV+bxKOcJtvby\nagYC7wVpmvqkGtOtS7+Tfsvrri5rNMtkEMJR4bEpONLaUyejuSRynFiTf2O8Mfe39cT63uMas7Q3\nUsg0MzvDY72GGKbXVV64ax3RTBLJmar99ws8kgEkPJ3HjkHTMmIAaasSOUwWoIxrH7nYTKrJ+wiK\n0GIQ7laGAxqphF2dA/5meYjqd8+2vaHsfEY5G3ommAHkIIX0xneAyTKMvSaYjJnZeUjbJZEJHqmR\n6ESqJFJmQzXRi+wN6AtMoHTTbDeBsfGTIfINb3gD/uZv/ga/8Au/gF/4hV/A13/91+M5z3kOnvnM\nZ+IrvuIrcM899+DWW2+9kWHdbP3qacPZPrHmoatTQAwJycwt3NeJW88UhDjfgKXe48Gf3fPecrpn\noNgOC+hwkOOix8OCth7kuBxAvaMdpKC5NUgSBfNGcKmZ4h8IjE4UyyBCKodOkOFIB0c5+gxcACad\nMmlkhyo3Q4eQDBoVJP3L0iefJElM0bHqzQ14ojbEYwM9JoEGX08UfBQeR2lBDDnRAI4CMj5D046s\nUinWSiyFhdJ3ewRaFJXwSevGPECItoOWUtcXHhGNVnq4jAL6UdGWJX67Lt9nupBkkkjLIJomRScS\nCWxQNJ3UuoAFLO1C5yKFZOiQtjYeaWb20pYyMzsPZR8W1XscANLPD3E+QqTD5Hjdqp/8zNgSe9yB\nS97IeXl2jIRiTyxKIOlLV6KmWwb9bHZp7aoOwIzWNf+r5FEm3jGYeilPD639RFicO2z9mk5kwOL5\n5sihFzkcL5dGYss1FpNetqpupEmQsxTS9CJtYhUBWLrqRTZC6yGpXCcAma8pXTv0lAk2BJQ8N0gj\nLRtY1rJ8hgSaoJzlLOeU78zEmSE0w+i4OXjuedC49ngtQw2pQfUZ2atMpulxtCFtrOLGWYeSpabw\nhCX2hAyQzDApFhvo0NC4ySgd9ws77e/d3rXtmnQin/CEJ+AFL3gBXvCCF+DP//zP8Yu/+Iu4//77\n8eVf/uW4/fbb8fmf//l49rOfjc/6rM8C7ea267fxiTqRPrHm/GqFw66zRrtCoV2nPL/u+k/lotSU\nE2BMLcZmJnbxW99Dy4J2OKCdHdAOR7SzA+iwoq0HNNXxaP0AHDoaDgJ61lTlnmwjNO4gJjTRXIQN\naHetXIpkUmsaX1PbGj8awBGQtZVh+pBwcNxrYHxPwNjTud/jmH0NcEgiPTrH6/wbvHGzjfT7jMfG\nCrnqKiVodIjIkkeOiTRMoRvJpKoDUSlLVGpj70AI98Ous0oO9CnHeNhLNU/JrQCiuAVIpgPR8Kzf\nKNKOvJV4tLSC5H2CpB9lEz8MrJ2UleVrZvY9Sz6Az7mUOIgMjJid3aSh6AqTPmt2ayNylDr63gIU\n/TiA5UEhcgRIP5b8MjmmBnsTlxxxWFU7hlxKjHFLbf/mSMMP5jTKa0KvLJ3BtXOSjMWwoDTMHVil\nVIskknD1OC/RM9dc9ia3yna+ViPqNqTtsOgztOd2In3BAZVAGlA2zYvTlb48xyWAhKSbA6Ce+/ri\nFMPZvt54Z4VHTjOx3RqVT6TJw9tzKWTOQ0ggGTCJ4XqT9hr+XGw8z+hF7tfM8mZ6okBjAc+pb6u1\nOBXoMd6z5NEaz7xXmHSdSAVJGWlL+pAYVI0Ilfo7qaIqobMMZTMvLnC4WbZH1Ozscfvoj/5ofPd3\nfzc+7dM+DT/zMz+DV7/61fj5n/95/PzP/zw+5EM+BM997nPxbd/2bTcUJk818RMTa656njUYXDsH\nLE7c5TwBZecASfVfurnIk0YmQJklc6W23U6saYcEkWcHLMczhckzLGeHtGTiAWCRLIgUgW08Vs37\nCNQ0JizcgQSORAYDJjgibxqkIWfvvWWYTF+HzgGUNn5pStabIqsAOAJkXkfW4JE5NMcKRNbY3UDr\n5twd5HsIwbsiibShIS4VtTWyPoTZTLJrYC6SiGLah1USafpY9sucwqIVs4GlRjY8YOkBBiXbmexq\nXdcLHmnrMG1hOO+WViBvI0ISKd8iw9qWHVKZ4SSRHEGSTNId8AiX0ChAsgBkYxmdcp3IJVagmU2U\nOQyQuHt+CEPjFj9FGjScu/QnAwDifJMPKYNjPY7nkbAcLXmWQGoVxA6/AAAgAElEQVR+rdCZfnOI\n3zDzo2nVAyLFJk4De1e0g7npSDBvZ2eXss3jrd2NBw/nq8BigUmFxwyU4ySbPWmk8IqMhsgkm1Q9\npyOla/J/AZSNZhJJKR8+nN220sZdCWSROm53y+dlWNtKeQZIzxbkbSvp9V7xLVkxXhDvnhxr+d+2\n4TVncz2fAmQCydHIuEodR6mk6USS6k6GqMOn4Hk1EbYi4SZ+cCCAG8ALcNB8fZNB5CNqYo1t5+fn\neN3rXodf+qVfwv3334+3ve1teP/3f3885znPwVd+5VcCAF7+8pfjO77jO/BXf/VXuO+++657oG07\ndXZ2NvEjPdkAxQBEdmCcnjP82Xy/9z1ARKq9FMAuAEYe/APsALkcz9COK/rasZwdfHH6JdngMkkC\nW02gtSB1g8iG5lYxu8ojrdHWoWuHSYowOjTajNwEjdBKlygkk/oxpDBq5nTiqxD1DCpA5qOAZJ1Y\ns0nWHYdTqolSGVul5JV4hUlqHA1AE6hzA8ImjezpnkKkD0mzMqIePZDFwQJk+SR71DPeA0T5U/pr\n3hjM4dGbqAShlPxQelEO4gwmY2Y2XC/SziXcQAw5JnjUb8rNEMhTI0AyxXHApEjEW0uzs7OpnyR5\nHPUgR4D0pRuzRFIhMqKwSn8sQuO0XgcCpIhTHjSwQzqOW3beAkBO25pXt+nEOilwkEZ2wqp6q96L\nRNdGS0pzRxgbn02smYV1e4/zxeY5NypuS0D2bGhcYHIdJtXM7ER2g8euQ9qdxC6uSh5Hw+5W1zk4\nJViM6yqFlCxRdSH9Ho1QGWaCTMUhW3mYqUp4lp/AZL0f2SE6NWPZzSV43Kn4R/E538Z3TH17Qc4w\n2bdH04F0A+NJ/1FB0nUi02o1pqpFEEGJdYBIGiHXiWwqfaRuk2kY4EWEF++FyOu+nQyRv/Ebv4FX\nv/rVuP/++/Gv//qvuP322/EFX/AFuPfee/GMZzwDh0O86ilPeQre9KY34VWvetUNhUg+USeSlVhE\nEqkA6BVThcN1xdxdnwn4jHvyI3bI15cDZvmbIBMA2uGA5coBy5UjluMZ+rqirwdwP8Pi+iJSMAOE\nlEuSvpgUpo7GXYezo5rpIuty+48RhCSRdN/GNwGU+X7IOGOaxKzMeuPGGURiqDNfm3+P53Hbrfdo\nc1YqVztwboQHeEzSgabnZkzYJZGjNJKhw9lqZknjgCAS3YBKAaPQH93CI3t8ypV5dV+nwGM+pXjf\nCEjuVlqJBCUJfvKxDmljY0FDBdNpODvvJluoRvzzOJVJIWF5m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gxn52+3WXY87EUSaUNT\nGh8iiTT9QBIzRQwFJEbTaqZpZJmRZKI6DFvZaJBCWgWOCpB1WBv1XKWQjQeJpJr9iQaMtKKtZpBm\nRw9xEmHmoe0c/9cCj+K0hUf3RMgx5S/LoVN+dHc4QLJOrLGqHEBXg+sks4Fzh8HamFg3O5UR/TGD\nbpCqEYBBMt6KkEQmePT1swfTPsX4OJVZ2WcTKaTpRIYeZwCkHU2vv6eAm81V8tTSmGPetK3en7Ij\nUgTk1n+cATLAdblOD5c0Q6icSIMsbXOG814sEZg6CjmAXl1vROM7wmKCSp7D5Cn363D20EOxvJmj\nWaO66fkGJJvVvQGZ2ezPRbOzyY8TSaRNykvgmCXwIaXM5dqklRO/w3flrWQVGobBi0faPpMAc/NS\nTcecppbJt+tnZzCUXaST6wCTBprin1SK6e8kllXZtH42iMx1qEgjG5g6yIa0vSd/E23tJobIxzzm\nMXjFK16BO+64A7fffjsA4M///M/xe7/3exe+8NM//dOvbwgv2K55OPvqeYHIfuzo52uFSYXHVQFR\nrtcKj+eXQORFgGjH3HgMUibP59y196o93kWkjuuhYV0I/czgsYGPi+5H8HEB1iOwHkA6TEBaWIlZ\nNSF1Shu3BI31yApnTNY47vRaFT4aRCoj5dqaNNYjSgHmcU/1TIENvd853hWT8aKhFtMNCcAmlWpp\nm2n4jgEkG7FX/lkq6TOyGTHBhpCgMnQjAx7lI+pw9iwCyBXYAn2N2mLiiX1DgcfhAzMgUjyAcqoP\n+atGUElbxtfIuwG5bvZJoTIbyGGGN+45fccoACBSBHstaceETN9V4tmGtiQt6rrZrhPZZsPZlKSS\ntGvex9bO7mQTgSgtFQgHSO2LldixfJh17mZbgebkFokkDrR5Q31vzsuRppP3KQxK+YwwujqHqmb0\nXC7I0lpUeKbvfTc3X/OatyCYwTIbE89rZedOqBWusKGLIaIj5AUgEd/bFNDKTG0MOpEXQGMGUGq0\nPbolh5x22knK13m3f6NEMqW718MGnimOCzBOMuRYn2PHH2b+/JbBYorriURyYy9yGNaOCTb2TO55\nhU6kfEsCSGt4dPITUxMApSbtVyOdV/De7XpvuxD5/Oc/H8997nPxeZ/3ee72whe+EC984Qt3X0ZE\nWNf1+obwgq2fOMTi5jfWDl47eu9+7sMeSURiPaiYxBJ5tczcg/RI8xxkBmJWag5Dau2HflvaqBh3\nPlw54MrZgrOzrPhPvi9mUsLgRifNNKRCqZJJHI/AcQEfz0WPi1Q7kprJdFR0rsbM0LTxzvqCDKKG\nxkpLgBy5a62SjSowFp0Rt2gE+relmshfM94iEoV0yHNnC7keZPTskyK8H6tO03gM6YBBb8yUZptM\nQQapkc4SLnYYJoWKPB5rs0OtIcwSKBuW35gbGXvHFBLHApJE2iNPGUTjowDzQI9jw0HhYQuTm0YM\n5ehpNgKnAVT9qQthwwGRpSFosElbkg7WEXNTSDoM21jAopGk1aFRKRPFcLgdWxN/LoGUtbEPOiQ5\nOzYC1kZSFPKXaYeLmVRxH9EHG76cLU/AJhMFBDn8DHGCaAt9SJ+9jAjedJ1U0Eje1UjKmqVvSbfR\nDRjuj+k+ljH57iuHkIhMmOyC9OYL/Xv73y0PMDppOVKJUyeZMc5d77coZwGb7J2V3hlXDqaaYOoK\nNS/I+uhpqUKXBKa8jdzHY7WZqRJpv5c+aigfFtcuzexJepmGxA9N7BpK2CJflvDZ+RRgt8BphXsL\ne3MIzKlCQExgHBMsZXa3B7l5nuPH0i+7pNXLklyHBJaSm4aE4ndjhS9G/MA213H6C+0ExbKX17ML\n9B7Ybubh7G//9m/HM57xDPzpn/4prl69iq/7uq/DN37jN+IpT3nKezJ8F258DUMszPBVanhlV8A2\neORBNEJpFz23KHyCWtIzzStZlFUtrHHN0Fj8Jo+pMc+weXZFAfJsEYBUiFwcIAmLNiC+Eo329ETq\nmHp26xG8GkQiQaSRXAPUzRcn1oggal4hklb9uTJqFPZsDCIXFbsx2D36MGiKSFJr5RkmibSnDoUX\nZpypPlIME+lM6AEMQ5pQwdKfxeCm0MhE2mjJUSCTo+OQvtcryQSC49A895gUZHWtqTG427BZNmDP\nKl6DpuMmK50Ok+lH4v3VLcNHfkT2kC/XEMemdfbmzqy5ofKHVbIsw8INBG7B6NZ2MAdAMpNCZDIe\n7rOwBRoXg0w7H4BxaWHCRcoT3PafzBgilzaqMA9masn1fWkLkj77WsNs4NiTcEU9VpC0dFALACVt\nrIzo73YCehepebfhPQzQmPJ8BcmL3fIzAHBlaUP61TxcOsbFnYqP8RnjEgPI1lXeRDryaeWSFSqb\nfDNnmGwyUSgvf3hlmQCkdSBUrSEDZGtWv23ztqWjqGsoQFrnQGJCvy7VihnsyOquBIS27rZNjmTN\nf0sFSDMllJdYbJ5uKb9MzkumGtLOvpQ0/udUqV/F6f2Zrkd/s1fUKiYuDNjNYQOSmgkskL6ilwZW\nz/PozCToQzBP0TJ+mG03M0QCwF133YW77roLAPDKV74Sz3rWs/CMZzzjPRKwU7Z+4oxB04Vw6eNa\nQdIAkhQoiySSo6AZTMrECXYpVSm1fn6q2/79w5XFQfJwtuBwoAlIZklkBUkfHjA9SRvyhkIkKTiS\ngaPB5AIjaFJpgBk1J13HmCC/C1hbSwA6FkhkiUSPRQqpMJolkaQASS1VVNBhJItzjxa13Tc0cBkO\nQ3oS8ChhHKSRSM8oEGS7cl0holPMWvV3AZEnCkBqJHRofkKCyIBHg0qvyXZ6xQbOmVBIJ7JQrvFz\nY+FOtQUZYdK9Fj/pfQ4UARWpBbl4cwFBVO4e2iw88JAOgNwY0MlJ4IAtZqgdRpXEcui81WUL096y\nxH44TyApO8rRJD5u+FKF7RaZ2bSRg2SOhgKIKW9xSCMdMDXivEH3vKwvMYht0Zj3bhJ0jiH3NqQb\nIv3axG2UVLaJm5UbICSRYVSdyrd6Tk4Ndc3mMTUsP8MQ9Y8OtuT3b2OVtLKWU4NJbiwgmaDRljy0\n87OFcOWw+AhOlUaSqjkE1IXOYpQHCx8rOIrNTKr5cijCpbjQMMStw9kFErUjxIDnx2XcKWA3n5dJ\nO57226I6L7Y14NZBvKyIgzk1XRJDNbYmv1uolvTX9HyERzSJY/0gGYlgq6zh9Zifa6bBBCijAo58\n+V5J5HXfTjbx88ADDwAA3vrWt+K3fuu38Hd/93e4cuUKPvRDPxSf+ZmfiUc/+tE3Koy726kQ6b0S\nh8dhGNshQAFS9Z4sEw6TwGJIGyLF2NQc0Ipo4u49sPE+8rWcn50tKoVc3IbdofRUM0BKNe2SSNUz\noVUXtF9X4HgEH5vMOKVlAMlF6c32BqJFF7k3kIy6wCoB003jsnQaY7FItymqJOcBMAoNOm4s9qRV\nV0vj22aLEoCzFuC3K4VEOqctMG5AU5O4U0ghF1IzJ4MUsqWJQlHRWsYyUAhJZE+wyBx+NxIor9Mk\nNKSBYoqhXuuF51VtKCIy82GFtElLQvEwhlPPk3PYyJCCa9p4OCG/TCBJodNamiWLD2uwWZ4zfdMi\nidwYFQ+YrNCYGmuqjbX5I6I0GwWefztHHLiEJjdW9m3RdrnUKoaxzW1IH7Z4lhc3i6VGrk9rQ90u\n0STy91qaj3m+pCNlKeN2SLtN3AjAlUUhkLNVwAyVKW38PAGlgyOVZyyO8jc1gs+o7Uyx+kyjgMaG\nZMrHJLw2CiAQabPux3XSTdpnSxluANIrulTSffQgdQLG/J0eqTBusMcOkjY8fWCZHMnoG3h08Mw7\nVf3LSEcbzq7hyJd5325B9h72dB69wTinBGg5EnarB7JOqUUQ2Ys8ZEQphPbjPF5bYPaB0HNYDtrN\nBpA3yXZNdiLvu+8+PO95z8ODDz5Y3G+99Va85CUvwXOe85zrGrjLNj6emCm0QhNdSAFJpGHtMmVU\nbUmJPqQWJG3WZEKHghOy3lKW2FiD7zW23vdaZd+v3deu5eGKQOThTIeyDzpMtwCHhmGog9WIeAxn\nZ0VlHI9hSxIAUwdaBkkG9wa0kEKCBOxsBqdcS5TKbGhdE4BUkgCTGrCbgmHrSQJRu6jaJQFh3qIF\nPErlxWrMV5LlbKlDcyZ99HOyIeyoWDXqp4ApfqUBPqRhs0XZYbWKGrMKOGbnboe0EdJty345mw6N\nrm2lSjQwcVpjv7EBOI2HHL+1/ZOTU4HSpDCU4tSlm5TfNwmLti4jNA6n5feibZIYIITek9tfNHg0\niUOiSxm+Jh8KdAmkwuWytF0JzxQmKSZQQMu3/ZxJpn1o09IJKXq4pnuWQsYxdzoiciw+beIYQG5D\n2dpSMS8kQBJSdAUzzQtFqjh1y2VldKvD3DbaYMPZBRAVGv1bDRq9SISZIi8m5T6KyoLAo0khk6TR\nzhNI+rn6kfdEvB5aNSJ/5pJom2yVdAwbJaPfOYMm0AVcJ1LSkf2bZvmaYO+zRSFMksgugZRhbMJB\n8/ZmKHuTL6HD7qEHaVJIO1r7UuuA+J58Wuu0i7fRfxayzH5q/NGqJpB+VQta1YvUBsKHs7WgWY/S\nKkgrFJdVNN7J2rn/MN5uahM/43b//ffjm7/5m/GkJz0Jz3ve8/BRH/VR6L3jL//yL/EjP/Ij+NZv\n/VZ82Id9WJmIc6O3axrOhkBnDGdPJtUkgAQjDV0moRkCHltuXB3+tEC0BIctwHH0E+cJNPX8cGVR\nkGw6uYYcJH04m+pQtg1nw1cEsOHsBj4S+FylPbRUkJR1+9cqRlIAACAASURBVKQ2pwWk+kdgFnAU\nxSWZaKBhNIBktRcSkodMR1bJcK3ECkiqqoBOVhB7iwJ1BjBnCxU9rXqeGkPMoHIAzASfnXW1H4XJ\nToRVYXLFCJLRsYiWEFFJ6TB2tyHtWY11QSVGexdGW4PT+PAIk35KxdPIl8lfNKJZShXZfAaOdXMo\nzJILvROfII0rc4JWA1ADM20bCmwbtHjrnSfRZKlTHdY2aKiAuYXJgMoIFwOSrqST6Chg0iwGhEzb\nGirNDyaBREinewKd7ZalkCrtInKgNvCy5QnlpxSkEMPVOc9nGMxD2kWKhQyPtYzl4eyAphqeDJQZ\nJlnTqOiHjse0w6WOScWEKigLeGrcGoi7FNKOPABklUTmToeZTYv4sDggS0qHf0vvPKkmQ2ZOR1EF\ninfFogSE1tnhsHPDwtIF30jJWwXd7ZB2BUqr/04amqbt5RQqGV6Hj2V6kEmn88nP0OTonTWa7qY6\n4KHKon935/TCNLrjZSQDZqhS3DTbIwkif+iHfgh33303/vAP/xC33HKLu9999934oi/6InzKp3wK\nXvKSl7yHIfL0HMEs0OmmIdKEGs6G60aARAzjmlRAjtKrzABZYNAaIuvhtnyPdu6h3DuoFPLssLgk\nss7MVtM/CSSJVRrZO2xdUl6bTKw5khgkB4NbB7dFzB7IqvVy9DGzRcFCCibp7EjJ0xS9RBVT2oQa\nTs9EGc7D2HK+Qr+VRd9vZRSJZGPGygEtZ60Nuj8haSzSlt37VSJpjWQHu/5jN0lBAkhNkgBJHkHS\ngCEaMB/OHrZL+CuRYe01W5TXF4XDKD2RwxYoC0CmCypOCo0jQFLyT/m34zy3MWxXdpgUVaL8EGkQ\nUqPg9/XE30F6GZLIovvYkk3IUUeySCIxkVBCJZHkOr1pMQwHDjOFY+A3S9sZKHXrdAD+DTnpAqIN\nTQOuwYhjigMbYra8nYGwdLDyPe9I7Q9z2z0gSSIVWHfhkYFYycjgkZLf4To1+NvrgEoHac7XGh6V\nQkYZBA4L4Upe0jKrPBicDcPEDo9DYjooevgZY7rWjB1lxsyDCUByACEDC8uEmoPG13ZCjQ17Wx1P\nNb1yZyClv4NZyle2X7xFvVPemZ8dQLJCI/vvuXt+OHqoCXOThylMcgLKXGGQ/8Z2ck2cu6R/lk43\nw3ZZr/1hsJ0MkX/yJ3+CH/zBHywAaduVK1fw7Gc/G9/zPd9zXQN32cbXYuKHEZNp0uQa6NC260R2\nlEkTMbI7wKQ2KtbGEaGAop+noZJybRJJO28thlT02cPZwUHSIfIwmPghDoCESiNtdnZvuh4pyb6B\nyC4SyRa6ReBFP1BLncKkgSS6fKdU6FrJo+t5zvBaoRRQCYC0uMzqAatWri715ahHrixVskLABhq9\nETU35AZy7tZZVv05dELXdYTdkDBI43Ws7qxWSqcGkLljkjYDhNEtLii5lUib1iNU/8z9OeSMP4YL\ngdLhiOwWhZcLwmQba7p5pT1rZDl/YwapoRHnHCc8uFdJ5HaSTZbumN3IGUzqtTbcB+vQaUeJ0x76\nx5GnLoSO1KkwI9nxGXHuP2f6rwmmPd8M7WRusr3hp9xZqsPYreT/Kp2s/gI0m75fJJEJIBkqYc1g\nRWnmMhz6up0ncPQV6BIwAltgRJK0WjnLsJhhEoj7hyajNgaSuQN+WCIvGKi5LceU/aJ4axpC2oNu\nwDwmirUDiKPrz1PoM9ps7M5xZMAtCCwmPXegTCZ+THhQ0jbBf61BStjssN0voSsGTJ+d4FyHmgOH\nd0zKhTiPAaHYzdE7cV4BDSHm8sbxt7dfkyvqiz/1Ybc9kiSRt9xyC97+9rfv3n/729+OZVmuS6BO\n3a59Yk1XiLSGfpxgEzVcHsom6BASxl0rfLKMD4fAAouNQAaJixb6pQ33bQ/35WxRiFywnIXduzwz\nWybXGEiaPqRNrlGQ7CRSyEbgo1aALfbcpXajvW1BNN+pAJtIJu3kMDlUq5uKJh1J4nZlaTi7xrVM\nhhUppC0hyAQ18VMhsFTWCSLrcSuRLO/pjAPFrOyFhLftaFLIYuanUkLEXU+NZM/S1xIh0UgNvFTO\naTxPzw6VM42OVA7DBW3eb86e2pTdKO6l69M2l0duBRgljClMPI8H2vyVrdqEjPLhYLiE+sc4VFiv\nVSpJOtkCYptQrAWYXpvlG7k2zY6862drtueSTcwEzbiVsjGm08ajRNImCRgJDHO+HyWOuTwMkJnK\nVpZ4ASqJVDgMfUCanssa3XYew+/yrHYyUCES5Vq+MQOl3A+o9Ak+CSbjHaJ3GFJI8pnZDmcLbSar\neDnKJImA3m7hRlqyMye3JxJrexCLFPjSqU3UdZZWIRIYJJFmesoAkshhNKeb58uS9mPG2dtqqOvO\nW6/5nRxWTLZkVq/L4LpVwPnXEkhaW8r5nmUYqn6jZrnkK/eC+d7tumwnQ+RnfMZn4L777sPXfu3X\n4oM/+IPLvX/4h3/Afffdh6c97WnXPYAXbacOZ7NW6D2b9Vm7w6OZZckgmSWQjaMxdD1AsNs79N5g\nhsGlAmGGRtIVMTbuGTRbw3K2KEg2LGViTehENoefAST7GnZqVgk4H5FmOnbw0gEDSRlfqTUjAMIC\n07cCrExTwKNXOabFZR7TO1KdbHWBqaA2CKx1DgmkAWTPw9lLmwDiBBR37s/dpcFbzUag2W4jCjNO\nmE+uKaZdGJJ/GEUSmYcmzaMDFVGpmEeQIMRzBaQo0mLWUOwBZTkdT2qbmRrTFK6J20wc6dCYvo2H\ne+Vbzc2Ckr5vej+7AdWouEoez5JR8VHf8XAJTJpEkojCvIxKjmwVI+mwhKmTEgsOj3nIM3QhO6fv\noCgms29Gs+sxTqg8n+OIQANUJIhUP6PZq+0zUaZMJ/KWg0wCcRiGwSS5ZK6b5LFAJSX/MqSrVpN0\naF9igHfPKeK0nKOeAwGUkPJ8ptLIs0aqM2t1ZyvSPq+LvaOakzNLX+07rJqc69iVeidPrGksQ9g6\n/N6bqQHI7x5K3d4KVBZ9SHtfSd9cPw11xKSe2Ccq9gOVd/JgL3L/2ek9L8Re0P1lVK7VzwCWU3uQ\n+wEJYUgaDrFOx820PaIm1vzAD/wAnvKUp+CjP/qj8VVf9VV44hOfCECWQnzVq16F4/GI7//+779h\nAZ1tfLIkUnupq87Qzg19kUIimffhKDiQ3aSRBpJW0hohDUXDK6SWYVKPbbiu7gkql4blUCFS9pCq\nFEkkYkjbJ9bw6uI01lqGSYahYMPXCo9l9pqZkYFWcFgdfLgTiFYBSCYQi4QiT6ux8u4NG0fl3JGG\ns+0eK++y2Zw0yIw+7Fkezs7Pg1KlvXO8wG9vjJViMs2CPAQ1TqoZet+D9NaOtpIGDCC1Jy3oYU68\nAUmLO6tUHRTyud5DfWRemVp9vQOV22c13bP37CE3sHswK0IicWL7Qz7EnR+xd49pJa9P8m9Kz6R7\nwFYSuSRJZNaRHFcpqcPY2dSPSCQBeCPfywxbTmHgDdyWeAAcbAy+ZIavxiVHfrg0Tiz/Jnf4+RYQ\nAwxPg8bZEHhI50QSaXYuDRAzVHYdrra1xQ2YTTLZmbVjiLD6laVDHl8UFza7mzUCLD8lKWSsYIDk\nN9QSLG+cLXNVhrrqC5CtaKSkVDjWOtQA0u7ldLf0KxNrrAMiw9GNIdJFWPyIln2dkR0677GGd712\nSSQi7RKblSDt7eUjqXzJ3M1vyJGsHswJORaGTWCiPtsDxypt3HFLe5HNczkg8tPNBZAA8Igazr7r\nrrvwwAMP4Fu+5Vtw3333lXuf+ImfiJe97GW4++67r3sAL9qudWINJ4DEaN5nGNK2Cs6yaZ1UY5Md\npEbxisJBktBGQFxaSCCXfE/Pyz15ph0WBcclAWSL4Q6VmjStpMJOJKmxcdLZ2SSSSFLpKRhWg/Gi\nBWxJbX7arBdIRJC1SAUkQbJacqya3FVuVx72ikh6sQEGHdq4IAEkkUsoHSK1Mo/h7FT3ICSVpdHd\n+Nu/t3byYWzXhbRzzGBS99yCOFPakLaAJHn+gPek7a/0QSpZ+RkFFIDiu+28+i1XJeq3jnFCU/f8\nLJX7NHgYXz+yMG/uzgNY02WUGM86DtXN7UEO+pCLD19SGc7eDmPnshQ7PE/KTNqV2CVzrheZwpW/\nNYZnDTTYh3ddQmvlYohnGODNvj9dt839JJHKkIHhWtvhfWi03w+JFyAjAaIXSA6TZq7IwDEkkTph\njSs8GkA6TFo8YDzqjQEeuVwj+cnPy4l3FEwv1qR73pFoaWJNDBM7+AFh3snrJEmvntNyzNZDXm6l\nA6L1S0vSzRZlxywJuMH7ljs3CXhbTa8Mq56fZuXfAxkBjzpt1P2udoE3ZDbWCbu/lQ65XpkB4gQW\ni24kos44teXfDGPfZCBZ5xk8PLdrshP5SZ/0SXjDG96AN7/5zfjbv/1bMDMe//jH4wM/8ANvVPgu\n3K5p7WwG+rFOfsAojewsM4QdJNOwNsMRyes53aPyTRLIVgGyJTg89bodGpZlkaPuTRvEZsPZNrkG\ngKybLcPMog8JozXgqENsYOgaYcDSFSTh8AxVa7VK1KtDqx1dF9KknWbVToASRAGMzF6xSUWpwM1J\n2kiIhglQKYdV2lJRMnQ4G1sIRDqn8Tw38rP7AKgx1iaTa1aiLUDql9UK1nJBdDrcxE/OX/nHE2b5\nXFqaCiK3AJlhYUORw+VepbNX6eeKfXs5+N3CY3bwbxk/yu663bcxnWgKRqOea574YP5MylQkkq0l\neIh1s5eWpJIJJmdGyAnQdZoFGhYyk1MWDjWMX2Ug8bVa53BULUUSaRNW8gpEVVI+gmA9D4P6AzyO\nz5Zj9j85Il/HcwBwy6E5OBowXnTkjXvtq7s6CNuXJyAEQsIokRlxtAcEAxvIJKmwIVrUFybLHlIC\nySHXOkgyomPQJ/fKRpFmRJD3w+rpkEI641BIT0eJuQ9luxRy1OUcRlj2yvruNoa+xivlSTVWF9qH\nJ1nshb/pIGjnSAGlCDjiuJlc45UTxTvSD29KYuZeH94uHFy+Nl9fW/z9971dE0Tadscdd+COO+64\n3mG55u304Ww9uCQSLjHaTKrRGiLgkTe9tEZIOS8Nh3jPNsGkAaFKHNshA2MDHYb7Co92XyBy0fOG\ndhCAbGVSTQxpE5teJMl36Pix6HCygB73+r0MhUcrOtGolQJO+kIih0jZxb6kKWOnqJGGkVlWYLH4\ng0kZpUI1mHSAJDURgoCWLImMd2+hcA8Wd5/pwJGQpJEhMRilTf6u1LmIViRLm5J6QInRbc+SxovU\nGpRGKEsaZo3ETq1HdNHNSx6/rBc8ue3aw0NNvKmYvR0ZALIAUgIgDPp66haQkCBxYhNyhMTp8nI2\nmUF1ERcDIFJJJKXh7LSXNq7EBYY8IQAmk8W0W2V9DYuP/M2eFytQboYzd2BxDpJjfM4mZ+RJORIw\nGc4WCF4vAcgMi6vXo9qpLHVrxJ38lfqIhkjcdF0YoCFHjaOuZSWiS/Yw8VNZJudpRkyAqRbhNvhY\n3mNA3kjKfqOwN7q0VFcywn4ljcc0I7sMZ9c0zzCZ/3r9twmp5dJ0Wik9uQ9+Ddk4+x3iwuueSUVD\nKVQJHgUcG2SVNHNP7yl10rbUMY9fqXUzrM/B+c7oc/fef9R2owWn67riG77hG/BXf/VXICK8/OUv\nx/n5Ob71W78Vy7Lglltuwc/+7M/iAz7gA3bf8S5B5MNlu+aJNVkSyexGapPyjtcO47rZZoYmNmvM\nFeKaVhhWKS2kUKj7gQZoXNAOBNJjU4kj6TB2S/Dpe1PItHeqJLIaG+9RSZsCIhiGbsyLgh823WjK\n3wZsakOSmlAA1QDSRZ3yQoIAIUEnxqj0UQZwdACcyCfRMBJAwuzLJYhU+Bx1Ii2UuwBZrtn9zp47\nNNqApKsJoO5mJ9IzVhraCikk0DvgNuJMI73Zs9pgpuMMVn0f4Cq1vGOO3LmY+L0MEHfedWKJk4eG\nWjkEkeRhyI1fhsYsIZtBkEnOsiTyrA0SySyFLMPcFSQ3kkmNG1sCMwNkHFPRyHGkZWoPIDtH/Czg\n0ih6vhy+s5F1bjJE1PttEm+b+EOOx0ncYh73AHBFJ9Z0ZsicxJBKrgNArj2g0ibSuCU1ineUyWk5\nX4xZz/1liRdN/dm5z2jOsEjJ9iIlgGw2lK3QnNIk9RFhtl/dnBdCXSESEFJHlrQ0iAxwdDsmxkYd\nMZSdVC/ctA9V6WNZN5tCwmzlK9eTOU5p0gmKfSJxtHPv7ORhbo79ooohV9hI0t5cgHI7QyqBnO32\n3E4d6NnA/li4+IRwPgy3mb3h67m99rWvRWsNf/AHf4Df/d3fxXd913fhbW97G37sx34MH/dxH4ef\n+qmfwotf/GL8l//yX3bfcZND5DVOrOk91ljtHBV+OkeXAsOMApIGPcoCkoe1UtwMMbRW96VKHx0S\nD80lk/V8CdhsoSsZ56HLEz1dk5j2AEiCTYGE2HJsYO5AX0rtSKlKkHKuBbZbpdqA1lUnssu5TkeO\niSaxdra/i0yaaAiZ0IkMa6UClJAnmGQgQpYgUq8LPCLqIT9HnvRAk/vx4ELAgQjHNsBjOhLgnXST\nUJcKqnRO0nB2M7RWitLYcRWBna1IFlLDbor/20epHKbvvOT+bBursPHx/SouJh6Yv7FRo+GchkYy\ng0xtNMOtSCInM2+rPmSbguPSCAcKKeSi5LR0UnNPhIVkAlazCRMgz+00fFsWeNgMXpPidTWo77N+\nh0gJXbr4ZhvGXBJE2nnApcYJJlLJE2FxA/AIVLOJNSuzxEWCxlbgUuLI73extkAJJknNMmSIPOU4\nQuZFx6iLEzwaVGYYTxK+2imo67F0RPl31Ruu+RsePvb2wernTtLhZ9XBrrpRwErDhB87T3lgk9Ze\nR1AJ9wiQ+9tE9sbpQ2d+yv381TP/aRvBbwqElK5n7vm5/MvD16bmvAQpF8ybZLvRof38z/98fO7n\nfi4A4G//9m/xvu/7vvipn/opH2k+Pz/HbbfdduE7bmqIPNXYuGcqk0S6dECVtRNEkt4jvWcgCeRy\nL1BgJlxKI5d6ty4x9KFoBchDgkYDyrPm0sgMlKRQ6pN1mg2VQ88rQDZuOjsbIANInWzDrcmkmKV7\nvBASrJGea0H1Xjk1kK71RtwQ+pB5ekz0yQ0bDbptoNtgsrlvqrpFZNJI8vuN5N6V1jRMVmWkHrFB\nnqbP6DZ3jwrw0AjHliSRUAV4BEA2fSY/K8GQvGMdEe4BC62R6N02i9yQRErekVZmA1ce/9awm16V\nnBfPw7Z1or0bl24j+Jlbrdm21dwltyM83ghuAXIqdWvb+3X4Ws24tLxSTZsMabeLh7Y1jpdGWJix\nMnQd99BpC5hMcZSkBsXETz5XmCIDyNS3kLQPMBD4UWjM0jOKiUABGxfAINFJUt6sX5l1IwExNt67\nwmFT6WMnrMwqbZQ4seHu1iXeOilAJphcSUBy5RR/kzKcoTGD0dYfvByZu+eTlr95R5Kb/BTQgXZm\nSeULmpk9PTV/5yzu32IAyeQrHQEQ27ygkT5BnCYDTfKkl4cSfopOrsHkTnGLwM22GShm98l9WLu4\n42eH70qtvAHJyT74Cy3k/Oz+x1mKWZhv9PDwzbgty4Kv+Zqvwa/+6q/il3/5lx0gX//61+PHf/zH\n8fu///sXPn9TQ+TJw9malfralRUDJF0aaV0XBUdO5cAkZn5OUBASLBLJACpAWuH34ecWMJmAchnB\n8izc8go2RDbskle2yeXNipbNzmYdJxbKZZ2xzZ0EKoEwtWFQMxbm3oBVf7PLNZlEsrGCJHtMZOmT\n6UCaK0MqvwqNIYX0nTJgxvDtYZREYuiUliMHiA3ugDVIcb8OYefhwzSM7bu+I6k8OEhavkrqEmgk\ngNmQTLpYxFMhtdKYaoUZ6UveEGaOvHA7wR+VMx+Yq1tqKAnIAlWt1PUC4W9sXNklGKT/85AflSX3\nCiyOkiOqEwzcZMvSfAbu7lKHw4QFabAlrYu5H+0tLj0ZfPYhbKpDgiTxlvNZfH8FSZPcUQITdvF2\nSgnKQ/uDflyCxhF896S4ZWjc3n8RcNq1f59IItfGWBQkF2YZ5rch6y7x4wBJkt+7juxkcHTGSBAZ\nkFjVVijFiecZeDZKO5X6IL5tO7w/+/4q0Yu0iOItqg1gkzkkkMwbBUBKmKTjwY1k4h0EJNFJOpca\nB50xhcc85D4OYVt5qfVE4q+d+LR6rF6Pbnypm3/9RuS3s5XK2yJrDPRwHN3ye8Zt1ns11RKkNn4v\nXA9DwJysTXBDtle+8pV48YtfjE/+5E/Gn/3Zn+E1r3kNXvSiF+HXf/3X8bjHPe7CZx92EPmDP/iD\neM1rXoPz83N88zd/M776q7961y+v3dN9zAfl2vKTNe5OMaG7hOQWlVxAppmlAJAkaQJLZVWBESCb\nNGwukVRYXAwcEzS2s+retLbIumNAvoaWr9SIsRbybv4CWNgW/O2KRR5ZCnxaIaE1NQvUBCB5FYA0\nI+at+ao4QPfJRw6RVEHRqxxKcbfxE/EZQEnecJy1kJZaoxFvzvWTYjFhuBeD49kvEXQoM0DSZ2cj\nA2SqTHOd6XqRo74ty4onXRsQhUwCBOhJHh2BMH8jxsZNk2a3Ft2rXC++te/Lyg1FPFvnis37rJKb\nNa4zr5QaOGvQmzbyLQCqDOkWdwg8tiR1zMbEk4mfLH2cT6qRtDedSIYOgfZsoiXDpEHNOCc0fbzD\nRqxwYiZvTMKV47w09uU3k8RxlJ4qSDto4wIonF1f6l/CdmVpWBUcF5M2kkghW5fhWDk3SaNKIAk+\nmcbVszvE/N0GIqPcFrccL7B6cIivzbMR/oCsBIye77ZuI7NokH3RiSJhnuZrrZ+4qj5wIzSVRvj3\na0eMmKWTQ6PUmVJHZrbPAHFbzvYJ6aICzOllIyjaxJoTKMcrOdJmR0uO53+vAOZAae0ekMz9AJMv\nrZ/F4/lOWB+G8GjbbOLW9dx+7ud+Dn//93+PF7zgBbjtttvQWsOv/Mqv4Kd/+qfxwAMP4LGPfeyl\n7zgZIpkZL3vZy/Crv/qr+Od//mdcvXp1c5+I8MY3vvHav0S3Bx54AH/0R3+E17/+9XjHO96BH/7h\nH77Qfz9GBI9RvZGCIEwC5SEmz1wl06WZZykRCzyCXIpgukmlgTOAVOPHFSD1eCYzr5czg0kFyTOd\nZNO0CnWoSBiUQQMAKPUO2SoxFE+s71AS8TrCZgy7JNIknWtz6KQmSyiSKPYIRDpAGlCy/06BQw1D\nvvaoJotLbY6JyrXVP1dUPJSHoYGQg5m/sXqxOKkAyf40YKY1dmZo01YvMsyRsMKh5pOkb9u7SSDg\n+YxNEslbgMzVYTRwsYcU8hokkZs3X+Jtt6IlLyJEvAOSYRh6bG6mIbL4TN9lDWIByEEK15IUrjVd\nlWQzI3v/2qSRsxnb2WYkYDZEbeeaH5AkkpRiWeMwD3eGPcWYudw8T+Q4kfJeh/Dh6yVvJgElfdBD\ny0P9AUcXQeOF/lIZYMhw9toZvTGOXUDySCGRXFUnspGBt8Ilaxp3lvhS4w5rVBcV9Dw+t1DYZveG\n62wmCjQAo8fx9rnRb60phPh9IiA4phM6UOb8LoXC34eYVEgaoWbZobH21xk1H1q+MyscKW9myaRJ\nW2v9YOh9LdsWEnN+tgvShpE2fi+BnQSSzocOiXZ/qPTCo7QLBUZTwu1+ayqE3sY/jIlxst1oSeSz\nnvUsfM3XfA0+4zM+A+fn5/jRH/1RfO3Xfi3uvPNOfNEXfREAWa3we7/3e3ffcTJEvuhFL8L3fM/3\n4NGPfjSe+MQnTpUtr2nG52R73eteh7vuugtf8AVfgH/7t3/DS17ykgv9X/vEGtOJiEo+JPEKFqXs\nbM0YWJsp+kwqsUgV7kYxOutE6nEpIKnSR5NI6lKHy9lyISzErYLLcW9WF9jWVL6mBZFIbZrIcjtQ\nhUuROPbma3CXdbkNILlqMdpvjeAINdlg4CF+qPixGXkGkV7hQNa+Hb9971jdhKRzfAVQSibwSRVU\nDY6bFNIAsuX35gyU9WyzCSmCnFM0GjaMGWlkOSoaAKtAS6OQGo/rtk1eZVgukMsBvRoHIkW9XLdo\n5FFGegn22o0qecuTCzblytw35nzCBmAGyF19M333gYbhbLbyLNLkLI0ch7Sn344knWabXIOkShNN\ncU4OB5z0e3nCTwbIUd+z6vrNpYsXAeVcGiml5coiy4Ouqhu6MutRw6v5wm3DKiyaRDJFTDlG+Uog\nSBkSt/A49Y+UhzQyE7bUa4/26JBReSYQSfI8pP5KyzL6iNYATwV8ATR/n7zNtMa7FipWoGRO6hUt\nJMu541TTFhEXVH/Xv3HInLmePH0fhrA5CysGeByvx8LhYcoFPwV2BMgMkvYCh8dr2DxYO+o6/x1v\nt912G37xF3+xuL31rW+9pncQnygvvfPOO3HnnXfi13/913H77bdf04+cun3DN3wD3vSmN+G1r30t\n3vjGN+Kee+7BX/zFX+z6f8vr/8+T3vuYj5UlGt/2//zl9D6nv4Pj7M5200aetEBYow+t1DbXzSAB\nrt+Yr+08Kp+djXcvwmXjrMDSCFmp0mdh0+xeTAPP/sZ7mwLvh6iUZ+5yb+6+LGIMY72ww1BlAKdt\n0SFYu0qIuk0YUNMlG3czYcI+8zT7c3d9BjQ0YJr+QDRk9To1avnan792+cK7uk1zXWGB0/Lbh7/f\nowAAb3zLOwoIWNx44w/493nbkUCBhrjM75JrCiCZ3HMQSb+RbVOO/oBsIBy+Skk1uG0SxmvwZ1Kp\nHO698xTmWfirlG0PiDTe0nd5HnI/NHlG/tyi5e+h4+pt8awjbkO7uNCNh3fEtg1TLstV+j7zm78T\n43de5y3n84wl+VurWy0x9fnYchqMeQD5GnvloeaDWw4LCMC5iX3z75TfHUD45PscCRnDLdvrqR9O\nETa5Zo64m15bx3R2fcG9E7d/ecUP48P+9//jZP83zOM/ewAAIABJREFUanvr//fv7/Y7Hvc+/8N1\nCMn+1i73Itu//Mu/4NnPfvYNA0gAeL/3ez981md9Fg6HAz7yIz8St956K97ylrfcsN+zjfxvgqB0\neVnnZ+zZRmUdDab4o/r6VDMagOZ73lDkl44B9/enH8q3Lwm7+dtuGflSjbchhagAYhWD6l57qPld\nuXLNtWqtmGf7EKBL/ctetZiisYsGziqcqPdq73Xy5bFdmEm2jeOmcS/H7XBeBqyLdoz7Ddm2L97J\nhnJvoBQqD02e4e2RJ9fRLmzTFOlewAvX54v/CjmR9uxvYX9bfu/W3xh4v89DeMYctdPObfP+eLF9\nYBKFlz62+dFTthm0Td1qTVvOra7dvHunAtvL1zcYIPe2i6NqWy/vhTPiY/LMiQEYw8LbXLb36PT6\n4m32BcP1pnczJPZ4nZ/xBni8Hu4VaabVrXGP8u+esNPy8JguMq709K7sN3o7OaY+9mM/9t3Sdzxl\n+7RP+zS89KUvxXd8x3fgH//xH/GOd7zjwplBb/jSrzvpvU/9JelR/NGXft2mnvbqPTMM0vleZWz+\nCT787PsV03WUc3Nvg5+Nm11fEf1IomjcLJD12npYNaCc/Ndr/UMNdHYGOuh+dgY6HNytFfez6jf5\no8MZWvazHMDUZNiadLHAci1SS/eTrxHuSNePfp9HASC87R0Plm+yD/J6hzcpFwA8gIY/x8Cxdzx4\ntePB8xXvvNrx4NUVD56vePBqxzvPV/z7VXVXtwevruou9995Nc7lWfHz0Hl3M0++Tu+SJl01VXPw\nc7vX0nP5Xvj1jy55M6U/tvc9p4/5n0+7P+o7bu6N4dGTF93zMQCA/+21f1YMPG9N1Ni9ifmaybVN\ntjk0MetzpsO8ZuLnrLV0HvfMIPlZG5+J95w1kb08dOyyr3K8eux4Zz6uds146LjioSO7X9vDjxzP\n1+5G0M+W0fxQNlHUStgOJ7jXIU+aDmPnI5EMk870Iu34P/4nkWK86f/9d9F7VMm76UDW64vcRVLv\nbq5DOXSasR2etvOYwQ/voGcdyOI/5dOLCOw02My+OFmEY1OFnp7zNfmF24Lcrlojdmybql1k94tW\nuPmwxz4KRMCb3/YgbDi6wSb7xDD1aL5M0mDiNlwTOrCuAK+yukJffed0Lnsfruf37DleV1mRbhU3\nu+bZtbup/3WV1ensPF2fKo2ks7OT/N3o7UZPrLke2zXpRD7rWc/CU5/6VNxzzz1Fina9ts/5nM/B\n7/3e7+HJT34yeu+47777Lvydaw1ClgpagzcOgfhmaZfcSZ1NRwzQFUkauf3GYo6nVZ220Q+o3keW\nPur4lVlFYT3KtTi4rp32yizDUTJAx2C9hkKoDEFTsjkZlW8MayU6U7FMWpkmLXkohb6BVoNF031k\nBUhWSOQ4Jwaj6TLcphPZwNTTfYtoqYzPrTaeSm4SNI4wufuMnB9Xafivroyra8fVLr9l+7EDR5bJ\nBN74sSrXMzZ2LiWfaVp6+sPX5m2U9BsJofuXIKkcFSDjPDJk7htwyifadYBlDbkv2o7VLfztw2WK\nP8tv6pIl7p4/7QkrH3pteo5udgXVv4dE9cS6/lZnduPUZmeLmbE0Uh01MWcvqyg17xzINAiSgHAa\ncGEZUDb3gF7xz0xglvx6de04Xzn2LvnAjkeDIs0nBkzd1RrkPM/OdglnXiKwk6whr3mL1ExOJ9FB\n9AkpAPJknppiXWb/UpoQtllpB5ud07HupDYNZbO8byodMXSfdTxT/iv5hwI8DABZwpeB0GDS8tq4\nlb6gVsKST3QSC8MNwBf1mBSWvWq+hnZ0SL4s/yepde28Xdzoe3ByXa6Fz9U70j6G0+NYdTRzvHeo\nFRGNX3vA1muPSYkGhbLZuhSpaonyn8u0h4miESTNMANeisoTpx31POZ2Dl+av17LKtkDq5yvajeD\nVpDp8fcFoBVsOv1rl3ttAdoqsNuWkyHy4bKdOOvjP3TbhcgnPOEJBeCYGefn5/jCL/xCPOpRj8Lj\nHvc4tNbK/Xd3djYAvPjFLz7d8zVSJBFFQdjA5Og5XwwtLFllIJndDCVvQDEZBJ8NORpcUC53UZtq\neAvqzoESOmNW4VICR2qahbymY1+OawDc6N6nSoO3u8GkHbvCZF/BrLYkSeARCRptWcPSQAEDRAKd\nDCQhMMndf31Nk6IiWVJN6RU5D/cGf+5dzteVFSAVHBUYKiTILNNVodGBwN4YrbqnX6R1yh8GjVRn\nWG7AsZy3zT0oDpYhd8qGkRnWZLiEUvMEhkkxDpAli28r2gqHtY+B+Hx3ssbGcm4xSaLxZI9Qesob\nSWukuxi3diZMYfBlFNneoautM4FkqSB3l4czTIo7q3vApLozFBy754XjWsHR8sZRgdF0YlfmzZBS\nnmATIAkFgZh4I0DJvrJLBUiSWc6w4lpnhzMqINoazRfuzfKx5ik/wldHBRBQzHHuYUZ8l0XuUF16\nHiHtzDStE3L4R4gqlbDn4Xpkv+acA+CJz+Utm5xdtIwp/IzVf7kcqp1xuLi+3e4ZeKV6unrVdqkW\nsE04CCmdFB6J3VSQqGKHBBSAu8n7WWFbcz8l8E7g6KHmXOZtuYjtd0Lrcm/U5EMRMAk1SeBFL8Fk\nrgnWaBCxIkKuD5DAJClMMq3itqobNTFhRx3cGmjtYeKg95sOIm+GbRci77zzzpPc8nYjpJPX9feI\nvDe2gclxS3mNQKXxTGVNjgqKZuMuwDEfY8cokUxAV85TQ+sVJowbMxCItAIjVHqt6LWPhD7NvrYW\nx4HHIAh5N8ParEbMFSDb6gUW62qthFRyKlHs5Rp6becKi9QVIoGQRLLaSpdqa5REFjE/D8P8CbCs\nps9Drvkda+eQQq5bKeQ5M448kUJikEJahkjgOBoyntpAdPMdkyHbdG4SyUVnqW+kPwkgs9XOHtOq\na0Pn9Gjv4WiQsV8sNo37xCNNLsyuY7Z5OZor8u9RKYtbgdXOiSyWFMDc3Gp3QGN8ZFdJZUuAE1JI\nVqCUe+LO3JCzWXQqZBj6XEEySyIzVI6TsQK2kiQSJoUcJu50iQufsEWQ9ag7S1NKCICEsYatHyhf\n3DROlhYdtpn0USTg0n4v/WLAtPj0yWM8SiLTdyHy45ghsk11AhxksjTb88JuHlSEcYDkkh9tFagx\nj87ysrlxosyJwDHq0HjAywpnj+Nx8lsb12HRgQzTsy1n77GsWP0p30/umUnSzIasIzwKkOy5yBfR\nsOf8c9iDCG96nNClMLNJJV1KkuBREzsvBVsj2irOVUC0Z8JcYVLHgMUGXq3daZCleBt4XUBtBVaT\nPuqx2/Hmg8ibIbi7EPnAAw+8B4PxLm6nMqTVA0qNqa3cPT/53VD9kQyQA0jEUPV2x4Xn2rsr8Khh\nTWXYHWwYmK1CVkgwKZmLMFuB2Kn9QXveKEOqKeShbJNCoikRdhvGzkPXUdl1k0xqcDvZMYa7u0oi\nBSCbV5zH1LpnYKwTJUa3we/kuWMPgLz6/7P3rrHaJVW973/Us2hAEcUIqFuPl4TgB1QSFDWIF0AS\nJN1pbkl/MCdCwMglSjDegkbTUUn8QDonpj2JN4zBHJOddNo2tkEiZns5aoh6POAtngMcIArxhths\n2L2eGudDjct/1Kz5rLW6+8V3uXuu93lnVc2ac9as62+OMarmpLasUqdp0GeI40wLkMw6MOoHAiRD\nje0gSZLJ1SLYczgwACOkWULSLoipQEZZNxvwOtWTWW7CUs3C2kCtE/PwvMeS1s6Ewh0gB8TUY5la\nS42mVCw/NTeW2kFAjn1BJG5pNIRUaddwG5Ti+Vx9XVXaaf2VdWEFjeeuwp4lkwyQneuKJnwUiaRE\nvWoBjwMqjzbQi47xj/2u55JYuZskj2BVNkskDcAbYukplaHujjgNCGlkz7pyLHXfwBhVCpnL3qw3\nAau10w2uD7Lf9Y46UkHSCs68rGkajZO6TEuDneJ9ItWVdf8/NQhkmx8/Lf7TG4Mjos/OfpzNPHZy\nwbtB71fN7wAZkljPEysvfqRmtd+lkc2HGNWExwKOLIGkHLUIGm7v6LS4tbUqefSbQ8aQYtqVcfMh\njBh3O9pJLqBwaWQuNjqAcgCmyBHaTc3t0sjeIH1Aphz7pu+LcvHMvcm2T8fEmIe7Xdom8nnPex7e\n/OY34/nPf/7y+H333Ycf+qEfwnvf+95HLHEXbdJ2Gto2ZsQvHcVV7gUaWG0ffpIsbuwjJ6njBixd\nGknwmO5tWgMegaTKeHM0WxjJlA6JJKV8jDCbdFT4CS8KSNpPAiD7GNl7Hw32eCSA1JAojgHf1doM\nj+RGAqVLL7v4G78GRLp69uI9CkTu7c+74lPnJo3siv/R+2QDB5wrSBpJam2QNJJGQYZyf7HIb/TK\nRqW9/HqKqbLzc30tFsoGEmJ9L5J+0SGBVIxBBXC7WB9sPX8Q7wfqAaj1zq/N7WCul5tVBhZxWxsI\nEdXN82eu35YOB0ixgdbHKLV7jI8vqZPQ+Kb7yJkNNKbUaBxTk06OeuJSSAvHgEkAKYEMU4c+vWD0\nfNHQBMiwHzSw6r2CVleJr9b4F2wcNqWPl4CjqR0HPDpUaMlfyrXxrxk4KkkbLd+KBLIvVN1tfCs+\n4RKh6h71raqyU0WfILXaVnDYDEra4qVEwlkf1Lu1IQUjkISHISSTXpXdfInT4gDma1fWPl3iWqfA\nMuvTPmAuM0Kn+i6eeALJkgd+0dSEhSrb8r0bgGsA5ABERHuXkK43StkYOpRMjQ0m7YEdUDe8jqyL\nwy8EkL5vkYlqLzgBkEHA+XGJMX4cvVGbJLIb6NtLkhwNHptpvYYEUru5OwPjwWwg+5BC+sSd1iHr\n0rlpt2s9seYTn/hELK+jqvjd3/1d3H777Xja0562iXs8HnH//fff8Nnbm+2qNCi1Mexf4nIXjs5x\ngkefQLD5LUAyVNghrUQCpI0Ymm027hmgZG+30fFZBO/kJE7wB9fxVuYjDN1Tyqg+ukPRdI+eqyNF\nGT07ADtXyXja4cpB0WFxhsiEy2EP5j82XmeIDNCwnm7srFOjfQAjxWfYVEWos3kCRZk8oT6pxqUx\nbhepMXiWZk4jQJlY43tXc9NEm3BfAJP+KT9VjO8VW1bH3srNh1IfVKBpmyVzeuMZNEbqMabJBlhm\nGNhKT0YgH/fBeV5AWupVs+xE7P6Z2g7E94gHRObXQLwAciIN22kXw6toM8qqbjjcAa4Cd1V3kUIe\nV9JIoMxY7g6PuYZot3rIdoReb7qaOlGFytHKtaccBnBgHuE11yzdGINysYkEQvrYZMz+ZUg8ECiO\nrLKJcS6NJMO6o6V9Xv9yDyizXYwyTGnW8DfYgtubZ6kmPHwsQNJ90ZkL1RY6lwbgBEiha5RLwD8+\nkNC0SIDvdH5OJFTWxyl9t3p/zQnwF6X69JtNJ7fX3U75G9L5kM6Ol5jalgkeZdRBNYDs7Of8gbc9\nfjBUgETdK1qVPPrEuDksRKHN2mxH1v4OWrl+gCNM6mhQ6TApvUF7H0Dp9pBuehXfoN3N3ke3h7jt\nQuS///u/45nPfCb+9V//NcLe+MY34o1vfOPuxV7wghc8sqm7YLusTaREfTcowxYTN2GLS0cnMAWW\nGdkEjKtZ2yxxLHAhUibW8NqQY3C2lo18mRP2IMHNo9eewzpIEYxZazWtPsILn2Y3GDuF6R4MHsUa\nt6kf5Bj9R0gykBLJAYYVLPM3pE5d+ibcVbQzRO7B4gyZFx0/9m7q7LR726gvtf56qPKoM7fn8n50\nXuczZ2fz5Jqq1l6prs8mmDwzaXrvKJMfu48AMBUVJAa17uWKnMHvVUfpAZQaAg/53DgSaio8etsK\ncBSJewIoEAlKz0YaqRo2j6H6tLocX0OxY9w+si1UmBQMmHRojAf3nGIJJEyya0r0fLFgCWRfmDpo\nqns7AyTZDlpex8AfADleCFKKbJ8KjHId0HPsFbhW/ZfCJ9RYHoY/oaBIIFu1iQQBJfth9c1V1wmO\nU/3n+rQYrblv8XJdQtOJbp2vWoByPobsq4PjZIBlgSOxNDA8BkARbRJQRt9DN52fdvaL3Qv2zErq\ndj/o9TjqM2eE38f7UGufafbB8TQeYthEes0vNGuSR10D5LR3jcCUwen2jt8GgfzGddrsDrtIC3cR\nufVTvtKCX0MNGgcoJkTGrzegH00C2QtAwlYMCS1ZJ4nkNZDs8dYvjvIfvu1C5FOe8hS8/e1vxx//\n8R8DAO6880685CUvwVd+5Vdu4h4OBzzlKU/BHXfcceNSutguyZB0QtnBO4YVVJ46V6eAspzPnvra\nIbHRvgBjgiPbUAIo/VjstIYVc3JFbfB2xIPF9Fq+zA88bXwP8TPGaCG2j4auAujRiPAYPd8Mj7Ox\n/oDF0WEdxaWPPSSURRqJnJ193hkeKyCyFAQ74XHu5M+JNbqxi3ywY6iz+/jWb9pFItWTXhT8Ji6S\n0rIicVws7bMDjwf/XJ+tJTnckhApGDN5ddhrCjDK0NwdAySsS08b96jAOUBGfsAlGvYoMzyWujEB\nY4QRXBIhthhLJsmlbznuZUeviGeA5utbtntFqVwFEhMmc9xwaEyVtjo0atpHevT/0fOlgifWzFLJ\n8wkmc/KJSR871cXYkwTZobFb/vU0ITtOOMJ5tgK41lLy2JDQmJJJbKSSIZHsY53CWNqn59JNIYkM\nkFy1M8r+qfuJMrfKJZLq7Ie67Q6wDme1pw6wjCYgDqJZt9QkleVy3hdSeACzX8tfVjdb1QJ4fMmb\nR+JkblgCbLJIF+WOCpVuwuL9fdd1ysoDCQOkEqzyL2fue76k6YgmQLpK2+9hEkeFpDTQ2qwaRIYa\nvHeSRtrP1dgBkUO1LdKgrRNIDmDUfqhhbrvfr58k8jow70mbyBe96EV40YteBAB4//vfj+/+7u/G\n13/9139aEnap7YoUWSSXUtovyoELLhsaA4zOYG8dyDJD293WSYhgUmMvADIkLQvMpfRnp8kPNAGo\nhyhSCkn3KhN75nMcIONnEkm3hZTRttMucIyKOb5rSh/hoEgAKcARDo8dXQTHUGmP6zFEMgSuILFb\nT9stvWWgm/wFIrtu14csUsiFPaR6CWlUnT0Js/t5eR9WY+d3ktfSyDOzj4SlQ5DvCmOyhdokJy/m\ncVDV7q91UI3qQ3k41GpWuZgiwZKSCRrFB0WEW8I9tjbVq710xADve93I/uu5TH00uSYvkKpehsSY\nkc0q7bCPNHV2zMzeqrTnZX5ihrb/VMdMcquPReU7/Vx9PcZJHWZf0wjuk2lOdU0qwEFH02RoXEoi\nyY0m8a13GEzC3UgQce323mLZ89eduKwcOMTbCUu2JjhbPttOBN05y9ul1ycRr19KAElqcK+rLKmP\nFxh6EPPPdbT6dx4i7ptjx8gG5cNLdvTLVhhV+CS0nk9qE2ey/+87mefPHeVHPOdtYpsQv64mCFOK\nEyBTXx1qbb9RF3i7DENMu/mYSMrAmDb3/nN4hKuuTc2NVmEyl6AjSeQ1o8j9F4CbZ7v0xJq3ve1t\nNzAZD227qiTSAQ6ojXEc3MTOzm95MT+lqq63E2uAlEROkslFeAVKSyjW5sCycdRt2QcAgC027tDK\naxvms02jGLot6Oy/owUfC7SCoDGkjwaPqcaWkEIeCSwzLEHSn3tAZAXBzv4FULrqbQOdBJIDIreL\nSleV9phc46pst420cb3WkVkSuQeOFLayg2RwPDukKvusDQmaqI7Zug6R0WdrvmC4WtgHKhq3vYaE\nNEV5/BwnxQC6fauwRyVQjkcfYQyNImOJHy/MDWqsIIIHcw+f0j6i+QBWZ14PyeIkcaSlfBJ8Rtyu\nLdYA7TGxZlsflsv7lJcMnmAz9iGJxBYkQwoJ1LWZHSzt6Y5ALLnj6zeWn5IUEgaIqmhN1pJIcx9C\nAomwVfOFxg89S+vYqW15fSH/RmXPRcX1zmhusENKvf0+Xuf4fC77GRp5jF2gJL0Cjf+9q2IJpKtr\nd4GSpQabdO1JIPn5pajR58k7ISyQSCGlOe/lmOjwCLuWN31/YTE8DQhcgYgIwSXlxwyQXMemK0yp\nkrwwgGoM6WePeNpcm0XwqA0poBg9qzJIqu1ZRS0daBpSRyhJI8ld1jS++Zns2m1X+kDk/fffj7e/\n/e34yEc+guPxuIzzO7/zO49Iwi61XZYieTSTGrS8xurta3Ur65EKOAY0bOERcgE0FvdOencSeRIy\nNwck16sUGWYrfN/yyLY2pFpX4jowt4n0Xsziqo2GvPeOqYvYqSyJBI4i6NrHXureF84uksiQimRY\nBcotPHY6N47rkCD5otIrgORPt3Udg/meTaTRGsEU/6heNLKHJHU3q7ZXtpFnNsFGgZBKHb2fBlKC\n5J2/5Fpws0kT0VrmixV8Gcinqp+wmNXTwxo9J/uB8XxpByYhYZ7rbrHZ9DhakgulgJhHQ+KzOmbW\nyTIet6i0ATOdqEv+PNhdhd2X60OGlHohhfT61qmuJUgSPHqTaiMew2OMv7Pelgok6p8oDibZKhJI\ni69LWLRrOINbXfL6hZYwcbRMDXgMdz5XssJ6pJbgDQMISQTJNzGNujpfhWtLvPxMt2SkG9eWjRQy\nwgG6VwXKks8zTM51ktM3BcbzTSDpj8wwGYBbbs7X14DdKDsrIMWYVNPUZXwJvsdNmjQm1Xg+d3rk\nDUCSf5k0EsyUGTS2VFY+4OhnEiCHW/mtSm1yjQhiDWIxFXfApBbJIxqrrXVII8vHMAxMr6Ek8jqk\n9tIQeffdd+MNb3gDRARPfepTccstt2ziXHaiyyO1XVkS2aYTdhoDH5fpuG6Op8QxYRJryeOOP0Cy\njRs6QK7yc63cW3PvzhEf8WOGdgVXzgZ+g+SGnvDoXVjEE1RJJJw50xYybSINJiE4ThJI//mVXRLJ\ng3MBytkNH7yrKpE/1eaLQz9IkPDgMReUTrvIIVU6dygAgYHnUiGtQW5CwJhrRNbf5hvRAYz8G8v7\nnNnPhI2I1ziCx3lyhM/OzUWY69jIz5ADrcHwJGXw/8X+H9W0AmOzetvE+4MRbwgifbDRSAkvy5KT\npRIUi9sOxsCmikb2kCNou8j4uEaFxE5xOxrO1OGuhyrwQbJ/DJjkF4z5CzZFCkmfPlRSBzuExf2s\n6KyhuFrbKnDCpLW1AxXg8JtKs9kC7AZ+LJVUGZN3fBHypRQSMibkwEFTcOgJhyxpjB7By6uEE8YF\nHEmUOoOk0DW8EsQ84yVIZnoYHv2OOsX32pb1/jRQEtFupJNJV9ttft45VgXJfJK5i842tey149qR\nm2pL/6h3AYpsn1kOsySS+wGfdFf6gRMAWUFSpkAPasiaoPBJoW7P7mEJlBgVER7W0sZjgscqkVRI\nS1BUA8UCkBSmXafE3vxbvwbJvTRE3nXXXfjqr/5q/NZv/Rae+tSn3sg0XXq79OxsH/7mgb5GutQx\nt/3iYz55QsShYQLGBTyy5LFIdhzommzTQc+ySfOpQAoab+YyJtYUSSgKNOde7azRgGXV04SWwCWQ\nIw8TIs0tMkkhhwr7GBCZEkiHytGJ6S5E5ufX5uNV4rh3/EjgeD6tA5hLuORkiZg0gVkSaZI2YVV2\nVWdn/ch6wp80bG2WQrbFLO2GputXCYWWJVy6OOQxCC56pYAtB8j9QSzqhZXxHkCmVHLEb01owA9i\n8NtnUiIdCNh3iWQc8wFPFYc4eZqBPS/j489pMNl1kkKa6ptlFef+2UOeSHOcJJE8oYbcvtB4/dyh\n1UGDCZdGDl4clUpI+ihuAtB1FvAM+LP8OviLg9jwbZNWlsDIE2gwFhkvUsg0ZQN/TNltNAPYIj+p\nDFWrv1QcksQJRRKqCzNIIuPN7qgTXmfiGL+iwK6U4CXhrkAJAfyzsAyTEWAXiUOUnhPefHw/5sC4\nsJNKeKwNMFovA527rX900SR/AtGf10Fk27cbSNq9CfEyTxcASdOQ4kIRpvUcLtMESoNFT7fCNAXR\nERk4pt19gUgDSARADre4m5efM6HHkE4qPcX12HbeW26q7dIQ+cEPfhB33XXXTQOQAPZHur243nvN\n5xGs7YJmOafS1gYaRSpAbiSRNkA4ODowEljuSSJXYKlzmjYPPu1I8jmr1FOlrQGQ2bDJrZ0GNRsR\nvTMWLAAywbEXt02oUZdCCs5NCumLjkOlQOQWCM32bPf4Gi5d9egQeYx1IrFQW9ZPvuWbOw13BNAu\n1W1RpthIIZvwLG2cWHR8SCNdMrnqWFR1gAEBZBNXbeVLyqruBLCZ279spILNwAMD03zcWYVtz+wv\nVl5FJJcj8YWRC1Cu0qO5n80VYu/q17jEGHxSKjXZR8KrcK9+AIqO7qpvwVjOxyWRRQrZp+V9pmV+\nqE5mfUkgZmmkSyJhAFNgMtqXBEiauaa1L5MudoJF2vtgfqC9nzsD41BxD1tIEFC6JKp3gjoqK/9P\n5/Bp837HYxD3oIgd6/tFuSpLy2aAZFMBP3fUe7VuiaFxhKuFI8L1BExKSdRDGdvnIWS+lt+ztjnZ\n3i/yKV9IRIaqO7ogy0SVlEQ6r3scXxooQBLU/oTzmsaY+YnmPCoPqChX8fHDy9rc/kLgjUOBlCSK\nLylHEKmatpHuNoljuAkiRQdA6o5N5ITEj25X3C4NkV/+5V+Of/iHf7iRabnydukv1jhARetcwKRk\nwKVAUjLu8os1DI0Ejz4IMzwybM7fzt7eexsmc+O+CD5F4GtFptSTs0ALwBaYdLFjB8Fji/MAgkip\n6usaZgAJIcmj4rxIInOJkfPZ1qxvgTHcPQfzAEb39+1A72rK+JwdqSkZKGPiBDQnYVgeqWWehE0k\nlXOAFdtC1hnZe5NsHB7HMj/N1Nne7Wf/rWYreVAMSZQNAs0gPfm2QltIBUBwI74clGX+3H7iWvZD\nSh958XReO7LZGnFs+B9JwMhMVU8PqhR5kkIrlXUzQBy11FXYdUZ2J0j0STSjCrtfcIYR70xHOICs\nB4slfXaX+JnsIrcmFZZ+SIyJvTE4CuoHjVFcgluuAAAgAElEQVQkQj64OxiqjrztalJG1ZT6+qRY\ngss9qDwAtm5k3n8A+sg8t4mct2UoBc4DdICR84ea6Yumzew4MNXT6foBjIpYdohhMuooUpnO8BRu\nktydhkktY8QjuXHXLpQ3y7tF/ngWMeBaO45nRq4xKjz+EGgi88m7dc75REAhNyXOK2fccOQbr6au\nTq7q+Zp+r19eqOF36aMDoU2gCT/DI8frk98AMveXKIebaOunEnyTbJeGyB/+4R/G937v9+JlL3sZ\nnvGMZ9zINF1+u2qph5Qt/ZvreEPmcO48CotJQqEBwQyNrNabv1BTF/qe4DEYUqbnXPhLui7hF8T9\nQM+whQWXRmK80flIp2Y11sUkFgr/BJ3adXTxq9JHU2dDQgLJMDmAMuHmFETyd4pZ8jgP5r7sCvtj\n8CdgOBIYpBSySiITTKhfovJikIyZ+wGWFSZbs6V9ZEcS6faQJokc6in/Au545gMcHAZYNXF19hhS\nhGbVUPHG3gGuSFwW7Svhkey34rnomSXbAGATa5oCBpICjPoydZIBAgSQfePOF4XyHmmitXisQadY\nrguJVGkPFXaHz9D2TjEBsi9hsizvQ/VuZQ/Jkl7VAS+hZrR86JFweyhWYzdbhsclhLaWcsCk5AtA\nAcZxAwybx7z8YVShUHEHrBLIuuBGcHXbrLnqzN1ROaJpg8ij/IojWYo7oGcCSK0gJA6P9kI63A4s\n9Pq9kky6GYgBmxCo5bNI9V4hT+Z+3BiP0rS9YkrvkdJce9nzNHKrUri0WwMehx1w3kvtuv7d7axP\nfo316iCe7oVmPo9FQhF5bI2fJJDst7BOonDfi/tnUCRI3IAlA2TfJvEm33be3W6q7dIQ+Qd/8Af4\nrM/6LDzzmc/E05/+dDz5yU9Ga20T79M5O/uqE3nG+qfWAE8AoizCPF7pN6xVOggs7SBjgfGFenv6\nBdDRbOlNRzJJFOmJTsDmdGwQbb3HBJJx3XgDd5j07sdidLUEa1zLbQOVfp32LIF0gBz7VgDyaJ2O\nmk3k/Dm5rZ/B8YK45j5qgmP5zWEEky6BDJtI6nAD/mUqd/OvZmRvpZD5mcMBj61MsglDebtxN8lT\nSgPHGpFDwCwFJAtzAZsB2PN7DCzr9hWDnQw5z7gfFt8HH7EFwwavAwgJhQrZb+VA5mNKKcuuC//Y\ntzZSk8v2kPraJY4KdJpEw2EdLIUc/q7juQIeTTp9dFX2cXrJmOpJ774wPUvDaUyDwpe3SXgUku6D\nTTsTHBfA6HaQTUwqa+r9lFTqmCRD9ZSh0cGSVeUOktqyPI6hd5+6knBI8Ws5tneef/pQYgmqUZYa\ncXgM5ZeDUmfNHS+RdC+XRDpMKodNMClWP1UlVL8IKdrcv/ohjTvNk7p52+bFNhZ3v5ujmklQztxo\nTvS50im/ulr7d4i2Iw0S9pAeHkZMnq/LLmBKqCcoM5j8eUwNJFGeIeuYH1B42RAIYg2QModhqK9n\nkIywa7Zd9eXtP2K7NETef//9EBF80Rd9ER544AE88MADmzif7tnZS7XtMp5HXwDYDJMnQHIjGfRB\negZEsntc2ke69HETXuExoU5qGq/onjv6hFO+T/QkdigHjWGvNddmG9VERscbAGkdhhyXksiASjBA\nOjx2s4l028gWA+4MkcdZGtm3IHnUGRxr/Bzwze/qSDUJkyKX9ulk84YhAekg6VKSFbCZWJPQGO6W\nwHUQ7C7tUybV+Oxst4tTMUAxeFBFVzGAHNDogDe9H3jB+oUCaEafmwMCDyJCdSmqiyRMWpXOX8uX\nrjYMNGMglJBOZDKgDpLVfjDKNMpGi4QSDo8QxKxsZFhZF3JSaY8B02whkWtFQrZS6dm9mlRTXmIi\n/S5ZtZ/kJKMOSViBVyQFr9cYADnBpNu9NlWTZqPUR5c2BjCSexwXxNqiQH7T2M7Tnq3+qBrrSnst\nKGylvkROhZgZijbqWvX6JAkQlA1RUz17kBCyB5AeLnRGgqPXd5L8RV10aWWCYYIRNQbaEUJGZhSA\ndnecU1vhYpih3J22uIVL7eh+8cyaeWeJC0mkUj7AZPRRF7NeKJ0+zAw4bCF59HFFR/m7R+k5PLmc\nte5htvOmoOiQWDvSgBAVGGOiDMMk6FgBS7/G9dquA/deGiLf//7338BkPLTtyszqUCWn/dzJJXhx\ng88IW9tHpPRxByAZNH1ZHxqRN5LJKUH03CVRU9wpbPO8EvcrMLnMtoSNSKzSuUEGDSjwWKWQakv4\npDRySNWOYQeZkkiHSrWOkyEy1IUEfAyKOTt2Or4Xv09uB0tNgHT4jHUieRDjjhIOkLReJJs3EDyW\n72c7KMqpiTVDInmUsdJbZ4jUAekuERQCyTFw+FBqXXsMyj5YIPK6FPW2MmzeRRiUQ5VN0Ayr5mrQ\n40In423KO0qHutpap5cCLdDfRMETZOY1IBkwPWy8BIyJNSxV7ug4M5U2gAkWe5FIzj83cSjfV9cE\nXYdhf7ZumdmQNpIOj2hDJtQAs0nQCpAS0Yo/wBEOAxqDPoczXMLcPjlnE27VgASRCKmeIJfBCXbQ\n0ZdwfQln1gfvgoY0jBbNj+t6u8pRVEud9Yk0FSDdHfXT7Ro3MJngGHCm/hUWVHBkv1GbpzPSjAqS\n9PjklhouO8frLp7ZuSshToPOAr6nc4BZEum2ofaCqzmT3/NTyV9vPqWHM2FO8LLzQEBvXIeuXXhJ\nG8byXw6Ddfa2kGRyA5Pw8E7uDH90e2S3Ky02DgDH4xHvfve78YEPfAC33HILvviLvxjPetazbkTa\nLtyuvsRPjn4XgeTl/Vu1tUuadgHS4YLdpOYOmGx0U7pfDRNyXiU++6eePU7nV0SNDjd7FaGOWMCf\n2BjQeCSpiaDLcZqZ3ckeshWYPDeVtsPBeQAgg90WGllCeSznVJgskkxWk+6oTo86JEKzOjtU2sgs\nAVDKkyVz9Ws12JU+HnxtyKLWHjApRnssiewKNBUc1KSRk0TSoQ2ZxKDHhDZkP7scwXwQpmczP4Mj\nTxryKjgWGyeQtAEM0228qrkEr0iRi7nBgLrWBlAX9TUAXwOSpYvdJI7d4FHDb1+ssTgHe6bz3us9\nL/h1ewHJX5VMjgF6SNbH87okUo3dBgZot9V1BKGeFgZIyQkz3ctYERNhVEf+AznBxuvogco1JUyC\ng6vRAV/mL760A8iQRAJmtUISaWiBiZD0MUh6vSld0Dju0jB+yXEb0dUWAifnCXsuBkhXAYqnD3m/\nDUzS8XHSDJc26zkITfMhCCYTJBeb0PXBeZB5swLHzbOTowLjcAXPaQ0/WrqLJNLNHwAzKxnhLWCS\n60fWk/JQU4L5uOaDT2CbAdFnQqY4DuRc0FbKAZaWooBKq7BIYOSPZIiff822/1QTawDgvvvuw+te\n9zp8+MMfLuFf+IVfiLvvvhu33XbbI5q4izY5bG0y1xFrfJla8SzZkzhn9o/I7I9FpFsjeGzbmdnF\nVrLR3n7SNvFSUjhuOKe7iITKg6xAEcs4cybITvjUW0wzA7k7oz9VxMLjY6jf+WH3mNo1Q/VsgBdS\nqcm/Ac0TcYu6u9Msb1eVBlA6ONIECfUxhUYsH0VMn5SCXol6E4Jf+GCcg2tEjT29aORl0NTjCw2C\n218ZaugaNCJeuEX1kUybh3OaBiiiPEu8A8EBU8eXMTi8vKh4vvrfCaA0mEfnmeca7zGxELvbYOUt\nAElE8ZeAbkv+9IjLNo5bWNzCoy6kkJn+8rPru6TNJzr4N4/z28dqJpI1TICwWWxIqaUMIggIdBtL\nUcSXcOox0DE6z8W1/iUkjOeLOjmDl+esv2QKzMZRoq+QeN5S/FQo+9sMSw6CaX6hkW6vPyMaVVhC\nPE71Rdt4Tpfmo3alD8W/CZPiv+y2BNadfMzVF3im9HCr91cmZR3vDHZ1du/cNWAxtureACRgEm7Z\nnF/cOiZrqnaTGpsJgr2IVcmi76UCJBgwFRKfYJq2S9bD/4jtOghOLw2Rv/d7v4eXvexleOpTn4q3\nvOUt+Iqv+Ar03vE3f/M3uPvuu/Hyl78c73rXu/Cc5zznRqa3bIfHbb+as9rEJgAdHmvxpew2rVEW\nbWIVNzqJQ4McxPb2awe0Q4McDkA7jP0h9/Fr++6QRBZIJMib9rITvoTCGQ4tji6PpV/njJig9Chn\n6Digi//Owq1ygOIAlTb9Bn2MpWXq7+JN627el1g2vAQAssfHofQUfwmb/TrdyDttgG3husoADlPX\nt65o0tGODef+xDJUNWKXESAkjqoIsM2v7PRYKJ0nAznYbCSMXlrCk3tSJV4WPxf+LWCRquNmoKS8\nd1/x+/kMJXFdB2ele6YkMyVuHleKdKzcNZ7fvvRjLwkMmr4/R8fBbwKpkuyiup7gcZZkU94XKWRI\nI8dzq5kaqHrLy8F89SyOQAn0Lj3avmi4u5YOFYxkXR4LoCOW8etdYq6cs2A30ZT4ZCgZA7bYeRf5\ntfgFMalF84XAJxnxmqDenrTUJ6sz4nVHANu3CRY9n8JqiF7mwi817p7fJeuIvK3lcuGxE7C4wrP9\nOrDyb3HO/Wfow0wGYxWHA1DcDePFtMl4KRGdrKyQZeqdXr6HmkPSHfU7el2xfVY8d2e/XOMkLDrL\nUicWbrKTxFBfO2AWVfgGNudMsly7CYmt34RpmrdLQ+SP//iP40u+5Evw7ne/G5/92Z9djr3uda/D\n13zN1+AnfuIncP/99z/iidzb2mMvB5EuEvH4Xl23m1V/2YaxvxwWpFTx4PsESXfD93484h0s3mHj\nDp1WwGCCm3BCL4DLLUxyb5bX2HRD4jk1A2NeL3Nj+BkgVQ7o0qCYoBEJjwGQka4TPe1qm/lttT8B\nluOXcDniVeBxYMmTddPfzHCZ8Vzl7EBhINkMQMRnUitEOuQICBmmCQZE+g3Guof05ZRjp6WJKkjO\nn4H0jWGjNYmJGao5wecgsC/rODSmynoGN69+5Qab3NnZIjFZ++InBEwCzGtw5vfpqQlQWmpxOLQY\nKAVQTsn1spMKjxUmsZngE+DYExrdv11o3IZPtye0Udluu8k/zt6N1LrAUFUZe/y5FKLeq2kJ/CUF\nli+2KoKrhVWHBqCqhlkCvvATQGIBkL6YA6ugI02abbK0qzlTlPJGUlrbBpXvw6MdExkAVWCR4m+O\nTfm56qjmbvVUZxbjEJk3yOKU9Jbe9tLHDqIEjQMUG0C/bZj4XilPNPPD3nzy7qZ9WQPkHL4Pj8o+\nqxsSnTxDZCfQtE8ekntMPrJPGugF6uybn9Nu6u3SEPknf/In+NEf/dENQALAE5/4RLz61a/GW97y\nlkc0cRdth8c99lLxNpLICRG8gsp8rJLDzjFUCeTu77D9tepPCeXZkFqegMjcr2BxHY8lldzlxAtl\n5EAFSYZL5etGoze3QeTRpZBIkKzSyUMFy+K24WhDJqXECjxeJkICpXVTE1h69CxWjYGVwbH4y/n1\nuu6OgbEPyVN8Q7wrjqaoHE899IfC02dtFFWVASO95ez0zp/i62XmcLHD6ymJ5JekHDRtZq+l99Do\nSzpCC6EvJJI+2Ho57Q+XF/fTnh4frRgew4bS7k/CwgDhhNpqbhJlq2MIEQP6GE8IOMfzm82ioE6w\nmiSOs8lEAUkHSB/zusMRmUMISSAnt42nMXD7AyVASsn/LfAQ3F9QHiZgHPljcNd9MkoP2VGqsycI\nZKliOQ5Ka5FQguJmvnfN9lRnWW/blV2iwqOmWy3zWuRPAmCbYLFRXgU8ct6CzTQk0n8xd2zXs9gv\nh+xhHZ7Gs1UwnHvn3TDxsHHdM3Q0A8gikZQVUPp1U4Uf5ZZJpfFifsoVQM7Q6C8IQmH+4mB9SQAk\ngCJZdIikxrUHkiGF9Fna188m8ngNknwlm8hTE1lEBA8++ODDTtBVtsMlJZGe7hF/ooccYYvbK7B6\nZd2JKyCI3EgZXfJ4SNtHgsdZrT1g8iyPFRELEKPmEhZruOyEzyNsgckITnCcIXE+jsgRN9J2tXVL\naESLsA04IiWSDI8JtpfZJjV1liKixPjYAiRZVlfhcO3nC2xA0u9so/OQ9LA6GzjaANFsFroYQAp8\nMfdcj0VVxhdpNFV9m2VntM4krupsjWeOEpRc21HF1hUUX34olyGKyTIBdRVSci+75XVKkwTU0wok\nTb8yw1sA+zrhQgJH9TuKYUjdhh2l5NI2ns2KodNTGRNBgUlNTdJHZXAkm1o6Nsa3qsrOtxCqKw6Q\nswiSvIIpa+0ZS/5LhSNWiK+kkVCFf5mIJZIDtJXk4OOcmOGLBETsAOUGMLlc/XybrOJQXSSRXm78\n4jY9v2gNaCY9Hc+kBpRUd6b8YnhsBIgMnnl+wiRlS+kbZ7Dk0izhlyFL71EtboXycXzXL9UPuOpa\nEyQhIX1MyaRGeTXIsLsWugf5xy2FnoxhcAWQGcYSx3QzSHo+qT2/ma3M4OhQSH6BgaRJIKF9SCMt\nbkDpNdr+U6mzv+7rvg6/8Au/gNe+9rV4whOeUI59/OMfx8///M/ja7/2ax/xBJ7aLq/ObhSf32Yw\njXDe2SPeeuosMUznq11e0iaSQLIAZEgjh2o7oLGor9ke8mDppp7P3LIEyMvBZRVPbGGyNGaZIHIT\nl8MTIrsDpO1VWroNHjtI8ij+nGYLySBJ26o5nWpio7i0BOQzTACIHMDyPaFevYBmpdWaDqouLllJ\nkBw2Z13GQH2MAcJz0ZezsNnFhwkibe2+4wSO8fWdAj00OFu6ePAJyR7N3nWwzEXDJ3gkmMy6hQ1A\nOhCUspjym08r70tCaV3ApBg8ts7AKWXQK8lRG6wcTIBYNaTbytTNlnPpbay7CADLNUY5jyeIXC2M\nHursTnUBVqYwUNgsJQN2REZFfsR+Yb+HzISQynJO2628bgIISaQCQ1pO03x94O02kKckcUelbcne\nA8pQbyPt3biuRDoYIKPfrXUnYNL7N4KaPSC8CB4b5afHnSWRkW+o+1WYak2Ze/b6ttVUlFQjc34z\nKJJN8RQHAIZOaDyb20CGLeTiF+ert3OzOx1vO1May9NFLxZQ6W0PW2i0Eg+4ZCllAqTSLGvk2Ks+\nPo+Gpf6Jw4DHsa/SyGsg1pu2vc+N3kzbpSHyx37sx/At3/IteMYznoE3vOENePrTnw4A+Ku/+ivc\nfffd+NCHPoSf/dmfvWEJXW1XU2frmIhDFdDF33PF1BLWS5yQKBBcyqGhta0Ku23U2Wu19oDHM4JK\nV2ebSGRPIrkAzHpsJ34ZYk/DoS7irOK7u8sBRzRTYQ8JZIdLHA8Ej7THLImkZ5q3PWgjxNM5ng/c\n0/F8Q2YonEAS1R7Sbessat5V816RLHWVpgRwCAwg+5jQkZ8jtDVc0KxDJHBsMn6qOIREEnWWudKS\nRpogk1IwzjOJAWcs6SGxJmBAZAAkfw+bjk0Da4LEQ9hoHNpIHyFF+thccki0mOkhlTilJMpex0Dl\ny2ZoHxIs2LV92SFfMHm1gP0SHHWGRit7Vmkr2UZa3YjnngHSBus5i0K9uAHJCfC9HHaaEF9foaa+\nNunjRsI0fJslfnTH5jHSeQoo6+OxtJHtd7mdbvnRgMPTgJEuhxVW8Tssep2dgTE/AuD5ysdQriWW\nRZk2c8v0HAh+ioAo3spd1N8olVfimOdllUiaJsPdO5AJAGfWyw4JpJB7lkaubCK1tnGuGqVQsgKn\nEQTZtcLHiAqNJb8cJK3MfeWAeWwuC4mH5DHBMeCRANIlktua9Oj2cLdLQ+Rzn/tc3HPPPXj961+P\nH/iBHyjHvuALvgC/9mu/huc973mPeAJPbZdWZ5ttYbvllqh0FQpzZfthB8QVtCHfbGoFjrAZGptP\npjmQCttnatOEm3awCTdbu0iPmwCIC2DyCmGwsJpLACoQbt0jXg7KUjoIBQIeZ4CMCTYbeEzTbpdE\nVgkob5foAAo8Ls6ajs9QyNHKNQpITnFJNBGwYhdIgICt30gACeBoRCS+nor589N9AyK1CXr39f9M\ntapIiCn7nFDTPQ2MkD5AYqhum+pQ8QIVHH0AdTtJmYCRoCUvvl8wy9IrEDCAI9wGdQGUNnj7II/y\njuWpqAlQwCRedYDrOgC6Ozz6HrBP8aGAeOTtChx1As6IxzCZcDkSZpJRya6nrFFI2clP5NLGApIE\nRgXCdwokxmVorOcYq/9oDvK53BHZRDogIq+/mpUNgtmEoPHcDJTUdDJ9JWxrquIgFt/a5uqnGM80\nw6L52+oYUOr3LLWM871cvA8gcEwIymcoEl/J8HgGKpCI4vUA3tMi3J6XjfztxDG/z0H6aM9AUV+v\nJti4mUFKJKWWH5W5i6VTjU0gGS/uM1QyQGo5nvm4hcf4gf29jOUJjj2OFYnkNZRE/qdSZwPAbbfd\nhm//9m/Hn/7pn+J973sfVBVf+qVfimc961l4zGMec6PSuLtddokfV2eHJLLzW8vYa2c4tHALU23w\nb29q91V/81NLG1V2gcqUQIZ6m4DRbSCr3ySRrrcrUDjB4CZMLjwnPk2VRo4FBIs/Ou/ayGfQ9HgM\nkZ0lkgGWsvEr8hcguRk+F9sGGCuo1IFJ47hO57G0USOuH8sTMi+0nE9RymDnedUVkA6bPZpPFmsZ\nAnD1NXTAojo4tpRE+kLkACooAgEvOh2L5/WfbV5Fmg/0DmSNJTNCgzCHJTyKXUwuKC6NzFp3ig4Y\nMalGUe9DIDDWIAG0k2SO4003VpEorE7Q44NV86V2JEEp83hAfwFJHerpAuwTROoUJwByBkcDrnG8\nJp7NJLlJD39KIN3eryHLhJGa84MuGbfvyPUm48s5Bg9eXF3TZg5eNjyJRkcCl5NoMMW3RMjU/3Dd\n0Ord1hevLv6cnlQxiDJoYgBkONxIGid43IPLKCsQKLqf+sjuT8FsxeWwCSOUUkAIJB0Qs64a8Ple\nJj8qXJ4ZXCY4MkAuYNLLN67h4wXVw6l81i2boHIGR90HSoWEFLL+WLW9gsntT+awa7b9p5tYAwBn\nZ2d49rOfjWc/+9k3Ij1X2i5rEykmwjg89haDQAfJyR3QaJ+cUB0DlasXex/X6uNzfLCPGLeYNCOp\n1m5tMdHmgLSLPISEsthB8rqS0hYwiB1wvCxE+kAlRZrGQ83oFLfQWEBrPu5fPwhwlAqTEJJAcpfX\nwiYyQNIBVbZp29sqMF7OXTu+HXvIGDC0nOsH8hyt+enAoHkvX1bGF8Quiadfs4FpAEkfNpQGk0d/\nEQDKDNYBA+lPW0iyLbNtFL/EoJSQhSUwzvu1xGveu4SibpsqF4PspPIsUGhg0gDxNQw70JrGZQpA\nzredQHKEDdJRd4KfZcRJaa5LkhkoKYzizcDJEkjtWR5RRVxcNaV5BkjOMs739FeVdjT3nU1jP0jI\nAbIuap4vlV0RPvFBvtg4EvBYhs4qblDr5kk3J1jx5CaTR8izkTxuQLJKGnf9dB2fWOMTtGLCFlC+\nXOWSR//udLcXBUR4LQeXYM59QnT3DJLA3HuSe8QZ6c3Wd7DZ2c1KdDUje7Pkj/oLGkue7SHUM5wJ\neex9QfNTgLjd17zT0nFe/NuA4qnfQ65t/zHbtZZEvvKVr8RlPyvI2y/+4i8+rARdZbv87Owh0Rvq\n7G4gOUBRAxbnsLEXFaALtCukDZCEDWLjbdLV2bKxiQTZQyJU2K7mPlS3SyLd3c5CDa/zyHChGxfH\nARKQuCHPAHmZOABBpCzAcXRdEYYMSykkT67x4Wa76Y77VGiFR1I68WBO+cFXqn4t57hnBaJxLkHk\neF/RIfWzN0yGHp+A08RU2d1sIUVwbIhva3Pa5s53HZ6DFYCQELk9pHoYEkgCJuGDrmyP2cEcYLYb\nDzNFAgx6fsIVl0gKQUgrCbQrztBFDpacaJwWT29pYonYiFxsCQMC5/1sKrDaEzgqhjrby3dKV+TH\nXHATQMr0y7Ja/CIHpJ7AZaKeC+P4SEOqJh0oPTGuzgZLH73sivRxC4sFKK1sQflfym9KrGyDtjEX\ndWEpiXQ4BKm4yT9LLRud53EFZVI/FBILtfsXtsI0wOOKBAxwe4DlORUKqFTG2BIwyCDJkkUHRwor\n5eMqbIdPejb2Q1MrYb9hE5nDyaYY4iEqSG7A0oFRd8CR4nS+S3Rgq19KGZXC9iWRR9svq9Kj28PY\ndiHyl3/5lx/SBT+tEHnJiTX+Cnl43C0JiT0ljtqPO+G5F+3QbvBoOkkRQLVv14QMtfXOWpHTF2xY\nlQ37sU1kfE/7BBSq7B+b3dnNY2pUUgDoFFD24k+IPAZE8t5V2BUce+kCt5LI9ehRe4G1pHErfSv+\nAC6KpwmJGab1uhQnwgtUwgZijp/w0DtGXeyaj6aACsOjSQcNIFsXHGUA5FEkYI6SlO6pSMueBuvC\nZAQSQEKksNvApC7zQ7AifP2dEV+3bmOSnJxs9U18MPV7iA+e5G5A6w6Eua0GuloPtOQfLxWTkrYc\nqxgIOyosbo4vIJLjluVr6Bei0As2bhW5JmaqtT2/oslP+RGAYhIyypTR7qQu5RPpkzFZa6WODsgx\ngNxMuAHZ09me7etCpR1ZoFtwJDvZcijO2R7fwuAMkogXonIci7hc/zHsaLti2DdHvR1xuuVx1xEv\n8yY4cQOS3L/ms5eWHT1jM7BkYEwIrG6vz2fDiCMgMb5MYwDp0kkHR56hHe5osySfFn6KLKtZ0pg1\njwEyobJvjsEm9IzPfm4bTZ2TENDYZ6nkEVpg8njtIPJaz87+qq/6KvzFX/wFnvzkJ+O2227DS1/6\nUjz/+c/HLbdc0g7x07BdXp1tNpGPvaUA44DEI7S3hMmjQeTxCO1iUkiJGaFutB2zQxWQJsP+caPC\nToljqq63UOkSyAqVZwl/S7V2dS9BU9LOsOq4qIcmgtiClhR4THA0qeMEkcOkWbYAqQmNamEzUDom\nQGeQvNqm7KL0UVBA4xxv+LTEXYMk32+CSsrIwQcaeQMo3CgypJGmTtYJJrsoWs8JLkeTQjYfIX1z\nIJrC8pjUEYtAI6JLOgI+LnRvbSNlLkUTZyAAACAASURBVLLMyhN9dyYu7qEOmAYhcQ+12dnjRt2+\nC7286jy2hSPVyWUIXFxnligWfzm+AEYsANLrhGVIvIR4mqgtsotbg7dzz2/Ps7CH9CZeyjivWR5T\nNeI5PLYSS+IkV2dHOmagRKo9Z6DM+MhJNxbHoTFRQ8qM63FtBT9DhmddpioMoMLiDIThxwoYTx3z\nZ6H6afnCpmshxbVncNCMZxTvK6iBLEpotAU2CWCdTfagBSJFbfkejWsczNZ3vARWYPSXszIjGxUk\n+VeKQL30EotrM6oSSC/JWfIYfoWtnCDRaXR/zunNa3zaMM3OqlTSwLEnUKoeY17Dddr6NUjuLkT+\n+Z//Od73vvfhnnvuwT333INbb70VT3jCE/DiF78YL3nJS/Dt3/7t+IzP+IxPZ1o321WX+GmPvSVh\nsR+hx54AeTSYPBxNZS0GmkdIlyGFPEq85Ii92IhiM6lmnqW9Wt4nZ2Avvloz20QGANoM5lNAWfwN\nQv5y3gRFo0+r0FgBUtJNx7t1JJ3i+W/Ak9hkGgPJAMoqeVRf3sYlqwaUy20BCDMozp4ZHutzVlCs\n0sk8wNfdk05y2qoKx/MHsFE7lpUZAkodA1a3vYxBOgexIZGc1chJEy7ByRFVQiQ0gaPkaT7K8zWX\nEi26XwXIuMRmq0OK1nLhza7jn05jaITfC2Pw60As8+Pn6qrwBZvym28d9kYlmVkXRh0hgPTwjWSR\nZsFTWIx5BJRxbQV8+u4G7AgmmQNZuhjlFHVigvq5bHbKCFZHrQAMeNLG0dOW6myvC1uJJJTqSoFF\nS4JGVR11jQApTBgCVD1N7lSwxHakT0pd9ucGtkB4kBMwKVWl7ccOi7ij3uRENk8H9VoQDI1M2ohm\nfU6AnEqBOdmkjVn0/MqNcM/SR1uFN9TXHtdtIv2P4ZEB0npgep4Kj+kmaWSpSRIPkkZDVTI5Hm9t\nF9kDJkfdavTW1cM/fqrqRsuIr9X0qsJW7ZDuauwhlZRrBpHHa0CRJyfWfNmXfRne9KY34U1vehM+\n+tGP4t5778U999yD7/iO70BrDS984Qvxkpe8BLfddhue9KQnfbrSHNtlbSJNfJOSyOMB2o/Q4xHo\nbcDkoRlYGjw2gfSjmVII5GhMczQGE39VkoDGtlFfV9tIxPe0fTFxcofU0tTa7Qy00jMYFCXcdVmc\nFXDyuQ6UPJEi99ktsMSEQXG8KVaQzD3ZRKrtJcExoNGlbtE1mv2fPweP97twckEAQe7wVHwp/QiB\nY+61DO4BmgSXM0huzjHJTnnr1rEuYbcicY4Ql0aKoot9PYLgUUBG/uJwWPcBgaIZDkIRm4FsPoqf\ne7eBTg5NGME0SDNouj8ujhj7N9uqDx+skKpRzzkhqBwAqbGXNr6qMVjFbQ3FoFI3N2QpcZahxZ1g\nU+mYQyBLHAtMIiESSOkku8sseYOhuK6n+8RYUcoRWX4BMNH0pRzzs0s5WMEEtCgFRpSEIzXwc2AC\nJgmjA4VmnQizAAPOcWxP7T0S2+CyKn8GjWOcPH6uqONUN4e/AqEvtD0D4R5YHmQtiXR75CPlD0tn\nPWPVzp+yfPxWABm5riVw5JmBUpR3tSh3iDzApZAJkp62s0hvXsPzuUgctQLkLI2kp4T3KSPJUZGQ\nrXGEqWZYUWV7WIwbDJNmKrACR3f7BFmaCBvw2DvEbCDVobKb1Oeabdd6Ys28PeUpT8FrXvMavOY1\nr8G//du/4Td/8zdxzz334Hu+53vwmte8Bt/0Td+El770pXjd6153I9NbtsuvE9kAHYuN6/GYUsdj\ngx7bgMajDH9rAzBtETltMmCzjTqoAuhxvCkqRocxJtXIZBO5toMsM7MX9pC+vE8sNi6jORebRwvb\nQqUANpEFJ+IHwaDwD+0nieQGGFO17RJK9gdEujtgkuHRwVRsDBVgcp/aViC5am4Bk6kvhHuLepG6\ncCVflTjWPadD+X865msUBkB6mA+cBnAKt6FygNQcEFEhoYnYO4JJoJpWSVTj6pASPWI+gg+/BkEk\nQHEJHCN8uhYBRcl4Gls0M7psMkWtEkil62rsmw9QPhCJRD479IRAj8vDAY+hLqCPbACXoFjjBFjy\ndckd4dN1oBgvoIqEx4BXku9ssmpWYUvCkteTCbT2Jkaq5eUs/UrYcXjM+tx1VNoVDAbM+RJN6nWC\ngJMgM6AowsbjtgATfxACSc6JAKq8Ziv5si9NTEBkkDwRV2pc2HP6Oq1CZSjeiKOej/rpk2yy7W0L\nOPoUF05Q3AS/FUDm7wAkRNLkmoPZRNa/6doq+RJywS8TnQ3cX/8cGr2WeX0DJNsDWJVtADnBZIKk\n20USRHZ3dwi5lSSRLIVUPaZEcjlK/M+7Pfjgg3jVq16FD3zgA/jUpz6FH/mRH8Gtt94KAPjVX/1V\n/MzP/Az+8A//8OQ1rrzEDwA88YlPxB133IE77rgD733ve/F93/d9eMc73oF3vetdn1aIbJdcJ3Is\n8TMWGx+SyCP0eD4A8tgMEgXajr62+PjynEOjIF5iXAqpR2vsgmoHOS/rU8JyWZ+NWnvaD2lkzlgW\npwPzK9PCBJFyURzvCri/Uoe3Co4zbPGEGpZCuiF5QqOFyxgcYyYjvBOp+zG4WoeMkGXsF+pOX5DQ\nWOMwCKxOXgLinhQromg5h8/N+DFKG0CSWgs5IPbo9HOgdglcHTQl4HDApIzlOETzW9cer1kH7CBI\ngzYDZGMgpSyX+G8LjgCmuNvBfpnH8zbdbzvYJlTy8jMNo25BEQAZg9d2ET4UFbTtoYtwHwgLDAIB\nkEiIzLYyQWScs/D7gBn3lHKPfHkyaJuyqcITrFmnSnJEms6jonFOUZf60sSWuC21PgfOozps+PUI\nINWBlQByA5wEmZYGiH+zeYBah9vnZS1QuyHP5Ob6UiSxAZMXSx438IiUNrLkcY477qs4It2ZGrXi\nS3VuATCd6zb1I+6P59T4yfRbAyS5zS5SbHw6YJZEJsiuoBKbuBLxS7PyyqU1D/zK8TIW+UGSSCU3\nJoDUYQM5QBLp17SN1Ni7/eMIk5BE5h5FEnm9IPJ4g5P79re/HU9+8pPxK7/yK/iXf/kXPPOZz8St\nt96KP/uzP7v0JOkrQ6Sq4o/+6I/w67/+67j33nvx13/91zgcDvjmb/5m3H777Vd+iIezHR57ydnZ\n0gDRoc4u8DjcQyIp43cOaDf1qvXUAxwZHv3d0hp2QCNJI5cSyQb+Gk1+taaqt9FysfECggGDZuto\nfq2iJ8zgqXTeCiIrOCUkgtxF+mjuIplUlkIyQBpUKiagREohDSBN2IG00UKmtWze/UxdwgyNmCPw\n82kAQ0JghcIRfwJJMDDEiXHTuEb0qxrP4dKdMqAwIAIkffPOm1WH49eawaPN3m7m7jreOxRj77OX\nMQTxdm3JagQaZJubO2SWzzk/C7ZkEZGj6I67RFYeehIYNdTvqcIeIIlYp68p2VrN5Uz7VEfzPt2+\ntuPmGBADYQLj8FRJZ41TJJ10/0iXk0KcRO0RmScbgCSHg2S8ZAjAkkfZOGreZLXkhHE5cHI0bSKB\nssaj19OQLsb5FTjhdZ/CxicmHc4SIN2kwzUixqTlUbgOexq2AHkaCA9xbAuXNX6VRB6t05IOg8nM\nPBdMCmyUMPu/0tb3+qSpObGkNt1boGQVNv/8WmfiY1XiYrr34TH86m5/yax1xlvwqM5k+whyq2Po\nGiZZAhltp8Didh/g2AdMrgBySCENIHuP9FyX7Uars1/xilfg5S9/+bhX73jMYx6Df/7nf8ab3/xm\n3HXXXXjNa15z4TUuBZGf/OQn8c53vhP33nsv7rvvPnz0ox/F4x//eLzwhS/ED/7gD+LWW2/F537u\n5z68p3kI22W/WBOfPXzcLcB5M5W2weS5Q6VAz119bRDZAG06pJLWmoYa+5AQAh2LjO8t5zNPrFlI\nIXlmdn5De0giAxaL/WOFxlRnk9qb1d1lQg5Z6zD80CDJkJTQlWprh0YFA+TYH6c4AY5C92B3vuPG\nPX3UuGzzUTp/eUwXcSJACzhmB7jMJoJL3ick8DVKPLjkZ4YDnTpwqcfmgQU2qB0SHpsKDipo2upz\n2rtOK5094IOIw2P8dtSfS47fD85tk+F7m8EjsZRLrXyA8kk1ru5sMRiZdNIGN5eAxNBuGcIgyV+c\n0RNugMsPG6AcQVRfLgy3uiaSUsgNSPozl+wpsJRAUgHyKsWnk0NLXHpOO+BfrIGBDBxqSLo4wiQm\nL6yP1zA2TXAJpJctJMs4sTYRJ1XXaZqxmm09w+K+fwckW7WJlG7S2WadnaetyfjyGby/1AqBBc1X\n5eGVVQ3S85fgiGlJn5yVPYOk3/uAXk1V5r2i9DMMsV6O9RwnZa48/Gxu7+huh8ccRxwmux8j4UK3\nazb1l0VrT4r4spy6LSTvZwlkrP1sk2r6NZRE3uCJNZ/5mZ8JAPj4xz+OV7ziFbjzzjvxqle9Cm99\n61vxuMc97lLX2IXIf/zHf8Rv/MZv4N5778Vv//Zv4xOf+AQ+7/M+Dy9+8Ytx++2349u+7dse8dnZ\nvXe8+tWvxt/+7d+itYaf+7mfw9Of/vTd+Fde4ueWW6AHk0Cey4BHh8ZzDPe5waMYQIq5obZw9gGj\nIpreG/6VGklp5EaF3YaUkb+fvVzWx8PMLjIm1rh0MaFSi5p6AYyYpJN+zIGT+yhs3SyR1B1/wqJW\ndXbAI0kwYfFRbz2xXPRF4T61aUGmAg3buHnd8iPo2wCAp2MhaeITJm/m4RTq/S7Hmx+RZw9ujtlF\nWjNobILDQXDQBtUxWOQwM04QBVJ9OgIFWTV8JviBJZHLzFuEXKV/ozzajDnFn1IuFJBEAUfFkGKP\ntf/HZCVFSrc4gVln/ROFBor+qUKTRMZ3svtKcsj1gx5rOgYqX5aQcn45QI7IC5CcNg4NKIEDHcHk\nCUjhbRmj1OFtjG5pLLOt7X6zDSSny49HGNlN5kuD4AD7JGXAheJgAOLMMucH7/3HX1faV2lXYByQ\nuIZJBs2Dp6NZRwcBmsYa1opxrmKYkbhUsqvDM+IFoFQY31OexHMp4BNsqk1kBcmAR3G3T2VMdbZf\ne86/ZVgpZ4pnyRVB1GHusUIqT68j+zDJ6u5xLO3mU33t7dbdsLbrM7RdGjmDZEojDSCvIUR+OrYP\nfvCDeOlLX4rXv/71eNrTnoa/+7u/w2tf+1p88pOfxF/+5V/iTW96E9761rfunr8LkZ//+Z8P/zb2\nd33Xd+H222/HN37jN6K1tnfKw97e8Y534IEHHsDv//7v453vfCfe/OY347/+1/+6G//S6mxb4ufw\nuFug56bKPjT08/OESAdIQUJk/FjuqGORbLVlWY9aJJDNv0yzVGsflr+QPvKkGlvqJySMO7BYJ9Jk\nmOyApH8kWZSW6tF9UJylj7Pkkf1HJaBUhkr6DJ8kuMV9YpAgNaGgjtZ7W4zOBAzI54goHF+n0+lW\nuddNhBjr2c9XKjecACKC5sBNhEU4JQwGkb3hcLCZ7wfgoKO8D0D09CGhgkOLbT6g+0DbthBZZjjH\ngJDpEjjzZDytXjqH1bv1usIX28Dj5BarPP4AOuxAe/dBWmnRcsSd/V1D7bm6gWKAZB8gGeE+QK2z\nP59oUY9243IkawRbkKSLWV4tVY7epIGQQMYSTDTkez1dpTGTtC2wVRU8dlJXq9vYkpqWVdw6Einl\nuIXZDVgiOYaUBElAzUZyAJCabSirtDMvKjQ6SF5kA8ngyPDIUspDqzA5ABFDEtmsLnaBNttj1L+D\nFzHMvk/GnkGSYS36LM9w7/tCDQ2SRO5Prhlq7R4w6fc588VpsZ1Ssw1rG/vT0syZKD1g01ewuUeF\nyaLKBmm33A+fxGUSyAkm/VPFam03gHGWRIYK+whXZQ+IvF7bjVZnf+QjH8ELX/hC3H333fjWb/1W\nAMB73vMeAMAHPvAB3HHHHScBEjgBkd2+C/2+970Pd911F+66667dQUbERfeC4/GhF9TjH/94fOxj\nH4Oq4mMf+9iFC5tfSZ2tgvZYk0SeDwmktAGPfYbHApFq9lj5a9qh2uynIX1s8+cPJ3gsn0Esnzkc\nksqq3vaJNSRFnFXWJllMdTWBogwLo1V4vNoz9NgovyuB5B+2UHnEBJAMjta5xpp78E4jB/ZIjlex\nlVrvwm1/QNT5p9n3OdxsQXJ7VS37+ZztNTCFX85P7WvhPxwEvakt3j6mm4wXhm4vEBqDdGNY4eHC\nB90YOIdkM0BP0pzAb50WTryJ5bMmWJak73eCJT6d51CSxmNRKQZ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KHR5Zre0w6cpj/yRi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\nKmxMuq+7cL0lchSupVk3ttH0OMxi2cNs7M7m7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/3VXw2PX3PNNSil4NnPfvZ3+MluvPzO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\n", "text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The plots above show the different ways in which temperature and crime are correlated in time and show strong seasonal effects. We can also plot `Temperature` against `Assaults` directly. The correlation is very apparent, but there's also a clear decreasing trend over time. This suggests that any changes in crime rates need to account for *both* seasonal effects as well as longer-term historical patterns that are reducing crime year-to-year." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = ts[['Temperature','Assault']].resample('M').plot(secondary_y=['Assault'],lw=4)\n", "ax.set_ylabel(u'Temperature (\\N{DEGREE SIGN}F)',fontsize=18)\n", "ax.right_ax.set_ylabel('Assaults',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_ylim((0,100))\n", "plt.axvspan(xmin='2014-3-1',xmax=ts.index.max(),color='k',alpha=.1)\n", "plt.title(u'Assaults, 2001\\N{EN DASH}present',fontsize=24)\n", "plt.autoscale()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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GvPvuQkRFReHJJ/+O22+fAIfDjk6dOuOuu6YIrwUAgwYNwfvvz8OkSbchNjYW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\noQGqqmL//v1G7zIREZk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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Zooming into the last year of data (January 1, 2013 to early April 2014), there's still an obvious seasonality to the assaults that corresponds with the temperature as well. The grey hatching on the right corresponds to the time the gun assault has been in effect -- if the argument that the liberalized gun policies should deter crime, this is where we should see the changes in crime rates (green line). Assaults fell in the coldest part of the winter but have climed again as the temperature recovered." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = ts[['Temperature','Assault']].resample('W').ix['2013-1-1':].plot(secondary_y=['Assault'],lw=4)\n", "ax.set_ylabel(u'Temperature (\\N{DEGREE SIGN}F)',fontsize=18)\n", "ax.right_ax.set_ylabel('Incidents',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "#ax.grid(False,which='minor')\n", "plt.axvspan(xmin='2014-3-1',xmax=ts.index.max(),color='k',alpha=.1)\n", "plt.title(u'Assaults, 2013\\N{EN DASH}present',fontsize=24)\n", "plt.autoscale()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Cu3fvRklJCf7880/hOk3p/8EHH+DTTz+FgYEBlixZghEjRsDf3x8eHh7geR7vvfdevUG/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\n5VklRAdCqxEX39j+ADolncKbxNQeIiIiZykEATGjpUO6egdx2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3rbtm1YvXo12tu7J979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\ncyntvuj4agAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 52 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because the homicides are so much more rare than the assaults, it was difficult to tell whether there was a close correlation. Aggregating the data to a montly level and plotting only murders against temperature, we see there is a pattern here as well." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = ts[['Temperature','Homicide']].resample('M').plot(secondary_y=['Homicide'],lw=4,alpha=.75)\n", "ax.set_ylabel(u'Temperature (\\N{DEGREE SIGN}F)',fontsize=18)\n", "ax.right_ax.set_ylabel('Homicides',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "#ax.set_yticklabels(plt.yticks()[0],range(0,90,10))\n", "plt.axvspan(xmin='2014-3-1',xmax=ts.index.max(),color='k',alpha=.1)\n", "plt.title(u'Homicides, 2001\\N{EN DASH}present',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 53, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Fh7FmzfdgjKFHj55YvHg52rRpg5SUVMybtxDLlq1GdvYmHDlSgKlTH8Lw4SNw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bUU++tpTn63y2+xn4f6/TfMlZRrS/X828q1EGjIv0mU/yLrMBTbT+T5L8L204P8GwzwmAdThMSm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\nAADAIwj/AAAAgEf8H7L+6JhnSkt/AAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Homicides" ] }, { "cell_type": "code", "collapsed": false, "input": [ "ax = ts[['Temperature','Homicide']].resample('W').ix['2013-1-1':].plot(secondary_y=['Homicide'],lw=4,alpha=.75)\n", "ax.set_ylabel(u'Temperature (\\N{DEGREE SIGN}F)',fontsize=18)\n", "ax.right_ax.set_ylabel('Homicides',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "#ax.set_yticklabels(plt.yticks()[0],range(0,90,10))\n", "plt.axvspan(xmin='2014-3-1',xmax=ts.index.max(),color='k',alpha=.1)\n", "plt.title(u'Homicides, 2013\\N{EN DASH}present',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 54, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OQUHB+Prr7/Gvf63CM88sRHl5Gd5441V8882P+OGH/yI/Pw8HDhwAx3GIjo7B\n+vVfomvXLtDr9Vi9+lN88cVmpKScQmHhFTzyyJ8wbNhwTJt2LwCA47gmvWz49+XLBXjttbfx178+\nh7feeg333TcLn3yyHrNmzcU777zZ3m+d26KRfyfZCv4p558QQgghzhifFI4dx3JQ0sq0H3uC/Dzx\nhyFhDu9/9uxvOHz4EH799RgAwGKxoLS0BADQv/8AAICfnx6xsXEAAL3eHwZDQ5+Tk28EAMTHJ6Cw\n8AoyMy+ipKQYM2dOBQDU1lYjPj4BABAREQkA0Go9UFpagmeeWQgvL2/U1tbCYrGAMWazfw3tDdv8\n/QOg1+sBABkZaVizZhU++eQjAAxqtcbh13y9o+DfSZT2QwghhJCrFdHNFw/fltDq4/V6HQCgoqLu\nqvoRExOLHj1CsWDBIlRVVeKDD95DQEAgAPnou9KJE8dx001/wNmzqQgLC0N4eCR69OiJzZu/h0ql\nwtdff46wsDD89NMWcFxDssn+/Xtx+XIB3njjHZSWlmLXru1gjIHnVRCEhiBfq/VAcXEhAODs2VTx\n+Xi+MWElMrI3Zs9+CAMGDEJ6ehpSUk5d1ftwPaHg30k04ZcQQgghnQHHcZg1ay4WLvwL7rzzVlRV\nVWHu3PktBv1Whw8fxNSpU1BXV4s333wXQUFB+OMf/4wpUyZCECyIiorC0qUvis8FAP363YCPPvoA\nDz88C8HBwUhM7I/CwisICwvDhQtp2LDhM9x99z1YvPh5/PjjD4iMjIA17adpvxYt+iuWLVsKo9GA\n+vp6PPvs39ryrenUOGbvPoubMBrNV33V6yiLYMF7Jz9StEf7R+G2XhNsHtNWV+bXkjv00Rnu8Hqo\nj+3PHV4P9bF9uctrcYd+ukMfHeUur8XV/XzjjVcRH98Xt902xe4+Pj5a5Ofno7bW1I49uza8vDTo\n3TvK1d1oEzTh1wlmZrHZTiP/hBBCCCHEHVDajxNMgu0rVwr+CSGEEHI9efrp51zdBdJKNPLvBFuT\nfQGa8EsIIYQQQtwDBf9OMAuU9kMIIYQQQtwXBf9OMNtJ+zFajHbr0xJCCCGEENJRUPDvBJOdkX+B\nCTZLgBJCCCGEENKRUPDvBHs5/wDl/RNCCCGk4ztwYB8eeeQhSdvLLy/Bl19uaPU5z5xJwVtvvWZ3\n+5NP/kXRtm3bVqxc+Z7Dz7FmzSr89tsZSVtxcTFeeWWp3WOOHv0Ff/3rk4r29PQ0HD/esKLxBx+8\ni4sXMxwpwpf7AAAgAElEQVTuR2dA1X6cYC/tB2jI+/dtx74QQgghxH3lVOXhfzn7UVpf1qrj1WoV\nAMBslmYlBHoGYFzYaIT5hto8ztYCXo4u6mVPYmI/JCb2s7v9n/90PMi3paCgAOnp5zFv3iOS9uDg\nYLzwwlK7x9l7Xdu3b0VwcBcMHjwEDz44B88+uwjvv69cx6mzouDfCfYm/AINef+EEEIIIY7Ymb0P\n5YbyNj9vaX0Zdmbvw5y+M2xutzVHsWnb4sXP4+jRwwCAu+++B/Pn/wl/+csfodVqkZOTDaPRiDvv\nnIpt27YgLy8X69Z9gby8XHz22SdYtepTbNjwGdat+xgWi4Dbb78Nc+c+jBtvHInduw/ixIlf8cYb\nr8DHxw8eHh5ISOgLAPj888/w888/geM4TJp0K+67b5akfxs3foFbbpkEoGGk/uTJE6ivr8fSpa/g\n739/Fhs2bMSePbvwwQf/go+PD/z89IiNjUVS0jBkZ2fj0UfnobS0DGPH3oipU+/F999/C41Gi759\n+6Jv337w8PBEWtp5xMb2aZOfQUdHaT9OMDNK+yGEEEKIe9u3by/uumuy+N+3324GAGzbtgU5OdnY\nsmUXfvhhG775ZhPOnk0Fx3EID4/Axo3/QUxMH+TkZOPzzzdj8uQp2LZtizjCXlxcjPfe+yd++GEb\ndu7cB6PRiNraWnH7smVL8eqrb2H16k8RE9MQaGdkXMB//7sV69d/ibVrN2DXrp3IysqU9PfYsSOI\njY0F0DCaHx0dg88++wIeHloAgCAI+Mc/XsHKlWvw8cefwcPDA0DDcxoM9VixYiXWrt2AL7/cgC5d\nuuKOO+7GrFlz0bdvw92KmJg+OHbsl2v5lncoNPLvhOYm9VK5T0IIIYQ46ubwMVeV9mOPNe2nOWPG\nJGPVqk/Fx8uWLQUApKenY/jwEQAAtVqNwYOTkJZ2DgDQr98NAAC9Xo+YmIZA3N/fH/X1jYOfly5l\nIi4u4ffgG3jppZeRn58vbi8uLkJERCQAYNCgIUhJOYmMjHQUFOTj4YcbRvurqqqQk3MJkZFR4nHl\n5WUICgoWH1vPYVVaWgofH18EBgaK5y4pKQIAREfHQKPRQKPRgOdV4jFN73aEhHRBYeHlZt+zzoSC\nfyfQhF9CCCGEtIUw31DMSpje6uP1eh0AoKKirq26hNjYWHzxxQY88sifYTKZcPToL5g+/T7s3Lld\nsp+98uaRkb1w4UIajEYjtFotHnzwASxcuEjc3rVrN1y4kI7o6BicPn0CHMchIiIKvXtHY+XKNQCA\ndes+RUxMnOS8gYFBqKqqgre3NwCA46SJK0FBQaipqUZZWRkCAgJw+vQJhIb2/H1fW3MceDAmiI8r\nKyskFxedHQX/Tmg++KeRf0KuJ4wxmC0CNGpVyzsTQkgHwXGc3Um/t9wyEQcO7Mett/4BJpMJd9xx\ntzji3/QYW//mOA5BQUF47LEncMcdk8BxHKZMuR1du3YV91m6dBmWLHkeOp03/P390bt3NPr0icOw\nYSMwa9ZMGI1G9O/fH126dJH0LSlpKE6fPolu3SbafH6O4/D884vx5z/Pg7e3HxgTEBERZbevffv2\nxdtvv47evaMxZMhQpKScxoIFC1v/proZjrn56lRGo7lNr3qbsyf3IE4Unra5bXDXARgTOlzRfi2u\nzNuaO/TRGe7weqiP7a8tX8+Vslps3p2BeqMFoxK7YXjfbld9TsA93nN36KOj3OW1uEM/3aGPjnKX\n1+IO/fTx0SI/Px+1tfarJTqioCAfb731Gt58c4XdfT7+eBUefPAhaLVaPPfc0xg5cjRuv/2OFs9d\nXl6Ov//9Wbz33ofN7uflpUHv3lHN7uMuaMKvEyjthxDCGMOWw5dQU2eCxSJg3+kCVNXSnT9CCLlW\nunfvgZiYPoo6/015eXnjgQemY9asmQCAiRNvdejc//73WixYsKjlHTsRSvtxAk34JYRcKatDYVnj\nSBtjDFdK6+DrpXVhrwghpHN75JFHm90+c+YDmDnzAafP+9hjT7S2S26LRv6d0NzIP9X5J+T6cOZi\niaKtqAPfdieEEEKaouDfCTThl5Drm9ki4OwlZVm+4op6F/SGEEIIcR4F/06gRb4Iub5dzK9EnUH5\nPVBCI/+EEELcBAX/TqCcf0Kub2cylSk/AFBSaYDg3oXTCCGEXCco+HcC5fwTcv2qqTchI6/S5jaL\nRUB5Fd39I4QQ0vG5rNqPIAiYN28e0tLSwPM8PvroI6hUKsyZMwc8zyMxMRHvv/++zYUoXKW54N8s\nmGEWzFDzVECJkM4oNavM7qqWAFBSWY9AP8927BEhhBDiPJeN/G/btg01NTXYv38/Fi9ejOeffx6L\nFi3C8uXLsXfvXjDG8N1337mqezY1F/wDlPpDSGfFGENKkyo/DAwmXRFqPLIhcA2L19CkX0IIIe7A\nZcG/TqdDRUUFGGOoqKiAVqvF8ePHkZycDACYNGkSduzY4aru2SQP/r3UOsljmvRLSOdUWFaH4vLG\nSb21ukswB51HldcFlPr+CgZGwT8hhBC34LIclVGjRqG+vh5xcXEoKSnBDz/8gL1794rbfXx8UFFR\n4aru2SSf8Out8UKtuTEgoLx/QjqnM5mlksdqfRm0WhUqagCzqgYWvhYlFV4u6h0hhBDiOJeN/L/+\n+usYNWoUzp8/j5MnT2LWrFkwmUzi9qqqKvj7+7uqewoWwQKBCeJjjuPhqZbm91LaDyGdj9kiIDVL\nGvzrvARo1I1fnwJvvi4q/pjMFvzy22UcSb0Mo8ni6u4QQghpBZcF/zU1NfDz8wMABAQEwGw2Y+DA\ngdizZw8AYMuWLWIKUEdgZtI/dGpeBU+Vh6SN0n4I6Xzktf09tDxUGgt4noOKbyhIwGDp9BV/GGP4\ndl8mfjqYiR8PZGLrkWxXd4kQQkgruCzt5+mnn8ZDDz2EMWPGwGQy4dVXX8XgwYMxf/58GI1GJCQk\nYNq0aa7qnoJJMEkea3gNPNTy4J9G/gnpbOS1/aPDvZH+exEyjZqHxWgB4xoGB4orOm/Fnwt5Fcgq\nqITq9zse5y6VYdzAUPh6aV3cM0IIIc5wWfDv7++Pb7/9VtG+e/fu9u+MA+STfdWcClpe+kePgn9C\nOhdbtf2jeuqQfrnh3xo1j/omwX9JRT0Q1t69vPYExrDvVIGiPSOvEgNigl3QI0IIIa1Fi3w5yCxI\n0340vAYeKnnw33lv+RNyPTorq+0f5OcJH5/G7da8/8aR/zp0Ruculdl8bel55S7oDSGEkKtBwb+D\nzLK0HzWvorQfQjo5ecpPYq8g1De5yNeofg/+0VAMoDOW+7QIAvanKEf9ASD7chVN/CWEEDdDwb+D\nTI6M/Jsp+Ceks7hSVovCssbRbo7jkBAZgLom5X3lI/+llfUQhM5V8SflYqndicwWgSGzoNLmNkII\nIR0TBf8Okuf8q3gVPGTVfowCBf+EdBZnLkrLe0Z294Wvlxa15sbRfWvFH2vwbxEYyqs7T/qf2SLg\n4JnLkjaNSiV5fCGvY63HQgghpHkU/DtInvaj4dWU809IJ2Wrtn+/qCAAQL1ZmtqjUfNi8A90rtSf\nE+nFqK5tHNRQqXhMSe4l2Scjr7LT3e0ghJDOjIJ/B8kn/KptBf+U9kNIp6Co7a9RIbqnHgAkq3oD\nvwf/aBr8d45JvwaTBYd/k476D4oJRmKvIHh5aMS2eqMZuUXV7d09QgghrUTBv4PMTFbqk1cr0n5o\n5J+QzuFMpnTUPz4yEOrfJ/fW2Qr+O+HI//HzhZILII1ahWEJXaHiOcSGS1dfp9QfQghxHxT8O8gk\nr/Nva+Sfcv4JcXu19SZkyILZxKhA8d9110HaT53BjCNnCyVtQ+JC4OXZMOLfJyJAsu1CboWkJCoh\nhJCOi4J/B8kn/Gp4NTS8BhzX+BaaLCZYBCp7R4g7S7VR2797kJf4WBH8q3gwThAfl3WCij9Hzl6R\nlPD01KoxNK6r+Di6pz9UqsbvvvJqQ6e46CGEkOsBBf8OUq7wqwbHcfBQaSTtVPGHEPdmq7Y/x3EA\nAIEJigm/PM9BrW4M9t294k91nQnHzxdJ2oYmdIGHtrHKj4dGhYiuvpJ9KPWHEELcAwX/DrKV9gPA\nRt4/Bf+EuCt7tf2tDBYjBCYojtNKMwDdehT80G+XYbY0vkZvTw0Gx4Yo9osO1UseX8il4J8QQtwB\nBf8OUoz8i8G/vNwnBf+EuCtFbf9uDbX9reSTfa00GmmaT1G5e1b8qagx4tSFYknbiMRu0KhVin17\nh/pJHheU1KCqlr7/CCGko6Pg30HykX/N78G/lmr9E9Ip2Krtn9grSPJYnu9vpZIF/yVuOvJ/MKVA\nMl/Bz1uL/r2DbO7r66VF9yBvSVtGHq32SwghHR0F/w6yP/IvS/uhWv+EuKXfMksVtf1jekpTW+wF\n/7xKGvy7Y9pPSUW9osTpqH7dxRKntkTL3p/0vPJr0jdCCCFth4J/B9mq9gPYSvuhkX9C3I3AmKK0\nZWKvIEXgay/th+cFMDReAJRWuV/FnwMpBZIqR4F+nugbGdjMEUCMLO8/+3KVpEoQIYSQjoeCfwfZ\nWuQLUI78GwVTu/WJENI2LuRWoKyqcbSe4zgkxXVR7Fdrshf8c/DybPw6FQSGsir3GQi4UlqLc9ll\nkrYx/buD57lmjwvSe8Lfp/E70CIwZBZQ6g8hhHRkFPw7yF61H0XOv9l9/uATQgDGGH5JvSJpS4gM\ngJ+3VrFvncV+Oo+/Xlr2t7jCfSb97jtdIHncJcALMWH+dvZuxHGcIvWHSn4SQkjHRsG/g2zV+Qeo\n2g8h7i6nsBoFJTWStmHxXW3uW2eyH/wH+Kklj90l7/9yaS0u5ksD9jE3dAfPNT/qbyUv+ZmRV+l2\nKU+EEHI9oeDfQYqcf5W9Ov808k+IOzksG/XvHapHsL/O5r72cv4BwM9XGvx3hIo/JXWlOFeabjdd\nCQBSMqSLmoWG+KBXdz87eyv1DPGBp7bxtdcbzcgtqna+sy2wCBakl11EdlVum5+bEEKuJ+qWdyEA\njfwT0tHUGczYczIfZVUGDO4TglgH0lTkrpTVIkuWoz4swfaoP2C/2g8A+HlLa+G7euQ/r7oAX6f/\nAIEJ8NJ4YXbCDMX3ldki4Owlaa5/UlwXcUVjR/A8h96hfvitSaWgC3kVCJetAHy1fsrcjosVWQCA\nkT2GYmi3QW16fkIIuV7QyL+DHF3ky0jBPyHXXJ3BjK92peN0RjFyCqvwn30XkXXZ+YmmR2Sj/qEh\nPugZ4mP/eZsZ+ff2kn6dllbVwyIoVwNuL2dL08TViGtNtbhYnqXYJyOvAvXGxu82nYcavXo4Pupv\nZWu136aVg65WralWDPwBILUkrc3OTQgh1xsK/h1kb5EvKvVJSPsymCzYvCcDhWXSQPynQ5dQW+94\nta2yKgPOZUvr0tvL9QcaJgY3N/LPqxi8dY2Tfl1d8afSUCV9bKxS7JMiW9E4ITKw2br+9kR194Oq\nyXHl1YY2vfNRK7voqre4z2RqQgjpaCj4d4BFsIgjaADAczx4ruGtU+b808g/IdeKyWzB13syUFBc\no9hWU2fCll+yHR5xPnauULJvsF6HXqH2R72NggkWZr+GvUkwIVjvKWlzZd5/jalW9lj6nlXXmRRl\nOROjmq/rb49Wo0KELM2nLav+yL9XTRaznT0JIYS0hIJ/B5hlf/BVvErMiaWRf0Lah9ki4Nt9mcgt\ntD+ZNCOvAifTi1s8V029CacvSie6Dk3o0myFm+ZSfgBr8C+dKOzKvP9qWbAvvxhIzSqVXvz469Al\nwPZEZ0coSn7mtmXwL/1etTDpgAwhhBDHUfDvAJNs4S4N33hrX17n32gx0R8lQtqYRRDw/YFMxeTc\nbkHe6B7sLWnbdSIPxeXNB+q/ni+CxdL4e+rrpUV8RECzxzRXMQdoSA0Mko38uyr4N1lMioC56cUA\nYwxnZCk//XoFOTXRV663bK5AQUkNqmrb5k6owaw8jzwVkxBCiGMo+HeAstJPY1UPnuMlFwAMDEYL\nrfJLSFsRGMNPhy4pRpJD/HW458beuG1EJLSaxt9Ji0XA9wezYLbYvgg3miw4Ibs7kBTXBSq++a/D\n+mYW+AIavifkaT/XYqGv0sp6fLM3Axt3XcDl0lqb+9SYle3VTUb+L5fWSvrGcRwSIpu/+GmJr5cW\n3YOkF2IZeW2z2q9BsBH80/csIYS0CgX/DjAL0rSfpiP/AJX7JORaERjDf49k45ysHGWgnyfuvSka\nOg81Anw9cMuQMMn24vI67DmZb/OcpzJKJBVuPLVq9O8d1GJfWh75V+b8l1Ya2rTiT0WNEV/sSMeF\n3ApkXa7EVzvTUVuvHAGvNirnRNSa68S7kmcypaP+vXr4wdtTozjGWfLUn/S8cjt7OsfWyunyO7KE\nEEIcQ8G/A8yyPzJqXlrPmxb6IqTtMcaw83iuYhEqfx8PTL8pWhKs9o0KRHykdLLq8fOFyJBNOjVb\nBBw9VyhpGxQbIrlzYI+80o910r+VSTDDU6uGT5OKP4wxlFW2zfeBwWjB17szUNOkopHBZMHBMwWK\nfeX5/Q19EVBrqmuo7Z8lvZjq16vlix9HxMhKfmZfroLRZH+StKNsDahQ2g8hhLQOBf8OMLUw8q/M\n+6eRf0KuBmMMe07l40RakaTdx0uL6TdFw9dLqzhm/JAw6H2kF+I/H76E6rrGYDnlQjGqm+Shq1U8\nBsWGONQnefDvq5WuB2BNQ7kWk34tgoDv9mfaTCM6kV6M0krpc9hK+wEaKv60VW1/W4L0nvBv8jOw\nCExRUagpg8mC4vI65BfX2E3TAmwPqMjTMQkhhDiGVvh1gPyPjEox8k9pP4S0pYNnLisW4PL21GDG\nTdGKAN/KQ6vCbSMi8PmOdLGKTZ3BjC2HL2Hqjb0hCAz7T0tHyfv1DoKXp2Nfg/JqP35aX1QYGgNb\naxpKkN5TsuDY1Qb/jDFsP5prdxEzxhj2nMzHXcm9xDZbaT9AQ97/mUzpYEZ8RECravvbwnEconvq\ncazJ3ZWUi6WwCAyVNUZU1ppQVWts+HeNEYYmdwV0HmrMnhgHP2/lhZ2tARVK+yGEkNah4N8B8rQf\n6wJfVpT2Q8jVqao1Iq+oBnnFNcgrqlZMZPXUqnHvTdEI9PO0c4YGoSE+GJnYDQdSGoP8zIJK/Hq+\nCKHdfFFU3nhejuMwNK6Lw32Uj/z7aaV17a1pKG096ffI2UKczpBOUPbRaSR3NNJzy5F9pQrhv9fa\nl9f0F/tSU4GL+dIR9sQ2Svmxig6VBv8X8ytwMb/lsp91BjP2nc7H5BGRim2U9kMIIW2Hgn8HyCf8\nqhXBP438E+IogTGUVNQjr6gGuUXVyCuuQUW1/QtmrUaFe2+KRoi/YzXoRyR2w6XLVcgtalwPYM/J\nPIQEeEn2i4sIsHsXwRZbI/9NWe8Qyst9llS2fuT/3KUy7DmZJ31eby0eGN8H3+67KFnsbPfJfDww\nPhY8x9nM+QeAC5eLwFjj3Ihgfx26XkVtf1t6hvjAU6uWpBY5Kj23AmaLoLgTYWtAhUb+CSGkdSjn\n3wFmJiv12ULwTzn/hCjlFFbj6z0ZeG/zaXz681lsO5qN1KzSZgN/jVqFaTf2RrdAL7v7yPEch8kj\nI+HRtPynwFAkG4EfFu/4qD9gY+Tfw7GR/9JKQ7P57PbkFVXjp8OXJG0eGhWmje0NH50G4waESrZd\nLqkRqyLJF/iyulQsrfKTGBV4VbX9beF5Dn3C/R3aV8Vzkuc3miy4mK9Mb7I1oEI5/4QQ0jouHflf\nt24d1q5dCwCoq6vDqVOnsH//fixYsAA8zyMxMRHvv/9+m/9xcpb89nLLI/+U9kNIUxU1Rmz83wXJ\nwlot6RbohZuHhCFUtoiXI/TeWkwYGo7vD2Ta3B7Vww9dAhy/oAAaSmU2pUz7aRiJ9tSq4eOlFScW\nM8ZQXmVAsIN3LgCgrMqAb/ZelLxfHMfhzjG9xPP07OKD2DB/pOU0ltPceyofMT31NoN/o1lAlaEa\nAU3OlyCrkNRWRvfvjpp6EwrL6uDlqYGflwa+Xlr4eWvh56WBn7cWvl5aeHmqsfN4rmRi97lLZYgN\nk1482M75p+CfENJxmEwmzJ07F5cuXYLBYMDf/vY33H777eL2f/7zn/j4448REtJQZGLVqlWIjY11\nSV9dGvzPnj0bs2fPBgA89thjmDdvHl566SUsX74cycnJ+NOf/oTvvvsOd955pyu7qRhhajnnn0b+\nCWnqfHZZs4E/z3PoGuiFniE+CA32RmiI91XXnY+LCEBmQSVSLpYotg2L7+rUuUwWk+R7QMWp4K3x\nUuxjFaz3lFQVKq6odzj4r6034es9GagzSL93Jg4LR0Q36QVH8g09kJ5bIU5wrqwx4pdz+TZHxWvq\nTLDwjQMpvXr4ScqStiVvTw3uTu7t0L7xEQGS4P9CXgWMJotYfpUxZjvnnxb5IoR0IBs2bEBISAjW\nr1+PsrIyDBgwQBL8//rrr1i/fj0GDhzowl426BBpP8eOHUNqairmzZuH48ePIzk5GQAwadIk7Nix\nw8W9s7XCL438E+KMS5erJI89NCr06qHHmBt6YMbNMVgw7QY8OL4Pxg0MRWyYf5ssOAUANw/uiQBf\n6cV592BvhHXxsXOEbbWylB+d2lNR8rfp94Ry0q9jef9mi4CvdqQrSneO6NvNZi3+QD9PRanSQ+ez\nIQhM0sYYUFNvhsA3BtGJUddm1N9ZPYK9JaVbzRYBF5qsz2AWzLAw5VoBlPNPCOlI7rnnHrz00ksA\nAEEQoFZLY8Xjx49j+fLlGDNmDP7xj3+4oouiDhH8L1++HEuWLAEAcQQLAHx8fFBR0XKViGutpbQf\neZ1/GvknpJHZIiCnyeRbALh/fCym3dgbI/p2Q3hXX2jU1+arSKtR4baRkdCoG0aReY5Dcv8eTqcS\nyif76tQ6xR1AU7PBf8sVfxhj+H7fRWQWSL/z4iMCMLp/d7vHjUzsJpnfUG+pQ0WN9Duo3miGIDAI\nnAkMAjy1avSWLcjlKjzHIS4iQNJ2LrtxETJ736eU9kMI6Ui8vb3h4+ODqqoq3HPPPXjllVck22fO\nnIlVq1Zh165d2L9/P3766ScX9bQDBP/l5eVIS0vD2LFjAQA839ilqqoq+Ps7NnHsWlKM/FPaDyEO\nKyiphdncmPLjrdMgqIWSnW2pe5A3Zk3og0nDIzFvSqIidcYR8sm+OrWn4nvAJJggsIbXKX99JS2M\n/DPGsO90AU6mSxc1Cw3xwaThEc1erOg81BiR2E18LPAGVNeZJJOMq+sav8MsvAHxkW1X278txMuC\n/4v5lWLak73vU5rwSwjpaHJycnDTTTdh1qxZmDFjhmTbggULEBgYCI1Gg8mTJ+PEiRMu6mUHCP73\n7t2Lm2++WXw8cOBA7NmzBwCwZcsWMQXIleQjTMqcf0r7IcQeecpPeFffdp/EH6T3xIh+3dHTyXQf\nK1sj/zzHKy4ArGWB5av8llbZr/hjMgv46dAlHP7tsqQ9wNcDdyf3cihIHxQbIi6OZeENYAwoq24I\nmi0Ck5TdFHiDzRQiV+oaoJOkZwkCQ3puwx0Qe9+nlPZDCOlIrly5gvHjx+P111/HnDlzJNsqKirQ\nr18/1NTUgDGGXbt2YciQIa7pKDpA8J+WlobevRsnhr311ltYsmQJRo4cCbPZjGnTprmwdw1o5J+Q\n1rt0RRr8R3R1fuTd1RTBv6ZhZF+Z998QkHpoVfBpksfOGENZlTKIraw14osdaUjNkpbg1HmoMXVs\nb+g8HKvJoFbxGPt76U9rXn9dvRkGowW19WY0yaaEry/avLb/1eJspf78XraU0n4IIe5g+fLlqKio\nwEsvvYRx48Zh3Lhx+Pzzz/HRRx9Br9fjH//4B8aNG4fk5GQkJiZi4sSJLuuryxf5euqppySPY2Ji\nsHv3btd0xo6Wq/0o6/wzxlxeopQQVzOZLcgvlpadbE3ajasp0n5U1uBfjaaXBUbBBGsNIFsVf5ou\nVJZbVI3v9mWipl46gu2pVeOOUZEtrmYsFxfuj2PnvVFe33iRUVZtAM+kFyg9umo65HdTfHgADp1p\nvPtx6UoVaupNNPJPCHELK1aswIoVK+xunzlzJmbOnNmOPbLP5SP/7qClRb5UvErSJjCBRqUIAZBT\nWCOZxO/v6wG9t7aZIzomefDvpWkI4pur+BPSzKTf0xnF+HJnuiLwD9Hr8H93JKJniPPpSRzHYdzA\nUFi4xmDZaBLA6r2b7AMEBHbMr/1gf52kHCpjDGnZ5XYXTaTvWEIIaZ2O+Vegg2mp2g9gK/WH8v4J\n6QwpP4BygS+duiFIVavsV/wJ0isn/VoEAduP5WDrL8pynL1D9Zh/Z6JTi4HJ9QzxgbeP9Lxqc+N7\n7qlVwwzHyo66gnzi79lLZfYn/Foo+CeEkNag4N8BLdX5B2xN+qW8f0Lkk33dNfivt1HtB1CmADZN\nRQmSTfq9XFqLTf/LkCxoZTW8bzfcldwLntqry8QUmABvX4amWT2aJsG/t06NGlPtVT3HtRQXLg3+\nc4uqUVFnu7+U9kMIIa3j8px/d6DI+Ve1HPzbu1VNyPWizmBGYZk0cAvv2rpqO66mHPm3N+G3Sa1/\nWc5+ZY0RlbL6+2o1j1uHRSgmu7ZWvbkeKh7w0WlQVWsCz9RQCQ0XITzPQaft2MF/gK8Hugd5o6Ck\ncZ5ITnE5oFLuS2k/hBDSOjTy7wDHRv4p7YeQprJlKT9dAnTwaqOVe9ubss6/Nedf+l1gtDSORnto\nVZKVa+X8vLW4/5bYNgv8AaDa1BA067214HkOvOABldDw3eTtqQbHAVWm6uZO4XLy9+NyWZXN/Wjk\nnxBCWoeCfwe0VOoToLQfQuQuXZEGme6a8mMRLJI7eTzHi7/v8pF/eUAqX+nXKqyLL2ZN6IOuAV42\nt7eWdVSf5zn4+2ihYh7gmAY8x8NH19BXk8XUoe9MxoVLF3asrK+F2cIU+5kFs7ioGiGEEMdR8O+A\nltGAeLgAACAASURBVBb5AmihL0LkFIt7uWGJT0CZ8uOp9gTPNXx1KoN/6XeFrcm7A2NCcO9Nva/J\nXRDryD/QkPoTH9oVA6JDEBkcBI268eu+I6f++HppEdal8bMicGbU1tse5bcuqkYIIcRxFPy3wCJY\nJKNLPMeLf/ib0tLIPyGiylojyqoaU2U4jmtV+cqOQLm6b+NovnwgQH6XsG9kAFS/r9DL8xzGDw3H\nLUlhUPHX5qu3WhbU9+4WjAlDw9HFTy/bT7r2QkcTF9E4+s94M2rqbef3myn1hxBCnEYTfltgZtKR\nJRWvsrlADq3ySzoTxhgul9TAbBHgrVWBd3JRqGzZqH+PIG94aGzM2nQDynz/xuBfngIoT/vpEuCF\n2RP7ILeoBhFdfRHgK/2eaGs1sqDeW+Mt+b9VRw/++4T5Y8exXDDGwDgzzGYBJrMguXsBSBdVa43q\nOhMKimug91TDQ+uen09CCHEWBf8tkP8xl9/mt6K0H+JKjDHUGy3QebTNr/QvZ6/gwO+rrSZGBmLC\n0HCnjpfX9w/v5p6j/oD9yb4AoFE1n/YDAMF6HYL1ra/d7wx5Oo+PGPx7NbtfR+PlqUFEN19kFVRC\n4Bre09p6M/Q+0u9Z+Z0WZ5RU1GPz3gxU15mgVfGYMymu2QnahBDSWVDaTwuUlX5sjw7RyD9xFYPJ\ngs/+ex7vfX0aX+xIh9lydZMgDSYLDqZcFh+fulCMy6WOB4uMsU5T3x9Q5vx7NQ3+5SP/FtemochH\n/n1+D/p93GzkHwASIgLAIICh4fNsK/WnteU+Bcaw9Ug2qusafl51BjOOnStsfWcJIcSNODVMmJGR\ngf379yMzMxPFxcVQqVTo2rUrwsPDcfPNN6N79+7Xqp8uI59QZm/kX57z35GraZDO5di5Qlz5PTjP\nKazC8fNFGJbQtdXnu5BbAbNFgKpJisUvqVdwx+goh44vqzKIQRUAqFU8egR7N3NExyZf4MtTkvNv\nv86/K8hz/r3ddOQfAGJ6+oNTNX7/mi0CjCYBWk3j57K15T7PXCxFXlG15DN+PqccNw4MtZnWSQgh\nnUmLwX91dTU+/fRTvP/++0hLS2t23/79+2PevHl4+OGHodO1z23ua00+oUzN2xv5pwm/xDXko+xn\nMkswNL5Lq4OY1Eulira0nHKUVRkcylmX96dnFx+oVe57k1E58m8/59/owgmoFsGC2iZBPQdOvEsh\nH/mX3yHoiDy0KvTspsPlJtcptQYTtJrGz2BrLrZq683YczJP0V5ZY0RBSa1bX6gSQogj7P5FZoxh\n5cqVCA8Px5IlS5CUlITVq1fj0KFDuHLlCurq6lBTU4Ps7GwcPHgQb7/9NqKjo/HMM88gLCwM77zz\nDhhT1mZ2NyYHR/5pkS/iCmaLgAJZSk5JRT2ulNXZOaJ5tfUmZBUoF1VijOHI2SsOnUOe7+/OKT9A\nCzn/LVT7aU+KixSNDqrfBysUaT/Gjh/8A0BkD9kdC1nqj7EVaVZ7TuWhzmD753Q+p9zp8xFCiLux\nO/I/bNgw1NbW4r333sPUqVPh6Wl7sZqePXuiZ8+eGD58OJ544glUVlZi06ZNeOONN7BhwwYcPXr0\nmnW+PTiywBcAeKhp5J+0v8sltbDYyPH/LbMU3QKdr4NyPrvc7kX7mcxSjOrXXVwsyhaBMWTLFvcK\n7+q+k32B5qv9tFTnvz0pK/142fx3w761YIx1+BSXrsEacBmA9SNpsTAYjBaxMo+zF1u5hdVIySix\nu/18dhluHNCjw78vhBByNeyO/D/++ONISUnB/fffbzfwt8XPzw8PP/wwfvvtNzz22GNt0klXcjjt\nh6ecf9L+coqqbbanZpXCIjg/8Tf1UpndbRaLgOPnm58UWVhWh3pjY0DmoVGhaysuQjoSZZ3/piP/\nza/w257s5fsDDXOSmlYmsjAL6t3g7qQFZnjJKljVNhm1d+ZiyyII2HY0R9IWotdJUtIqa4xOTW4n\nhBB3ZDf4f+CBB65q9EOlUmH27NmtPr6jkE/4tTfyr+bVUDWpBGQWzC6f/Ec6v9xC28F/ncGMTBvp\nO82pqDYgT3YxMbJfD8njk+nFMBjtr6qqWNW3q6/TawR0NPLgv2nOv0bVcar9yCv4yEf7fTXSOzDu\nkPpjtBgVKyHX1jcN/h1/v4+dK0JxhfRnefuYXogJ85e0nc+m1B9CSOdmN/h/9913W5zgez0wM8fS\nfjiOo0m/pF0JjCGv2H4A91umcuJuc87KRv3DuvjipsE9JWsHGEwWnLxQbPccinz/bu6d728RLKg3\nS0fIO2q1H2WZT2mevyL1x9zxg3+DxQBPrQo833gBaREa1rQAHH+/K2qMOHCmQNLWNyoQkd390Dcq\nSNJ+Psd+6hshhHQGdoP/J554AseOHZO01dXV4aWXXkJWVta17leHIb+tbC/4BwAtTfol7aiorA5G\nU+MovPxO3YW8CkkKTkvkKT/9o4Oh1agwKDZE0n7sfKHNtQTMFgG5sjsH7j7ZV54a46n2BM81fm0q\n6vy7Mvg3ytN+vJp97A7lPg0WIzgOYuoPzxr+X1ljhMCYw9WVdh7Pgdnc+Jn11KoxbmAoAKBPeABU\nTVJ/KqoNrZ4wTwgh7sCp+ns1NTVYunQpLl68eK360+HIR5bkf+yb8pCt9kl5/+RaypGl/PQO9YO/\nT+MFqMUi4JyDKQyF5XUoLm8MeDiOQ99eDSOig2JDoFE3prTV1Jls3lXIL66RBFg+Og0C/VouDdqR\nKVN+pCWM5YMBJsEEgV3dImutJU/7UY78u1/FH+vdUy/P34N/oeHzVG+04HJJHcqqW76ASc8tx4Xc\nCklb8oAeYjqRh1aFqO5+ku3nsu3PfSGEEHfnvsW324lyhd/mgn9a5Ze0H/koe1gXXyREBkraHE39\nOScb9Y/o5itW9dF5qNG/tzQ14sjZQgiy1AhllR9ft6+aIq/00zTlBwB4jldcAFgE+3MiriX5SL58\npN8da/1bv0M9tSpoNTxUrEmNf4uA42mXcSKtyG6ajslswc7juZK2HsHeis9zn3Bp3n9aM1WvCCHE\n3VHw3wJn0n6UOf+U9kOuDcYYcoukwVvPEG/0jZIG/3lF1Sirav5zyBhDapb0IiEhMkDyOClOumhY\nWVW9YjS1s+X7A81P9rXqKBV/Wh75d8e0n8bPbrBeBz8P6WuywILtx3Lww4EsmxPRD5y5jMqaxkEY\njuMwPilMMQk9uodekvpTTqk/hJBOzO2D/52Z+69peo2jdf4BwENNI/+kfZRVGVBb3xhkatQqdA3w\nQoCvB0JDpFVd5IG9XF5xjSRAUql4xIRKR0L9vLWKC4JfUq+Io6NGkwX5ssnH7p7vDwC1zSzwZSVP\nBXTFKr8mi0kSKPMcr7hLoVjoy41G/v+fvS+PlqOus79V1fvy9i3JS/KykoQQBELCvggEEMIggsMm\nY+CEGYFBUVB/CDqiw6KMHlZxAEUUPAyIRmQJYEhCkE0SEiX72/KyvP29fr0vVfX7o9PdVd9vVXdV\nd/X2UvecHOiu6qrqetVV93u/93M/AGDhGJy2qANeV2awJTJJwr9z3xieXbsTg2OZAc3QeBgf75BH\n0y49qhkt9XT0bNL6I79ed5nWHxMmCsLBQD9e2vEq3u3/2BRDKwxVT/4/2L8Zfx/YWrTtk8p/Ns+/\njTXTfkyUBqTff1qTO52IQqr/n3WPZrUw7OiRk5y502rTTZSkWL6wVfb60EgwbfXpGwrI9lHvtaPG\nLf89VCOyNfhKoRISf4IJ2vIjLUxOvSf7TJUp/wBQY/eg3mtHU60DLMNAREbtH/NH8ds3d+PTvcMQ\nRBFvftwnuyY9LhtOPWaK6r6Omi4f3JqpPyZM5I+EkMCfu17HntFu7PTtxZbxf5b7kExIoM5kAbz8\n8svYu3dv+nUwmFSKnn32WWzatEnxM9///vcNPDxt6PL14JSpJxZl27qUf9P2Y6JEIP3+05ozqu5R\n0+vw10/2pzv/jgeiODAcRHsz3WmXFwSquHHhzHpqPQBoqnNizrRadB7I2H0+3DGAmW1e7CPy/SeD\n6g9kb/CVgoXM+i8D+SeLd0mVX+m9YCIMQRSoQUIlgZzVTX0Hl8MCm5WFf4wBJJcezwt486N92NY5\ngv4R+Tk594R22KzKTRqB5KCXYxnwQpLwj/ujGBwPo1VhpsCECRPZMRIZQyQRTdvpBiLqEdEmSo+c\n5P/ll1+m3n/22WdVP1MO8j8aGQMv8OBUuu8WAl1pP6btx0SJQPr9p7dkiL3TbsGcqTXY3ZdJ+vms\ne1SR/Pf2BxCOyjvyzp5aQ62XwvJFrTLy33NoAgNjoUnp9weAcJwk/0rKP534U2rQxb40+edYDk6L\nMz2gEUUBoXgYHhu9bqWAvIdKZy8sHIuZU9yYWtuEbZ1yYkES/9lTazGvvTbrvuw2Dh1TamTX9659\n4yb5N2EiD5DiJ9kzyUR5ocpk161bV8rjKAiCKGAkMooWV3PulXVCa5MvQEH5T5jk34TxmAjF4AtI\n/N0sgymNcgK3eFajjPzv7B3DOSe0w8LJVd4dvfJ6gPkz6qh1pGhv9mBas0fWCXjDpwcxSBRHTm+Z\nJOSfrw7bT67uvtL3pbMZwXiwYsm/IAoy5Z8BQ30vHglcsHwGprd4sPbjfbKo2RQsHItzl7ZrSp46\nakYdQf7HcPqSKVWfWmXCRKlB8p9y9kAxQUOVyZ511lklPIzCMRQuDvnX4/knyX9MMMm/CeOxn/D7\nT2lww2qRE/ZZU71w2i1pVT8a59F5wIejZmQsPfEEj9198sSeRTPl9QJKWL6oFS9vyBxDz6EJ2fKW\nemc6l73aEY7nUfDLV4Lyr07+h8Mjmc8lKtf3T6r+Ns4GG3WPTZ7ro2c1oLXBiT9v6sGwTz4QPWVx\nm6z/RTbMnVYLlmUgHLb+jPmjGBoPKxYJmzBhQh2m8l/ZqFyzp05IH2hGglTxOF05/6bn34TxIC0/\n01qULB4slfn/TyLzv/PABOKJTMGk22nF9FbaGkRi9tQaNNXSJDiFyeL3B3I3+QIqQ/knM/u9VuW/\nI+n791dwoy/S72/nbLAwcmtngk+ki3Kbap34yvnzsXh2JsN/WrMHSxe0aN6nw2ZBRxvZ8EtbozwT\nJkxkQKaeCaIAXixPDxQTNFTJ/8GDB/Ev//IvqKmpweLFi/H666+X8rh0YyhcnGISyvPPmbYfE+UF\nqfxPV/DyA3TqT9fBCQQl8aDbCcvPwpn1VP65EliGwbJF6oRqxiTx+wuigDAxgFey/ZBWwHJEfWpX\n/slGX5Ws/MvPvZ2zgWM5cJIBgAgRCQmhsFo4fOGkmfjqhQvwpbPm4Mtnz81qY1PCAqLh1y6z4ZcJ\nE7oRTdDiZ6JMDRBN0FC9K/7bv/0bIpEI9u3bh1tuuQVf+tKX0NfXV8pj04Xh8EhRbtCFdfg1lX8T\nxiIcTVC2BmnSjxSt9U401mbIqiiK6U6+4WgCXQfldh21lB8lLJxZD6+LjvJkGEZ1MLJzdA/+sOcV\nbNj/N8RLaI0RRRGfDv0Tv9v2B2zoeR+CSPvClRDloxAl66bIJwlbBSj/ejz/Uujt8jsSHsUfd76O\nP+18A2OR4iripO0ndX8lB1sJhcFWS70Lc6bWUnY4LZhz2PqTwpg/giFfJMsnTJgwQUIp8MS0/lQO\nVO+MH330ES6//HLU1dXhK1/5CiKRCLZuLV6efqGIJKJFaVqjJ+qT9KNGTc+/CYNxgLD8tNQ74bAp\nX5MMw+DoDjrzHwB2942nfc0AUO91oK1Bu6+ZY1mcqGCnmNrkVoxTHI/68EbPX9HnP4Atg9uwZegf\nmvdVKA4FB7C+bxN6fQewqe9j7BjdrelzIQ1+f4C+J5Q67UcURQXyrzwgpOI+dSj/oijijZ512D60\nB58N7cZb+9brPlY9oMl/8v5q5ciOysYSCqfdQqVVmQ2/TJjQByXx0yz6rRyokv8VK1bgySefxLZt\n23DfffehtrYWy5YtK+Wx6cZQEXz/egp+rawFjCQzO87HwZvTXCYMRB+V75/do0/6/vtHQxgeD2NH\n7xixXr3uRJMlcxqpgYea3/9QcED2utvXq2tfheBA4JDsddd4j6bP0Rn/tOUHKD4ZzYUoH5OJFFbW\nSlkQU/AQyr8ewcQXm5DZKw8G+ovaJVip4BdQiFYtwiwS1fDLtP6YMKELZM0OYCr/lQRV8v/0009j\n+fLluPbaa7Flyxa8/fbbaGnRXjhVDgyFjPX98wIvswiwDJu1IQ7LsLATRMDM+jdhJMjmXmoWmxRq\n3DbMIAj5hzsGsI/I5ddj+UnBZuVw4sLMPYFhGMovnQL5IBgMDZdsYEyS+P7QoCYiR3f3VVb+S0FG\ns4G07ritLtWBXCGe//7goKb3jALt+U/afui+CsYTinnttbJzODoRwbBp/TFhQjOUuI+p/FcOVGXs\nmpoaPPLII0Xd+X333YdXXnkF8Xgct9xyC0499VR89atfBcuyWLx4MR577DFdaqTRiT8JojKdY7mc\nx2Pn7IhICl0iiShcVvVkFBMmtCKe4NE/Iidr7S2503kWz26Qkf3PiNSftgYXGmqUVe1cWL6oFQBw\naCSIxbMa0VSnfK2TDwJe5DEUHkabuzWv/epBiCD/wXgI/ngANbbshcmalf8ye/5J9V2pu28KLqsT\nDMOmaxnCibDmBonK5H8Ac+tm6TxibVCz/VjY4s+0OO0WdLR50S2Jsd21bxzNKte3CRMm5FCy/fCm\n8l8xUJWxe3sLn5bv7u5WXbZ+/Xq8//77+Nvf/ob169ejq6sL3/rWt3Dvvfdi48aNEEURa9as0bW/\nofBo7pV0gPTukg95JdhYM/HHRHFwcDgkU6zrvHZ4nLmvyfntdbBkKXxc2JE7218NLMPg5KPbcNkZ\nczB/urLqDyhPARdTNZaCJP9a900r/8rkn/b8l/YBpzXpB0jOTrqJGYyARvW/P6RA/hXeMwqU8m9R\nVv6VCn6NgLQnBgDs6jN9/yZMaIWi8m+S/4qBKiNYunQpbr31Vhw4cED3Rru6unDjjTdi6dKlquu8\n+eabOOaYY3DppZdi5cqVuOSSS/DJJ5/gjDPOAABceOGFePvtt3PuS6rD+6I+Qxvs0Ek/udUxu0VO\n/iNm4o8Jg9CnMeKThM3K4agsxFzJqjMWGceL2/+C3//zTxgIDek7UAUoxV8WkzhKQTbqAvIl/xpt\nPyUu+NVa7JtZrj/xhxd4RVvlQGhIc3qSXpADxlSqEinCFGuwRVp/RnwRDI/TA0kT5UXvRB9e2v1n\nvNHzV4QqOLr2SINi2o9p+6kYqJL/Tz/9FIcOHcKsWbNw7rnn4tFHH1VV8kVRxLZt2/DYY4/h9NNP\nx9y5czEwMJA1HWhoaAiffPIJXnrpJTzxxBO4+uqrZaqmx+OBz+dT/XwK9c4McREhGmr9ITNptSj/\nVNynQtatCRP5gPT75yr2lYIs/E1hRqtXMbJzXd+72D3Sha6xfXi9++2Cix0rTvnXMPDQ0uALKB0Z\nVQOp/Hts2ck/aQvSUrQ7FB5WbNAT5+MYjRRHEVeL+izVYEsx9afPbPhVSYjyMbza/Rb2Bw5i5+ge\nvHfwo3Ifkgkke6Qo3fNN5b9yoEr+p02bhhdffBFvv/02vF4vbrvtNsyZMwc1NTVYsmQJTjvtNJxy\nyimYP38+vF4vPve5z+HrX/86mpubsWnTJqxZswbt7e2qO25qasKKFStgsVgwf/58OBwOGdn3+/2o\nq1NXK1NodTfJXhtL/uUPFYsGXyyZshExyb8JAvGEgK17h7F3v/YEkQQv4OCwnKRN1+D3T2Fmm1fR\nIrSogy70FURBlpAzHvVRRFgvlFQgI7abC4IoKO5jMDSUs+CYHDQ4NHr+S638UwW/luyRrbTyn1st\nzTZQK9Ygjrb9qKT9FHGwRc6Y7TK7/VYUBkKDMpLZ59fvVDBhPGJ8HCLoZ5up/FcOcnZAOeOMM/DH\nP/4RXV1d+OUvf4kvfvGLqK2txejoKCYmJjB9+nR8+ctfxm9/+1scOnQIL7/8Mk455ZScOz7ttNPw\nxhtvAEh2Ew6FQjjnnHOwYcMGAMDrr7+etgBlQ4u7WfbaSPIfz0P5p7L+zbQfExKIoogX1+/FH97Z\ng2df34ENWw9q+tzAWBgJPmOvcDutqPMoxzkqgWUYLCI6/nIsg3nt9AA7FA9TVo5Cr2MlFQgA+oOF\nW4qyIcrHFG0pCSGB4Uj2GqEIYftxqUZ9ljvtR7vnP7mcTPzJrfxnmykpln2LrJfKNPkiCqyLeL7n\ntdfJrD/DvjDVZM9E+eCLyhsV+uNBM167AqD2vCBDVEyUD+qh9QSmT5+O1atXY/Xq1Ybs+KKLLsLG\njRuxbNkyCIKAxx9/HB0dHVi9ejVisRgWLVqEyy+/POd2SOXfyKJfPQ2+UiBtP6byb0KKQyMh7B8M\ngDtcgPvR9gFMb/ZgzrTarJ/br+D315vLv3hWAz7ekYm5nNdeB6edvqYnYn7qPTXyrhVqtTj9oUHM\nqp1R0LazIdvMQn9wEK2uZtXlIdLzr5LaVXFpP7lsPzb9tp9yKP8xoTxNvqRwOSyY2epFT7889afp\nGDP1pxJAkn9RFDAR86Pekds1YKJ4UHtemMp/5UAz+S8GHnjgAeq99evX69pGi4ew/URGIIhC1jx+\nrTDC9mN6/k1IIY0OTOG1D3qx6gsLsyb3FOL3T6Gp1onzl83ARzsGUOex49ylyrY8JTJYaLdqpdg3\nIBkVWUyE4urkfyA4CDQfrbhMFEVK+Xdyaraf8qX9CKJAK/8G235C8TDGoxlLJsswECR2tZHwKGJ8\njJr1LBR0zn/pbT8AMH9GnYz87z3gw6nHTCnqPk1ow3iUvp+ORydM8l9mqN3vTc9//hAEAb29vZg1\nKxmtvGvXLjz55JOwWCy4/vrrMX/+fF3bKyv5NwI1Ng8cFkf6QR3n4/AZ9OMnC35N5d9EoehSIP/h\naAKvfdCLy8+aA1ZBzRdEEQeGSL9/dnVXDUvmNGLJnMas6/hjAeq9QlO0lNJ+gKRqbNRgXQlZlf8s\ndpUoH5MVuFpZK6U4p0BHfcaL+p2kiCQiMluTnbOrHmcKbou+Rl8DxHlqcTchzicw4E+m/4gQMRAa\nwnTvND2HnhWCKCBKXHOpGOVSpyvNa6/Fm5I60oHREMLRhOKsmYnSglT+gWQnahPlhartx1T+88L+\n/fuxYsUKOBwObN68GQMDAzjppJPSdbKPPfYYNm7ciOOOO07zNov/dCoyGIZBs1NOZozy/ZOtqLWR\nf7Pg14QywtEE1aQrhZ5DE/hkl7L/fdgXQSSWuRbtVk61mZYR8Mdp8q+m5GiBKIqq08BRPqr4ADcK\npHVHitHIGKXup6C1wReQzM4n7w2l8h3rafCVXken7Ye09Uz1tmKqtzXrOoUiLiTSjciApNUn1Yis\nFE2+pHA7rGipl//eyA7ZJkoPURQViX4x7ycmtMFU/o3FnXfeif379+M//uM/AABPPvkkfD4fXnjh\nBXR3d6O9vR3f//73dW2z6sk/ADQR5H/IIPJPPlTyIf9mwa+JFHr6/VnTfTZ8egADo/TggPT7T2v2\nKM4QGIWAgvJfyHWcEBJZs+CLGfmpFPMphVoPA60NvlIoV+IPZfmxZbf8AICDs4OT9CyJ8bGsNR3k\nDMlUbxumeduyrlMoyOOxS5onlqrJlxTTWhwI2w4iaknWlPX0m+S/3AgnIorXrUn+yw9Vz79J/vPC\nm2++ia9//eu48cYbAQB//vOf0d7ejiuuuAIzZ87EjTfeiE2bNunapkn+s4CcoiIfOkowlX8Taug6\nKO9bsWRuE+zWDAkTBBGv/K0H8YRcNSbJf3uelh+tULb95E/+c9ULFLPZF6ngk4MmtYGH1gZfKZD3\nBjWbk9GglH9L7muDYRjNvn9BFKhzNM3bhqkk+Q8OFtwLQgra75+xU5a6r4IgCtiLv8Hn3okx76cI\n2fej11T+yw41e49J/ssP0/ZjLHw+H2bPng0AGBgYwCeffIILLrggvdzlciGR0HduJwX5L5rth+rw\nq9/zbxb8mgCSvv2eQ3LCcMJRLbhguTzpZnQignWbM1nVoihSxb5aO/vmC7+CDaQQ8p8r+rKYRb9k\nwe+MWrkvXW3gobXBVwrkrGCpHnKBPJR/QLv1xxedkBFxO2dHg7MOLe5G2XcOxoOaUoO0gmrwZVFX\n/otN/ofCI4jAj9S4MWw/hHF/FOMB895eTqiRfF9somhdp01og5rtx1T+88OMGTOwbds2AMALL7wA\nURSxcuXK9PK1a9emC4G1YlKQ/0ZHvay4zh8LUMpdPjDC9mMq/yYAYGg8jGAkQ4JtFg7TW704akY9\njiEKcLfuHcbuw51ExwMxBMKZz1k4Fq0N2ghePkgICYQUVOBCbD/kg8Brkw9ehsIjRSNwJImf1zBb\n9lpNsdba4CuFUsZPSkE1+NLg+VdaT035J1X/VlczWIYFx3JoIWJSDxk4iMuu/Je2r4I/FgDDID1L\nx7PJZ0uvaf0pK9TIf/IeZvZiKCfUnhel7n4+WXDNNdfgkUcewSWXXII777wTM2bMwAUXXIDOzk6s\nXLkSf/rTn3DDDTfo2uakIP8cy6HBIe9UaoT6n0/OPxl3F1NpMmTiyELXQfmDas60Wli45M/vnOPb\nUe+Vk8s3PtyHiVCMUv2nNLrTnysG1NTbQsg/mRRUa69Brb0m/VoQBQyFhvPefjaQIsDM2mkyoh5O\nhBXtA1obfKVQ6gSaFEjSrqXgF6DjPtX+7odCckLf5s4U+ra5WmTLjKzdIK83m8TzX+qC39S5cdiS\n5F9g4hDBm9afMiObvUcaTWui9DCbfBmLu+++Gz/84Q+xd+9enHrqqXjllVdgtVrh9/uxadMm/Nd/\n/RduvfVWXducFOQfKI7vPx/PP8uwsgGAiMJjEk1UP8h8/7nTM1G0NiuHlad2gGUzfvRILIHX3u9F\nXwX4/YECPf8KxZttLiItpki+/1CCIMc2N9XYS4m0am3wlUK5Gn0FYmTaj0bbj1Wb7Yc8N23uF7li\nFgAAIABJREFUFsX/B4z9G2a1/XClLfhNza7YbZn6HJ6NoLffL+t3YKK0GM8S6WnGfZYXqrYfIWFo\nbdCRAoZh8L3vfQ/bt2/H2rVrccwxxwAAlixZgsHBQXz/+9/X3fRz0pD/Yvj+87H9AKb1x4Qc0RhP\n5fTPa5f3oWhrcOH0JVNl7+0b8OOzbnnH6uktRfb7q5D/Qpp8kZ1abZyNJo5F8P3zAi/77TEAnFYH\nrVgrkFY9UZ+AQsFviQb8QWJwo932k7vgNy4kqPuo9NyRf8PB0JBhEadkrZT0nlrqgt9gLHlu7FYu\nPUDn2SjC0QSGx4tvL9k+sgtPb/k9/rzrTdM2IYEvi7pvFv2WF2rKvwhR1j/FhD4MDw/j97//PR54\n4AF0d3djeHgYe/fuzWtbeZH/Q4cO4cMPP8T4+Dii0SgEofy2lmKQ/3yUf8Bs9GVCjt4BecRnY40D\ndV47td6JC1swo9Ure0/6OYZhMLWx+pV/ZfJvvPJPJfZYnWAZVmZdAQ53+s312ZxpP6VX/nmBl9Vn\nMGByFianQCr/SuR/KDQssyzW2mvgksyAeK0e2SAiISQwEpEPVvMFpfxn8/wXWfmXzoqk1H/hsO+/\n2JGfEzE/3t63Af2BIfxjcCfeO/BhUfdXLYjz8azN6UzyX15k6wtjFv3mhwcffBDTp0/HNddcgzvv\nvBPd3d348MMPcfTRR+Omm27SPaOii/xv2rQJxx9/PKZNm4ZTTjkFmzdvxrvvvosZM2bghRde0LVj\no0HafkbCYwWrUPk0+QJo338hDZJMVD9Iv/+sqTWK67EMg4tOnqnaObS1wQWbJBq0GFCzfxiZ9mPn\nbGh2Nsqy5idifsVC40JAWn5SRJVWrIepe4Ve5Z/u8lv8BxxZlOyyOtONsHKBsv0oDPrIGRFyxoRh\nmKL5/snZIqnyzzEcGEnAgyAKRW2qJiWZjnTRb/KeXuyi3/7ggGwAtn10l6n+I7etJ5slyETxkW3m\n07x+9eP555/Ht7/9bVx22WV48cUX00T/+OOPxxVXXIEnnngCDz/8sK5taib/H3/8Mc477zwEAgF8\n4xvfSO+8vr4eDocD11xzDV577TVdOzcSLqtTNuXNizzGouMFbZO8SLUr/wT5T5iNvo5UiKJI+f1n\nTVEm/wDgddlw4fKZisumNxdX9Qey2H4MVv4trAVNLvmA3WjfP6nep1Rrj9UtSxziRR5D4UzBsSiK\nBef8l6LglxyokVaebFCy/ZDKEWnFaiUGTUrvGfU3zGb7YRimpOdbep5TRb+pxJ++oQASfPFmvsPE\neYjxMXSOdxdtf9WCcULZJwM/TOW/fBBF0VT+DcaDDz6Ic889F8899xzOPPPM9PvTpk3DCy+8gEsu\nuQRPPfWUrm1qJv933XUXOjo68Omnn+LOO+9Mv3/CCSfg008/xeLFi3Hffffp2rnRIK0/hRb9klP3\nnIacf8C0/ZjIYMQXgT+UIb8Wjs3p25/bXovj5jVT77cX2e8PAP64MvlPCIm81VXK83/YIjOFLPo1\n2PpDxv1JM/CzKdZxISH77XMMlz5mNZSjwy/V3Vej3x9IDsCkqUe8yCNCPLDJv8cUwi6l9J5Rf8Ns\nth+gdFn/cT4uIzJWCwuOYyBwyfcSCQEHh43rb0CCTJ0CgJ2je4q2v2oBSe6neabIZt8iiYj53C0T\n4jk6upvKv37s2LEDl156qeryCy+8EJ2dnbq2qZn8v//++1i1ahVcLlpd8ng8uOGGG/CPf/xD186N\nhtG+f8rzz5kFvyb0oYtQ/We0ejVFdZ513DQ01masJnYrV/RiX0Bd+QfyV/+VlH+Att8YmRMP0LYY\nt8Svni2phrL8WJ05kxTKkfNfiPIPJD37Ukh7BgTjIUzEMpYWjuGo+ysAtLiawSBzbkYjY4bc7+ic\nf/k9tVQ1FmRBNZBU/1PKP4CiRn6GeZr89/r3UylPRxpI20+dvQY1Nm/WdUyUBrlszqbyrx8ejwdj\nY2Oqy3t7e+Hx6OMHujz/Doe67zUcDpe98JeK+wwZS/61dPgFFGw/puf/iAVt+fGqrCmH1cLiirPm\nYs60WkxpdOPiUzvgsGm7/vJFlI9l9faTCr5WkNu0q5D/gdCQoT0xqC69EnJMFv1KFWuK/HPZ/f5A\n6RtPAXSDL60Z/ylky/onFfwmV6NizZOds6HBKbdcDBhg/YkS54+so6LSlYo006JEsh02C3g2ChFJ\nm1Qxff9KAylRFLBr7MhW/0nlv9ZeK+sdorSOidIgV32YmfWvHxdeeCF+8YtfYGBggBKitm3bhsce\newznnXeerm1qJv/Lly/H888/r1hRHAwG8fTTT+PEE0/UtXOjQZL/4fBIQZmy+TT5Akzl30QS8QSP\n/UROfza/P4katw1fOnMOvnL+UZgztdbow6Pgj2UnMfkq/+TDIEXkam01Mi99jI9hLFJYnY4U2ZT/\nFmeTrCv4eNSXJv10SpAW8l/6tJ9UBGUKepX/bHGf/WRzLxft91dbZoT1J5alwy9AN/oqmvKvUITu\nsHEQwUNkkvs8NBJCNFYcQqNk+wGA7aO7j+i8dIr822oo8m82+ioPcj0nStUDxWhEogm89n556m3u\nvfdeiKKIxYsX48YbbwQA/PKXv8QXv/hFLF26FFarFffcc4+ubWom//fccw82b96MM888E7/5zW8A\nAB988AEeeughLFmyBJ2dnfje976na+dGo95RKyPooURYcdpWK/Iv+JU/qMyC3yMTvQMB8ELmAV3n\ntaOhJjeRLBf8OawE+Sb+kMkPqW6tDMPQDbcMLPolSbzU82/lrGhyNsj3HRwCQDf40hKfWY60H9L2\no1/5JxN/1JV/cpYm27JC/4bJgkH1tB+gdAXWSulXHMvAamHT1h9RFKlmfEaBrMNIYSQ8KitSP5Ig\niILMkgYkY2jrbKbyXwnI5XSIV6nt5x9dI9jebUyUsV60t7fj448/xkUXXYS//vWvAIAXX3wRb731\nFi699FJ89NFHmDNnjq5taib/J598Ml599VUcOHAAd9xxB4BkEfBtt92GSCSCF154AZ///Od17dxo\nsAyLRuKBnq/vnxd4mQWBZViZUpgNpvJvAgC6yYjPNu2qfzkQUCn2TSFvzz8Z2yjp1lrMvH8yOtRF\ndOlVa/ZF2n4cOWI+gfKk/dAFv/qUfyrr/7BQIogCBkJDsmXZlX+6b0KhM67SRkAW1kINrmibVemU\nfyDl+8/c13v6i0M01ZR/IKn+H4mYiPllz2a31QUbZ6VtP6bnvyyYrMr/wWFjo6j1YurUqXjmmWcw\nOjqK/v5+HDhwAOPj4/i///s/zJ49W/f2NJuIR0dHcd5552HPnj3YsmULOjs7wfM8Ojo6cOKJJ8Ji\nKa4fWSuanY2ypj1DoRF01MzQvR3Sl2ZhLZrbJ5s5/yYAoLtfW75/pSBbsS9goO1HYtkoJvmnlH+C\nHLe6W4Hh7ZJ9Dyh+TovyXw7bT+HKP2H7Oaz8j0XGZX8zh8WBOru67azRWQ8rZ03XOYQSYfhiE1k/\nkw3kYJG8nwJ0gXXxbD/Ks2EOmwVRadFvkXz/5LUoxe7RvTh96kmaeztMFtB+/xrZf9XWM1Ea5CT/\nVar8+8OV4eBgWRYtLepijFZoZuzHHnssbrzxRtx999044YQTcMIJJxS882JAyfefD0jlTqvfH1CK\n+qyMi8ZE6TDmj2Lcnxn0cSyDma3FT+spBCT5t7AWGanKx/YjiIKq5x8AWglFeTgyijgfp8idXoii\nqNgESwpSzR4IDR7O+NfX4AugyX+xClBTICMoWYbVNEMhBdXo6zDRVWrulU34YBkWra5m7PcfTL/X\nHxzMn/wnslt+APp+XKzzrab8220cwlzm/I9MJCN9vS76WPOFIAoKqUf29HuhRBi9/j7Mru0wbJ/V\nACW/f+q/DJh0IXYgFgQv8Efc4KjcIK9Z0jFRjcq/IIrwh4o/m5sCy7JgGEY2gyq9B6feT70niiIY\nhgHPa6890sxoh4eH0dbWpnnD5YJRWf900o/2Gwjd5MtU/o80dB2UF5u1t3hgtVT2Q4jM+G92NeBQ\nIEME8yH/VN0MZ5U9DJwWB+oddelCX/Gw5aTdO1X3vuT7jct+wxbWAhsxoKh31MrIVCQRPVz4q6/B\nF0DHABc77YesZXJbXZptiZnPELafw0RXj98/vY6rRU7+Q4NY0DBP1/GkoER4SZRqpkWt4zXLAE43\nD0j+DL0DfiyeRceh5gvyPDgsdszydOAfktmqHSO7jzzyH1NW/jmWg8fmTosYIkT4YhNUAzATxQWp\n/HtsLkSiGUElXoVpP8FwPEm4tZk/CsZ1111HvbdmzRpEIhGsWLECCxYsgCAI6Orqwquvvoqamhqs\nWrVK1z40k/+rr74aTz31FFauXFnRgwBS+R+L+hAXEpqLdVNIEA2NyIdNNphNvkx0H5LbAPSk/JQL\npPLf7G6Ukf98bD8UkWNpZbTN1SJL+ekPDRZM/inV30Jn9acU633+/Zl9BwcVyH/lpf2QEZR6LT/J\nzxC2n0QYgihQnX01kX837fvPF7mKfQHa81+M8y2Koir5BwCnW0BMUhrR228s+SefG06rAwsb5svI\nf5evF+FERNM1OlmgZvtJ/b/0PuaLmuS/1CDv+V6bB8PIiLDVqPyXUvUHgGeeeUb2+rHHHsOrr76K\nTz/9FEcddZRsWU9PD0499VTYbPpmHTUzYo7jsH37dkyfPh1z585FS0sLOI5WMtetW6frAIyGnbOh\n1l6TvkGIooCR8KimB5gUCcr2U4Dyz0fT0zImJj8SvIB9ROOf2RVO/gVRoAhls0tOZPKpXaGSfhSI\nXJu7BTskxYtG+P7J7r5q5KjN3SIn/6FBuj+AJs9/adN+CunumwLHcnBanOnvK4oCfNEJDEfkzWRI\na5YSSAvVUHgkb8tFNptYCnS6kvEP5ygfy0pUOJv8OHv7/Ybe55UGoVPcraiz16ZjLHmRx56xTixp\nPtqQfVYD1Gw/qf/fj4Oq65ooPsjfr9cmvzdVY9rPRKi81u37778f3/jGNyjiDwAdHR249dZb8fOf\n/xw/+tGPNG9TM/l/88030dTUlPTEhsPo7e2l1qkUctvkbJT96IfDI7rJf7wA5Z9jOZlfWhBFxIUE\nZTswMTnRNxhAgs+kUXhdNlm33kpEOBGRJazYOTtq7PIahXxsP2oNvqRQS90pBFTRrkoSDl1wPEDN\nGmjx0iuRUUEUdFtxtKLQ7r7Sz0kHO12+XoiSJJU6e50mVdljc8Nj8yBwWHVNCAkM5XHfBXJ39wXk\nReNAcQZbVBM1yfcDAIGNgbMAqaChQDiOkYkImmpzDxa1IMLT5J9hGCxsmI/3D32cfn/H6O4jhvyL\noohxhe6+KVBZ/2biT8lBztx5iedIVSr/wfKSf5/PB7udtj+mwPM8IhH1cAAlaCb/PT09ujZcTjQ7\nG9E5nmnGkI/vP98GXynYObtsG1E+apL/IwR0V9+aihkYq4G0/HhtHnoGK48Ov+SDQKmQt8nZKBss\nB2IBBGJBeGz61ewUQoQnXlX5V1CsyYhfJfJJgmVYqkCaF3iwXHHIf6Exnyl4rG5ZKEKnr0e2XA95\nb3O1YK/kOuoPDeZJ/skBI/3QK4XyTw6w6mw14AU+M1MCAW1NVhzoz+y7t99vGPkPK9h+AGABQf4P\nBQcwFhlHvaPOkP1WMsKJsKyexspZZTU5ZJG5qfyXHhT5txHkvwqVf3+4tLYfEieddBIeeeQRXHXV\nVZg2bZps2fbt2/Hzn/8cZ511lq5tFufJVGaQvv/8yH/+th9AyfpjJv4cKSDz/WdXeMQnoEL+LXLS\nRVp4tIBS/hU8/xzLodnZJHuvUPVfa1yny+qSqYVS4g8kBw1a1XtydrCYWf+UKp2H7QegBw2HAv2y\n17rIv8IsSj7QovzT57oYyj9trSKJTFOT/NroHTAu8pPM+E8NYGvtXqomZscRkvk/TpD5OlutTFgx\n4z7LD9rzL783VSX5D5aX/N93330YGRnBokWLcNVVV+Guu+7Ct771LaxcuRLHHnssGIbBT3/6U13b\n1Cxnn3322VnVy5TXsdyef4BO/BkJj+j2YpIFv/qVf/kDK9/uqCaqC75gDCMTmYc2wzCY2eot4xFp\nA5n047W6DbmGYxoy2wFgirsFh4IZ4tkfHMDculm695cCad3JltjT5mpRJQl64jOtrAXSvRbT908S\n0/zJv/xzqZjEFKZo8PunQNm38qzd0GIVI9OVimElULJWJYQ4BpGp8q2rk5+vfQMBCIIIli18po+y\n/Vgz1+LChvmydKWdo3tw0pSlRbOZVQqyFfsCcv8/kGkINtnPSyWB/P16iAFzKbqfG41yZ/yfcMIJ\n+PDDD/GDH/wAf/nLXxAMJu9NNTU1uPbaa/GjH/0I7e3turapmdF2d3dTuaM8z2N4eBjRaBQzZ87E\n4sWLde28WKixeWHnbGm1PcrHMBHzUzeKbCBHp/nYfqQwG30dGSBV/2nNbthtlR3xCSikx9g8cFgK\nv4a1JLcACqpxocp/XHvRbqu7BbvG9iou01LsmwJtRSneQ85Iz78aLKyFmkXNhlZXM1iGTc+epGJT\n9SbRaLH9lGKWhRpg2dzUzBBri8NptyAcTf6tY3Eeh0ZDmNaUv2UtBSrtR3Ie59bNxjt9m9KDnomY\nHwcChzDdK7cETDaQHn7yme6w2OGwONKzJgkhgWA8RM3YmCgeyN9vjb26lf9SZ/yr4eijj8ZLL70E\nQRAwMjIChmHQ2NiYt6VY83C4p6cH3d3d6OnpSf/r6+uD3+/HSy+9BJ/PhzvuuCOvgzAaDMMUbP0h\nH9yFKv+m7efIQJeC378a4I/J7QpJ20/h1zBpFbKqkP9WFxkVOUQRLT3I1eBLClKxlkIPcaUTf4rz\nwFCKoMwn7Qegp+SlaHY26UrrsXJWNDoaZO/lo/7nE/VZjL4KpLXKbXFRdSiBeJCa2evtN8ZqQqX9\nSJR/O2ejZsaOBOsPqfzXKQh6VNGvaf0pGRJCQjYLxzEcde+ttoLfdMZ/hYBlWTQ3N6OpqamgWsKC\n58IsFgsuu+wyrF69Gt/5zncK3ZxhKJT8kxeo3j4BSnGfJiY3EryA3n4i4rMK/P4ArSR7rR5YWStY\nyc0lISTAC/oatGixcABAjc0jS+SJC3GMhMcU19UCPbafFlcTOJUmfloafKVAFjMXi/yTEZQW1qKp\nKFkJbou68p9Psa4RMzhamnxZyuD599jcqCEU5EAsgJltJPmXW+jyBZ32I78WFzbMl73eM95V9OZy\n5Ua2mM8U6myk799HrWOiOFAauCeFU8lzROQrikznQjlUf5Zl8fzzz8tecxwHlmWpf6n3laL3s0Ef\no82CuXPn4uGHHzZqcwWD9P0PF0j+LYy+U0V6m03lf/Lj4HAQ8USGHLsdVrTUGZP8UWxMEAW/Hpsb\nDMPAxtkQi2d+CzEhBier/TtRme0qkbkMw6DN1YIuSdpMf2iA6jWgFXpsP0l7SwMGQkPUMn3Kf2ka\nfSkV++arAGWbMcg2I6L6GXeLrAlVPs2+yHulUp1IKZp8KVmrGKLFpz8eQEe7nPwfGA4gnuAL7uhN\ndoZ3WhyAZDJsuncaPFZ3+jjjfBx7fd3UoGAyQa27b7b3yM+YKB6UenSwDAsLYwGPzLKEmICVqY70\nw3Jk/F933XWYPXu27HUu6H0GGEL+I5EInnvuObS06H9YFAuk8q+X/JNKklJEYTbQnn+T/E92kJaf\njineio/4BJKRlCGJysmAgdeaVDjtFhsCyCyL8jFdajgZD5pNoW5zE+Q/OIhjmhZp3lcKgijo7tLb\n5m5VIf86lH+CkOaTjqQFJCnNt9gXSNqhGIaVZfunkJfyT/VsGNAdtpCX7cdg8i+IAp32Y3FRM0T+\nWBC1HjvqvHaM+5NkXRBE9A0GC571CxMzIC6rA5C8xTIsFjTMw98HPk2/t2Nk96Ql/zE+JrtPsQyr\n6OU3E3/KB7WkLitrQVRC/uNCQlfvpHKiHBn/ZIdf8rURKDjtJxqNYufOnRgbG8MPf/hDQw+uEDQ6\nG2QPNV90AlE+pnl6nFSS1GwBajBtP0ceeg6REZ+1KmtWFgLxkCzlxWV1pr3ejgIHsVq6taZgVLOv\nSCIi+z4Oiz2nd73N3YKtNPevUOXfmIx/IEmg3BYnNaBwWZyoselPqap31MnCFiKJKMajPl0Z9Fps\nP8Uu+I0kIrKaEztnh5WzgmM5WVFzKnd+Zqs3Tf6BpO+/UPJPRX1aHQhH5ba7hQ3zZeS/z38A/lhg\nUha4+qJyS2WNzauY4kNagUzyXzqoFetTM3VVVPRb7oz/FP7+97/jwQcfxMMPP5wW2m+//XZ0d3fj\nxz/+MRYuXKhre5o9/93d3ejq6qL+9ff3Y8GCBXjkkUdw11136fs2RYSVtaCeaPihR/0v3PNvKv9H\nEvyhGAbHMlYThmHQ0Vb5EZ+AUrFv5rjprP/CyH+2wXeru0VmqxgNj+X1uwlRGf+5ybGaxUWP8l+q\ntB+jin0zn6fPT5u7Na9ZK5Zh0eJqlr2np+iXF3jZvZdlWMV7LzmYSwiJggrESVCzK4cLfVmGpWZa\nAvEg9VsvNO8/zsflhZMsp6iUNjob0Co53yJE7BzdU9C+KxVaLD8A3ejLLPgtHbIp/1JUU9xnuTP+\nAWDTpk04/fTTsXbtWgwNZVSqtrY2bNq0CcuWLcPWrVt1bVNX2o/Sv87OTrz33nu4+eab83pYHH/8\n8Tj77LNx9tln44YbbsDevXtx2mmn4YwzzsBNN91UUGEI6fvXU/RbaNoPqXCaOf+TG7v7xmWv2xpd\ncNoNK6kpKrLZSApNrYoS1pdsyr+ds6HBUZ9+LULEoIIVJxfCVLFvbvW+zl6rmOnvqsC0H6VC1EKg\nZBvKx/KTwhS3PLlJzwyOkt9f6bmSHBQUb6Yl2+wKmVvujwUwg0j8GRwLIxTJ/+8f4Wm/v9rzlbT5\n7BjdXVUFlVoxThTukiQ/BZfVKXteR/koZQM0URyo1euQ/Km6lH/tz7x4PI6vfOUrOOOMM7B8+XK8\n8sorsuWvvPIKli1bhlNOOQVPPfWU5u3efffdmD9/Pjo7O3H00Uen37/99tuxc+dOzJo1C9/97nc1\nbw/QQf6vv/56fPjhh6rL33nnHXzhC1/QtfNIJJL+7DvvvIOnn34a3/zmN3Hvvfdi48aNEEURa9as\n0bVNKQop+jU+7cck/5MVvCDg451ygjO7SiI+gWRGuBRSywAZ96lb+SebfCl0+JWCJJ2H8ugSG4pr\nT/pJIVVwTKIybT90BGUhUFT+8yj2TX+2gE6/Wrr7plBMNZEaEFsyA6RUPUwK/ngATrsFrQ3y89g7\nkH/qj56alfn1c2X2l9HImGL9SrUjV4OvFFiGNa0/ZYKq7Ychyb++1LhyQRBFXbaf5557Ds3Nzdi4\ncSPeeOMN3HLLLell8Xgc3/zmN/HWW29hw4YN+N///V8MDmoTRrZs2YJ///d/R0NDA7Wsvr4eq1ev\nzsrPlaCZ/D/zzDPo7OxUXCaKIt555x3d3X23bt2KUCiE888/H+eccw4++OADbN68GWeccQYA4MIL\nL8Tbb7+ta5tSNLnyV/7NJl8mtGJ7zxgmJEVBHMfi2LlNZTwifaBiPqXknyud7QegiWM+aTGk8p8t\n41+KVmLfDBh9HX6JUIBYiZT/Qjz/yc/LlX8GDHUu9IAcOAyHRzUPhLQ0+EqBtlkZd74D5Dm2Zc4x\n2RvBfzgpi478zN/6Q8Z8uqzq16HL6sSsmhmy9yZj5r+WmM/0MrPotyxQG7xTyn+V2H6CkThEITmL\nJrBxRNuUOXAKV1xxBe65557k+oIAiyXzvXfs2IG5c+eitrYWVqsVp512GjZu3KjpOCwWC4aHh1WX\n+/1+CII+26Mq+e/q6oLL5UpniALAtddeq5oz+uMf/xjHHnusrp273W7ccccdWLt2LZ544glcc801\nsuUejwc+X/4ZvWTiz0h4VLMvlEr70Uv+DWiQZKLyIYgiPvhMrmwumd0Ij7M6kgyADHlJwSshg3SX\nX+3XsZJ/O9cgutWAol89Gf9SkKTVYXEoFhSqoRSNpwDAr+JHzxfk51NFu/nCZXXJioV5kcdgSP3B\nJYUu5Z/sq8AbaftRt8KRxbRp8k9Yf3r6J/K235DdfXMNQhc2HiV7vWesc9JZf7R6/pWWmXGfpQE1\neLcoF/zGq8T2E5D4/WPeQYiO7AN6t9sNj8cDv9+PK664Av/93/+dXjYxMYHa2oxVzev1aua3n//8\n5/Hoo4+iq6uLWrZ//348+uijOOusszRtKwXVJ/Hs2bPx2GOPYcOGDQCAZ599FqeffjpmzZpFrctx\nHFpaWvC1r31N187nz5+PuXPnAgDmzZuHxsZGbNmyJb3c7/ejrk57SgQJt8UFO2dPP1ASQgLhREST\nUkan/egk/6zp+T8SsHvfOMb8GZWOYRgsW9Sa5ROVhwBJ/rPYfvSQf8ryw1lz1gU1ORvAMRz4w9PC\nwXhIV0oXoNDdVyP5n+JuhZWzpkl7k5OeYs2GUth+eIFXUP4LI/8tTnmB7oya9oK2BwCtrmaZnWw0\nMoapnracn9MzU1TMxJ9s55gi//Hk76e92QOOY8HzSYFpIhjDeCCGeq/67IUasnX3VcKsmhmyazeU\nCCOYCBUUA1tJ4AWeEilqs6RRmcp/eUD9flnlgt9qUf4nJA2+eGsYNi63GNTX14fLLrsMN998M668\n8sr0+7W1tfD7M/dEv9+P+vp6pU1QuOeee7B8+XIsWbIEX/jCFzBv3jwwDIO9e/fitddeA8MwuPfe\ne3V8sxxRn6tWrcKqVasAJAt+77rrLpx77rm6dpANv/71r7Ft2zY89thjOHjwIPx+P1asWIENGzbg\nzDPPxOuvv45zzjkn7+0zDAOPzY1oOKOiBOLBvMi/ldNH/i2sRRYPmmp7rdc+ZKJyIYoiPtjeL3tv\nUUc9at35q6blQIq8pOCR2X6IQaygnfxTxV85/P7AYb+uvQajkUx33/HIuC4bCt3gS5sa9EVVAAAg\nAElEQVR1x2Gx45zpZ2DTwQ/h5Ow4fdrJmvcJlCbtJxAPyTL53VaX7llJEs2uRiyfshT/GPoMjc4G\nLGs9rtDDRL1D/lAb09hlVY/tp5iEIhAjlX9Jwa+V7PKbXNdqYTGtyY19kqSfnkMTqPfKB1daQMV8\n5riGOZZDg71O5vUfi4xPGvLvjwdks/Zuqztr7x3T818e0Mq/StpPlSj//pC0sQYPjssuXg0MDGDF\nihV4/PHHcfbZZ8uWLViwAHv27MHY2Bjcbjc2btyIO+64Q9NxLFiwAH//+99x11134bXXXsNLL70E\nAHA6nVixYgXuu+8+LFiwQNd30/zUWL9+fc51eJ7X1WL4hhtuwKpVq9Ie/1//+tdobGzE6tWrEYvF\nsGjRIlx++eWat6cEj9WNkfBo+nVyOjf3zbjQDr8Mw8DO2RCTNLaI8jGT/E8idB2ckMV7AsBJi3Kr\nm5WEGB+XWQw4hpMp5QUp/zr9/inU2Wtl5H8s6tNF/smoTz1xnQsa5mFBwzzN60tRirQfujjbmDjZ\nk6csxclTlhqyLQCod8iTWMYi4ypryqHH9lPMwVYwoUP5jwXSjcw62rxy8t/vx3Hz8yD/ZNpPDuUf\nSNq1SPI/3TtN974rEVqLfVOoI5aPm7afkkCtRwfJn6pR+RfZBCw5lP97770XPp8P99xzT9r7v3r1\nagSDQaxevRo/+9nPcP7550MQBNxwww2YMmWK5mOZN28eXnjhBQiCgJGREfA8j6amJlldgR7o+tTr\nr7+OtWvXIhAIyIoLEokEJiYm8N5778kySHPu3GLBb3/7W+p9LQMNrSBVfnI6Vw0U+c+DtNs4u4wA\nRflowcV5JioDoiji/c/kqv/86XVorNVeIFoJIKfSPTa3zOdeSMEvGfNp1UH+pdCr2uVb8FsoSmH7\nIXsy1FRoM6cGu9yuORbVSv7zV/6NGmwpdbyWDogdnB1W1preX1yII8JH4bQ40DGlBhu3Hkyvu2/A\nD0EUweqMwY4Snn8ts1f1xDkf1XjOqwFkVn9dlmJfINkATNrkMxALHO4qa4pvxUQ0oSz4VGuTL2nG\nv8jwsORwgDz00EN46KGHVJdffPHFuPjiiws6JpZl0dysX1AgofmX8Otf/xo33HCD6vLm5macd955\nBR+Q0aAbsmgj/4UW/AKAnbMiIEm0Mn3/kwd9gwEcHJZbA04+urpUfwAIxMliXzmZLCTqMy7kq/wT\nqp1Gy0gK+Rb8FgqS/Bcj7adYyr/RqCM6+vqiE+AFPmenZZr8l97zT9WMSDpeA8lZXa/NI5ud8scC\ncFocaKl3wmGzIBJLPj+icR79IyFMbdJnvwnzpOc/9zVMdlEej+QfllFp0Kv8cywHr9Ut+71MRCfQ\nqLOOx4Q+RKk6r+pO+5Fm/IssDy6L1cxIzJo1Cw899BAuueSS9Ots9XKpmUelgmA1aGa0Dz30EGbP\nno3XXnsNsVgMS5Yswb59+8CyLB566CH85je/wc9+9jPNOy4VaOU/qLJmBrzAy/yFLMPqSv1Iwezy\nO3lBJvzMmlpD5XxXA2jlX07+HQVcw6QKpMXzDyh16NROYuJCQjZAYRm2oOQaPSDrgoqj/Mv/XjUV\nSv7tnA0eqzsdIyuIAnyxCVkTNyWoNQlSAk3+jTnfdAdl+nftsbll5D8QD6AFTWAZBjPbvNi1L7Os\np39CN/nX6/kHaOVf62xLNcBH3ANykf/UOlLy74uZ5L/YULP9UL/VKlD+pRn/IkSIrAALq58H5oOZ\nM2fC5XLJXueC3ia7msn/7t278YMf/ADz58+HKIrwer3YuHEjrr76ajzwwAPYtm0b7r77bjz55JO6\nDqDYIJMwyEIuJZANKCysJa/uxXSjLzPrfzLg0EgQPf1yJaoaVX+Ajo0kM8yNTPuxa1RN6hwk+ddu\n+6G7+zrzGrjng1IU/JLKf6XafoCkEi0l0mMRnwbyr0welFCsgl8taUpUoy/JoIwm/36csli7txcA\nwgn9nv86Ry0YMBCRjPiciPonjdWF9OyTs4NKqLXXoM9/ILMNs+i3qOAFXhZvzDBs+tqrxrQfaca/\nyPJgGQYl4v6U9d1IK3wKmr8KwzBpnxHDMJgzZw62bduWXr5y5UqqlXElwJOH55+cPs63SNdeQEa6\nicrF+4Tq397iQXtz5ZKwbCA95JTtpyDPv3YVVwqP1S37zYUTYUoJVQOd9FMayw+goG4VIeefJv+V\nqfwDQD0xg6NFidZj+ylWky+qu68C+SfPu5T8zyKafR0cDiIW19fRVNrkSxBE9BwIYWg8nOUTSYIl\nLUYWIVKKeTVCFEVMROXXvRbln6wLMBN/igslsSclvFSj51+a8Q+GhyVH0k+1QTOrnTt3rozsz58/\nX5bJn0gkZBmmlQJStdFi+6GTfrQnGElB2hxM8l/9GBoPY+9+OYmpVtUfUGjwRSjJyWz+TOFcXIhr\n8m4D9EBBK/lnGRa1thqMRDIpXePRCbRpsD6QST+lKvYFlAtQBVEwbOZBEAWFv1cFk38y7lND4g+d\nEJVF+SebfBml/Me02X6k8Es+U+uxo85rx7g/qd4Lgoi+wQDmTJMPhtQgiEK64FcUgYGxMNZ09YJj\n9uO0Y6bgxAXqyVf1jjrZAHEsMk41u6w2BBMh2cDOztng4HLfC8ys/9IiW7QzlfYj6hsMlwNk0g/H\nlo/8RyIR/OQnP8Gbb76J/v5+qptvUT3/V155JX7wgx/A7Xbjrrvuwvnnn48bb7wRzzzzDBYuXIhH\nH30URx11VO4NlRgui1M2FRpKhHOSl4QgvzBJRU8rTNvP5MMH2+Wqf1uDCx1tlUvAcsFP5ZnLyT/D\nMLCxVtm1GxPicBaR/APJaX05+fehTUPcZ4iIaCxVsS+Q6WAsFQ94gQeroTGMFgTjIVktktPihK1E\nBWj5gIr71KT8y++R2T3/xemoTNt+aPKv1ugrhY62GnzqzyTf9fT7NZP/KB9LP6+CkTj4OAsGLARR\nxDub98PCMThunnLaR72jDr0TfenXoxojVisZSsW+Wmy4Zpff0iJbUhctjFS+8i/N+E8W+5bI86OA\n2267Db/85S/R3t6OmTNnKkbqF83zf/vtt+Ozzz7D/fffj+9973u49tpr8fjjj+P6669PbshiwR/+\n8AddOy8FOJaDy+qU3dCDiVDW6fIEZfvJT/k3bT+TC2P+KHb2jsneO+notrzqQSoBoijSaT8KHnI7\nZ5ORsujhWMNcIKM+ya7X2VCbZ9FvOW0/QFIokJL/uBDP2oxID+ikn8q2mlHRkxqIaCFpP0b5iLXY\nfmjPv/xv09Hmxad7pORfO/GUWtxCkQQYUf493/q4D1YLi8WzaEWfLvqtftsPRf5zxHym1yPuIRNR\nv6EzcSbkoOp1JPViVNpPFdh+5Mo/D2sZlf+XX34ZV111FZ577jnDtqn5V8BxHH73u9/hwIEDcLlc\nsFqtePfdd/HMM8/gf/7nf7BlyxasXLnSsAMzEnqLfuPFUv4TJvmvZny0YwCiKKZfN9Y6MLddm5pX\niYjwERlhsnJWRbJFdfnVOIglPaB6lH9SNdZK/inbj8buvkahmApXtST9pOC1eWQP/UgiQhVkSyGI\nguzaYsBkndkoVoG1loJfMhWLnJWZ0eqRiQIjvgj8IW2/m/Dha5jnRURiPFiRPgevf7CPEiIAoIGI\n+xyL0OtUG/TGfKZg52yymT9e5KmBnQnjQGf8V7nyH5ST/3Iq//F4HGeeeaah29T8bZYsWYKHHnoI\nbW0Zf7PD4cB1112H2267DUcffbShB2Yk9Db6MqLBF6BAmgST/Fcr/KEY/tk1InvvpEVtupv3VBIm\nSDJp9SrOYpCknVT01ZBvwS+Qf6MvKuO/hJ5/oLiJP9WU9AMkbVDk33EsS/a8kk0sm0pbrCZftPJP\n236srEVGLAVRkD1XHDYL2hrln+vt11YTl+ruG4wmrx1WoMm/KIp45W892HtAfj6VlH+pYFGNIO06\nWsk/QKcCmb7/4oEq+JXM9Fopz38VkH9pxj/Dl9Xzf8UVV+CPf/yjodvUzGr37t0ryx2tJpDTtrmK\nfg2z/VAZ6abnv1rx0Y5B8ELmIVrrsWPhzOyxhZUOcgaMLGJMgSTtWpX/OEXmtM+gkQ94rfYFqrtv\nyW0/ZKSdcYk/1ZT0k0K9ow7D4cygeTQyhqke5QJ5PZYfoDi2nzgfl92nWYaFQ2X2yGvzyK43fywg\ns2J1tHlxSNIIsLvfj8Wzcxffpmw/oUjy2kkp/0fNqMeO7tE0mRdFEWs2deNLZ85GR1vy9+K2umDl\nrOn6hxgfQzARUrQuVQtIwk4OKLOh1l6DQ8FMndZ41Ifp3mmGHZuJDCixR2L7SfZKYiAcvnYFUQAv\n8uDyDFMpNqQZ/0BK+S8f+X/wwQdx0UUX4dRTT8Wll16KlpYWRaHuuuuu07xNzeR/xYoVePnll3Hd\nddfBbldPYKhE0F1+c5F/Ouc/H5i2n8mBUCSOrZ3DsveWL2wFW0YlwAhQMZ8qSnK+th+9ZE6KVNxn\nitAlLSORnLUGoXh5uvumUKwEGqB6uvtKoceDTmf86yP/RnRUDiboYl+12Qev1Y1BZHz9pC2ro60G\n7/+zP/16X78/ncqRDRE+inhCQCyetBExohUsw+CS02ZjVqsXr77fk16X5wW8vLELXz5rLtpbklaj\nBnsdBkKZ4xqLjFc1+Sfz+fUo/2R9gKn8Fw/RhHqPDoZhYGEsiImZ32hC4BULVysB0ox/ALBYxbLO\n8r/33nvYsmULgsEg3n//fcV1GIYpDvn/3Oc+h5///OeYOnUqli1bhpaWFsU/3K9+9SvNOy8VdNt+\nRKNsP6byPxnw911DSCQyfl6304rFs6u/UyTV4MuqRv7zu44pz7+Ogl+WYVFrr8FIOJP444v6cpJ/\nSvkvse2H7jprnPJfbZ5/QCHxJ0vRb7a0ECUUo6MyNRuWhTSTgy8y8WdqkwtWC4d4IikmBSNxDPki\naKnLfk1GEhGEIpnvwgpWzJpaA6/bhqNnNSDOC3jzo33p5YmEgJc2dOJfPz8XUxrdqHfQ5L9a1e4o\nH5P9pjmG0zWQMeM+S4dcYo+FtcgG6AkxATtK031dL2QZ/wBs9vJa526//Xa43W785Cc/wbx582Cx\nFN64T/MWfvzjHwMAgsEg1q5dq7peZZJ/fco/qdblS/5pr7Sp/FcLYnEeE6EYfMEYtuweki1btrAV\nljIW/xiFAEEmySLGFEi7jpbrWBRFxMi0Hx3KP5Cc3peS//HoBNrcrVn3SXn+NeSBGwnS9kOeg3yh\nnPFf2Z5/AGiglH895D/79VKM+gry2aBU7JsCnfUv//twLIsZrR50Snz5vf3+nOQ/nIggKCX/ohVL\n5jSlX39ubhMSCQHrNu9PvxeL83jxnU5cec7cSZX4QzYpq7F7daX1mHGfpQPdo0P++yV9/5Vc9CtN\n+gEAi6285L+zsxMPPPAAvva1rxm2Tc2slmwqUE0otOA33/boVtYChmHSHk09DZJMFBeiKGLIF8Hw\neBgToRj8wXjyv6EYJoJxRGLKNyan3YJj51R305wUSKVSrYCUjOjUUrieEBKy9BMLa9F93ZPFerlI\nTJSPyvZp5ayGxWxqRbHiJ8MJeTKTnbPDYal8+2UdkT7ji06o3gP1FogXY5ZFS8Z/CuTvhRxMA0nf\nv5T89xyayNqkCwCG/H4keMlvh7Fh4Sz5TOPSBS2IJwS8u+1g+r1ILIH/e6cTJy2TH7OW5mqVinxj\nPtPrKyj/WqxXJvSDtu3J70/VFPcpzfgHkrafcmL+/Pnw+YwdxOfFagVBwNDQEOrq6qrC/6+/4Jfs\n8Jsf+WcZFnbOhkhC2iApBidbWiuCCRrrNh/AJ7sGdX/u+PnNsFknx+CNVCrVptPzmcEqJOknBTrx\nJ/vNL0zFfJb+d1astJ9qS/pJwc7Z4LG604q6IArwxSbQ4KCL5XORBxJUcTWfKJjYkeQ/m8WEbIhH\nDqYBYCbRALBvMIAEL2SdOTw0Jie80xvr4LDRz6CTF7chzgv44LNMXUEoEsemTwJITBVhOVygqKW5\nWqUi35jPFNwWF6ysNT0wjPIxRPhIyWuBjgTkmrmrZuWftZRX/L7nnntw/fXX44QTTsAFF1wAli3c\neaBrC3v27MFll10Gr9eLqVOn4r333sP69euxfPlyvPvuuwUfTLHgsNhlVeVRPpZ1Op68KAtRD0l1\nzrT+lB979/vyIv5elw3Hz1furFltEEQBAZLoqNp+9Bf80n5//b8hKiYyB/knLT/lIP/Fip8ki7Or\nwe+fQj2VPa/8d9Rr+0l1VE5BhFjwTAspDGX3/JONvmhRqbHGAY8r8z0SvIADQ+rikyCIGPbL/9YL\n2tXvOacvmYITjpLPJESDFgz7Mr+Fiai/oolWNowXEPMJJIsga+zy34rp+y8OchXscwT55ytZ+Sc8\n/+DKS/6feuopOBwOXHzxxfB6vZgxYwZmz56d/jdr1izMnj1b1zY1S9p79uzB8uXLwTAMLrzwQrz8\n8ssAks2/du3ahRUrVmDdunU4+eST9X2rEoBlWLitLpl6FowHYePqFNcnHyCFxFHRiT9RoPInSyYt\nwtEE1n68L+d6LMugxmWD12VDjduKeq8di2c1wmkvvNCmEhCMhyBKLDIui1PV3kYX/Gog/wUk/aSg\nV/knk37KQ/6LY/uZiFZf0k8K9fZa9PkPpF+rKdHUNaPB1iRNhAKSwk0hYg3t+Ve3/aSSgFJWs3Ai\njDgv7+jMMAw62ryyHiG9A35qRkC6LCZE07IcyzKYO0XdZsgwDD5//DTEEwK2HU4kY8CBj9rgD8Xh\ndVkhQoQv6kOTs/rsinTMpz7yDwB1thpdtUMm8kOu2V5KGKlk8h8mnnEcr7xiieD3+zF//nzMmzdP\ndR29M56amcz/+3//D06nE5s3bwbHcWnyf/rpp2PHjh049dRT8cMf/hBvvPGGrgMoFWjyH6IUqRSM\n8vwDCsq/2eirrFi3eT+CkvxehmHwuXlNqPPYUeOyHib7Nrgclqpu4JULlOUni40kn6hPI2w/bquL\niPuMZo37LHeDL4CeJTQifhIAJsj6DHsVkX/C4qPmQSeVQy2zRVbWAqnZq1CFW4/nn2VYeKxu2XMl\nEA+inhCVZhLkv+fQBM44dqriNnf0jkFgM9eMy26Bx569vw7DMFixbDrC0QT27E+eWwvvgi84BpfD\nAo5lMBYZnxTkX6/nHwBq82wYaEIfcqV1kfZpo4QRo0Fl/EOEyPAoJxtYv3694dvUzGrXrVuHb37z\nm2htbcXwsDzzfMqUKbjppptw//33G36ARkFP4o9RaT8ArV6ZWf/lQ+dBHz7rHpW9t3xRq+qDeDJD\nT3JMPp5/pW6teqEU9zmeJe6z3A2+AKUmX0VS/lViWSsRVNynivKvN+oTUJppyX+wJYoi3d03R22F\nx+aRkX9/LECJSh2Eyt8/GkI4mqBmEeMJATv7RiB65LHCWgZBLMPgvBOnJ2cO4jw4wYWoMApfIIaG\nGjtGq7Dolxd4Ko64Jg/l34z7LD4EUcid9lMlyj+Z8W+3M6gUHXB0dBRvvfUWent7YbPZMH36dJx3\n3nmoqdH/u9DMaqPRKBoa1LPNOY5DOBxWXV5u6Cn6Laryb2b9lwWRWAJrP+qTvddU68Qpi5W7jU52\nkMWJ2chkPso/qXiTiUFaUU/GfUZ8mKIyZU8W/JajqI8q+DUo6pPK+K8m5Z+InlQjopRn2JL7mjGy\nxiLKR2X3fiubm3iTvxulol+3w4rmOieGxjPPx95+PxYQHcK7DvoQlVzDHMug3uXRPJ3vcVpx6jFT\n8M7m/bDwydmCQDgOt9NalXGfEzG/zJrosXnyehaTViGyjsBE4YjxcYjIEGYbZ6MiWatF+Scz/t1u\nFsZ1a8kfjz/+OO644w6KZzscDvz0pz/FzTffrGt7mgt+jz32WKxZs0ZxWSKRwPPPP48lS5bo2nkp\noSfu06gmX4CC598s+C0L3tlyAIFQ5twzDIMLT5oxKfL68wFt+1EvbKSUfw3WNSNsPwDt+x/PQmJC\nxG+6Ejz/RhRaiqJYtWk/QHJWSXoPTXZrpoUiWjnUr/wXcr6VLD+5iLc3R9Z/CqT639Pvp9ahLD8O\ni+4+FcfPb0JjjQMWPnNcY/5IVcZ9kp196/Kw/ACm8l8KUAEPCvd7CxHvW6lRn2TSj7MCgqHWrFmD\nW265BQsXLsTvf/97bNmyBZ988gmef/55LF68GLfeeiteeeUVXdvUzHzuvPNOvP3227jmmmuwbt06\nAEB3dzfWrFmDs846C5988gm+9a1v6ftGJQSp/Oux/Rip/GtRTU0Yi+5DE/hH54jsvWULWzClsXpb\n3hcKMpM8G5m0shYwEsdjnI/L8vSVQNt+8ivCJB/cJCGQgor6LIfnvwhpPxE+ItuOlbPCUeLmZYWA\nZVg6uUkh8Udv2g9gbLQqZfnR0EmWTvxRIf9T5NdxT/9Euv8LkJyZ7Dw4AZHJHL/bYdXdy4FjWZy7\ndDo4PiN2xeICekcHZfurBpANufQm/aTgtXpkKnQwHjRsRs5EEqSdWem3Syv/5S2iVYM/JP8uDmf5\nPT/3338/jjvuOLz33nv413/9Vxx77LE47rjjcOWVV2LTpk047rjj8NOf/lTXNjWT/4svvhhPP/00\n/vKXv+DKK68EAKxevRpf/OIXsXnzZvzsZz/D5Zdfru8blRBum1z5J2MOpaBy/g21/Zjkv5SIxni8\n/qE83aexxoFTj5lSpiOqDJBeWjKzXAqWYXX7/o3w/ANAHWEZGc+SWU4V/FaA8m/E1Dbp96+xequu\nSRHpgx+NjFHr5IoKVAJdY5E/qaOV/zzIv4LtBwDam93g2MzfbCIYw3gg8xvZ3ecDzwsQmOTxWyws\nbFYWDpX6lmyY2ebFwvZWMMgorcP+IEaC9GxDJaPQjP8UOJaj/k6+WHWdi0qHlh4dVM5/hSr/fkL5\nd1SAzrJ161Zcd911in21bDYbrr32WmzZskXXNnWx2q9+9au47LLL8NZbb6GzsxM8z6OjowPnnXce\nmpqacm+gjHBb8vf8G1rwa3r+Swplu8/MI9buk4Kegl8gScSk126Mj6kW3gL5qbhKqKdsP+odOumc\n/9LftUnyb0Taz0QV+/1TIH3/pAddFEVECTXWpqFOxEjbj56YzxTIQXNAIesfAKwWDtOaPdg3kCGd\nPf0TqPcmM/x39CbrWlK2H7cj+cxxaLA+KeHs49vx4Xo3omySQAuCiHX/3Isvn3R8XtsrB4xI+pF+\nVro9X3QCTU71GkYT+qDlfk91+K1Qzz+p/FvtAMob8w+73Y5AQFlYAIBAIACO0xdJr5vV1tTU4LLL\nLsPIyAisVitqa2tzf6gCQHqakznnyiTCqA6/gOn5Lyd6+ifS2dcpnLigBVObjly7D5AkSFLPdaoP\nRjbQyn/2QSyl/OdZ8EvGfUb5ZNwnaenhBR4Rie2HAZOXaloorJzxDzjS759roFaJoBJ/CA96XIjL\nijutnBUcm/thRkarFmLnoLr7ZqmDSUHJ9qP2XOlo88rIf2+/H8fNa0YgHMe+geSDPaX8uw4nAWUb\nYGdDrduGWU2t2DmaIbzbDxxA/+gCtDXkHtRUAoxS/tOflfyMSEuRicKgpa9LtSj/EyT5twGIKK9b\nKpx55pl4/PHHsWrVKkydKk8nPHDgAB5//HGcfvrpurapS/7cu3cvrr76atTV1aGlpQX19fVobW3F\nzTffjKGhIV07LjVsrFWmEiWEhCqBKabtx/T8lwbRGI83CLtPg2n3AUD7/VPNirKBJv/ZSRapeOdr\n+2EYRlPRL53048j5nYoBIz3oKVBJP1XU4CuFBkr5l5N/SjnUOFg08nyTs8FuS26S7ODssgFIXIgj\novJcIX3/vf1+CKKInb1jaT++yMRhs7KwWtj09vPF4vapsFgyvwGeC+Htv/dBqALvvyAKhnn+lT5r\nFv0aCy22H45U/iuQ/JMZ/wDAWcos+wP40Y9+hPHxcSxcuBC33HILHnnkETzyyCO46aabsHDhQoyP\nj+Oee+7RtU3NrPazzz7DaaedhkAggAsuuADz5s0Dz/PYs2cPnnjiCfz5z3/G+++/j/b2dt1frBRg\nGAZuq1vmGQ7EQ4rqYDELfk3bT2nw5ke9mAjKCcUFy2ekH6pHMqiYTw1kUm/cpxEdflOos9diOJwp\n2PZFJzDVI49orYQGX4CSDcUI20/1Jv2kUEd4/n3RCfACn1b3tZAHJdAF1sal/WhR/hmGgdfqwSif\nqWHwxwKKin1LvRNOuwXh6OFZrDiP/pEQtvdmPiuwcbgdmWuokNmrJlcD6r12DI0lfxsJNoiDw0Fs\n7xnF4lmV3fArFA/LRDg7Z897FgTQlxpmQj+02H5I5b8SbT8hMuPfaoHIll+wPeaYY7B+/Xr853/+\nJx5//HHZsqVLl+Lhhx/Gcccdp2ubmlntd77zHVitVmzduhWLFi2SLdu6dSvOOussfPe738Xvfvc7\nXQdQSnhsLhn5D8aDlO+PF3hZkgnLsAUpiLTnv/wX0mRH10EfPt4xIHvvxAUtaG+uPtJUDPgJX7JX\nQ2GjXvJPR33ml/YD0DndSpnlldDgC1Ago4eTkQq5h/gp8l99yr+ds8Fjdad99Sllt+Fw91+KPGjI\n+AeMLfgli+C1eP6BpPVHWsAciAfQAroGjmUYzGz1Yue+zLpb9gyhfySzX4GJw+XIfKdCyH+9vQ5O\nGwenw4JwJIEElxzcbNhyEPOm1cFu0+cRLiVIck7eA/SCrBcwlX9joaVYn/L8V6DyTxb7et1WxAT1\n+tBS4sQTT8QHH3yAwcFB9PT0QBRFdHR0oLVVue9NLmgm/5s2bcK3v/1tivgDyR4A3/jGN/Doo4/m\ndRClAln0q5T4kxDl8VMW1lJQsgbt+TeV/2IiFufxpw1dsvfqvHactsS0+6RA2n60eMgL9vwXqPxL\noZT4Qyf9lCeigWVYWY0CkBQU2AIKzGnPf/WRfyCZ+CMtqh2L+NTJv0bl32JQwdbPA0IAACAASURB\nVK8gClSfCC22H4COBFWL+wSSSTxS8k92HHe7GVkqUCG2nzpHLRgwqPfYEYkmwLMRiOARjADv/fMQ\nPn98Zc7SA8bFfGY+L//NTMT8BQ/KTWSgpa8L5fmvQOWfzPivcVmpHgalwKpVq/Linb/61a80r6uZ\n/NtsNrCs+g/F6/WC5ysztzUFutEXPaIjp+kL8fsDSp7/wpVAE8qIxni8/UkfxgNy//eFy2fCaqlc\nlavUIG0/Hg3kn/Rg55rBIhuB5VvwC9DkX0m1ozL+NRK3YsDKWmXkPy7EqcJUrYgkorJzbWEtZZvV\nKBT19lr0+Q+kX0t9/+RgUuv1QnbgzddmFUlEZDO+dsLLnw3kTEw28k/6/km43fIHfiGDWCtrgdfm\nwUTMjxq3Db5ADAkuDCvvwSe7hrBkdiOa6irzWto73i17Td4D9MLG2eCyutIDPEEUEIyHqrJ4vhKh\nZfBOK/+Vxxf9hFXY67IhZIB1Uy9+85vf5PW5opD/66+/Hg8//DCuuuoqzJw5U7ZsbGwMv/jFL7Bq\n1SrtR1kGKCX+kKCTfgojjcmMdCsSieSFLkJEjI/rbt5iQh2HRoL4dO8wdvSOIZEQwEl8/Scc1YLp\nLeYNXgoq5jNLxn8KpJKTTQ0RRIFKXSnM9kP7dclEFVK1LZfyDyRJl3QeohCFSynpp9oy/lOoP6zy\npyBN/MnX9mNUwS/V4EuD319tXdJWJ0Wt24Z6rx1jfnrmjGUZ2B0CYpL6wkITq+oddUny77IhGI6D\nZ/8/e28aJMlVno0+J5fae++eXmemZ9My0mgbCS2IERKID5mdqwgCuGaxwb7CP/ASsh2YsB3+ITkc\ndhD4z2futa8hxAfouw6MwIABMSAkBELMaLSONJtm632rqq49l3N/VFdVnnOyqjKzspauqSdCoans\n6qrsrKxznvOc533eDFQjBkopnjx2GR+5b3/H3U+r2TW8mbjAHJvt39Xw60aUMDNOZPVsj/z7BEe2\nH45L6aZeNRmrXRBsPxEVcdp68n/u3Dnh2MbGBg4fPoyvf/3ruOuuuxp+D8fkf8+ePQgEAjh48CA+\n/vGP47rrroOqqjhz5gwee+wxpNNpyLKML3zhC8zvPfLIIw2fpF+IqXyjL3GQ5rvO8QV8XhBSgsjk\nK8pk3ij0yH+D0HQDr53fwItnVrG4bt+wbTAWxJEbe3YfHmLGf32i46bJV4Ej/qqsNrTTFVUjUGW1\nvKDIGwVk9Swilu9zJ3T3LcHPBJpuSPopQYj7tCr/uvsGX4AYrepV+ectoE79/oDzRl8lzE70Y2NT\nTMebnejDHEc0GrH9AEXyfyF5CYQAQ31BZFNpYOstLi5t4o2LcVyze6j2i7QYx5deYh5PRscxGfXm\na7aCFwT4MaMH73Ci/EtEgkxkGLQihBrUaChK3W/wGf99kYAvvVrcYnZ2VjgWixXHmYmJCdufu4Xj\nq/7QQw+V//2v//qvts/5x3/8R+FYJ5F/vmOjvfLP234at4vwX4TiKnn7TuLtxEo8ixOnV/Hq+XUU\ntOrbhpGQivfeNduz+3CglNqk/Tiw/bgo+OV3BZz6t6uBEILBwABWspWeDfF8kiH/ndDdtwQ/i1C7\nIeO/BL7R17pF+fd6z/jVUZm3gMYU58o/v3PG19Tw2D3RhxdOi+T/wK4oLscrsn9ADjjqdVAL1mse\nDipQBk3QxcrPj74wh33TAx2TgrZZSOH1jdPMscPjN/miDvO7KDm9V3/nF5ymuymSwtjDdapDcd9u\nqmngM/77IgEUkq0n/62A46tumu3POm0UvJpjp/xrTVL+rehl/bvHmcsJPHdyCXMrtSfWWCSAOw9N\n4vA1O2DWWBxcqcgbecaSo0gKQnJ9a4GbZnVig6/Gv0MDwX6G/G/kE0zcp9jdt43kn2881ZDyv/2T\nfkroC8SYYuicnkNWzyKshD13hBZ2WQyvth9O+Q84V/75mpmUlq5Z17V7vA+EkHK2P1DsADw1HgQs\nteyNqv4AMMxFrI6NAavLBOZWnGEqU8CZuQSu7RD1/4Xll5nai6HQIPYO7K7xG84R5q5n1ugp/37B\n6fdXJQryqCy6NFNHqEP0ObuM/1hIgRbvTr7W9uX+8vIydu7ciVOnTuHMmTO4++67ceTIEXzuc59j\nBkc/wCv/GS3DDDSAvw2+SuD9q724T3d4/cIGvv2LszWJ/56pfnz4yD78X++/Dm+/ZQZ9Ee8Fpt0M\nIebToYdc8PzXuIe9ErlaGBKKftkowKzGkf822n78zPoXM/63L/mXiCTUb2zkip+jV9uPXwW/gvLv\nIP62BFVSmJ2mUjFpNQQDMiZG2MXF/pkBGGDP3Y+6FX63JWNu4oZ9bMb/ufnOyLzP6Tm8vPYac+zw\njht9C8cIcYJAz/bjDyiljvt0dHLcp13Gv6KCaYonN1gD2klwzGwppXjsscfwk5/8BAsLC1V3Ao4e\nPer4zTVNwx/+4R8iGo2CUoo//dM/xSOPPIIjR47goYcewhNPPIEPfvCDjl+vHlRJQUgJlrf7TGoi\nq+eYHQHR9tM4+e81+moMr55ftz0eCam4Yd8Ibtg3gsGYe5UsbxQgb0Uzthp5vdCWQifB8uOg2Bdw\nq/z7093XisFQ9SY9lNKOsv34pUYDQLKLPP9AUcm1Nmxbz21gKjbRQNSnP/UVPFnnhaJ66AvEmF4T\nm4VUTYvWtbuGsLBaWXDcuG8EWX2DeU6jxb6AWC9TMArYPRXECYuz5tx8EialkNpcePnS6mvMrmRU\njeCa4QO+vT6/mMr1yL8v0EydEVEVSalqV+vkuE/7jH9uLmsgta7T4Jj1fPGLX8Sjjz6KQCCAsbEx\nyLL44bolMw8//DAeeughPProowCA48eP48iRIwCABx54AD/+8Y99Jf9AcVC3ev1SWpoj/3zOf+Mr\nPZH895R/N1jiCnpndsRwy4Ex7J8ZgOIxP/3FlVfxi8vPghCCd+2+F1cN7fPjVB3huYVjeH7lOEJK\nEO+auQ+7+luXty0W+zoj/+6Ufy620Q/yX6NDp2bqzI6dIim+WI28Quw62/P8l8Ar0aWGbXw0rOOC\nX5/qK1IFXvl3FxXbp0axjIqPv1bcJwDcctUYNrMaLq+kcP3sMHaN9+Hk2gLzHD9sP4QQDAcHsZSp\nnFs4piOoyshv2SKzeR3zq+m2NkHUTR0nVl5hjt00dshXYYafh3vk3x+46eYuJP50kPLvJOO/kdQ6\nN/jFL34hHIvHi57AF198EYpi/70o8WcncPzN+trXvoZ3vetd+Pa3v41IpPEM7a9+9asYGxvDu971\nLjz66KOglDI2n1gshkTC/+3IqBrBWraiJPOKD38z+mL7kXuef69IZTWkLD48WSL4yH37IdfoOVEP\nmqHhmblfF1MHKPDs/G9aRv6zehbPLR6DJBPk9Dyenvs1Pt7/YEveGxCLEZ1k/AM2Res1oj55suuH\n7Ydv8rNhifvM6Ox3OKKE2xofJ9p+vE1wBaPAEBSZyK5SaDoRQuLPVtFvXvfWFM7uWnuJD0zrjSr/\nXNZ/ncQfSSK49+Zp5hjvQfdD+QeKuy1W8h8vxLF3qh8nL1R2Gs7OJdpK/k+un2JiOFVZxaFRsaFo\nI+il/TQHTi0/QGdn/dtl/PPKP9/vpll4+9vfXvVnf/Znf2Z7nBDiqteWY2abTCbx4IMP+kL8AeDf\n//3fQQjBk08+iRMnTuCTn/wkVlYsysnmJgYHB2u8gjfwXk7e68lP1P7Yfnpdfr1iaYOdlMcGww0R\nfwCYTy8yBDWeT8AwjYaTNZxgI5coFgOi+F4r2VVktGzLPOqi7ccZyVElBQQEFMUFulajWZ3Q7dGH\nATOqsPYFzdDKcZ/8JN7OjH/AP+Wft/zEAtFt3xxwWFD+i+S/4IJAWCFLMiQilW0HJjVhUtOVN1c3\nDYZ4EhDXBeN8XG495d8OfPqMb+TfZrdl3/QkR/6TuOemaf5XWwKTmjjGxXseGjnoexx2mAs2yPUK\nfn2BmxovPtbTazpXM2CX8c+P3a3aUf7rv/5r17/jVvBwzGzf/e534+jRo/jMZz7j+qTs8NRTT5X/\nfe+99+Jf/uVf8PDDD+Opp57CPffcgx/+8Id4xzve4ct7WcGTfz7lgb8Z+YncC4I9249nLK+zXu7x\n4cYXn3OpBeFYzsgjKjVfVU3ZKIJzqQUcGNrb9PcGRHuDUxtJqVmd9d7NGwVbou1mG9gp7OI+N/KJ\nLfLPF/u2Vx33K36ym5J+Shjk0mcS+SQM02ioSFyVVEZQKZgawi4W8mnuOxFRw66FAP57VC/u0w48\nGeXTabxiiLvmG7k43rKzn0kcWk1kkUjlMeChdqpRnEtcQNzS80EmMm7eccj39+EXUz3l3x+4Uf4F\nYaSDbD/2Gf8sP2yV7edv//Zvm/4ejpntP//zP+P+++/Hxz72MXzoQx/Cjh07bFcabjxHVhBC8E//\n9E/47Gc/i0KhgIMHD+LBB/23Q/Db5rzyL3b47RX8thN8Ay8/yP9lG/Kf1bMtsVTYKYKtJP+NeMgD\ncoAhaYUq5J8ncnz0pVcMhvis/wSmY5PIaHyxb5uVf+7v9dokppuSfkoIygHE1Gg5ZtmkJtZy6+XG\nP0Bxt9XNjqsqKcyY6naxxS+IvYwDMdVdoy878B705in/cYSDCqZHo7hsSVA7O5/ELVeN+fKeTkEp\nxW+XTjDHrh7e35Talp7tpzkQdnprjPedrPzbZfyv0V7BLy5duoREIoFvfetb+Na3vmX7HLeeoxJ+\n9rOflf/985//3PXvu0G9Rl+87ccP4iI2+eop/07B237Ghxqzx2imjqX0snC8VRPBpk1vibnUfMOv\nSylFopAUCta5Zwn3u9O0H8B5l1/N8N/zDwCDnO+/VPTbSRn/gF0RqrcJrtuSfkoYCg0yPVYWue+j\n2wJxpcG4Tz7+1q3fH7Dp8lsQv+f1wI9BftleBkMDjGUvmd+EburYNz3Akv+5RMvJ/1xqAYvpJebY\n4R03NuW9VEllOszqpg7N0HwTJ65UuEnqEsbGDlH+7TL++8IqFrL839Y994pj8v9Hf/RHiMfjePjh\nh3HgwIGq1cadDj7FgVd9+Inaj1xX0fPfI/9OkM3rSFqKcAghGBtsjNgtppcYlbH8XhyBbBb4+w0A\nVrPryOo5z4p13ijgP049gRVLhKIThJSgq4nPaeG6kPbjk1oiJv4kAXRWd1/Av6jPbkv6KWEoOIBL\nm3Plx4sZlvy7XSyKNRburvdmnqut8ED+o2qEqT3I6lnXxFLw/DtovucEqqSgLxAr308UFPF8Avum\n+vHUicrncHFpEwXNQEBtXZb5seUXmcd7BnZjJDzclPcihCCshJiFZ87I98h/gxBtP9W/v3KHKv92\nGf/BgAwtzS4I/Gj62ilwzOBfeeUV/M3f/A3+4i/+opnn03SIyn9t8t8cz3/P9uMEYrFvyHO0Zwl2\nlh8AyLRM+RftABQU86lF7Buc9fSax5ZedE38AaBPdack84M6H4NWOd4s5Z8j/1sNooQGX21X/nnP\nvzfbD28R6x7ln+0myyv/Tot9SxA6Khvurrcfth+JSIipUWbBltLSGJKdh1bw84KfBa9DoUHm3DZy\ncewfHMZALIhEqvi+hklxYWkTB2b8D9qww2p2DW8mLjDHbh2/qanvGeLIf1bPds2iul1oRPnXOiTt\nxy7jH7CZy7rI9uOYSc3MzNhm+283RJQwCCq1Chk9C8NilWhK2k/P9uMJS3yx75Afxb72FptW2X6q\nFQI2Yv15M3He0+9NxsZdPZ9X8Pl4xvJxFx5QN+C7/MYLCdsGX+3s7guIE5xfnn8+TnK7go/7XM+x\nza1arvz7QP4BMTbXbeIPH/Xp5w6WUPSbT4AQgn1TrJXu7FzSt/esh+Ncws9kdBxT0YmmvmfP9+8/\n3PR16VTPv13GPyCO3X70rOkUOCb/f/7nf44vfelLePXVV5t5Pk2HLMkCObBmPLdC+S8YBaanQQ/2\n4Jt77WiQ/BumIaiMJbTC9mOYhlCcWkK1HYl6SBXSjOpPQDASHq7733Uj1+Cuybe4ei/e71gt619M\n+/FHwQwrYUbl1QwNaT1jY/tpd9Rn42k/mqkz8ZMSkYQ4ye0KvgCVh9sJttFGX2KDL29KMF8/46bo\n1zANZsdCIpKvsYL8NV/f6q+wb5pdiJ2dT8Bswdy0WUjh9Y3TzLHD4zc1vT8HX0TNW616cA836W4q\nZ6PulLQfPuM/Fin+DUKTryvR9vPiiy9CkiTceOON2LdvH8bHx219/0ePHvX1BJuBqBplCh9ThXR5\nS70ZTb4USYYiKWUSYFITmqm3LDZqu0Io9h1u0O+fWa5KxHjrSDOQ0jLlojseK9k15I2Ca9XzfPIi\n83giOo6PXO1vV+wSnHb55Y/75aklhGAoOIDlTCXxJ5FPCupdROmsqE8vyj8f8xlTt3/Gfwl9gRgz\nHvJw+x0QC37dKv8sSfeq/DeS9S8U+8pBX4nwsKD8F8n/zh0xqIoMTS/ufqezGpY3spjwIVWtFl5Y\nfrlcHwEUdyb2Duxu6nsCYnwqv9vSg3u4sf0ITb46RPnnbT8l5Z8fS7qJszlmtt/73vegKApmZmaQ\nz+dx8eJF4Tnt7KrpBmLcZ4VkCmk/PrUXD8pB5kbPG/muupH8Rr5gYGOzosoQQhpO+rm8Wd1a04pJ\nwC7jvwRKTcynFrDH5QR4PnmJeTzbv9PTuTmB07SfZvokBznyv5GLd16TL7nxCa5b/f5AUdUeDA5g\ntUqdimvPf4O2n1SBFRn4UAinEBN/nJN/PuPfr5jPEoS4z1wclFIosoTZiT6cvlzJ2T87l2gq+c/p\nOby89hpz7PCOG1uyuA1xVqqe7adxNNTkq1OUf5uYT0BU/rvJ8++Y2Z4/f76Jp9Fa1OryK+T8+0b+\nA8z75I0Cumc69x+86j/cH4SqNFZzYtfcq4Ss1vxJoB4ZuOyS/BumgYubl5ljswO7PJ2bEzhJ+zFM\ng/kOSUTy7TsEiEW/C+klUIuCGJSDLenUXAtC2o8H8t+tST8lDIUGa5B/t7Yf71GfBUNjrB8ykT0T\nb4H8u7D9ZJvU3beEqMp2yC4YBaT1DGJqFPumBwTy/9ZDk76+vxUvrb7GWJyiagTXDB9o2vtZwQsD\nfG+FHtzDTdqPoPx3CPkXMv7DVTz/XWT78bTUXlhYwHPPPYd4PI58Pg/TNOv/UgdBJP/VPf9+kn8r\nqlkmrjQUvc2i5WZpw99iX8M0sMDlSVvRCs9/SuO767L3Ya3FiR3m00vMfRRRIxgLj3g/wTrg72G7\n1Cqx2Dfg647ggA35t6Ldxb5AY2S0hG5s8GVFLd9/Kwt+7ZJ+vCrQfHqWXaxvNfAk1K/uviUQQjAs\nqP/FtKy9XNHv4noGqa3Mc5OaSGz1BfADuqnjxMorzLGbxg75KhDUAp+g1InkXzM0bBZS26Yu0E2N\nl0oaF0b8hm3Gf1n57xX8AgCeeeYZ3HLLLZiensZdd92F48eP4+mnn8auXbvw+OOPN+scfQdv+0nV\nUv596PAL2DX66hUando4i//54v+Lf3vl6zix/DLzM77Yt9HOvkuZFYaERbh7IGvkGQ9qM8Ar/wfH\nrmIeL2dWXC0Keb//bN/Opm6di55/kdQ2u0CKT/zhk2LanfEP2BSgGrrriTzJZc93n/I/UPVnjdp+\n3BT8+uX3B4CYjeff6efebNsPYJP4s/XdiYVVTIyw535uPoGMlsV/nP4u/v3V/4XHTv5vJPLsgtQL\nTq6fYgrZVVnFodGDDb+uU3R62s9cagFffe1b+LdXvo7vnvvvps9JfsCV7acDlf9qGf8GNZieQBIh\nUHzo+9QpcMwUnn/+edx///1IpVL44z/+4/KgNjQ0hFAohI9//OP4wQ9+0LQT9RN81n9N8t8k5f9K\nj/vUTB0/vfgUTGrCoAZ+tfBbJnLV786+vKq+MzbFkAxKzaYvyHjlf7JvB4YtmecmNWvuTvAQyP9A\n8/z+gLN72E3xlxfwXX55tDvjHxCtThTUtXK6qXHKf7C7lH9ehbbCdcEvn/Pv4lpv5hvv7ltCSGab\n5mmm5phcNqu7rxWC73+rQzYAIfLzjctreOLsDzCfWgRQLKx/abXxpL83Ns4wjw+NHGzK31oNYblz\nyf9yZgXfPfvDsj34zcQFV/NBO6CbOjO2yUSuyZl45b8TCn75Yt9YlZhPVfJ3F7vdcEz+v/jFL2J2\ndhYnTpzAF77whfLxw4cP48SJE7j++uvx6KOPNuUk/UZ7Cn7rWyauJJyNv8kQxbyRL0euarqB9SR7\nfRq1/fDkfzo2KahAmSb7/vmM//5gH6ZjrLf2ssO8/81CCmvZ9fJjQiTs6ptp/CRrgM/5t9ul4I/5\nXdQeVsI1yWGkzcW+JYi+f3fWn2S+u20/g6Fa5L9B5d9FR2U/GnyVQAjBYIDd0VjLrVd5Notmdfe1\nQlT+Kz5/a+QnhYETqV9iMb3CPN863niF9T0B4NDotQ2/phsIUZ8dkvazkYvjO2d/KIgn/PXqNLi1\necpEZvos6dRoir1J0w08/dIC/vV7r+EbPzmF515dxHrC/rOulvTTzX5/wAX5/9WvfoVPf/rTiETE\nwTEWi+H3f//38fLLL9v8ZuehmuffMA1mm00ikm82CqdJKVcKXl8/LRwrbQcvb2SZAWGwL4hgwPt2\nm0lNzKV58j8lWESa7fvnlf/+QEwg/059/7zqPxkdb4pVwIqgwt3DNjn/vBXIb48kIUTw/VsRboC8\n+YlGfOi6aTCCBAERMuS3O4JyQBiHS3Cf8+89WpW3/VQ7J6fga26cdt4WbT+tUP4rxHJ8KIxYWAWF\niUTsNWSldeQ1tvsqX4fiFpqhMfe1RCQM1NnJ8xudaPtJFdL4zzPfZ+xQJfA9TDoNbjL+geL4rXCB\nDH5bfxbXM3j86Bm8fHYVBd1APJXHsVMr+NbR03j8p6dx7NQyU+ArFPtGuz/jH3CR9gMAoVB1cpHN\nZrdN4W9ICUImctnPlTfy0AwNJpfBrkiKb9s8ouf/yiX/qUIaF7iUGqAy0PHFvhMNqv7LmVUmXSKi\nRjAcGhRU4mZOBIZA6Ioe4ZnYFPO8pfQKNEOrm41/PsFZfpoY8VmC0OHXZvfK7WTgBYPBfixnVmx/\n1gm2H8Cu6Nf5BJfMbzL9IKKBaNsTjJqBodCgsCAGGi/4dWMlEBt8NUb+RyMjgEUgX804I/95Tvlv\nRu3KYGgABKR8byW3CnlL89zeqX48vfAMcmrxu5XN6whZRJdEPgmTmp4FsYRNglWre1eoksrM/bqp\nOxpvm4WsnsN/nvl+1YVV2mZB0Elwk/RTgkIUaKh8RzVTF8ZLLzBME8deX8GxUytVdxPWkjmsvZrD\nc68uYWI4iv0zA1iNs3yjkvHPCVmku8i/42/e7bffjm984xu2FzWdTuPf/u3fcNttt/l6cn7ApBQX\nlzZxYXET5lZRh0Qk26Jf/sP2y/ID9Gw/VryxcZqJZyyhNND5Xew7x1lppmOTIIQISnkzlX8+9i+2\nRehigSgTX2lQAwuZ2j5PwzRwMTXHHGsJ+ee91YYmFKTxuwHNSEcYrOEX7xTbTyNFqHxhZX+XFfuW\nwBdvl+DW9iM2+XKj/Ptn+wG8K/9Zg7f9+K/8q5LCFI5TUMQtvv9M9ByywcrOYzbPLqIMWr1DuRMk\nC0nmcTusbIQQMe6zTXNxwdDw3bM/rGkN63Tl30uNVzOKfjc28/j2L97Eb99YdmwjWlxP45mX5nFu\nnr0vqyX9+LFA6SQ4Jv9/93d/h+PHj+Oee+7B1772NQDAr3/9a3z5y1/GDTfcgLNnz+Kv/uqvmnai\nXvH0i/P41k9P4/Gjp/HksYrabOf75xUj2cfK7p7yXwSlFK+tn7L9WWli8buz72XOSjOzZbXhVeJm\nKv+8wmgt4BSsP5u1rT9z6QUuJzuKsfCoD2dZGxKR6nb5FTz/TRgwq5FGoDPSfgCxq7Eb5T+Raz9J\nagWGLMXuJUhEci26+B312QhGOfK/nttgggyqgY+cbFYRbDXf/2+XTuBC/g1YN7qpFkSIsDshCY7A\nuwG/qG215aeEVoo+1WCYBv7rzR8JBb28sGFnBeok8CKmE7HHz7hPSileObeG//2zM1jZEK/VdXtG\n8PabZzAz1ufYxVE94797Yj6BGuT/05/+NJ577rny4zvvvBPf//73MTc3h4cffhhAsQj4T/7kT5DL\n5fD444/jvvvua/4Zu4BumPjtGxV7wInTK0jnih+oXeKPzg3Sfq70RM//lan8r2RXqxaOZfQsdMPE\nSpydCBsp9jWpWU6sKGF6y2oTVltI/vmM/2Dl/uOtP/V8/+cTYlffVqUQiPcxO0CKBb/+D5i1SEMn\n5PwDjWX98ySp22I+S7CL+/TSF8Kr7YdSis08vyPX2LUOKyHmNQxqYN1B0aZA/ptQ8AvYkP98Aq+s\nnsQzc78GIUAoULyWElUxtHkjSIEj//kGyD+3cBgItIf8t9v3b1IT/33hKC4mWevrTN8UHtjzDuZY\nuoGdllbATcxnCX4p/6lsAd979gJ+8eI8DIPdgY4EFfzOnbtxz01TODg7hPffPYtPvvtq3H3DFCaG\na1v7qmb8d5nyX1Vi+drXvob7778ft99+e/nY/fffj9OnT+OFF17A2bNnYRgGZmdncdttt0FRWtOk\nww0W1zPCTXF+cRPXzQ7bFv3yMYJ8YUojEJt8uW/80w2opvoDxc9gJc4W+/ZHAwgHvd9bq9k1ZqEV\nVsIY3poAxdi3Jtp+bJJ+SpjuY5X/xcxy2YtrByHiswWWnxKCcgDWv4Qn+14mA7fgu/xa0SnKv5D2\n4yKB5opR/m3sW17uF36XxWnBb97IM4KPKqm+TPBj4REm2Ws1u4axSPXme5RSwXrCE1S/wF/z19ZO\nMaQ8HJSRz1EMbd4IxYwitbkBebjyfN637wb8wqFTlH8+aamZoJTiZ5eewemNs8zxHZExvG/vuwUb\nZVbvdOXfg+2Hc1R4ifs8O5fAz1+YR14Tf3fvVD/uuXEa4RA7BkdCKm7Ym+TyEwAAIABJREFUN4Ib\n9o0gmS7g9OU4zlxOYC1ZWfztGu8rh4uINvArhPxXgyRJOHz4MA4fPtyM8/EVcytiMdn5hSSumx22\nsf2koTVR+e81+SpudZ5aP1P15xk963tnX97yMx2bKBeZhVUu6rOJ5F9I+rGQ//5AH/oDfeWiL93U\nsZhexkwfuyMAFFVha2MriUjY2eSITyvq1a40O+0HKBKjoBwU3lsiUlMWG14gWlEa8fx3J/nvC8Sg\nSAoz+XvpC+G1voIvpoyqEV920MbCI3gzcaH8eCW7hlqBlnmjwJA+VVabVuA9zCn/8Ty7KxELBYG5\ng1CNIjFPJST0DVJIUvG6JBtQ/julazXfPTnbwrjPXy08j5dXX2OODYUG8cF9DyAoB8oF1aX7IW8U\n2lqQXA9eC36t0Gl9W1wJhmniqRfm8frFDeFnqiLjbTdM4updg3W/x/3RAA5fvQOHr96B9UQOF5Y3\nQQjBdbMVK2K3p/20ttS+xZhbtSP/m6CUCsp/0fbTnAZfgE1M4hXo+b+weYkh2IRLeshoGZtiX3+b\ne01bLDa8StzMVu98xj9v5XBq/eFV/6noREub5AhZ/9wAyT9uBhknhNg2+wor4Zanh1RDI2k/V4ry\nLxFJ2MXxcr8IBb8Od1n4BXmjST8l8L7/lexqzefzMZ/8jqSfsNttKUEiEt63713MGCkZIWQLFXLm\nVfmnlHaQ8t86u6cVx5dfwm8WjzPHYoEYPrT/PeWO8xKRhO7znVz062WnVxBGXNh+Xn1zw5b4T45E\n8ZH79uOa3UOuF/DDAyHcfGAMN+0fhapUFt3d7vmvyW6ffvpp6Lq7LZlPfOITDZ2QX6CUYt6G/Kdz\nGlYSOUQDdgW/7IftK/nnYxJbuNXYKTi5xlp+9g/uYbY/03pGVP4bSPoxqWnb3KsEoclXEycBPu2n\nP8iS/+m+Sby2/kb58eXUPG6HuLt2Icn6/Xe30PID1O/yKzR9adKAORgcwBIX99kpMZ+Ad+XfpKaY\nPd+lnn+gqHquWhJxPJH/rcZBpQhLgxqOIilTgvLvD/nnE39Ws+uglFYlJa0q9gWKuxuqrDKBASW8\nc9c92Dc4i7npeaxsxR/KZgiZvI7oloXCq+c/o2e5HZ5AUxKNnEBI+2kB+T+1cQa/uPwsdx5hfGjf\ne4TFfUQJM2JRRs+2baFUD2K0sxPbj/do3otL7OKTSAS3XzuOmw6MQvK57u2K9fwDwFe+8hV85Stf\ncfxihJCOIf/xVAGZnP2Ee34hiX2zouefL/j10/OvSAqTL2xQo6avu9uQ1XM4Z9kKB4Cbxw7hXPx8\n+ZoUDA1L8RRg6QDYiO1nPbfBDOxBOYjRcMXAaqf815qkG4GY9sORfy7xZyG9BMM0mO1/3dRxaZOP\n+Nzl85nWhuu0nyZtV9v5/nkbVzvBK/9OJ7hkPgXTUvMSVSO+Rg53Gngl2ovthxACRVYYQquZet2F\nRFrzN+mnhIFgP1RJLS/4snoWaS2DWMB+cZFtQXffEgghGA4OCgvnIzN34eDI1QCAfVP9+PWrxZAE\n2QwhVzBAURyVi/ZY3fU9yS8a+gP9LQsp4MEvrppN/k1q4hdzv2aOqbKKD+x7N0bCYuKVXRJhp0JQ\n/pXmKf8mpVhcY6/F++6cxcyO5ogjGr2CPf9/8Ad/gDvuuMPxi7Xry2yHudVU1Z+dX9zEjVexpMku\n599PYk4IQVAOMFt4eaOw7ci/SSkI3H/WpzfOlkk+UCRvk9FxRNRwWenUdRMazUFBkZTHwipiYe9f\nONHvP8mogaqkMCqYQQ3kjYLvyptu6oLdiScCA4F+xAKxsuKjmzqWMiuYik2UnzOXWmDu0Vggxixm\nWoF6yn8r0n4Ae/LfUcq/xyJUniT1danlp4Rpy/0NiKq5UwQkVs3WDK0u+RevtT8kQiISRsPDTIzj\nSnatKvlvRXdfK6Zikwz5v23iZtyy44by48nRKMJBBdm8DgIJRA+iUDDKhZDJ/KYtaa0F3u8/EGzf\nfd3qtJ+NXJxR8mUi4317/gcmouO2zxcjqDvZ9sN7/uvfu7JH5T+ezKOgVzhEQJExNebPbp0drmjl\n/8iRI/jYxz7WqnPxFfM2xb4lXFpOgZgyo87opi6ssP0m5gE5yJH/vG9qU7ORzev43rPncWFxE6oi\noT8SQF9URX8kwP47GkAsrEKR2S33k1zKz7XDV4EQgohSIf8FzQSV8oBZHPwabu61KTb34hGWQwxp\nyOpZ3ydf3lscVSOCJYEQgpnYJF5fP10+djk1z5D/88n2RXyWUE/5b0XaD2DvF+4o8u8xfjKRuzIa\nfJWwq28Gt47fhFMbZzEVmyirz24hpCs5WGzx0ZN2dSReMRoe4cj/KvYM2O/StaK7rxW3jd+EeD6B\ntew6Do0exK3jNzE/l7a6/b76ZjGSWTbDyBZSFfJfSLom/3bKf7sgprw1l/zPp9mo6Z1909jVXz2k\ngY8r7mjlX3dv8xTGRofK/wJfDzgS8d3qY0W3F/xuL9nZBeyKfUswDBNzq2lE1SiTdhDnBii/t9uD\nnBq4nYp+f/L8JZxfKF6fgmZgNZHFaqK6IhENq9g13od33boTGXNTaGZyzfBVAMAUNxV0AzKpXJNG\nLD+UUsxxg+6MHflXw4wqldVzcDet1QffRbSvird4miP/fL0C7/dvteUHqK38U0pbViRllxHfKTGf\ngPeozytN+SeE4O7pO3D3tPMdZjt4KbCO5xLM41oRsm7BF/2u1uj024ruvlZE1Ag+sO+Bms/ZNzVQ\nIf9GCNl8AoNb61Avvn8h47+NHnYh6rPJaT8LKXbum+J2u3hEFa7gt5PJPx/w4MD249Xzv7DGzqOT\nDYaB1AMvIHRbwW9nRGP4jHzBKBcslXDVTtZben5xEzGu6DdeYCcD/iZtFPyWGK+adireuGhfYV8L\n6ayGk+fX8ePfXhJU/5m+qfK2r3Xno6CZMCUL+W/gy72W3WAGzYAcwFhE7ILbii6/fNJPtQJOPvFn\nPr1Y7g4azydsIj6nfT7T+qil/GumDmqJLFQkpWmRhSE5JHyfOqXBF2Dn+Xdo+xGU/+4m/37B7U6L\nZmjMjhwhkq/X2q7otxp4z3mwheld1bBnsuLJl80wNN2EvtUzx0viT1Lo7nvl2H545X8yWpv8b6+0\nH/e2H6HDr0Plf5FT/us162oEJjUZAYGACOe93VGV/H/iE5/A3r17W3kuvmGeWyGODIRw7W5Wzz2/\nkERUYW8eXgnyO1u3XkZ6JyKT0/GT316u/8QqeO38Gl5cep05du2W6g+w5LugGyz5b0D5v5BgC2On\nohO26R+taPTFJ/30qfbkfzA4wCyGNEMrxwTylp/p2GRbMu1rKf9i8kPzzo8QgkFO/e8k5Z8no149\n/91u+/ELbm0/vBLdH4j5ulDla3E28gnbhB1AJP/NjPp0imBAxs6tQkrZLJ5POlckQ16y/uMd0t0X\nKC7MZcIGKVT7bBpFRssgnq/wColImIiM1fwdXpDq1C6/hmkw140QyZFbQujw60D5z+Q0JNOV+YUQ\n0nAMeC2IDb6Ujqpp9QNVP6mvfvWrLTwNf8FHfE6PxrBrvA+EkHL32JV4FjOo3XiL70TXKHhFZzvY\nfn567BKTmiRJBB+57wBURUIyXUAyXcBmpoBkRkMyU3yczloK75Q45hPrGOkvTiCKpGD/YGVRWVI5\nNN0EpYC5ZfsJBxX0Rbwvvi5y5N/O8gO0ptGXkCdepfCPEILp2CROWeJPL6cWMBEdb3vEZwm1cv75\n+1lt8jbpnv5dWEovAyjeV1NVCujaAa9pPz3l3xt4P2492w9v8fTT8gMUd8gGgwNl4kepibXcum2R\nJ99kireltAv7pgdwcWkTilEkWcl0AdGQ4lr5N0wDaYv1kYD4VlztBYQQhJUQMy7njHxTGmnNc3bX\nscho3ffh6wAzHdrlV+zpojrqsyI2+ao/NvKq/+hAiMnk9xvdnvEPdKnnn/f7T22lF0yMRLBg+Vkm\nXXsl53vB7zbL+j91KY6TF1i7z53XTZQVoYkqBblvXNzAE8+8CQDIBheRy+kYiJpQZAn7B/cwinB0\nS+Uo6MUtZWNL+R8f9t5tk1IqkP9pm265QGsaffG57dU8/0CxCZmV/M+lFnDj2PVCxOeeNvj9AbtO\n1VbbjzgZNBOHx28CBRDPxXHD2HUdQ5oAcexwovyb1BTsEd3u+fcLQqOvOtfbqsYC/pN/oOj7t77P\nSnbNlvznhILf9tt+AOC62SE8+/ICDL04RlIKrCXzCKtJV5HIycJmuQcDAEQD0ban3IU48p/Vs01Z\nkMynWMvPVB3LDyDOSRkt27QI6kbgtacLH6HuxPazsM6KchMjzbP8AN2f9AN0oefftGnuNbMVBzU7\nwU6k8To2dr8HKMEyYXau8p/N6/jJ86zavGMojDuuq6+uHtg5iNGBMCgM5ALLoBRIbG3ZWS0/gFX5\nL3rbS8r/+JD3Lb31XJzJ1VdlFTvCot8faE2jLz7jv9Ykw+9QzKcWcHlzjlGO+wIxDIf8Lkt2Bt7z\nb50AhMmgybYkVVJw5+SteGDPO22TnNoJvr+BE+U/rWVgWGomwkq4aX0Sug2q7M5KwJP/ZhSgOvX9\ni02+OmMRGwmpeMfhGUhUBUGRsOULBtZTGVf2SCFVqY2WnxJa5ftfSPPkv/78GZQDDPfQTM1xk8BW\nQkx2c7Zo5b3zfH8lOywKxb7NTUnskf9tiNVEDgWtcjOFAgqG+oo35Z4JdtBZXat90/me9rONbD8/\nPXYZ6ZzVz0fwwB27IUv1bxmJENx5/QRygRVQFK9xJqcjQMJCkWrJ31jQiqSn5PmvtqvgBLzqPxkd\nr+rn5VWWZnj+BdtPFc8/AAyHhphzyhsFPL90gnnObP+utqlAvJpfaJPnv9MhetDrk39hh6jn93cM\nt9e7Fcr/WIQl/ytVEn8E20+bOt/a4bo9w9g3NQjZqJDleCqPSxvV04t4JPKdZ2XjF1jNIP+aqWM5\ns8ocm6yT9AOgHIFtRScW/QrFvg6SfgAbz38d5V83TCHAZWKk2Uk/vIW1R/47Hny+//RYtEyUJkcj\nCKgVEpjPydB0E9XQdOVf70zyf+ZyAq+dZ1WqO6+bcFWAe/WuQaCv0kiGUkBKjwmewJK/sWT7MaUC\nKCh2NFDsK/r97S0/ABBp8iSgGRqzoJCIVDOVpuT7t2Kei/xsR8RnCXZpP+aWWu11G7gbIUZP1lfu\n+EZInUCStgsEz3+dAk7R8++/Gm0X92lSdr6xK5ps9o6ZGxBC8D/eshNBVMZjSoGfvnSG6URdC8kO\nivksIcwtsHJNCN9YSi8zjS0Hgv2I1bB8WsEn/nRa1j+lVLAte1X+6y3UVzayMM3KvRaLqIiFm/sd\n6Sn/2xB8Z9+p0cqXTZYk7BqvqGmyGUC2UF399z/nv/PTfrJ5HT96/iJzbGzQmd3HirSWhtrHkpn1\nuT4kUuzfrEoqYErlLzeFiYAKDMa8fblt/f41LCGiAuSvwiKq/tG6RVHVipOBYnfIdkR8liARSexe\nu0VehAHToRLUjRCiJw29HDZQDSL57yn/TuEm7UczNCZ+lxDSlPSZPjXGEKKCURA+YzvV30nRZCvR\nFwng2hlWQFlMbuDE6dUqv8FCUP7bGPNZQqgFEc98xKcTv38JUcH33znkX9NN/MdTZ/GNn57E8kYW\nJV4edOz5d6f8z6+zc2iz/f4AUKDdX/DbWaOMD+CLfadH2RvFav0hkKHlq9sn/Ff+uZz/DvT8Hz1+\nmUnrKdl9+I699fD6+mlEQgpUpfh7qtEHxYji16+x6QeEEBCT/WIND0uebS3JwiaS+crErkgKJiI7\nqj7fLue/HklzA6dJP1ZM19ipmIpNtN0HXu0+7in/FUhEYsYPClrXh95T/r3DTZMvPq2mP+hvzGcJ\nhBDB+sP7/sVi387w+/O4dmoCoWDlGhlSFk+dmMfGZn0Bi4+vbWfMZwn8dW5G0APf2LJecy8rOjnr\n/+SFDbw5n4RJdOQKRpkvOBV7JEhMZ16TmswOCY8lLulnqsl+f8CuwVdP+e9opHMa4pbBiBCCyRH2\nRpmdZAeeQk5GNa53pdl+zs4nyl0dS7jj4Lhr/z2ltNzYqz9a/JvD+eLA9/K5NSavFwAMjb3O/Q3M\nDZc5i0wtvz9QJA3Wz1k3dUf+bKfgfdxOtn1HwkMIVUn82DOw25fzagS8wlO6jzXB8999A6YbuPWh\ni57/Hvl3CjdNvni//3BosMozGwdv/eF9/2Kxb+f4/a0YDPZjpC8ESSqSNkPOQdMN/Og3F2vafyil\ngu2nM5R/zvbjM/k3qSkU+9Zr7mVFJ2f9l8g4lYrfscJWWIdT2w8hxKbLrz35p5RicY3z+7eA/PO7\n2D3Pv88wDAO/93u/h7vvvhtve9vb8Oqrr+LMmTO4++67ceTIEXzuc59zpcLyKT/jQ2EhC3YwFsBA\nrHKTSmYQec3+xmt2h99Osv1k8zp+9Bs23Wd0IIw7r3c+YJWwlFkpd6ONhBSosoxQoWgbMk2K5zj1\nX8uzn1GsAbfDXGqeeVwvBYYQ0lTrD6/8OynilIiE6aj9ee/ua0++vxWC77+a8t9B3uV2gCek9ch/\nT/n3Dje2H4H8h5tH/oXEH64AlPeaOyVQrUZ/oB+yTMp2TEMqjpEXlzbx4pnq9p+ckWfGBZnIWFjS\n8OKZ1arzbivQ7LSfjVyc2dUJykFXi0xR+e8c28/GlnXXJMXxTNeLHM1NwINT6088VUCuUPmZqsgY\nHmj+7hjvyggQ5+T/ueeew7333isc/9KXvoTrr78e9957L+69916cOnWq4fNsBG0N2/2v//ovSJKE\nZ555Bk899RS+8IUvAAAeeeQRHDlyBA899BCeeOIJfPCDH3T0eoLlZ0wkWoQQzE704cUzxRtYMoPI\nFTYRCojqsO85/zViEtuNHz13AakM20HvgTt2ubb7ACir/gBAABwYnsX6auVvf+nsKu64bhx9kQAo\npcimJeZODIW9227mOOW/loWmhIgSYjzAWT3rW1GaqPw7W9lM903hbOI8c6w/0NdUldIpqnX57aX9\nsHBT9EspLd4rlq9bL+3HOVzZfjgbylATyb9b5b8TuvvaoaTWx8IqMnkd+XwOFCYIJPz8hXnsnRrA\nwIAYZGDtBpzJ6chuEvznyXMAgOOnVvDJB65hLCCtgtjZ3V/yz/v9J6Pjrmo5hLSfDlL+41vkn5bI\nv1EsYncz3jst+l1YYxc940MRaGYBq4UNoXjeDgQEw4FB4XrWg9eC33/4h3/A17/+dcRsFMzjx4/j\nsccew8033+zqXJqFtpL/D3zgA3jve98LADh//jyGhobw5JNP4siRIwCABx54AD/+8Y+dk/8VsbmX\nHfZM9pfVCskMIJs3MGgzz/pd8FtsES2Bbt20mqnBMI2m+E3d4MylOI6/scwcu/3gOCY9FNYYpsE0\nqQKAt+25AT+by5btPoZJ8ZuTy3jH4RkkMxpMXS7fiRIhkFRvmcabhRQS+SSUrd0emciYiFb3+5cg\nxn36NxF4Uf4B+x2L2YH2RXxawdcclEg/37ei2R1+Ox2iFaX6fZ3Rs9BNvdwAJygHO9YC0okQd1mc\nK/9DIf9jPksYCQ1BIlKZqCQLm8jp+fJn26kZ/zxUSUFUjSKtpTHcF8JiIQNDykExI9B0A//93AV8\n9oOHhPEpnk8imzeQSOVR0E0EtcqcshLPYn41jRkbka7Z4K9zzvCX/C+kvPv9AbHLb7pDlH/TpEik\niuN8Sfk3TArTpK52rZwq/4tcse/gsInvzP23qx5JMpFw3467MRl2HlrCjx9O57L9+/fj29/+Nn73\nd39X+NmxY8fwyCOPYHFxEe95z3vwl3/5l47Ppxlou+dflmV86lOfwuc//3l8/OMfZ2w+sVgMiUSi\nxm9XoBum0AKaL/YtYdd4rDxIyWYQmm7CMFm1WSKS76kLEpHEnPQ2F/3mCwa+8/Q55thIfwh3ebD7\nAMBiZpmxzYSUIPYPzeKOg+zrnTizilRWw9J6BpJZGTRUVfJc3MQXWE1EdzhawDWz0VfKg+cfKNoF\neCWlnRGfVlTr8svHK17xyr/sXI3m88B7ST/u4Ka+opW2H0VSMMTt1q1a1P8sZ/vp5AVfaTdUkQkG\n+wIwpMo4eWFxE8deZwWkC4ub+MGxU1iJZ8tRzrLJCi2rieY016qHZtt+ROXf3XzKx0FnO0T5T6QL\nZY5WUv4BQDdoU5T/RU75L0RXXTdHNaiJk5tnXP2OV+X/wx/+MBTFnnN89KMfxVe+8hUcPXoUzzzz\nDL7//e+7Oie/0XbyDwBf/epX8cYbb+Azn/kMcrnKl3BzcxODg84G5qWNLAyjsg0UiwTKxaY8QgGl\nXAgsbSXN5LjIT0VSmqKyViNO7QClFE8eu4Rkmi2S9pLuUwK/pb4zNg1ZknH93mHEIpXPwzBMPH9y\naYv8V44HFO/kP8m991iVrr48mtnoa1PjyL+DtB+guFC8xtINeSDY39aITytE+1p+6/89z78Vbmw/\nr6+z/s9xBztWPVTAX2vdsCcTmqkzVjwCYDDU3PQZsdNvhfwLtp8OVf4BYMBSgxILqxhm/yz86LkL\niG/mMb+axrd+ehqPHz2NtXSceY5ssGPtWpvIvyqpkEllx1039bq9IZwio2WYBaZEJExExly9RkQR\nc/79TKHzirglqttK/jXDdEX+Zb7g10b5z+V15v0IIUDAG1/a1DbrP8mCZuT8f/7zn8fw8DBUVcV7\n3vMevPDCCw2/ZiNoK/l/7LHH8OijjwIAwuEwZFnGrbfeiqeeegoA8MMf/rBsAaoHvth3porqX8Ls\nVuSnvKU65/Lszee35acEPv6Qb5TRSpw4syqk+9x27Y6qdikn4D3u/WW1SMIdB9lttxdOr+L84iYk\naiH/quw50zip8e/trGCyWSqQZmhM0ZdEJFfew7dOvQV3Tb0FN45dj/fvfaBp96Rb8IN8oef5t4Wg\nRlchpHmjINR3XDN0oFmn1ZVQZWe2H14g6A/1+V7bxaOW71+w/XRowS9QGctLuGpPiAnUyGsG/u8n\nXsHXf/wGLi4VyZYhs0LKWIzbBUm0R9EmhIjjvk/Wn3luB3osMirsAtZDQFaZ3zGo0REBIdY0RZNR\n/k1XYo9gibQh/wuck2O4P4QcZe+X8dAYZsKTwn/TYdY2m9LdLZ6Egt8GyX8ikcChQ4eQTqdBKcXR\no0dx6623NvSajaKtbOLBBx/Epz71Kdxzzz3QNA1f/vKXcc011+Czn/0sCoUCDh48iAcffNDRa82t\nVG/uZYfZyT48+8pC2XLCK/9WVcBP8C2w3W5h+YX51TR+euwyc2ykP4S7D9VOx6mHWo2Kbtg3gl+9\nuljOBdYNEwtraUgSq/ynPSv/3tJSRPLvz4TkpcGXFQE5gLdM3OLLufgJuy6/gHgv95R/Z4T09MZZ\nJppyINTn2iN8pcNpwS/f2beZfv8Sain/ou1neyj/AFBABm+/6Wr85LeVlLhUlh0D9C1rUDioYDAW\nwLtnr8K3n6yEMrTL9gMUr7V1jM7pOV8StuZT3pt7WRFVIogblR2EjJ5t+/1RTfnXddOd51+I+qxP\n/ieHI5jX2Tn1baO32wpqlFJ869IT5THXoAZyZt5RQT2lVBg/3EZ9llwj3/zmN5FKpfDZz34Wf//3\nf497770XwWAQ73znO/Hud7/b1Wv6jbaS/3A4jMcff1w4/vOf/9zV61BKhWLf6bHa5H9qJIqAKiOv\nbUWXmRQF3USg1JSqSbmugu2nDVn/6ZyG7zzzJtMyO6DI+MDb9ni2+5RQK65QkSXcfu04jh5nFx3y\nlu2HEEBVJGS1LExquq65EHPSnfmmm1XwKyT9dImPW8j5NzSY1GS2zQlIx+xUtAuCFaUKIX2Ns/zc\nsOPajuvy2ulwmvMvFvs2Pz2LJ/9ruY3y+CYq/x1M/jnlP1nYxANXj+L1i3FcWhZtFRQmAiEN/bEI\ngmrxfp4ZGoYkLZbnnnRWQzavIxxs/VjRrB1fPt9/Kuq80NSKiBpm7te0lsVwaKihc2sUG1vFvhSU\nUf7d2n4EYcRG+ef9/iPDKs5bBBSZyFXJPCEEMSWCjULl+qX0tCPyr1EdFBVupEqKq/F4dnYWzz77\nLICiz7+Ej370o8zjdqMrZphkuoB0rnJTKLKEHUO17RWSRLB7vA8EEuQt24nV+qM0KYFHjEls7Vae\naVJ875fnmVhPAPjgPfswahPV5hb1sspv3D+CaIglRQQyJCojsLWFXNzidLcoKjaT8ab823X59QOb\nfNKPw5jPTge/e1UwC4LlJyCrVzyB5Sc43kcKFMnoPBdPe/2Oa5p6Xt0Iu5x/uyjARAuLfUuIqBEm\nvUU3dWzkil54Pue/sz3/LPlPFJKQCMG7b98FRWG/65OjUbz3bVMYGwqViX9EjSCkBjHcx/6N7fL9\ni/1dGj8PzdSF4v1Jj7t4vO/fqx3WT5RsP1bVHwAMXQKB8xrJesq/bphYjrM78H3cJl1UidSsy4zK\n3hKTeMtPNzb4ArqE/PP5/hMjEchS/T9tdrJIDu2sP836wNud9f+LF+fLfswS3nrDFK7fO1LlN5zD\npCZSBT7akiXgqiLjtmvFYkaJBhBQK5+Z24EuZ+QYW0VAVh37Z5tm+xGUf++1FJ0EoW7FKCDPFcup\nV7jlB3Cm/J9cP8083tk/1RJC2m2QiCQsAAybrqEbbSD/gL3vn1IqKP/BDk77iahh5hrn9Dxyeg5D\nfUH8H0f2YWYshr1TA/jwkX34P++/Cv2DrMe6ZBsa5Zo0NWr9yeZ1HHtjGacuxV35usPc/MAvxLxg\nKb0Mg1buu4Fgv+OENx584o/XIAy/QClFPF0i/9x3y5CRyVdP2OLBi6u8538lkYNpCXCJhFUQLgI8\nptTu9BtT2Oueckz++WLf7pzLumJfXrD8OCxYLRX9SmYAkIsFS5QW7SfNKgLjbT+8YtpMvHFxA785\nyRYj7dzRh3fe5k+EZFrLMANfWAkLmfAAcPOBUTz32hKylsFCMgOs78URAAAgAElEQVRQlcqXPaNn\n4WY5wvv9B4L9jtOaxKhPfwZZPumnz+Mk0GmwS/vpFfuK4McQflKhlAopP4d6qr9nqJLKLLA0UxMK\nLYUGXy3w/ANF68+FZMUbv5pdw56B3czuhCIpHW2Vk4iE/kBfuXs7ACQKmwgpIeye6MMNVxdFncRW\nES9/rUu2oRGO/K8lvZN/06T45pOny4XDd10/ibtvcFa3FmrCji8f8enV7w8UlW0r2q38p3M69K3I\nVpOwYxmhCjaSeWFXvxpE5Z9dTCyucT2bhiNIcX7/qFJ7PuWvX5r7/WpoRtJPJ6Irlf/pUWf2iqG+\nIAb7guXEH0qB3FbL8eaRf+/Kv26YyOQ0pLKa69iv1UQWP/j1ReZYLBLA+++ehSz5E2nq1HNvp/4X\nlf+KGpB2OdAlufceCDkv3ArKQcaiohlaVc+wG/C7IF3j+bcp+BXTEXrkn1/48vfUfHqRIUiKpODa\nsV7Kj1eIBdacNcE0uJhPgqFwa8i/nfK/XRp8WcFbKXnRxYpEgUtW2rINjQ2ypHsl7l1smVtNM4lB\nv3p1EesOFxO86MN/Hl7A95pppHC/05R/a9IPb/uRqIL1Tec7J0LOP6f8837/iZGIYNvhbT08vCr/\nQoMv0p3kv3NlBofIa4YweLiJqpyd6MflSxU1PpfXEQ7ITfT88zn/eZiU4uxcApeWU8gXDOQ1A7mC\ngYJW/HdeM5HXDKaPQX80gFuv3oEb948wcWt2yGsGvvP0m9D0yupakgg+cPcexyt1J3Djub/5wBie\nP7lcVv+DJAzVEgvndqDj35svTquFUuybdcGR1XOOC4ar4UpR/guG6PnvKf/1oz5Pcqr/3oHdHd3k\nqdNRr9FXPJ9kCvligWjTYz5LsEv8ETL+O7jYtwR+XOUJPvMzQfm3t/004vlf4hJhKKU4enwOD759\nX93f5b9rjZJ/k5pCsa/b5l5W2GX9txMbKfuYT6Co/FuTgOpB6PBr+a5SSoWGrRPDUbzGp+fVsf0I\nyr/h1fbTI/8dibmVFKOCD/WFEAk5/7NmJ/rw7EUL+S+0VvlP5bP4/352BhcW3TWhSKYLOHr8Mp59\nZRG3XDWGW64aRcSGyFNK8cNfXxDUkHfcMuPYHuX4nGrEfPIIqjLe/9Y9+K9nz8OkFAf2TOBCodJz\nwO0WJ7/r4Eb5B4oWJevgmtGzDZN/sf6hW5V/TfDL2tm9rjSInv/KpKKZOk5vnGV+fu3w1S05r26F\nmPjDTuKJAuv3Hwy2RvUHiqlCiqSUSU5ay2A9xzbA2g4LPyHxJ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yLs3B4N8uTfqfJf+b7m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"text": [ "" ] } ], "prompt_number": 54 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Power spectrum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We saw above that there are regular cyclical patterns at the annual level in all three data sets. In other words, the temperature, number of assaults, or number of murders in a given day, week, or month last year is similar to the number this year. But there may also be other signals hiding in there as well that are harder to see. We borrow an analytical technique from signal processing called the \"[Fast Fourier Transform](https://en.wikipedia.org/wiki/Fast_Fourier_transform)\" that is literally used to separate the signals from the noise. This method is basically an \"x-ray\" on temporal data that lets us see the \"skeleton\" of different underlying temporal patterns hidden within the data. The resulting plots are called power spectra and we can visualize them for each of the temperature, assault, and murder data to see what other patterns are hiding in there in addition to the annual cycles we saw above.\n", "\n", "Special thanks to my colleague, [Navid Dianati](http://www.naviddianati.com/) for his help in interpreting these." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Temperature" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the plots above as well as our own intuition, there should be a signal at a one year frequency at a minimum. Marking that \"once every 365 days\" frequency with a vertical dashed cyan line and then plotting the power spectrum, we see a peak: there's definitely an annual cycle in the temperature data. No surprise." ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ts['Temperature'].dropna()\n", "n = len(d)\n", "ps = np.abs(np.fft.fft(d)**2)\n", "plt.plot(ps,lw=4)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.xlim((10,100))\n", "x = plt.xticks()[0]\n", "\n", "plt.xticks(x,(n/x).round(1))\n", "plt.axvline(n/365,ls='--',c='c') # Annual signal\n", "\n", "plt.grid(False,which='Minor')\n", "plt.xlabel('Frequency (days)',fontsize=18)\n", "plt.ylabel('Power',fontsize=18)\n", "plt.title('Cycles of temperatures',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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osqK0qgGhAAafMgEAsguqYRcCKkkKbuOIiIhaiT3lRNQtnSk1eK0zNlpwrtQY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"text": [ "" ] } ], "prompt_number": 55 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Assaults" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We also saw a clear annual cycle in the assault data, so I mark that \"once every 365\" frequency again with a vertical dashed cyan line and then plot the power spectrum for the assault data. We see there's a definite peak there as well, as we expected. However, we also see there are two other noticable peaks in this spectra that didn't occur in the temperature data. \n", "\n", "Obviously nature doesn't follow a 7-day week cycle, but this cycle structures a significant amount of human social activity. Plotting a vertical dashed yellow line at the \"one a week\" frequency, we see that this signal corresponds perfectly with the observed peak. In other words, in addition to the regular annual cycle of gun violence there's also a regular weekly cycle of gun violence. This isn't a revelation to any criminologists or urban sociologists, but it's illustrative of using interdisciplinary method for exploratory analysis.\n", "\n", "Finally there's at least one more peak in between these the weekly and the annual cycle. Plotting a vertical dashed magenta line at the \"once every 90 days\" frequency, this corresponds to another signal. Thus there's at least a three substantive signals in the assault data --- once a year, once a week, and now once a quarter. The power of this signal is weaker than the other two, but it's still about 10x stronger than the background noise. This last finding is somewhat unusual as I don't expect that criminals file a quarterly statement and then promptly go assault someone afterwards. But this strong and regular quarterly signal strongly suggests there's some bureaucratic process at work here that's driving reporting on a ~91-day cycle." ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ts['Assault'].dropna()\n", "n = len(d)\n", "ps = np.abs(np.fft.fft(d)**2)\n", "plt.plot(ps,lw=4,c='g',alpha=.75)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.xlim((10,100))\n", "x = plt.xticks()[0]\n", "\n", "plt.xticks(x,(n/x).round(1))\n", "plt.axvline(n/365,ls='--',c='c') # Annual signal\n", "plt.axvline(n/182,ls='--',c='m') # Quarterly signal\n", "plt.axvline(n/7,ls='--',c='y') # Weekly signal\n", "plt.grid(False,which='Minor')\n", "plt.xlabel('Frequency (days)',fontsize=18)\n", "plt.ylabel('Power',fontsize=18)\n", "plt.title('Cycles of assaults',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 56, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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0cs4+w35+fkKSpEYL2jiNGzdOSJIkJk+eLEwmk7x/27Ztwt/fX6hUKrFq1SohRNNTIv77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\n3RsJCQly2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"text": [ "" ] } ], "prompt_number": 56 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Just to double-check we're not reading too much into a weird statistical fluke of this method, I'll aggregate the data into weekly-level data and then repeat the analysis. Again we find signal peaks at the \"once every 52 weeks\", \"once every 13 weeks\", and \"once every week\" frequencies (marked in cyan, magenta, and yellow, respectively)." ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ts['Assault'].resample('W',how=np.sum).dropna()\n", "n = len(d)\n", "ps = np.abs(np.fft.fft(d)**2)\n", "plt.plot(ps,lw=4,c='g',alpha=.75)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.xlim((10,100))\n", "x = plt.xticks()[0]\n", "\n", "plt.xticks(x,(n/x).round(1))\n", "plt.axvline(n/52.,ls='--',c='c') # Annual signal\n", "plt.axvline(n/26,ls='--',c='m') # Quarterly signal\n", "plt.axvline(n,ls='--',c='y') # Weekly signal\n", "\n", "plt.grid(False,which='Minor')\n", "plt.xlabel('Frequency (weeks)',fontsize=18)\n", "plt.ylabel('Power',fontsize=18)\n", "plt.title('Cycles of assaults',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 57, "text": [ "" ] }, { "metadata": {}, 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Z6TApVrVDUY1isiIrMR2KyXPvARF5FkXJQFbWq1CU5j1FtuoDPRuL1Wrjx3hE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\nNI4f/y2ysy+OelDeHYpB+d69e7F8+XJPQA4AGo0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dj4Xv34hPj32s+n1yTnc2SLLQHQ7l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"text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Homicides" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the power spectrum for murders, let's try to find signals at the same frequencies we found for assaults. Interestingly enough, there don't appear to be any, even when there should have been an annual peak as we saw above. Strangely, there's a peak (marked with the vertical dotted black line) at ~250 days, or approximately 9 months." ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ts['Homicide'].dropna()\n", "n = len(d)\n", "ps = np.abs(np.fft.fft(d)**2)\n", "plt.plot(ps,lw=4,c='r',alpha=.75)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.xlim((10,100))\n", "x = plt.xticks()[0]\n", "\n", "plt.xticks(x,(n/x).round(1))\n", "plt.axvline(n/365,ls='--',c='c') # Annual signal\n", "plt.axvline(n/90,ls='--',c='m') # Quarterly signal\n", "plt.axvline(n/7,ls='--',c='y') # Weekly signal\n", "plt.axvline(n/255,ls='--',c='k') # ??? signal\n", "\n", "plt.grid(False,which='Minor')\n", "plt.xlabel('Frequency (days)',fontsize=18)\n", "plt.ylabel('Power',fontsize=18)\n", "plt.title('Cycles of homicides',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 58, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", 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70blzZ1x33XVITU0ttX3v3r19TWwq6kjZu3dvxMTEICMjA998803AbSZPngwAuOaaa8ot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gShwxN1whctWoQtW7YkX3d1daG2tjb52ufzQZZlsDbqjHKcD3V1FU6GSRBEBjjOBwB07RFEgfHa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\n5g6lUV26d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"text": [ "" ] } ], "prompt_number": 58 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This doesn't really make sense (unless there was some 9-month process like people celebrating murders by conceiving babies and then celebrating babies by murdering people), so let's double-check by aggregating the data into weeks. Sure enough, the weird \"one every 9 months\" frequency goes away and we find the annual signal again at the \"once every 52 weeks\" frequency and a weekly signal at the \"once every week\" frequency. So murder patterns also follow an annual and weekly cycles, as we might expect --- but unlike the there's no quarterly cycle either." ] }, { "cell_type": "code", "collapsed": false, "input": [ "d = ts['Homicide'].resample('W').dropna()\n", "n = len(d)\n", "ps = np.abs(np.fft.fft(d)**2)\n", "plt.plot(ps,lw=4,c='r',alpha=.75)\n", "plt.yscale('log')\n", "plt.xscale('log')\n", "plt.xlim((10,100))\n", "x = plt.xticks()[0]\n", "\n", "plt.xticks(x,(n/x).round(1))\n", "plt.axvline(n/52.,ls='--',c='c') # Annual signal\n", "#plt.axvline(n/13.,ls='--',c='m') # Quarterly signal\n", "plt.axvline(n/1.,ls='--',c='y') # Weekly signal\n", "\n", "plt.grid(False,which='Minor')\n", "plt.xlabel('Frequency (weeks)',fontsize=18)\n", "plt.ylabel('Power',fontsize=18)\n", "plt.title('Cycles of homicides',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 394, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hXHrppbjlllsAAE6nE7169cKQIUOQlZXls/3FF1/s6WJT342UF198MRISElBYWIj33nvP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"text": [ "" ] } ], "prompt_number": 394 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Curve fitting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The analysis above showed there are clear cyclical patterns in the data. We'll want to use temperature as an explanatory variable, so we need to come up with a function that describes it well. We'll use `curve_fit` to identify the parameters of a single sin wave function with an amplitude `a`, a period `b`, and an intercept `c`: $a \\times sin(t+b) + c$\n", "\n", "Curve fit should return the estimates for these parameters for a given year's cycle and we can plot them against the observed data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# from http://nbviewer.ipython.org/gist/keflavich/4042018\n", "from scipy.optimize import curve_fit\n", "\n", "def sinfunc(x,a,b,c):\n", " return a*np.sin(2*np.pi/365.*x+b)+c\n", "\n", "y2001 = np.array(ts['Temperature']['2001-1-1':'2001-12-31'])\n", "x = arange(len(y2001))\n", "fitpars,covmat = curve_fit(f=sinfunc,xdata=x,ydata=y2001)\n", "\n", "plt.scatter(x,y2001)\n", "y = sinfunc(x,*fitpars)\n", "plt.plot(x,y,'r-',lw=8,alpha=.5)\n", "plt.ylabel('Temperature',fontsize=18)\n", "plt.xlabel('Day',fontsize=18)\n", "plt.xlim((0,365))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 63, "text": [ "(0, 365)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rOX36HPfcs4vk5O5AFqDD/eDcdfj6HuGFF5KYOXNsjftZZv78Lbz8cgT5+b3x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\nWJgzM2aENXSXBEEQBEEQaiwvL493391Fe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"text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "markdown", "metadata": {}, "source": [ "As this is only for a single year's data, we should estimate parameters for each year in the data. Note that `curve_fit` can't estimate parameters for some years because there's too much noise in the data, so we'll have to skip those. We'll average all of these parameter estimates together to get a single function that attempts to fit the data across years." ] }, { "cell_type": "code", "collapsed": false, "input": [ "for y in range(2002,2014):\n", " y_i = np.array(ts['Temperature']['{0}-1-1'.format(y):'{0}-12-31'.format(y)])\n", " x = arange(len(y_i))\n", " try:\n", " fitpars_i,covmat = curve_fit(f=sinfunc,xdata=x,ydata=y_i)\n", " except RuntimeError:\n", " print \"Couldn't find estimates for {0}\".format(y)\n", " pass\n", " fitpars = np.vstack([fitpars,fitpars_i])\n", " \n", "avg_params = fitpars.mean(axis=0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Couldn't find estimates for 2008\n", "Couldn't find estimates for 2009" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "Couldn't find estimates for 2010" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n" ] } ], "prompt_number": 64 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can plot this function, the observed data, and the error between the function and the observed data below. The final chart shows the distributions of errors over time (in degrees F). There are some major errors here -- these are unseasonably warm or cold days -- but these are large enough to make the average error 0.56°F and appear to be distributed mostly around 0. So this averaged model seems to be an adequate fit for all the temperature data." ] }, { "cell_type": "code", "collapsed": false, "input": [ "sin_df = pd.DataFrame(index=ts.index)\n", "t = len(sin_df)\n", "sin_df['sin'] = sinfunc(arange(t),*avg_params)\n", "sin_df['Temp'] = ts['Temperature']\n", "sin_df['error'] = sin_df['sin'] - sin_df['Temp']\n", "ax = sin_df.plot(legend=False,subplots=True)\n", "print u\"The average error across all observations is: {0}\\N{DEGREE SIGN}F\".format(round(sin_df['error'].mean(),2))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The average error across all observations is: 0.56\u00b0F\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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4PDw88P777xl0dnj37p/Q2NiITZv+PuzvHA4Hb775FiorK5GZabjZ4cHBQXz66adISEgc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1rhOJlpAbqoX8LUUL9+Q7x48QzVqlXX+PjBwSE4ceIfjdJ4pKeng8/Px4wZUxAZGQ5v72mwsipJ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\n", "text": [ "" ] } ], "prompt_number": 65 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "PART 2: A statistical model of crime" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Assaults" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lm_assault = smf.ols('Assault ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "\n", "lm_assault_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_assault_x['Temperature'] = sinfunc(arange(len(lm_assault_x)),*avg_params)\n", "lm_assault_x['Month'] = lm_assault_x['Date'].apply(lambda x:x.month)\n", "lm_assault_x['Week'] = lm_assault_x['Date'].apply(lambda x:x.week)\n", "lm_assault_x['Weekday'] = lm_assault_x['Date'].apply(lambda x:x.weekday())\n", "lm_assault_x['Time'] = arange(len(lm_assault_x))\n", "lm_assault_x = lm_assault_x.set_index('Date')\n", "\n", "std,lower,upper = wls_prediction_std(lm_assault)\n", "\n", "start_date = '2013-01-01'\n", "assault_pred = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "assault_pred['Predictions'] = lm_assault.predict(lm_assault_x[start_date:])\n", "assault_pred['Observations'] = ts['Assault'].ix[start_date:]\n", "assault_pred['Lower CI'] = assault_pred['Predictions']-2*std.mean()\n", "assault_pred['Upper CI'] = assault_pred['Predictions']+2*std.mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 66 }, { "cell_type": "code", "collapsed": false, "input": [ "assault_pred[['Lower CI','Upper CI']].resample('W').plot(c='g',lw=1,alpha=.75)\n", "assault_pred['Predictions'].resample('W').plot(c='g',lw=4,alpha=.75,label='Predictions')\n", "#plt.plot(assault_pred.index,assault_pred['Lower_CI'])\n", "plt.scatter(assault_pred.index,assault_pred['Observations'],c='g',alpha=.25,label='Observations')\n", "plt.ylabel('Number of assaults',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.axvspan(xmin='2014-3-1',xmax=assault_pred.index.max(),color='k',alpha=.1)\n", "plt.legend()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 68, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gB+gZ0vEvdEEQBKHrPsh9l/KmMreft8xawge57zJr0HMdvi7Lcrtn8sxmM0qlkptuuo7Y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mTzV/INuUTaYpiyxjNrOz5pBpzOLp+r/xf0ce59pZ16nP3UmwMGUx/2ocjn3Z37eXoBwY9+Vl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\nAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 68 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Homicides" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Homicides are very rare relative to other crimes: in any given day, the 95% confidence interval of the model estimates *negative* deaths. \n", "\n", "I'm going to do something different from the models above and put my thumb on the scale with the estimates. If the model estimates 60.9 crimes on a given, that fractional crime is small relative to the absolute magnitude of crimes. We can add up these fractional remainders, and they may tell us something substantive. However, if the model estimates 1.9 crimes per day, this fraction is large relative to the absolute magnitude of the crimes. Adding up all these fractions results in some significant over-estimation. I'm going to round these fractions back down to the next integer: 0.9 crimes becomes 0, 1.9 crimes becomes 1, etc. This has the result of biasing the errors to be low, but making the absolute counts more accurate." ] }, { "cell_type": "code", "collapsed": false, "input": [ "lm_homicide = smf.ols('Homicide ~ Temperature + Time + C(Week) + C(Weekday)',data=ts).fit()\n", "\n", "lm_homicide_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_homicide_x['Temperature'] = sinfunc(arange(len(lm_homicide_x)),*avg_params)\n", "lm_homicide_x['Month'] = lm_homicide_x['Date'].apply(lambda x:x.month)\n", "lm_homicide_x['Week'] = lm_homicide_x['Date'].apply(lambda x:x.week)\n", "lm_homicide_x['Weekday'] = lm_homicide_x['Date'].apply(lambda x:x.weekday())\n", "lm_homicide_x['Time'] = arange(len(lm_homicide_x))\n", "lm_homicide_x = lm_homicide_x.set_index('Date')\n", "\n", "std,lower,upper = wls_prediction_std(lm_homicide)\n", "\n", "start_date = '2001-01-01'\n", "homicide_pred = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "homicide_pred['Predictions'] = np.floor(lm_homicide.predict(lm_homicide_x.ix[start_date:]))\n", "homicide_pred['Observations'] = ts['Homicide'].ix[start_date:]\n", "homicide_pred['Lower CI'] = homicide_pred['Predictions'] - 2*std.mean()\n", "homicide_pred['Upper CI'] = homicide_pred['Predictions'] + 2*std.mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 69 }, { "cell_type": "code", "collapsed": false, "input": [ "homicide_pred[['Lower CI','Upper CI']].resample('W').plot(c='r',lw=1,alpha=.75)\n", "homicide_pred['Predictions'].resample('W').plot(c='r',lw=4,alpha=.75,label='Predictions')\n", "#plt.plot(assault_pred.index,assault_pred['Lower_CI'])\n", "plt.scatter(homicide_pred.index,homicide_pred['Observations'],c='r',alpha=.25,label='Observations')\n", "plt.ylabel('Number of homicides',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.legend()\n", "plt.axvspan(xmin='2014-3-1',xmax=assault_pred.index.max(),color='k',alpha=.1)\n", "plt.axhline(0,c='k',lw=4)\n", "plt.title('Comparison of model predictions and observed data',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 71, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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9zSnaD3Xnzp1N+gxWKBSkUCjo0KFDFuctLy+PateuTUII6tatm1G/xufPn5f3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UsUJC7T37RoKdF9ScUx2dKxNyPkg5rdUL6oTu0nv2IO5fmf9VsOOCGvmD83esTMZ6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"text": [ "" ] } ], "prompt_number": 71 }, { "cell_type": "code", "collapsed": false, "input": [ "(homicide_pred['Observations'] - homicide_pred['Predictions']).resample('M').ix[:'2014-3-31'].plot(lw=2,c='r')\n", "plt.axhline(y=0,c='k',lw=2,alpha=.75)\n", "plt.ylabel('Observed error from predictions',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.title('Homicides following model since 2013',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 126, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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07NkTBQUF2L17N7p06YLZs2dj69at6NevX1jtN7Rvs89feeUVfPTRRxg/fjzK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\nk3AsicRinOAocBgwks3C0nUQw5g8RieW5V5MwEl8RS6vSuR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j0GzTG2POXFhFG/0sjfg6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IajkZp85SiTBhRRQofDLVJKVDjcNqWElWna3Ak3ZAi3YThd03HLVyHBv4MKehbYNOksLhLTSQBn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\n", "text": [ "" ] } ], "prompt_number": 126 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = homicide_pred['Predictions'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Homicide'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.title('2013 homicide estimates',fontsize=24)\n", "plt.ylabel('Number of homicides',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,60))\n", "autolabel(ax.patches)\n", "\n", "print \"The model predicts {0} homicides. {1} homicides were reported.\".format(round(bar_df['Predictions'].sum()), bar_df['Observations'].sum())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicts 423.0 homicides. 415.0 homicides were reported.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wsbHFunU/AQD27YvE8OGj8xw7dOhA7Nq1HQsXfoWDB48gICAIffu+idOnT8r7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\nSUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 73 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Compare model estimates per month to observations from 2013. The model is still over-estimating across every month." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Personal crimes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lm_personal = smf.ols('Personal ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "\n", "lm_personal_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_personal_x['Temperature'] = sinfunc(arange(len(lm_personal_x)),*avg_params)\n", "lm_personal_x['Month'] = lm_personal_x['Date'].apply(lambda x:x.month)\n", "lm_personal_x['Week'] = lm_personal_x['Date'].apply(lambda x:x.week)\n", "lm_personal_x['Weekday'] = lm_personal_x['Date'].apply(lambda x:x.weekday())\n", "lm_personal_x['Time'] = arange(len(lm_personal_x))\n", "lm_personal_x = lm_personal_x.set_index('Date')\n", "\n", "std,lower,upper = wls_prediction_std(lm_personal)\n", "\n", "start_date = '2001-01-01'\n", "personal_pred = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "personal_pred['Predictions'] = lm_personal.predict(lm_personal_x[start_date:])\n", "personal_pred['Observations'] = ts['Personal'].ix[start_date:]\n", "personal_pred['Lower CI'] = personal_pred['Predictions']-2*std.mean()\n", "personal_pred['Upper CI'] = personal_pred['Predictions']+2*std.mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 75 }, { "cell_type": "code", "collapsed": false, "input": [ "personal_pred[['Lower CI','Upper CI']].resample('W').plot(c='b',lw=1,alpha=.75)\n", "personal_pred['Predictions'].resample('W').plot(c='b',lw=4,alpha=.75,label='Predictions')\n", "#plt.plot(assault_pred.index,assault_pred['Lower_CI'])\n", "plt.scatter(personal_pred.index,personal_pred['Observations'],c='b',alpha=.25,label='Observations')\n", "plt.ylabel('Number of personal crimes',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.axvspan(xmin='2014-3-1',xmax=personal_pred.index.max(),color='k',alpha=.1)\n", "plt.legend()\n", "plt.title('Comparison of model predictions and observed data',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 76, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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6duwoL6scWH333XdVHk9SUpLDNC/10EMPkRCC+vfv73D90qVLSQhB7u7uNq0w48ePr3Og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i0UdRYigK/NZv2Xz609qPjGg3mwJ33GHRbPaJxfThmnkzVFVhYiLHbbdJPP309U3PpUsiL70k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axRr8M997icPbuDquYZHQ0QjYYQxRLd7giJhEQwaAJZgsE2/X4YVZVIJAI0Gi2WlyVGRiJD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EHQJQgg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\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y4MDh62vLF74Q5ehRi2o1hqaF7hmNhoiqhnQJVVUpFIbYt6/IykqVdltEEC7wtrdN0GhU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\ni4fqajDNbqZNO5w+NTCg4fEolizpwjCKA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"text": [ "" ] } ], "prompt_number": 76 }, { "cell_type": "code", "collapsed": false, "input": [ "(personal_pred['Observations'] - personal_pred['Predictions']).resample('M').ix[:'2014-3-31'].plot(lw=2,c='b')\n", "plt.axhline(y=0,c='k',lw=2,alpha=.75)\n", "plt.ylabel('Observed error from predictions',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.title('Personal crimes below expectations since 2013',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 124, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NGQwGUhSFXnjhBS3rg9lspg8++EDLOPLWW2/Z2T5x4kQty0t8fLzVdfr5559b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t2eHubaP9wPRpsma8OGObdfBbQVWavVHD3oWc+2TgfJRwCh9deDvLT1jPaOHQyvvy6uq1+FnvyE\ndItXrVqFpqYmzJw5E6WlpaipqUFdXV3yp7a2FnV1dX621TPYDXaZA21xyiorua7wQDAufC60kf4w\n2pklGKefrqK8nGP27ESSWZQFBUh+SUf8mNgQ82a8D416Yf1yeDastlE6kk+NttOCNSSr8GoyQIOg\ntXREngEyItMz+vnPC1bbKB8JWjIkoL/vtP91dAh7v+Ji7tnEx0uYPSt66Qhgfl29ZrSHDeMoKOA4\ndEjxPHeEGG1KADfDoUPifeXl7lhQwgUXyOu0ORcFYLySmWircOJvCrRJ92ulPa+s5Bg8mOPYMZZ2\n7QmqqjHakyZpDabkSrfyEerPvRijadJNRJ/bFSQiDqxWc/TQrPiyaz+x1kCqbATQpCVNTaIaNAA8\n/LDW8e3f735FQQZ+7Fv6bunu7kZDQwPmzp2LGTNmoLa2FtXV1cmfmpoa1NTUeN9CH2A32GUKtCk7\nvbJS1T10wWC0c7Fk64dGW4bRHjaMY9myTjzyiPMI3yt5hRF+BtrDh4t7y1ju1+xcaQmR2QTa5ow2\nXWcvKi5mgl464qSzy6ZypXk7xJYCSGuNtvPzbafRBoCLL46DMY4XXkhdgekv0pEgy0YA85UiY7Bl\n9PDlPNVP2QsoCnwjamhSZpcATmy2W9kIYfbsBIqKONavD1kGrYTFi8OYO7cE993nzWyRrgmRAxRo\n08Tb6tgYS9Vzm2HPHuE4Mny4mqwYLfaZ3So23XdeMtqUyOtGnw0I7+2CAg5Vzbwq6oVGG0hltM88\nM9WxJhTSVhE2bAihuxt44glhEK4oYkWB+lGvwTlw9dVFOP/8Yk894qXXe37/+99jypQprovEBAV9\nfWLgDIW4qadvpkCbkg5SGe1gBdr9j9EW20zLUcOHuzsut9rfTKB2+2GlSJo1oZHWOiW9np1gxiw6\nhSYdEX8bO+1cMNoFBSKg7+lh6O6WD2o0Rtubdhit64wa7Wzs/TIFoiNGcMyZIypdvvlmGJ/5jBiE\niKUMejJkUB1HCGaTAyM7KSadWvt7e4VEIRLhWRcZ0WP0aGEzt3cvw4QJ3u1XL305epSZrhTSmOVW\nNkIoKgLmzEng5ZfDeO21MK64wjo6IW3thx96E0MQOUD9b1UVR3k5T96PdkmeEyeqeOcd0ZZzz02n\n2CkAN9rLaXLR1H5ZFt7a+6X+7TbQBgTB0tvL0NnJbFcGNelIdu2fPFnF8OEqBg3iGDcufV+nnJLA\n6tUhNDYq2LOH4fBhhunTE4jFgI0bQ2hqYlkdrxVWrlTw0kskUWG2BdacQPqO//jHP550HenP0N/o\nZnMGegDMrNU6OgSLVVDAUVamLSMFRTpCk4BcMNpuls2tQB2j1+4dBE2j3X8Y7TFjxL21Z4+9dET/\ne3aMttjSNTDeQ7nQaAPauXRyLF5rtKNREUwTI5iu0aZA23vpCAA0NIjt9u1av9LfGO0g6rMBe0ab\nVm2MjLbX+myCptP2mtHWjs1qFS9baz89SKf9yiv2SWoUvNI9ki2McjfGUgNju2OjBEcrRnvz5lTH\nEYLmPJIdo+2NvV/qPrIZ92WdR7xyNisuBpYs6cJzz3WZ6sr1ziMPPihWQL72tZhvzwzhz3/WVlu8\nuk+BE9B1xE6fDWgdsdlJ1idCMqbNbjMtmeUKuWW0vTtms+DRSxh9kb2Cxqh43+7qagq0Ux9Rc+lI\n9tIYYzKk8fnIBaMNuJsUeW3vJ9qhBfx+2PvZDYqU6rJrl3YOgqjRNkuGzCSNyTfM7f3EM1ZbK545\nI4ngtT6bQEGb1xZ/RkbbDCQdMSvo4hQUaL/xRti2PDlpnr0LtFMZbSBVT20ni6FA24pdt2K09c4j\nbkAr5V76aBOGDXN/LWWdR7zw0SYMG8YtK4qShvuFFyJYsyaEQYM4Lrkknnxm/FARHDjA8Oyzmsgj\nL4H28eI6kikYpf+bMdoUaFdWivdoFz0YjHYu9JGa64h3+/Q70CaW1HuNNu3f090CAMaMIemIuUZb\nz6Jnq0HX22RREBkOpw4GuWK03UyK6F70Sj8LpCZEGgPtaBQIh0WxFqP9YiY4CbR37tT6lSBKR8yu\nVfA12mJL/XtPjwh+wmGOmhrRnxvdF/wKtEke5iU7x7nmUANYP0cUqHjBaI8ezTF5cgKdnQwrVpiz\n2u3tQEuLP4G2/rroA+NM0hHA2uLPWjriTTKkXvftFsa8meykI2KbmdEWWzPZrZeYPFlMmOh8XXZZ\nH4qL/XXrefTRCPr6tP2SQsALnHCuI5lmlHY+2nrHESA1McLPLFhZ5ILR9sfeT2yztQyygttCKJmQ\nG+lI6iNqp9F2Kx3p7gY4F9q8sC5rQ8+Q5IrRdiMd8VqjDWhB9aFDIimKMc2dgTF3rHZ3twjaolF7\npweN0U6XjuTqOsiA7jt94NR/NNrib2Imq6p48pkyBhv+SUe8Z+eMjLLV5Dtbaz8jyH3EyuZPH9Ba\n5T85hVE6AmgBNGA/iRg5kqOkhKOtTUkLqFRVY7r1DDmgBe9ur5m/jLb7fco4KXHunUY7EyoqtDEQ\nAP7P/xEdoF/kZjwO/O//igQMCvLzwmh3d3djxowZ/d51hB5OKxbSrjKkxmhrvpoVFSKJwMuL4ha5\nWLb1IxnSf422X4y2f4H2yJEcjHHs389Ssp/tXEfcertS8E7LhwQ9K5kL1xHAnd5cK1jjXRvpnNKy\nflkZUnI63Fj86a297Pxux44VfvF792qMOW2DJB0ZN070g6+9FsbGjalsZVADbaNGm2QjI0bwZP+T\nK+kIMdpkoekFjIG21XNEgaIX0hEAOP98EZxY2fxt2aIx3UeOMMTjpm9zBLPrQm4VgP2x6fXcRvlI\nY6OCri6G0aPVNOY5G+mIqmp9tJeuI4RskyEB+/6sq0v4zBcV8ZzkipBO+7zz4qirE+3zi9F+8cUw\nmpoUjBun4pJLxM3ppbOJtOvIkiVLPPvSfMKoRTXCyr8YSJeOAOJhbm8XWbD5Xi6VWZbOFn7Y+/kt\nHfE7GdKPCUI0KtiTpiYFTU0MNTUcvb1iWTgS4SnMZrYTCUr+Mkov9B13rjyR3bDzmgWhd+2gc0pB\nkPHeTLX4k7v+ss9nNAqMGQPs3s2wdy9DXR1PSkeCVLBm6lQVV10VwyOPRHHttYV44YWufiAdSX1W\nKGAaMUK1DDa8tvYj6PWmqgrT5Hyn0CdCApk12l5IRwBgxowEKio4tm8XLhEkfSMYJRpHjmTvGmHG\naAvXnjgYy+wGNWGCitWrQ9i8WUnxcl6yRIRF55yTPhuorOQIh4X/eU+Psz6nvV2sHJaXp64cugVj\nmksT4L90JBeVp/W49NI+rFql4PrrNX2eX4z2gw8KNvvf/z2WvKZ5YbQJ8Xgcy5cvx5NPPonm5mYc\nPXoUh8lVvB/A6BdshL5ymGqYEJsH2sFIiOzpEccWiXBfNMMEPwvW+Bdo+5UMKbZ+2PsB6fIRfUen\nZ0TpnnU7kdAqXNox2q527Rh07zq5Vl6XYAe0gJ808sZVCzcWf05WnMaNE1vSaQeR0QaAG27oRXW1\nivXrQ7jrrmg/ZLQ1rTI9x0bXEZrIec1ol5QAQ4ao6O1lnulBZaQjiQTQ3Cx+d2uZakQ4DJxxhghW\nV61K12kbA20vghizZEjGgL/9rRtPPZV5gLJKiFyyRLT/nHPS7fsUxT2r7aVshKBnlrNzHcnMaHvl\noS2Lz38+jg0bOlMqR5Kl8v79zLPCR1u2KHjrrTCKizm+8pW+5Hm0YrR7eoCnnw47stN1FGj/9a9/\nxZgxY3DWWWfhq1/9KjZs2IClS5di1KhRuP32253sKm+g4Miq0wyHRSDDOUs7kWaBdlASImWXpbNF\nQYFY1u7t9e5Gz5VGuz/Z+wHpCZFWyZfZuo5o0pHU/+sZklxLR5zo6f3QaGuBthWjTYG2fDudsL1k\n8ESBdhCTIQER5Nx7bw8Y47jnnigaG0WQEnR7P43RFuf3pJO4ZbCRaczIBl4vhadLR9Lf09rKoKoM\nlZXc04lbQ4MYEN57zzrQHjpUjJd+BdoEmTGQ9Nd6i7+uLuH3zRjHnDnmA5wWaDsb8/0JtMW+Skqy\nq8Qqw2h7VX49GxQWityheJwl47FsQWz2F77Qh4oK6AJt8+v71FMRfOtbRfjDH+QfHuk75eWXX8ZX\nv/pVTJw4Eb/5zW/AP8r+q62tRX19PX7yk5/gkUcekf7ifCETow1obAwlPxLsGO18V4fMla0WY96z\n2n5KMID+qdEGNIu/3bvTGW09svXRJgbP+EykBtqudu0Ybq6Vn4y2Jh1Jfd1NMqQTtpcYbUqIpAAq\nSD7ahNmzE/jmN/uQSLDkdQuqdKSkBAiFOLq6hP5dS4ZUdYx2bjTa4nvFeaKKw9lCRjqi2dR68pVJ\nzJhhzmh3dIgJayTCcdppXgbaYut2RXHChHTnkRUrQujtZTj1VNXyHnZbEdqPQJv65WxlODKMtlfl\n17MFsdpeTE47O4EnnxSB9te+JpKhMjHaO3akrobJQDrQvvHGG9HQ0IDXX38dV111VfL/J598Mt54\n4w3MmTMH99xzj/QX5wsyDyctKX3wgTHQTnUdAfRZyPlltHOpjfTaecRv7VdJiSjd2tXlTRIOIDKw\n/awMCegZ7dRA2xjYU+Jethpt40QnVaMd3GRIrwvWANo5pc7cWjoi304nk2HN4k98JqjSEcLChb2Y\nMEFjAIPKaDOWKh+hwTKV0U79jF+uI4D2jLW2ejN+yEhH9NWNvUR9fQKMcaxfr6S0Y9s2cWzjxqlJ\nqYoXziNm9n5OUF3NUVjI0dysJINI0mefe671QOHWecRPRjsXgbaXHtrZwEsVwbZtCjo6GCZNSiS9\nu6l/tpoMkk2lk1VX6ZauWbMGl19+OUKh9GWhcDiMyy67DJs2bZL+4nxBhtE+7TQxYKxZk3qsRtcR\nAL4aqDtBLgtF+MVo+xVoK4o77a8dOjtFYktxsTeJLWYYPTq1oIVVoK2xwO6+R0Y6kqtkSGKO3UhH\n/EiGJE9i470p6zurh5NkZaOXdhCTIfUoKgJ+//sehEIcI0eqgWTeCfqJKfkh611Hcslo01jinUZb\n7CcctpZgaYG2J1+ZRHm5cPKIxRjWr9dCC5JmTJyoJoNMLxwdsp0AhULA+PGprPYbb1jrswlUCCcY\n0hGxzT7QFluZZMh8B9peyq1oJUnvuT5oEIeicBw5kur4ZfyMsZ+wg/SdEo1GEbehA1tbWxGJRKS/\nOF/I5DoCiJk5AKxdq52e7m7x2WiUp5i1ByUZMpdJSF46j6iq/8ww4L1OmwJ2v+QuQHoyJDHPRhmD\n/tjc+Lkby68T8mvvJ/8Zf+z9UvflBaPtZNVJLx0RRUjE30EOYOvrVbz8cpdUIlo+odVKAFpaaKBV\nLZMh/Qy0KUDySm9KTDLt12zyTUGu14E2YK7TpiB24kTV1j7XKew02rLQJ0S2tDBs3BhCcTFPJnaa\nQZ+Q5wR0zF5Y+xG0QDs7m0Yra0s9cp0MaQU6/2aM9j/+EcZtt0Wlx0EzOXAopE2GzO5TCrR9YbTP\nPfdcPPDAA+g2oTH379+PP/zhD5gzZ470F+cLMoktpCNbvz6UlBrQBRk2LDXZMCjJkLmw9iOQPtU4\nILlBLphhwF0hFDvkYnIwapTw0m5qEpIXK4lNYaFgOmMx5mqVwcpHu/9otP1LhtTalfo6PQNOfLSd\nTIYHDxZt6OoSST9Bl44Qpk1Tk9rXoEKf6NrVJfqe0lLr5XO/7P0AvXTE20CbJBp20hGvHEf0aGgQ\n116v06ZAe9IkNeOyvBN4GWhv3hxKstlnnpmwndBqeVnuGG0vyTAiQLxjtDMH2rmy97OCVaEnVQV+\n9KNC3HVXAdatk7s2JAc2PgsUR5ndpxqjLd9m6TvllltuQVNTE6ZPn46bb74ZAPCPf/wD1113HaZM\nmYIjR47ghhtukP/mPEFGOjJ0KEd1tYquLpbsJMxmPoBYhiwq4ujoYMmAJR/IpUY72+Q7PfyWjRC8\nZrQ1BxD/2l1QIJa0EwmGpqb0UuB6ZHNNtGTI1P8PHiwCfSDYriN+lGCXZ7Tl99O+rUUAACAASURB\nVOlU3jV2rBhQdu1igZeO9CcQo7hpk+Y4wpg2JlhJR/wMtL1jtFPHKTvpyLBhnnxlCswSIqlYzYQJ\nekY7++/ywl5Vz2jL6LMBvXTE2TUjjbMfjHa2475VfoIeuSq/nglaMmRq+Lpjh5aMvXp1usTZDBQ0\n6+XAgNZHGyVOfX2aG4kv0pEpU6bg7bffxsiRI3HvvfcCAH7/+9/jnnvuwYQJE/D666+jvr5e+ovz\nBZlAG9B02iQfsQq0GQtGQmQupSPZ2snpkSsTfK+dR6z00l5DLx+x+85srolVMmQopFlZ5crSyV0y\npPca7XRG2xhoi62bZEhZ9qmmRlz7nTuVfsNo9wfQtSXtMAVOVjpVP5MhaTzxmtGuqOCIREQxE5JW\nEeg+9Np1BBCBa1kZx969CpqbxXfv3MmgKBzjxqm6ACb7sdJbRluR0mcDqT7axlobdvBjjPaO0e5P\n0hFzRls/uZMNtK3iOitGWz8h9kU6AgDTpk3DkiVLcPDgQaxYsQJLly7Fvn378O6772LWrFlOdpU3\nyM6CKdCmC2bmOEIIQkJkLpMhjV602YBmyX4W2QH0SXbe7E+Tjvh7vqlM8549zNJHG9AneDn/Divp\nCADcfXcPfvvbnpzZtemTVmUHMT/s/Yzn2NpHW25/nGudtmwyFDHaO3cqOh9tue8bgDXo/G/cKPp2\nCpxyXYId0MYTrxntwkJuuYpnN5ZlC0XRcpzeey+EbdsUqCpDba0o2+0lo03PXjaBdm2tinCYY/du\nBQcPKhgxQk2WZrdCUZG4h/r6nBUa8iMZ8uqr+/DJT8Yxb152dlrOfLTzG2iLFSiOlpZUFzG9ecWa\nNbLSEXMZFd2nxuurt+Hs6IC0FtyVKnbo0KEYOnSom4/mHTLJkABw+uniYVu7lgJt8yUGIBgJkbnU\naFPQ6kWg7bcXNcF7Rlts/Z4gkJe2ntE26+iykcZYSUcA4LzzEgA8qkwkgXBYBLFdXQydnXLn1w+N\ndjgsAi/qL4yMPvUfsoz2sWNAPM5QWsqlExrHjhXfsXWrGDQiEe5Jme4THfSs7N4trh0F2sXFohhX\nd7coxkUGW34y2nrNsv473ULvt15WBrS2intPz177KR0BhHzkzTfDWLVKy3Ei60cKMr3UaGdzXSIR\nYTu4ebPGZssUuznpJBWHD4fQ3Mykte50zF5KR+bNS2DevOyTj+V8tIPBaEciIjBuaRGrJkRG6QPt\nDz8Mob09s8zFitGmFQLjfUrJ0wCQSIicKBlJ2QnVbauqfGLLqacKT9ANGxT09FhfECAYCZG5lI5o\njHb2+8qVRttLXbnYj9j6zWjrvbTtzpUf0pF8wemkwQ9GW98OwEyjLbayjLabFSeSjpDEIciOI/0J\n1H9xLq4JFSAROm3xHj2z5yejHYmI4FNVmSdOHBRoR6PWfYKf0hFAcx5ZtUpJ3rvEElOgfeRIdpWF\nEwlNMpatdl6fvJtJn01wWqguHtfeSxrjIKE/+WgDeos/raDXBx8oYIxj4kSS/WaetR44YL66Y6XR\npvcTZHXaJ1Sg3d0tOteiIp6ROSgtFfqteJyhsVGxDbSJEcmXdES/LJ2LQNtLdjhXWmevA20KTnOn\n0Wa27H8218SO0c4HnFyrREJ4XTMmzxQ7bYfxd8A5o+1mxYmkI1TwYyAR0hsYWS7qvwHzgMNPRhvQ\nVkm9kI/opSNmfQLZ1EYi3LekNgq0160LobFRs/YDxEpRRYWYWGRD1GgJ0Nmv8lDbAGDuXLnoX6sO\nKfflzc0M8TjD8OFqzhycnMCJj3Y+S7ATjHLdxkYFsRjDhAlqUmNvrINiRF+fkPMoCk+Lm6zccYwV\nXGWdR06oQFs2EZJANn9r14YyMNo0u83P6ezsFMFGcTHPSWGR/qzR9o7RpqDXk91ZIlU6Iv5n1tF5\nIx0JRiBH51Tm/iI2u7AQUku+TqBf4rVOhpTblxtXoJEjRULbgD7bWxiX7ikZEoBpGXY/GW3AW4s/\nvXTEzMFH76Ht9fNCGDIEqKtT0d3Nkk4e+mDWCy9tp2O5HYhtP+WUhLRu3ekYuHeviA1ohTJoiEZF\nkaO+Ps1KVA/OtRXsYDHa4vxTUF1fryZzBFavto/HNAlVOvFK/bTxmdRLRwD5hMgTLNAWW9kOU18h\nUk46kh9Gm26GXCWseek6kmt7Py/kLkDupCPUoTQ1aUvL5vZ+YkvLe05glwyZD9C1kklc9UOfbWwH\nkJ5wRcmQsj7ablacQqHUgXkg0PYGxkDBnNHWXs93oL1hgyLNnOknZWb9tJ/FavQgVpueT6rACFgv\nyzuB07HcDhdeGMfVV8dw0029md/8ETTiRu79e/aIY6UVyqDBSjZF6OwEVFWQeUGoS2iU65JpRX19\nAqefrllM2iUratZ+6W+ych1JZ7QHAu00yCZCEmhmtGaNYpupTcHQnj2Kq8p82SKXshHAW+lIrgJt\nklsYZ6Df+EYhPve5ItgUPTVFLny0AcFMVVUJCVNrq2L5nRqj7fw7+rN0xC99tmiH2JaWpjMeTu39\n3LoCkU4bGJCOeAUjo11VpZ9Qid/1AyjJFPIRaK9bp+Dcc0vw05/K6Q2I0RbSEfG7nlzQyq/7ey9R\noA2IVTn9uXPCaK9apeDWW6NpLKuXjHZhIXDnnb04+2x50bjTAmjEaI8eHcxAG7DXaQfF2o9gZLQp\n0G5oSKC2lmPQII6DBxVb8tOOPKVA2zgZbGkR11FbLZJrr6XrSG1tLZiDtSXOORhj2L59u/Rncg2n\nWcqnnKIiEuHYulUB5wyhEDe15hk6lKOkhOPYMYYjR0RVt1wi14G2t9KR3Gi0zaQVzc0MixeL6fl7\n74Uwa5Z8R5sryQsgWM2WFvG7onDT+9eLZMigMNpOBjG9dMRr0Dk1mwQ6tfdzW1CKdNrAAKPtFfSB\n9tChaoq238jqJRKCJWaM+6attbP4W7dOBBBvvSVnR5JJOqLZmblurhSocA2QKhsBnDmP3HBDAVas\nCGPWrATmzdP26WWg7Qbaqptcf0uMNjlkBBGpgXZqO4MWaOsZ7SNHRB5LQQHH5MkqGBMk6b/+Fcbq\n1SGMGmXOollZ+wGpGm3ONZkVfWbcOBVr1oSyZ7RrampQXV2d8tPW1oadO3eivLwcZ5xxBhoaGjB4\n8GDs3LkTnZ2dmDlzptSXZsLf//53XHHFFcm/V6xYgVmzZuHss8/GjTfe6Hq/WlKL3M1SUCCCbcpO\nHzbMPPGCMY152rUr94sEufTQBpwvm9khdxrt9EB02TJt8HrlFWe+WtTB5sKpg3TagDhPZvNft4F2\nIiFYWca4L5Xv3MAJo03OA/4w2jKBdi4ZbUcfHYAFSkqAUEhcB71sBEhntPUuVX5pmu0Y7b17xf+a\nmhSpZEl9BVGzPsFvaz/ClCkqiorE9+tdPQDrRDMjVBX44APRLxutc2Xdw/yC0+T6PXtIox1kRlts\nzaQjuSosJws9o03uIlOnqkkyguQjdoVrrBxHAHFfFReL/Bg6H5xrGu26OnEds9ZoL1myJOXnu9/9\nLlRVxeuvv461a9fiySefxFNPPYVVq1Zh6dKl6Ovrw+zZs6W+1A7f//73sXDhQnCdBuPb3/42nnji\nCbz99tt45513sHbtWlf7djMLJp02YL/cls9AmzqsbKtDyYI68CNHWNZSmdzZ+9H3af9bvlx7CF99\n1ZmlfK6kI0Bq52x1ntwmQ1InUlyMwHg0kxuCzETOj/LrBGI+zSaBuUiGBDQvbWBAOuIVGNOurVWg\nTWOFVn7dv3NvF2hTgAYA69dnfkBTfbTNNNpiH7Lez24RDmtj56RJqSuFsoH27t0sOeEh2Rwh34y2\nU7Ip6MmQgHYuzVhaLREyly2yxvDhHOEwR2urghUrxDhOwbX+d7vCNXa1UQDtPj14UPx99KiYyJaU\n8KTczPNkyIULF2L+/Pk499xz014788wzsWDBAtx5552yu7PEWWedhT/84Q/JQPvo0aPo7e1FbW0t\nAOCTn/wkXn31VVf7dpNAQTptIFOgLV47ERjtggKgqIgjHmfSgYYV8lGwhiYH+kB748ZQkj2SgcbE\n5yLQ1r7D6vvcMtpBk40ATqUjxGh733476Qhl6cfj5ln6RlCA4/QZHZCO+INBg8SWbNoINIGi54LG\nDD/dnCjQpjwgPUhyAADr12dedTPz0dYHA5pG23VzpfGTn8Rw2WV9uPji1KV7WY12Y6N2vEY238tk\nSDewyvkxA+ealjjIGm1K+DbTaFOSfVAY7VBImyQ//7wgyfSBdn295hhn5ddup9EG9Dpt8Tfps6uq\nePL629kh6iFN4+3fvx/DbYRdpaWlOHTokOzu8MADD+Duu+9O+d9DDz2EL3/5y1iyZEnyf0ePHkW5\nzs+srKwsow6cMaCiIr1nTCQoIA2Zvm6GOXO030eNUiw/d/LJtMQXQUVFluW9PkI4LPaTqa0dHcpH\n7Qt79t2ZMGiQYBNVtUhqlkvLrsZjobaPHFng+2y5sJCjp4chGi1CRwewZUsIRUUc8+ZxPP+8grff\nLsI112TuSMLhUJLRHjmy0Pd2T5qkdXxDhpjfgx/NQ9HSwlBaWiRdYY4epfJyJv1M+I0RI8Tx9vSE\nUVFhP3FVFAq0GcJh+edaBjNnConBxz5mfs5LSgTTEw5nfgaOHBHHUVMTzfhe/bMybZr++6z7n6BC\ntg/LNYYOZdi2DaipSb3Hhg0Tv8fjUVRUhJPPUVkZs+zDskVdndi2taVf36YmPRmQeWxJJGhCF9Vp\nbrXngu7DqirlI09r/67Lpz4lfoDU7xg9WpzIo0ftn2/yjweA9vbU99JYPnhwyLfrYodRo8S2oyPz\nM9ncLAiBIUM4Ro2yf28+n5dBg8T55TyKiopUa5FYjIJSuT42F9ekupph714kq3rOnRtJtruiQqwG\n7tzJ0NRUhKlT0z9/+LA43tra9OMFgOHDxUEcOhRCOAx0dookjZEjGYYNE6Fzb69cvCdNv5566qm4\n//770WHiM3TgwAHcd999jjTaX//617F+/fqUn4aGhrT3lZeX45huvf/o0aMYRHSEQ2gV8OQ/c/LJ\nGttXVWX9Pgp0duxw1bSs0Noqtn7r7vSgS5CtXR4xw7lYkqLvOHIEWLpUPEQzZ3JcfLG4vi+84JzR\nzoV5P62WiO8znwgMHize19XFsGGD/L7dPBN+Q7MqzPxeP11HTjsN2L8/gV/8wpyFIjZNxnrN7TNa\nWqq5YgxotL0DSUeMVfq05XPxdy6YU+KvaIma0NcHNDVpf69ZI6/RLixM7e8IxGj7nQxpByvrNCPe\nf1/7/cCB1NfouuSr3zI7t1bYvVtsa2r8a48XsOvPaJzPtdGDHfSJpUOGcIwbl/r6GWeI19991/w+\nI92/3nVID1r1ob6bDAmqqjRHH1nbTWlG+8Ybb8SFF16IqVOn4vLLL8e4cePQ3d2NLVu24NFHH0Us\nFsNf//pX2d1Jo7y8HNFoFNu3b0dtbS1efvll/PKXv7T9jDBX7077f1tbFEAI4XAf2tsl1ns/wrRp\nRVixIozy8hja2/tM31NZyQCUYts28+92A5oNZtpfS0sRAAWFhb1ob8+irq0DlJYWAwhh794YRo/O\n/J1Dh4oe0XgsR49ST9ntmce1FcrKitHSEsK+fb149dUIgBA+9rE+zJ7dB6AUS5YwNDd3ZwzaiouL\n0NMThqJwxGLd6DO/JTyD6NSFULiwMIH29h7T99XXF2LXrgjeeCOO6mq5Rh07Js5/UVHCs/s2W0Qi\nIQDFaG3lGdvU1hYGUITCQo54XPXlGKx0mIWFJQAYWlp68f/bO/foqKqz/3/PzGRyIVcSEkiIEIKA\nIAokyM0AYiwqKFbFpVjUlqq0rqIu9a3aVS+0lspbFa22WssLXn612ipWWy8olCgKWhGCchMIFw2Q\nQCAXcp+Z/ftjd885M5kzcyZzOftMns9arAmTyck+ObdnP/v7fJ/MTP0lYZcLOHUqAzYbg80W+jz3\nv1aKi/l5qyj6x15WjN7D4s3EiU589JETZ5/dgaYm9dg5HPy+0NDgQlNTJ+rr7QAcSE52gzGeuYr2\nvjAGJCeno7VVwZEj7d6A59AhBR5POvLzPWhuVnDggIJDh9oRLM/U2srvy93dHbDZGIB0NDaq11Fd\nHT9n+/d3w+Uy57g4nTYADtTXB79et21TZzfHjvneC7TPcsa4piqe++LxAEAGWloUnDzZHnQFcfdu\nBwAHBg1yhbx+zbxekpKSAThx4kR3jzinri4ZgB3JyfoxkBa95300GTCAjxfg9QDNzb6/6+yzk/C3\nv6Xg00/duOqqnh7pdXV8jCkpHWhq6hlsZ2Tw7dfVeeByMRw44AJgR//+LtjtbgCpaGhQ78kDBug7\nOhjOaFdWVuLdd99FXl4eHn30Udxyyy24/fbb8Yc//AHjxo3Dxx9/jPLycqObC4qiKD7Wgs8++yyu\nv/56TJo0CRMmTMDEiRN7td3eFlDMn+9CaioL6rM5eDCDojDU1iphezJHSm8LrSJBtfjr/TY6OviS\nVFJS9NtnB0LrKyscR6ZOdaOggOHcc91ob1fwySehl4HUQsjYORFoSU0F8vN5MBBMI6dWWhuvE1Cb\n1fR+fNFGdOrzdxoIRCwb1oTCqMWf0KLm5PT04zaC0GlTMWT0uP32LuzbdxpnneU7QfL3ElaLIWM3\nFkUJXBApCuiGDGEYM4aPU7hw6KH6aPes22AsvhptPYwUQzY3A4cPq/cx/0LReBSpBsNu1zrUBP+s\n2qxG7us3mI+2qJeRpRgSAIqK1GtXW0snmDCBfz+Q80hXF78v2+09268L/L20hUtJfj4L6LcfjLCs\nFiorK/HFF1+gvr4ehw4dgqIoGDp0KPKirFmYMWMGZsyY4f3/pEmTsGnTpoi329tlwIULu7FwYfBZ\nXEoKMGgQw5EjNtTWKj7L/bEm3sWQQHSa1mgtg+IRsIoxHz5sw65dNjidzHuBVla6UF1txwcfOFBZ\nGTxDH89CSEFxMUN9vdFA23g0J2MxpChyOXZMgduNoMFpLH20Q2HU4i9Sn3vhaETFkNEl0N/TvyBM\ntZGL7fUxYABDbS0PKMWzQ9tNMDOTYcsWO7ZvtwVN+GhdR9LTAUVhOH2aX0ft7Xximpoa2Is/Xggf\n7VOnFHg8gd2Odu7kF/1ZZ7mxa5cdDQ2+nzW7GBLgE5nTpxU0NytB/aWFc4zMhZCA1t5P33VElmJI\nwFf2pS2EFIwd64bdzrBrlw2trb7nirabtt7zRdyvVemIkJp4wg60w7bIcLlc2L9/P2pqajB48GA4\nnU6cOnUq3M2YgjiBYuV9LPyOo+U8smSJDfPnB+826Xb7ZsziRTSa1mgzw/FA3CQ++MABxhRMmOD2\nZkIrK/kyxLp1jpCWhfG09hOIcyuYJnzsWN5gafdum+GOVeJz8fADN0pyMpCX54Hbrei2pRaYm9Hm\nr6Ey2pFOhC++2IUzzvBg1qw4L5X1QfxbsMcrcxoso11c7ME55/Drf/v2UBlt/vNOJ+/5IO6tLS1a\nD+34JDb0cDr5vdPtVnRlWTt28H0fN86D7Gz+Wa1Lidn2foBxL20rWPsBPc99LWpGW5598M1o95zE\npKVxP3ePR+nh2BPKcQRQM9oi0Bbt1/Pzmc91ZYSwIsLXXnsNxcXFmDZtGhYsWICdO3fik08+QVFR\nEZYvXx7Opkwh3Bbs4RJti79VqxS89ZbNe4ADwb2sFWRnMzjCs4KOiEg6EQriZe0nEGNet47/oaZO\n9bUDysvz4PBhG775JvjxEw+HeBbiTJvmhs3GcM45+tms1FS1wZIw8Q+FDJmhQAwaxI9VsBa6gOqj\nba50JPgYIw20zz3Xgy++aMXFF8en/qIvE6xhTSxRA2313iPsRgcPVq/7UF7aWukI4Huf1mbxzCZU\nd0gRaI8Z40ZeHg+itJMQGQJtoxZ/4jjK3KwGsFYLdoA3jcnJ4avSej1EhJd7dbXvdRNeoC2kI+rP\niGMf9Yz22rVrsWDBAowYMQKPPfaY1+e6pKQE48ePx7333ouXXnrJ6OZMIdZBhdq0JvJ0QWenaqkT\nLKsX7/brgmhLR+KBmIWKMWtbrtts8Lb4DdUlMl5t47XccEM39u8/jZkzgwdb4cpHZJSOANpAO/gt\nKpY+2qEI1klNS7wbShG9x/+Yxi+jzZ8dWr9obTfBkSP5atW+fbagmmBtZ0jA15NeTPhkOA9DOY8I\nD+0xYzwan3FtoM1fzUwQGGlaw5iqNbeOdKTn98QzUybpSEYG8NFHrXj1Vf0lRVHbIKRIgmDt1wX+\n0hERaBcUqBrtqDesWbp0KcrKyrB+/XosXLjQ+/6oUaNQVVWFiooKPPnkk0Y3ZwqxngVHszukdjkq\nWKBthj4biI50JN4Bq3Y27nAwTJzoG7RedBFfmg/VJdIsuYWRh4oItLdsMXYOylgMCaiNREIVRPYF\njTYRP8zKaIvMmvZer2p7ebH4qFF8tUrbyMUf0TxJ6M+1HWNFtlyGQFur0/bH7QZ271Yz2oH+NjJk\ntI1IRxob+VjT01lQtxgZsFpGG+BBb7C/6+jRItD2fR4Ga78u0Das6eoCTp60wWZjyM1l3tXs06dh\nqDu24Yhw69atuO6662APoBx3OBy49tprsXv3bqObMwUrBdpa7Y+RQFtkROKF1sGjt4h9jIcXNf89\n6nE/91xPj+By5kwX7HaGzz6zB90vMzTaRikrUzPaRm4Asma0RaGLUelIrAOhQIjfGejBpIUCbeug\n7zoSX422x6Oe+0KLakQ+4j/xlFU6Iq4F8fzSUlNjQ3u7gsGDPcjODqxfFxMgMxMEgVrc+6PV2Zup\nizeCXqDt8cS3b0Q0GT2aXzN79th83OBCtV8HeDJRURhOnlS8fvYDBvDiSYeDr6IyphjqDmk4InQ6\nnXAF8a07ceIEkpJ6dteRidhLR8LTaAezAQzUNjcQZj3Eo1MMGd+MtjbQnjq15x8/KwsoL3fD7Vbw\nn//oZ43M0GgbZdgwhuxshvp6m7ftbzBkDbRFRvvoUaPSkZgPqQdG7f3E9UuBtvxom3YwFr+JnL88\nor5eQVeXgrw8NSEwdmzwgkiXC/B4uGWZqNcRcrnmZm0xpPkShmBt2FV9Nh9noEBbBINm2fsB6vMk\nmHxAuyohO+I887+f8WuBZ+XjWQcWDTIz+SSno0NBTY36LDGi0bbb1fN0586eUpNwnEcMB9ozZ87E\nypUr0d7e04D86NGj+OMf/4gKbb9yCYm160h+PkNqKsOpU0rITO/mzXaUlqbjr38NfOYalY6YFWhH\noxgy3hpt7e+ZMiWw1rm0NHSAF+8JQjgoiuopakSnrcpgYjmq8BEa7aNHZS6G5K9GpSMyLNkTwUlK\n4vpmj0dBR4d5GW1h7acN0ERGe/v2wPcmkc3W9iTwlY7Icx4G89L++mtVNgL0nIQAskhH+GswjbZ6\nHM2f3IRCL6Mtq2zEKOI80spHtA4iwRDn6Y4d/P/aLpJiEmukO6ThQPuRRx7BkSNHcO655+LXv/41\nAODNN9/EnXfeidGjR6OxsREPP/yw0c3FHcbUjHasshOKospHtGb7gfjoIzva2xVs2hRZoG2WRjua\nxZDx02jzV5uNYdKkwIG21sNZDzN8tMNB1WmHDrRlzWir0hFjGW1zNdrBP0fSEWuhzVTFo2ENoD7w\nRTApJAfaAG30aA9sNoY9e2zeoFqLWgipvqe9T6vNasw/D4O5jmgLIQF1vPIVQ4bWaGulI7Kj14Jd\nxkLIcAik0zaS0QZUmdXXX4vAXD2O4RREGg60R48ejY0bN6KwsBBPPfUUAODpp5/Gk08+iTPPPBPr\n16/H+PHjjW4u7rS18eWP1NTedWczipCPHDwY/E9bW8u/r5f51mq0jx/X35YZXSGB6EhHxAUdLx/t\nIUM8cDoZpk1z6/5OMWMNFmjLmgUWlJcbL4iUNdDWFkMG05qLgMOMjLb4m1ExZGKhdV8Qk6hYu9po\nM7xud2DJQVoaMGIE95fftavntS0KIbUdRLXBoEwa7WCuI1prP6Cn9WFXF9DdrcDhYKY2cTImHeHf\nk91DG1ADR/+MtpD3WDWjrQbaauAnYqpQgba4LtVAW5vRNi4dCUtxM3bsWGzYsAENDQ3Yv38/3G43\nhg4dikGDBoWzGVOI11KTUYs/4a2pd5Ea1WibldHm7ccZWlpCd+/TI97SkUGDGKqqWoM29hEZ7bo6\n/SBV9oy2kI5s325HdzdfDtdDBNqyTRrS0/nft6VFQWMjkJMT+HNm2vuF27BGhgCHCI14RvhmtGN7\n7JKSeJb31CkFJ08qut7LY8d6sHu3Hdu323s06RCTTm3wKVbxZLP303MdaWhQcOyYDWlpDEOH8s+I\ngjWRhdRms80sMAwno20F6UhKCl/t7exUfJ4b4lwsKjL/vOkNoiBSTOCMtF8XiHv2nj38/1rpiHhm\nRjWjfeGFF2LVqlVobm5Gbm4uzjvvPEyZMsUSQTYQe9mIwKjziLgA9TLC4Wq04/0Qt9mMadSCEe9A\nGwBKSxn699f/fkFBaFs5mV1HAKB/f6CkhBeABMp8aZE1ow0YK4iUPaPd1sa/73Sa2/aaMI62DXu8\n7P0A+DRm0SuiC6bTFtKRlJSeGe3GRkiV0dbTaItg6KyzPN526/72fjLoswFtoWliFEMqSuCCSBHL\niNjGapSU8Nq52lpbj+sgVIJQXCvd3cGKIUOPwXCgXVNTg0WLFmHgwIGYP38+1qxZg+7ubqM/bjqx\nLoQUGAm0PR54HSH0Am3ZM9pA5AWRMhYVGtFoi3HLlgXWYlSnLauPNmCsILK93UyNNn8NltEWGbvc\nXHPbXhPG0baijqe7hbYgUi+jHawVu7+HNqAG2t99Z4PLxZ0jzLhW/AkVaAvZCMADWqeTeSc+8Vpl\nCIWa0Q78/dOn+fWfksJCFt3JQqCCSBHLnHGGNQNtu5170APArl12w/psoOekNJB0JKoZ7QMHDmDT\npk1YvHgxNm3ahKuuugoFBQW4+eabsWHDBqObMQ21/Xpsf48Ri7/jxxVvPFbDwgAAIABJREFU10e9\n2bBWo93Wpu/VaFZGG4i8IFLNDEdrRJEzYAD3zjx+XNG1X5RdOgL4+mkHQ5WOyLcvRgoizcxoiwd9\nMB9t0mdbD99iSP5ePCai2qI/bVdILWedxa/rvXt7XhPBXEeEtZkMshHAtxhSW4PhXwgJ8EyrGHdD\ngyJFISQQWjoiVq2LiqwzyVbrE9QBC2OHM86Q49zpDUI+snOnLaxA2/++HagYMqr2fgAwadIkPP74\n4/j2229RVVWFBQsW4J///CdmzZqF4uJi3HPPPeFsLq6oN8zYnizixvjdd1y7HAiRrQB4MWSgYi//\nizdQVruzkx9ku52ZYiQfaUGkGdKRUCQl8Zs6Y4pPlbsWszpDhoPail3/Eu/qArq6+PmjfTjLgiod\n0T+/zPXR5q/BpCNmrjgRvcO3GDL+Ge29e21oa1OQkcG8GmuBuM+3tfV8vgSTjojASZZAOyWF/01d\nLsVn6d3f2k+gtfiTRToSOtC2jrWfQLuaIzh8mO+HVaUjgFoQuWOHzbC1HxAqo81foyod0aIoCioq\nKvD000/jvffew9y5c1FbW4vHHnusN5uLC/G6ONPSuM63u1vRDRCE4wjAGwwEylb7L0cECrS12TIz\nZsyRZrRlDLSB0PIRK2S0x4zhDit79+p3uRTnHS9sjd/YjGJMOsJfZW1Y89VXPEMngy6WMIbWtiue\nnUdFMLl1Kz9nAgVoNpv+eRdYOuL/O+QJltQW1/z6PnhQwe7dNjgczBsYCbQ6bVky2unp3BCgtTVw\nUk3NBMvzNw+Fv3SkvZ0bAzgczLvCaEXECsnOnXbDjiOA7307Pd23ziYm9n5avvzyS9x3330YPnw4\nxo8fj6qqKtx4441Yu3ZtbzYXF+J5cYbSaQvLH0GgQFUEoSJrHCi7arabQSQZbZeLZ2UURb4iMTXQ\n7nn8GJPf3g/gy8ei+Y6ep7tatxC3YYWFyGjrSUc8Hm0WL27D8qIGPIHP//fes+M3v+FRz0UXBWkD\nS0iFCDYaGhQwpiA5ObaWsAIRaG/bJmQjge/rejZsYnUnkL2f/++QAX/nkWeeccLjUXDlla4e9ySt\nfl2WjLbNpmY1tVJPgZrRludvHgrtag7gK3+JxzUQK4TkavdumzeBFqz9ukAbW/lnwMOx9zMcaG/d\nutUbXJeXl+OJJ57A2WefjVdffRV1dXVYtWoVKisrjW4u7sTz4lR12qEz2kDgQFVcuMOH81fhIarF\nTH02oGZLGhvD/1mtrZytV9O92DFwoL7zSFsbX4VITWVBbfNkQFgR1dUFPg/lD7SDrywITWpKCjPl\nHApWDLlxox0335wKt1vBnXd2Yv58CrStgrgeRHIjHtlsQM2wnTwZ3BJOr7FIZyd/1U46nU5f60uZ\nAm1tQWRdnYK//pXfUH/2s64en1WlIzZpAm0guHzEStZ+Av+MtpCNWCkrH4icHKCw0IO2NgX/+Q+f\nMRiRjmglf8KRTCCuw0CTLH8M+2iXlZV5JSM///nPMX/+fGRnZxv9cdOJl+sIEDqjrdVoA4EvUrEc\nUVrK8MUXSkjpiBmIjHYweyM9ZJWNAMEDVDF7NUMTHy5iP4QmzZ94NwwKl1DFkGqgHa8R+eJ0Ag4H\n15l2dalL9tu22bBwYSo6OxX88IdduPfenoEDIS8i2Kiv5+ddvNwt/INgvQDNN6Ot/kwg6QjA77HC\nnUcmCZM20H7uuSR0diq45JJujBzZc7+11odCgy7DSqjIavLnme/fVi1oledvHgr/QNvq1n5aRo/2\n4MgRG776yrh0JC2NX/9tbUp8MtoPPfQQDhw4gA0bNuDmm2+2VJANaP2CY/+7QgfaogKcfy6QhlYE\nompGW186YlagHYm9n8yBdjCNtoxOKXqICmkRMPgje0a7f3+G5GSGpqbAdQxq+3VzziFFUbOdTU0K\nvv7ahv/3/5Jw7bWpaG1VcOWV3Vi2rFNK/Tuhjwhk1Yx2fM4v/6VsPZcHbUMdLYGkI4BvRz8ZM9oH\nDtiwejWfHSxZEnhSqnVkiaflYiiCdYdUu0JaJ0j1l44kguOIQDiPMGbcdQQA8vL4q7ZZDRCjQPuZ\nZ57BH/7wB6Mflw5zpCPBA21R8OEfqLrd6sEbNkzVpvmjao3Mko70PtAW+ydjkCekI4G6Q6re33Ed\nUq8QM3A96Ui8LC97i6IEn/SYndEG1If9uef2w6xZ/XDnnSk4edKGiy5y4fe/75BOFkWERlwPYiUo\nXtIR4xlt/uo/+QwkHQF871UyBdpCo71ypROnTys4/3wXysoC77OvRpu/J8N9S6xs+ifLOjp4gsPh\nYN57mBVIVOkI4GsZCRiPm3Jz+at/RlvtDBl6G4YfA62trSgpKTH6cemI58U5dKh+G/bTp4HGRr78\nNWwY/5y/9EJ1g2AoKOBfByqGPHjQ5vP74k0kxZDCucNqGW3RpdCsyU04hJKOaF1HZCVYQaRYDjej\n/bpAFJy6XApKSjy4/PJu/OpXHfjzn9ul1/ATgTEro52R4ZuN1iui08toi8Jgf+mINqMto3REFEPq\nZbOBwBltGTTavtIRFeGUNGiQtYoI9TPa1g+0tU42RtqvC8QkT+uhDYSX0Tas0b7jjjvw+OOPY8KE\nCZg4caLRH5OGeF6c+fl8yfvECRtOn/bN2mqrePUCVXHRZmWps6hAGW2zA221GDKxpCPBNNr79vG/\n+ciRcR1SrxDnjl6gLc6pYC3pzUbotANZ/MmQ0V61qh379tkwcqRH6gkLYRwRbIimYvGyjhSNWWpr\neSJGbzKv5zoiMtrBpCMyJQi0gc6557oxY4ZO4wn42/vJE2jrSUdEQqaw0FoBqv8kLpGkI6Wl3PK2\nq0sx1H5dcMUVDHv3Mkyd6nt+hmPvZzjQ3rJlC44cOYJJkyYhLS0Nubm5sGtGyhiDoiioqakxusm4\nEs9iSJsNGD7cgx077Nixw45Jk9QDJFqvDx7s0ZVeqEEoMGAAfy94oG12MWT4Pyv2UUYv6rw8Brud\nT5S0RW6ANtCWb9z+iBl4IAkMoGaJi4vjNqSwUb20A3XCM1ejDQDZ2UB5ubUepkRw/AO4eGqBeaAd\nvJtgOK4jgO89VqbGSdqxLFnSFbSWQXy2oUHxLtXLIB0Rkxj/jPaRI2pG20poJ3FNTTyJlpamP+mz\nEg4HMHKkB199ZQ9rf378Y4Yf/9iNpibfn9F20fSEeAQYDrTb29tRXl4OFqiN4X9RJK76iWcxJACM\nH+/Gjh12bNtm8wm0RSXy4MEeb9cvf42PmCFpA+2GBm6KL+Y2p07xAN3MiyCSYkgxY5YxC2i382zw\n0aMK6usVnyVc0frYCoF2KOmIyBIPHhy3IYWNKh2RM6NNJB7+yZh4abQBdZk6mCWcfkZbSEcCZ7Rz\ncuSyJB061AObjeHMMz2YMye4/aXTyRM7jY2K1x5Xhoy2eH71DLT5GK0WaGulIyKbXVzsSZiC7jFj\neKBtxNovFHY7PwdbWwMX62sxHGhv2LAhwmGZS7yXm8aN8+Dll0WXr27v+1oTe71AVQTemZn8xpiT\nw3DqlIJTpxTvjVgrGzHrIoikGFJmjTbAddpHj3Kdtgi0GbOWdCQ9neuX29qUHhImQH0YyB1o60tH\nhEabZ7QT5ElAmI5/MiaeGW2RNAmmiRWBf0+NNn9NTvb9vEjo5ObKtfIyZAjDO++0YfBgYz74eXke\nNDbavSYD8ZwA6aH6aPu+L+p7RKLAKmiLIVVrPzmf0b1hzBg3gKQeDiK9JT2dB9qh5CNh18S7XC5s\n2rQJr776Ko4dO4bm5macOnWq1wONF/EOtMeP51nsbdt8hUCqRju0dETcILUeogKz9dkA1y46nQyd\nnYo3u2gUmTXagGpOr+0Oefy4gqYmBdnZDPn5Zo3MOIqiPrgDZbWtlNEOJB0xs/06kbiYmdEuKuLn\ne0mJkYy27/vCR1tPOiKT44hgwgSP4eyiuJeJmiAZMtp6Gm2xAme1tuXiXG9tVRLKcUQwf343fvjD\nLtx6a3R6GxgtiAwr0H7ttddQXFyMadOmYcGCBdi5cyc++eQTFBUVYfny5b0fbRyItyXQqFEepKQw\n1NTYfDoniox2cTHT1Xep+mX+f621kcBsfTbAA7neZrXFPsZDM98bAhVEimz2iBGwzFKaKh/xvdTd\nbjXrUlgY92EZJngxpPmuI0TikZIC2GzqORXPjPaPf9yN3/ymAzfc0K37mVA+2v7SEfH8sJqMwR//\niYJMgXZP1xEhHbFWkKpmtBPLcUTQvz/w6KOdPaz+eotRiz/DgfbatWuxYMECjBgxAo899phXq11S\nUoLx48fj3nvvxUsvvdTrAceaeGe0k5JU30ZtVlvoy4qKPEGkI/4Z7WCBtrkXQW8t/mTvsBjI4s9K\n+myBWhDpe3yOH1fgdiv/dcgxY2TGyM9nsNkYjh9XvBk7AWm0iVigKL4yq3gG2rm5DD/+cXfQ+2K4\nPtoXXeTC/fd34u67rd2htGegbdJANIhkmP/zT2vvZyW00pFEchyJFVHPaC9duhRlZWVYv349Fi5c\n6H1/1KhRqKqqQkVFBZ588sleDje2MBb/jDbQUz7S3c0vQEVhKCxk3pupv75LzI5EIB4o0D5wgH9t\ndqAtJgParL0RrKDRBnylI1ZyHBHoWfyJpU2ZZSMArxTPz2dgTOkxWVA12maMjEhktAkZGbTAWvyb\nigiEHaF/RjslBbjjji6ceaa1M5P+Rf8yZbS1Gc3ubp7YUBQWNS1wvPAthkw86Ui0Eedg1DTaW7du\nxXXXXedj6SdwOBy49tprsXv37jCH6UtTUxMuu+wyzJw5E1OnTsXmzZsBAJs3b8bkyZNx/vnnY+nS\npWFvt62Nt91MTY2vefy4cTzQ3rqV/5mPHVPg8SgoKGBwOn1lF1ozl/CkI+ZeBHpLZ6GQXaMtukNq\nM9pa6YhV0HMeEYWQRUVxH1LY6MlH1Iy2nOcQYV20kjYZWn1r0XMdEdeDzCtUkeCf0ZZhAhTo+Vdf\nr4Axvlook8uLEbSTOOGQNmQIBdp6iBjN32rTH8OBttPphMulb8Fz4sQJJEV4Vj3xxBO46KKLsGHD\nBqxevRq33XYbAGDx4sV45ZVXsHHjRnz22WfYtm1bWNs1y+B+/Hhf6YgohBQuFk4nv4m73b72MHrS\nEdGprL2dZ1odDqbbPSxe9FY6IrKTMvm6agmk0bamdETsh++lboVCSIFeQaQILKgYkog22pVPGSQK\nWsL10U4UtIF2SoocHRcD1VlZVTYCqJOX9nYF7e0KcnKYlBa8shB16cjMmTOxcuVKtItSfw1Hjx7F\nH//4R1RUVIQ5TF/uvPNO3HLLLQCA7u5upKamoqWlBV1dXd7277Nnz8aHH34Y1nZFEBvvGXBpqQcZ\nGQxHj9pQV6dorP3UGWKgGbFq78dfte1nAXhtd4qLGRyGDRpjgxh/ON0hjx9X0NBgQ79+TNqqbH/p\nSHs78O23ChwOhtJSM0cWHkKjrZfRtkagrZfRNr9hDZGYWDGjrScdSRS0gbYMshGAT3psNm6hKvKQ\nVi2EBHizPe35TrKR4BjtDmk4THvkkUcwZcoUnHvuubj00ksBAG+++SbefvttrF69Gp2dnXj44YcN\nD3DlypVYsWKFz3urV69GWVkZjh07hoULF+LJJ59EU1MTMjWVIRkZGSG7TyoKkJWlprmER2dmpuLz\nfjwoK2PYsEHBnj2pOHGCv1daaveOIztbwbFjgMeT4s1gt7XxqXpOjg0OBzB0KH+/sdGBrKxUb9A0\nfDjivj/+FBTwP25XVxKysvRPJ+HSkZWViq1b+X/GjAGys+VMR2ZkAElJvEGC05mKw4e5/KikhCE1\nlR8fs//2RhCTgoYGu894T5xQA23/60U2Skr4+dLQ4PQ5xzwevg85OUlwOPjXMu+HUbTXitVxOKxz\nrWjJylJzUAMGOJGVJc9xEQFda6vv86y7m485Ly/Z+yzRw4rHZdgw9ev0dHXfzT4umZm8RklRUpGV\nBZw8Keqn7GGPSYbjkpHB5bYAUFrau5jJ7GMSTYIdkwED+I52dwdXcxgOtEePHo2NGzfiZz/7GZ56\n6ikAwNNPPw0AKC8vx1NPPYXx48cb3RwWLVqERYsW9Xj/q6++wnXXXYfHHnsMFRUVaG5uRoum0qC5\nuRnZ2dmGfw+gLrGZsQRSVgZs2ABs2aKgvp6/V1yszhjFrmiLCUWhoLhZiu6Q4ufFPEN74zELsXR2\n6pQCwFiWYedO/jp6tBxZiUDYbMCgQcDhw8CxY8A33/AListGLOLtB6CggL8eO+b7fm2tdaQjQkde\nW+v7PvloE7FC+6yQTTqi1YUypgY1ia7R1vYu8G++ZSZZWfz53dTE7eNEoXlRkbzPt2Boz3eR5CMC\nI85Df0MLf8ISHowdOxYbNmxAQ0MD9u/fD7fbjZKSEgwcOLC34/Rh586dmD9/Pv72t79h7NixAIDM\nzEw4nU7U1NSgpKQEa9euxUMPPRR0O4wBTU2qxKWuzg7AgeRkt8/78WD0aAeAVGzeLJZgbMjL60RT\nEy+U7NcvFYADR450ed87daofAAX9+rnhcgEpKe0AMlBfz/dr9+5kAHYUFnahqUnfbzUepKQkAbDj\n+HEXmpo6dT+Xm8vPyKamdmzbxsdfUmL++IMxYEAaDh+2Y+/eLlRX2wHYMXRoN1wuPsON97nUG5KT\nAUVJx/HjwMmT7V5d4+HD/BwrKup5vchGdrYdQBoOH/b4jLO5OQWADYx1weXiGQWZ98Mo2mvF6ogs\nkNX2JSkpGYATAOB2d6KpySPVcUlKSkd3t4L6+navJrujg1/TXV0daGoKHuRZ8bgwBjid6ejqUpCS\not4LzD4u/fqlAbCjtrYT/ft7cPAgvy/l5HShqSl4a3l/ZDguqal8fwCgoKB3z2izj0k0CXZMHA4e\n35086UYwJXavFL65ubnIzc1FV1cXPvjgA9jtdlRWVv73l/ae+++/H11dXViyZAkAIDs7G2vWrMGz\nzz6L66+/Hm63G7Nnz8bEiRPD2q5ZxZCA6jyybZvd2+FRO9MN5KXtr9HOzOQyhtOnFbS3y9GsRiDG\nH45Ge88ePv5Ro+TWf3HnETvq6hRvISS3yJKgCscgSUncm/fECRtOnOCONx6P6qZiBdcR/WJI0mgT\nscEsH22jpKcDp07xZ5s4//VasCcKisJ12keOKNJotIGedVZW7Qop0P5tyXEkOEZdRwxHxp2dnViy\nZAkOHDiAtWvXorOzE5MnT0Z1dTUA4KyzzsK///1v5EfQm/rNN98M+P6kSZOwadOmXm/XDA9tweDB\nDHl5Hpw4YUNjoyhi1C+GZKyn64i4wRw9qqChQZHG2g8I396PMWD3bh6oyh9oq01rhLXf8OFyjzkQ\nAwYwnDjBCyILChgaGhR0dfGKchksskKhLYZ0u+HNygvpSKK6LBDmIXMxJMCDoVOnFJw+DeTm8vf6\nwsRzwACGI0fkKYYEoOmHwf/+Vi6GBHzjJAq0g2O0GNKw68jDDz+M559/HsXFxQCAF198EdXV1bj9\n9tuxatUqHD16FL/85S8jGHLsMDOjrSjAuHH8ZGVMQUYG8+n65W8P1NEBdHcrSE727dgnKq6PHVPw\n7bf8szJcBOHa+9XXK2hsVJCZybyBrKyI8R05YrN0oO3ftEa1n7LGvqSk8NUFl0vxasuBvhFYEOYg\nc8MaILDziOic6nSaMaL4IJ6DMh0TYfHW3Ayf1ULZn296iHNLUcy3D5Ydo/Z+hjPar732Gn70ox/h\nz3/+MwDg9ddfR2ZmJpYvX46kpCTU1NR4vycbZgbaAJePfPgh/1Nrrf0AdTYsAlW1WY3vWMUNprra\nju5uBQUFHiluNuHa++3eLbyoPd4iHlkpKBA+6Da0tSnIy/MgJ8fkQfUC/6Y1VlzaLC314NgxPuE5\n4wwux6JiSCJWCOmIzcaklGL4e2l7PKq9n4zjjRbiOShTRlsky1paFMutFgZCnFsDB8p57suEuE9E\nLaP93XffYerUqQCA1tZWVFVVobKy0tukpri4GCdPnuzlcGOLuBmZVaksWrED6DFDVDPa/P96DinC\nS/uLL/i6uQyyEUDNaBuVjqj6bHeIT5qPyEiIv7kVs9mA6qUtmtYID22rZLQBYNgwPtaaGvWWJTLa\nqanyPHSJxEAEcmlpkDIh4N+GXdVnMynHGy0GDOD3AZmcYLTySTWbbZ17qz/i3CIP7dCoGe3gnzMc\naOfn5+Po0aMAgPfffx+dnZ2YM2eO9/tfffUVCgsLezHU2GN+Rls9Yf0z2v7FkHqtycVMXg205Qgu\n1Iw8z6qEwiqFkIAaaItMES+EtB7+0hEr2k+VlvK//f792kCbv5JGm4g2YvlcRn02oD7LxJJ1X5CN\nAMDUqW6kpDCUl8uTqBFJseZmxZKrhf6ogbZ19yFeiPtE1KQjs2bNwooVK5CamopnnnkGaWlpuOKK\nK9DY2IiVK1fiueeew09+8pPIRh0jzCyGBHg2evBgD777ztYjuBEBdWjpCA80RFfIkhI5gj6Hg1+Y\nra28MCczEzhxQsHy5U5cdZULkyb53hB37eIThZEj5Rh/MPyzElbNaPeUjvBzqLDQOvsTONAWGm1T\nhkQkMOJZIevyv1idFc82cS0kJyd2cFRZ6UZNzWnTOyJrEc/wlhZr3lv9EavuZ58tz2RGVvr141r2\ntrYoBdpPPPEEamtrcffddyM9PR3PP/88cnJy8Mknn+Cee+7BBRdcgAcffDDigccCszPaADB5sht/\n/7uth2TCvxhSaH14oK0ePG37WUAe6QjA5SOtrQqamngR5003peDzzx2orrbj/ffbvJ9jTM1oWyHQ\nzsrihXbiIWb1jHZdnX8xpHUeyiLQ9pWO8FcqhiSijZDEifuzbOhJR/rCpFOmIBvwTZaJe6tVCyEB\n4PrruzFihAdlZRRoh0JR+KRX01MxIIZP2ZycHHzwwQeor69HVlYWkv+rkp8wYQI+//xzlJeXRzTg\nWCJDoL10aScuucSFiy4KHGiLjLa/h7ZAaLQFMgXamZkMtbW8IHL58mR8/jk/rbZuteO77xTvDLm2\nlk8kcnKYN/iTGUXhQerhw6LlvTx/83BQpSO+Gm0rLW8OGcJgtzN8+62Cjg5e8NXeLjTaJg+OSDjG\njPHgrrs6e6zIyYK/60hfkY7IiFajLaz9rHRv9ScpiUt0CGOkp7PoFUMK8vPz0dTUhM8//xxbtmxB\nR0eH1EE2oC6vmdm2NS+P4bLLXD0KVVQPTvEa3HVEIFOgLbI/y5cn49VXk5CWxryNev71L3Uut2MH\nfx050m2Zgh0hH0lOZigutubNU7in1NcrYMx69n4Av/kPGcLAmIIDB2zeDJ7TyWAL+y5GEMFRFODn\nP+/CzJlyBhxC2tLXpCMyIp7VLS2qRttK91YiMvxjtUCE9Yhat24dysvLMXDgQEyePBkTJ05Ebm4u\nZs6cia1bt/Z6oLFGCNVlsgQSaJedtM1q9IohxfdkspkTWfn33+dB9dNPd+AnP+Epln/+Uw20d+7k\nr1YohBSIJcBhwzzeRilWIyODyytaWxV8952Cjg7uY27mxLM3aHXaVAhJ9GX8i7BERpvs2OKPaCzX\n3GxNWR4RGUaeo4alI2vXrsWcOXOQlZWFJUuWYNiwYWCM4ZtvvsHLL7+MiooKVFVVoaysLJIxxwQZ\npCN6JCdze7L2dgVtbfoZ7dxc9f9Dh8rlQS1uNABw332dmDvXhdOneXbl8895C/PcXG1G23qBtlVl\nI4CvBGbbNj5bsGKxjtbir6yMmtUQfRf/jHZnJ2W0zUIrHRGJMiveX4neoe0iq4fhQPuBBx5AaWkp\nNm3ahBy/dOoDDzyAyZMn45577sH69evDH2mMMdt1JBQZGTzQ5heqeM/3Mykp/HMtLYpUshFAbSl/\n5ZXduOMOnlpJTwdmznTj/fcdeOcdB0aPVgNtK2W0R4zgY9VaNFoRHmgD1dXCQ9t6D2RtRpvarxN9\nGf+MtljhoYx2/BFJsePHFXg8CtLSWI8aKyJxiap0pLq6GosXL+4RZANAQUEBbrvtNmzevDm8EcYJ\nmTPagG9BpJ50BFALImULtH/60y785S9t+P3vO3wy7XPmdAPg8hHGVOmIlTLaCxZ046232nDLLV1m\nDyUiRNOarVutm9EWqwr79yvUrIbo0/i7jpB0xDz69QPsdgaPR5WNyLTiTMQWI9IRw4H2oEGDcPz4\ncd3vu1wu5OXlGd1c3GBMzWjL6omqbcOu17AGUL20ZWlWI0hP5/6m/20S6uXii11wOBg+/dSOL7/k\n2Ze8PE+Pwk6ZcTi4NaPVH2DCeaS6mgfaVs5o19SoGm1yHCH6IuLhLjrSkXTEPBTFdwXaikkMovdE\nNaP9i1/8AitWrMB7773X43vbtm3D448/jrvvvju8EcaBtjaAMQWpqUw6/02ByGi3tKjFkIF0P+ed\n54bTyaS1nPInOxuoqHDD7Vbw29/y96wkG0kkRNMaMZGzov3UwIEMaWkMJ07YcOwYv3WRRpvoi/hn\ntEk6Yi7axJgVkxhE74lIo33BBRdA0ax/MMZgs9kwZ84cnH322Rg5ciQURcGBAwewZcsW9O/fH198\n8UV0Rh5FZJeNAP7SEf5eII3XL3/Zhbvu6pJWax6IuXNd+Pe/HXjjDX4crCQbSST8fcutmHVRFF4Q\n+fXXduzYIQJtkwdFECbQ03WEMtpmos1qkrVf3yIi15EDBw5AURQwpp5Aubm5yM3N9fpoC4qLiwEA\nH3/8cQTDjQ2yy0YAX4u/YNIRRZG3oFOPSy5x4Z57VP0aBdrmIDTaAqtmXUpL/QNta+4HQURCT9cR\n/koZbXOgjHbfxYh0RDfQPnjwYDTHYhpWymg3Nyu69n5WJS+PYepUNzZu5KcaSUfMQUhHBFbMaAOq\nTnvHDq41J4020Rch6YhciGc4YN17K9E7omrvBwD19fU4cuQIGGMoLCxEQUFBrwcXL9RA2+SBBEHI\nRE6eVNDWpkBRmNTjDZc5c1zeQHvkSGvoyxMNrXTEyvZTItA+dIiDGTnfAAAUK0lEQVSkI0TfRazQ\ntrUpcLtJOmI22mJIymj3LaJSDNne3o6lS5di5MiRGDhwICZMmICysjIMGjQIZ555Jh566CG0tbVF\nZcCxQG2/Lu/JL2bDtbUim42Eais9d64LaWkMo0bJ1dGyL6F1eikslKvhUTiIQFtA0hGiL2KzqVnt\ntjaSjpgNSUf6LhF3hvzmm29w6aWXoqamBgMHDsS1116LwsJCJCUl4ciRI9i4cSOWLl2Kl19+GW+/\n/TbOOuusaI09alhJOvLddzy6ThTZiKCggOE//zF2QhKxwekEcnM9aGiwWfpBILpDCiijTfRV+vVj\naG1V0Nqq+spToG0OItBOSmKWsq8lIseIVEg30G5ubsacOXPQ2NiIl19+GQsWLOjxGcYY/vGPf+CW\nW27BvHnzsGXLFmT4tzQ0Gdm7QgLqRfrdd/qFkFZn1Cj+2tBg7jj6Mvn5DA0NQFGRdc+v7GzuJ3/i\nBJ+UUsMaoq+Sng7U13MvbbVhDV0PZiCSYwMHsoRajSZCM2wYw+uvtwHQd9zQPSX+9Kc/4eDBg3jn\nnXcCBtkAoCgKrrjiCqxduxaHDh3Cc889F/Ggo42VMtrHjydmRpuQA9FZ1OrFOtqsNmW0ib6KtiCS\npCPmImpeyNqvb1JREbz2TDfQfuWVV3DNNdfgvPPOC/lLxo0bhwULFuCvf/1r+COMMVYKtAWSLQoQ\nCYLIZA8eLO+1YATRih0gjTbRd9F6aavSEboezKCoiN+TtPcmghDoSkf279+PRYsWGd7Q5MmTsWbN\nmqgMKppYQzri/3+6WRLR57bbupCX58Hll3ebPZSIGDZMvT7I3o/oq2i9tFXpiHnj6cvMnOnGqlXt\nOO88ctUieqIbaDPGfDpDhsLtdsMhYY/zxkb5fan9A2uZx0pYlxEjPPjlL7vMHkbEaJ1HKKNN9FW0\nGW2SjpiL3c5tbAkiELrSkZEjR2LdunWGN/Tvf/8bI0eOjMqgosm+fXwXS0rkXdJJSfFd8iPpCEHo\now20KaNN9FW0Gm2SjhCEvOgG2tdeey3WrFmDDRs2hNzIBx98gDfeeAM//OEPozm2qPDNN3wXzzxT\n3kAb8M1qk3SEIPQZOtQDReHXCGW0ib6KsEv1dR0xbzwEQQRGN9C+7bbbMHr0aMybNw/PP/88urp6\nLjl3dnbi97//Pa644gpMnDgRN9xwQ0wHGy7NzUBdnQ0pKQzFxXI/kLUFkRRoE4Q+KSnwXs/kOkL0\nVXxdRyijTRCyoiuqTk5OxnvvvYd58+bh1ltvxd13343x48dj0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"text": [ "" ] } ], "prompt_number": 124 }, { "cell_type": "code", "collapsed": false, "input": [ "figsize(12,6)\n", "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = personal_pred['Predictions'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Personal'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.title('2013 personal crime estimates',fontsize=24)\n", "plt.ylabel('Number of crimes',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,10000))\n", "autolabel(ax.patches)\n", "\n", "print \"The model predicted {0} personal crimes in 2013. {1} personal crimes occurred in 2013.\".format(round(bar_df['Predictions'].sum()), bar_df['Observations'].sum())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicted 75915.0 personal crimes in 2013. 74629 personal crimes occurred in 2013.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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OqhQV/bdzvMojEgkBACUlEgW3pHY11LgAiu2/0ratFwoKigC8/89qXYqrtlFs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"text": [ "" ] } ], "prompt_number": 78 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Property crimes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lm_property = smf.ols('Property ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "\n", "lm_property_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_property_x['Temperature'] = sinfunc(arange(len(lm_property_x)),*avg_params)\n", "lm_property_x['Month'] = lm_property_x['Date'].apply(lambda x:x.month)\n", "lm_property_x['Week'] = lm_property_x['Date'].apply(lambda x:x.week)\n", "lm_property_x['Weekday'] = lm_property_x['Date'].apply(lambda x:x.weekday())\n", "lm_property_x['Time'] = arange(len(lm_property_x))\n", "lm_property_x = lm_property_x.set_index('Date')\n", "\n", "std,lower,upper = wls_prediction_std(lm_property)\n", "\n", "start_date = '2001-01-01'\n", "property_pred = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "property_pred['Predictions'] = lm_property.predict(lm_property_x[start_date:])\n", "property_pred['Observations'] = ts['Property'].ix[start_date:]\n", "property_pred['Lower CI'] = property_pred['Predictions'] - 2*std.mean()\n", "property_pred['Upper CI'] = property_pred['Predictions'] + 2*std.mean()" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 119 }, { "cell_type": "code", "collapsed": false, "input": [ "property_pred[['Lower CI','Upper CI']].resample('W').plot(c='g',lw=1,alpha=.75)\n", "property_pred['Predictions'].resample('W').plot(c='g',lw=4,alpha=.75,label='Predictions')\n", "#plt.plot(assault_pred.index,assault_pred['Lower_CI'])\n", "plt.scatter(property_pred.index,property_pred['Observations'],c='g',alpha=.25,label='Observations')\n", "plt.ylabel('Number of property crimes',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.axvspan(xmin='2014-3-1',xmax=property_pred.index.max(),color='k',alpha=.1)\n", "plt.legend()\n", "plt.title('Comparison of model predictions and observed data',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 120, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Y/fDDD6XuT0xMjM0yb/bkk0+SEIL69u1rc/6aNWtICEEajcbiKcy4ceMqnWh7eXnJiY3Z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/88t9xyC4qiEAqFGBkZ4cSJE6/Y/2jLGNP5qYv+P5k+zra27ZfcpyPawbB/GL/pJ2SGuL7vxnVn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sm6usrq7QD/rYPRvLT5H//5l77yDLDuu883fzvS/HzrmneyIGg0EiAjNFU0zKkmm5tEtqrSp5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5NKwGq51L5DI5VEG7rKtuvnhFOzaA5VncWbz7mphXusvogkZX6LBer9LHIkiHNGobeKqP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\nMWbbtm1d2+68807zr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"text": [ "" ] } ], "prompt_number": 120 }, { "cell_type": "code", "collapsed": false, "input": [ "(property_pred['Observations'] - property_pred['Predictions']).resample('M').ix[:'2014-3-31'].plot(lw=2,c='g')\n", "plt.axhline(y=0,c='k',lw=2,alpha=.75)\n", "plt.ylabel('Observed error from predictions',fontsize=18)\n", "plt.xlabel('Time',fontsize=18)\n", "plt.title('Property crimes plummet below expectations after 2013',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 122, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Opnbt2hlN0gyREz4hBPXp00d5GNNoNPTee+8pScTff/+tzNMQybcQguLi4igzM5OItInF\n4MGDlf3p5eWldz7K+02SJIOxyQ9WSUlJyjj5odLGxoYcHR319ve+ffuUj4HWrVunDM/NzVWO65NP\nPqmXZOzZs0d5AF60aJHB/Xo7H1zKP8rXrl1Txn300UckSRJJkqSXBN5ufIaO1cqVK5WE8Ouvv1aG\nq9VqWrhwobL+rVu3EpH2Az1Jksje3l7vfqBWq5VkzdD1+/bbb5MQgmbPnl3rPrnd7Vu3bp2yjfv2\n7SMiol27dpEkSWRra0u7du3Sm15Ohqpe1wUFBTR27FglYS8pKVHmOXDgANna2pK9vT198sknestb\nvnw52dvbk52dnV5hRV3vU7qxVf1AcsmSJcpD0smTJ/XG/fzzz8oDpe55XtPyDCXf2dnZ5Onpqdxv\ndB/qDx06pCSlEydONLo/Z8+erTzQlpWV0fjx45V7nu6Dbo8ePUgIQf/5z3/0lrV161ZSqVQkSRL9\n9ddfZIrIyEgSQtD48eP1zpn8/Hx67LHHDK6/sLDQ6O/4nDlzDP5eVlZWUrdu3UgIQSNHjqSMjAxl\nXEJCgpKET58+3eD+UalUtH//fiLS3vPz8/NN2j5DKisrqVevXtUebH/++WcSQlDHjh2NzvvRRx+R\nEIL69u1b4zrqmnwfOnSIunTpQk5OTiSEtgDwzz//NG2DLBQn3xZEN1FLSUnRG6fRaOjGjRu0adMm\n6tmzp1JCovsVsHzTc3R0NNgaSL9+/UgIbemkIYsWLSIhtKV4cmKum3zrPuHLEhMTlRu9nPiWlJSQ\np6cnSZJEO3fuNLiue+65h4QQtHjxYpPjr6m1k+HDh5MQgubMmaM3vLy8nLy8vEiSJDp//rzBWHR9\n9913JIS2ZLS0tLTa+GeffZYkSaKnn36aiG7dRHSTCVNilpPv0NDQavPIrdkYepi4evWqMk43kZYf\nglasWGFwu8aNG0dCCHrxxReVYQMHDiQhBK1du7ba9GvWrKGRI0fSp59+anB5VckJX4sWLfRKAmUT\nJ04kIQRNmDBBGdYQybednR1duXJFb56tW7cq5/Bnn31WbZlt2rQhIbQl41Vjq5qkEhGdP39eWZ6h\nFkXk0nXdB5f333+fhBDUr1+/atMTaUsThRDk6+ur90N+J8m3m5tbtTdSRERPPPEECSFozJgxdxyf\noWMll74uXLjQ4LKmT59OQmhL5mXyj/369euVYUeOHFEeauWHOl3yG7KDBw/Wskduf/uIiP7xj3+Q\nENo3fLm5uRQSEkJCVH9LSHQrGRo0aFC1cWVlZUrJ5ueff64MHzp0qMF7l+xf//oXCaF9CyOr631K\nN7aqyfKoUaPIzs5OLyZd8vn81ltvGdxWU5Jv+UGpa9eueoU+smPHjikPZXJJq+46hgwZUm0e3Xuh\n7oOzg4MDSZJEubm51eZ58803afz48bRjxw6D26rr0qVL5OnpSc7Ozgbvabrr170XGbtHyes3lHzr\nJrZVS7eJtC2Q2NjYkIODg15iLu+fRx99tNbtMdWzzz6rFC7oJrirVq0iIQR1797d6LzLly9XHvpr\nUtfkW36glySJhNC+AXnxxRcN7itrwXW+LRDp1BWT/9jY2KB58+YYMmQIDh06BG9vb6xdu1bvK2CZ\n3GC+rsLCQsTHx0MIgWnTphlc75NPPgl7e3ukpqZWq2doZ2eHZ555pto87du3R+/evQFo2/8EgD17\n9iAnJwe+vr7KuKrGjRsHANi0aZNJ8dfmH//4BwBt27O6/vjjD2RnZyM6Otqk+mHyNowfPx4ODg7V\nxr/55ps4d+6cUudXl7F6cDUZOHBgtWEtW7YEAAQFBVVrJcXHx0f5t1xP+eLFi0hISICNjQ0efvhh\ng+t55JFHAACbN29Whsn741//+hc2bdqEsrIyZdyoUaPw22+/YerUqXXanscff1yp86hL/jpdd/0N\noVOnTggMDNQbJu9PIQQGDBhQbR5fX18AMPjtgpubW7XjWtvy5GOku7y1a9cCuHXeVzVw4EC4u7sj\nMzOzWp3o2zV69Gi980Um1xvftm2b8uFXfcV39uxZJCcnw8bGxui58/zzzwMADh06hKysLADAkCFD\nlJhk8jcoTz31FFxdXXHw4EGlFYUbN27g4MGD8PPzM6mTpjvZviVLlsDf3x8nT55EdHQ0UlJSlI5I\njJk+fXq1Yfb29kpd3PXr1wPQdsaydetWCCGUa7Qqefi2bduUer+m3qc++ugjozHK1qxZg5KSEr3W\nK2RqtRouLi4AcEedhMnxTpkyRakTrysiIgIxMTEgImVaXfL5oUv+JgjQv9batm0LIsLEiROrHcs5\nc+bg+++/R58+fWqNuWXLlsjKykJ2drbBe5q8buDO9g1w6/wcOXKkwY80O3furPRvodtZj+x2fnsM\nmTlzJj7++GMAwGuvvYZ+/fop42xsbGqdXz4/RT23TDZ48GDk5eUhIyMD33zzDRwcHLBo0SKMHj26\nXtfTmGzNHQAzLCoqSu+mKkkSXFxcEBAQgF69euHhhx/Wu/h1Gfp6OSkpCWq1Gvb29sqXwlWpVCqE\nhobi77//xvnz59GjRw9lXIcOHZSbcFVhYWHYvn278lGf/KFcQUEBYmJiDM4jN95vqKev22mi6sEH\nH4SbmxvOnz+Po0ePonv37gCgNH80ceJEk5Yjb0NYWJjB8V5eXvDy8qo23NnZGc7OznWO29DDk3zz\nNdT7l52dnfJvOXGS97cQAg888IDB9cg/DufOnVOGvfTSS/jpp5+QmJiIoUOHQqVSoXfv3hg0aBBG\njBhh8Cvz2hhLhOT9mZubi6ysLIP7sD7UtD+BmvcpGWiBwNC5eDvLk4/R4sWLlY8oq6qoqAARITEx\nsdYPkkzRrVs3g8M7deoEQHt9pqamwt/fv97ik8+vkJAQgwmL7riCggKcP38eXl5eGDp0KGbPnq2X\nfG/fvh1CCPTv3x/R0dHYunUrDhw4gNjYWGzduhUajcZgUmbInWyfm5sbvvjiCwwdOhTnzp2DSqXC\nd999B1tbwz+fQoharwP5PnPhwgWldYxJkyYZTHDkD94KCwtx7do1BAUF3fZ9yhgbGxvcuHEDf/31\nF86ePYukpCQkJibi6NGjSmJrau+Fhpw7dw5CCKPnJKA9X//66y+Dvbkauq4B7W9WaWmp3keU8+bN\nw5gxY7B+/XqsX78eXl5eGDBgAAYPHoxhw4bBzc2tTrE7ODjgzJkzOHjwIC5cuICkpCScOnVKOaeI\n6I72DXDr/Fy9ejXi4+MNTiN/VFxfv5m6Kisr8fTTTytN902dOhVvvfWW3jTy71vVD591yQU4xnKT\n26V7n3300UcRGhqKe+65Bxs3bsSOHTuqfbhqDTj5tkBCCPz8889KCVtdOTo6Vhsm30BrSxDlBLtq\nKaCHh4fReZo1awYASosA8pfxRUVF2Ldvn9H5hBB6X9HLDMVfG3t7e4wbNw6ff/45vv/+e3Tv3h0F\nBQVYt26dMs4U2dnZAGD0QcOY24kZqPl4mFp6IO/DysrKGvc3oP2hKCwshIuLC0JCQnD8+HHMnTsX\na9asQVZWFjZv3ozNmzdj+vTpGDJkCD7//HP4+/ubvD3GzhP5HAG050lDJd+1nd91LZGpr+XJx+jM\nmTM1zmPsmrgduvtcl+65LT+U1Vd88n3D2Lp1Y8jPz1emj4iIQIsWLZCQkICMjAx4eHjgr7/+QocO\nHeDn54e+ffti69atiI+PR2xsrPLGTG5ytTZ3un29evWCu7s7cnNz4eHhUe3tSlW1XQdV75UAcPDg\nwRrjkucLCgq67fuUIaWlpXj11Vfx2WefoaSkRBkut7SRmpqKEydO3NE6TDkvjP32AMab7JPpPuiO\nGDECe/bswbvvvostW7YgKysL33//Pb7//ns4ODhg6tSp+OCDD4w+POk6efIkpk+fjh07dugNDw4O\nxuTJk/HFF1/USymvfB4kJSXV2CJOff5myoqLi/Hwww9j48aNAIDnnnsOixcvrjadfM821OulTD4v\na+s2/k5FRkaif//+2LJlC3bt2mWVyTdXO7lLyDc9ufkgY+Qfhao39Zpeq8k3A/nilBOWYcOGQa1W\n1/hHfu1cH+SqJz///DMA7au80tJSDB48GM2bNzdpGXJ1l9r2kyWR93dYWFiN+1qj0ei9Rga0JUrL\nli1DWloa9u3bh3nz5iEmJgZCCGzcuNHk5EZm7DzR/cEwNfE2VBJ9p693zcXZ2RlCCBw+fLjWa+LZ\nZ5+tl3UaO4d1kxt3d/d6jU8+t2p7gMjLy4MQQu9cHDp0KIgI27Ztw4EDB1BcXKxUD5Bff8vtE//x\nxx9wdHQ0+qanqjvdvhdeeAG5ubmQJAnXr1/HCy+8UOP6arsOqt4rXVxcao1LrVYrJd31eZ/65z//\niUWLFsHGxgavvvoq1q9fj4sXLyI3NxcbN25Ex44d73gdppwXxn57bkd0dDR+++03ZGVlYdOmTUrz\nkmVlZViyZAlmzZpV6zLS0tLQt29f7NixAxEREfjoo4+we/duZGdnIykpyWDVw9slnwe//PJLrefA\nBx98UG/rzc3NxQMPPICNGzdCCIE5c+YYTLwBbfN/gLb5W92HNF2XLl0CcOdNAFZUVCAxMRFJSUlG\np5HXkZGRcUfrMhdOvu8ScjvXFRUVOHnypMFpioqKkJiYCCFEtYvn3LlzRttHlUtF5NfZcj3ls2fP\nGo3n0qVL2L9/PzIzM+u8Lcb06tULrVu3xtWrV3HkyBGsW7cOgOlVTgBt9RoAOH36tMHxx48fR2xs\nLJ577rk7D7ieyPs7OTlZr4MHXZmZmdi9ezeuXbumDLt27ZpSr1YIgZ49e+KVV15BfHy88vr/+PHj\nBtvbNubUqVMGh8vniJ+fX62vfeU6obp10GWpqakmx2JJ2rVrByLCmTNnjE6zc+dOnD171ugxrCtD\nr6cB7TEFtKVTchJYX/HJP9ApKSnV2saWnTt3Tkkade8zchWSP//8E7t27QIApUSre/fucHFxwb59\n+3Dw4EGkpaWhT58+Jn8bcifbt379eqxatQpOTk7YvHkzVCoVVq5cabBuMqB9aKztOpDvla1bt4YQ\nAkVFRXrXpq7CwkLs2LEDKSkpyrD6uk9du3YNP/zwA4QQ2LBhA+bOnYshQ4YgJCREmaY+OjIJDQ2t\n1mFLVfXRdrNGo8G5c+dw4MABANrqDwMHDsTChQtx5swZzJ49GwDw3Xff1bqsr776Cjk5OejUqRP2\n7duHZ555Br169VLealy5cuW246xKvofXdH7u378fp06dqrHaR10UFxdj6NCh2LdvH2xsbPDxxx/j\njTfeMDq9p6cnWrZsCY1Go+xfQzECuONqc2+++SY6duxY40OufL3U5c2sJeHk+y7h7OyMPn36gIiw\nbNkyg9N8/vnnqKyshKenJyIjI/XGFRQU4Jdffqk2T2JiIv766y/Y2NjgwQcfBADExcXBxcUFFy5c\nMNhxDwA88cQT6NWrF2bOnGnyNuh+qGOoVBTQln4TEdasWYMtW7bAw8OjTqW38geQP/74o8Ek46ef\nfsKePXuM/lCaQ6dOnRAcHIyioiKj9VlfffVVxMXFYcKECQC09Ui7d++OBx54wOCNNCYmRqm7XJf6\njN9++63BhzS5s4RRo0bVugwPDw8QkcGHN/mBytoMGzYMgPYaM2TPnj3o168fOnfurNd5kHzOGzvf\na7JmzRqDJbDy9T906NA7jq+qDh06oE2bNlCr1fjss88MTiN/0BUeHq73QegDDzwAe3t7/Pnnn0on\nHXLJt62tLeLi4lBcXKx0xlOX6/p2ty8nJ0f5WHjOnDm4//77lQTlySefNNoR1YoVK6oNKysrU3oI\nlK8DV1dXxMXFgYjw6aefGlzW4sWL0b9/f/Tt21c5D27nPmXoXJJLKgFt1Z+qzpw5o1Rlq6ys1BtX\nl3NTPteMdaZz5MgR7N+/3+hHzDXRXf/p06cRGhqKwYMHG3x479+/PwAYLUjSJT/shIaGGvyoVbdr\n86r7xhhj+0zePytXrjQYd3JyMuLi4tClS5daqxaaaurUqUrivWLFCjz11FO1zjNmzBgAhrt137t3\nL86ePQsfH586H8Oq5DddW7duNXi/uXjxIjZt2gQhhN59zKo0QosqzER16WTHEGPNGMl27txJNjY2\nJEkSvfu0r1RPAAAgAElEQVTuu1RZWUlE2mYMV61apTTRtGzZsmoxCaFtW1q3XdvExETq2LEjCSH0\nOgsgInrjjTeUpru2bdumDC8uLlaaGrOzs6OjR4+aHH92dnaNzdARESUlJZEkSUonCFOnTq1lr+kr\nKSlRmhJ75JFH9JqY+vnnn8nOzo4kSaL4+Hgiqr3JpNqaGvz444+rzWOsCT6ZoX3w1VdfkRCCXFxc\n6Mcff1SGV1RU0MKFC5V5dJsVlJuUCgsLo3PnzinDy8rKlDbAQ0JCDDYNVpVu29KPP/64sq2VlZU0\nb948EkLbSYVuM4DGtnPEiBFKs1upqalEpD1Hf/jhB1KpVDU2NWjo3KmpiUoiw8fido5B1X2h2zxg\nRkaG0jb/5MmT9c6rQ4cOKe1Mjx49Wm9Zzz33XI3XhCG6x2LYsGFKk2uVlZVKk29OTk56zVjebnyG\n9oPcJJmDg4NeO9+VlZV65+LGjRurxf7AAw+QELc6GdEl9x0gz6/b1GZtbnf7JkyYoDSvJl8HFRUV\n1KVLF4NNvMlNv9nY2NBHH32kDL9x4waNHj1aWZZGo1HG/fnnn0q74UuWLFHWo9Fo6JtvvlHuOUuW\nLFHmqet9iogoPDy82nmekZGhtOP9yiuv6F3rO3bsoODgYGWf6zZbaGx5RIavxaysLKWDo3HjxlFO\nTo4y7uDBg0o73+PGjTO4P6s2ZyiTm7TV/V2SO8965JFH9NoTz8jIoP79+5MQgh577DGDy9P1wQcf\nKPct3eYsi4qKaMGCBUoTu0IIOnDggDK+pqYG5XO4Z8+eesPLysqoffv2JISgoUOHUlpamjLu3Llz\nyjZVbeavtv1jzJYtW5TY582bZ/J8ly9fVtra1m0T/8yZM8r5OH/+/FqXY0pTg3KTyj169KALFy4o\nw//++2+ljfvx48ebHLul4eTbgugmug2RfBMRLV26VLnZNm/eXK8nM0mS9Dq30Y1JpVIpHa906NCB\nunTporS5OWjQoGpJTWVlJT388MPK9rRq1YoiIyOVnt4kSaKvvvqqzvHLHWV4eHhQZGSkwR6uYmNj\nlXXs3r3blF2n59ixY8oPhZOTE0VGRio9G0qSpNe7pLmSbyFEtcRP7nVPCG172z169FA6tpAkqVo7\nwvn5+UrnDba2ttSuXTvq3r07ubu7K9turJ32quSET/5BdnV1paioKCXhcXZ2rtaeuLHtPHjwoHKD\nd3R0pG7duinJ0dixY5XEx9zJt6FjoLsvqrbNHR8fTx4eHsr1FBkZqdfzXkRERLX2hOV2c+WHpGee\necZgPIbWP3LkSOVBNDIyUjmn7e3t6aeffqo23+3EZ2w/zJo1Sxnn5+dHUVFRyrloZ2dXrVdCmdzX\ngBCCnnvuOb1xR48eVcZ17dq11v1wp9snd8BkZ2dHR44c0VvW/v37lfvo//73P2W4nAzJ56i/vz/1\n6NFDOZ/btGmj96Cru93y/dTT05OioqL07suTJk2qNk9d7lNEpHQKI/eGKT8YyR13CaHtvbBHjx5K\nz5mhoaHKg/iDDz5o0vKMXYt79uxROk2S55ETTiG0PVxWPb9MSb6FEHrJ9/Hjx8nZ2Vk5zuHh4RQW\nFqZ0Ite6dWvlob4mubm5ysOHJEnUoUMHioiIUJY9ZcoUio6OJiEErVmzRplPTr4N/Y5v27ZNGde+\nfXu9h72EhATl983Ozo66du1KHTt2VM6zli1bVuvD4HaTb7mPByEE9erVi+677z6jf6r2jLxy5Url\nXA0MDKSIiAglxqFDh+o9WBpjSvJ96dIlpQ8GW1tb6tSpk1LYJ4S2V2JD93Nrwcm3BbnTkm9jvWdV\ndejQIRo/fjwFBASQg4MDBQUF0dixYw12PCDH5OHhQVlZWfTkk0+Sr68vNWvWjKKiouizzz6rsWT0\np59+ogEDBpCXlxfZ29uTn58fjRkzxmBSbEr8Bw4coJ49e5KTkxN5enrS77//Xm2azz//XLnJ3q7U\n1FR68cUXqV27duTo6EgeHh40cOBA+uOPP/Smk7vcrWvy3adPH5IkyWDyvWLFiloTP2Olrlu2bKER\nI0aQn58f2dvbk5eXFw0ePNjgfiLS9pb6yiuvKF0mOzo6Ups2bWjq1Kl08eJFo/unKjnhW7x4Mf3y\nyy9KwhEUFESTJk2iM2fO1Gk7T5w4QQ899BB5e3uTk5MTde3alT766CPSaDQUERFR7Rqp6dypLfk2\ndCzu5BhMmjSJJEky2DHO1atXafr06dShQwdycnJStm3u3LkGY6usrKQZM2aQr68vqVQq6t27t8F4\nDK1/5cqVtHXrVrrvvvvI2dmZPD09afTo0XTs2DGj89Y1vpr2w7Zt2+jBBx8kHx8fcnR0pJCQEJo0\naZLe266q5A6MJEmiX3/9VW+cRqOh5s2bkyRJ9Nprr9W6H+5k+zIzM8nX15ckSaKZM2caXJbcU6+f\nn5/Sw6TcHfrhw4dp/vz51KZNG3JycqLQ0FB6/fXX9Up8qzp48CCNHz+eAgMDycHBgdzd3alPnz60\natUqo/OYep8iIkpPT6eRI0eSm5sbNWvWjF599VVl3KpVqyg6OpqaN29OLi4u1KNHD/rggw+otLSU\nEhISSAhtT466vTwaW15N1+K1a9do+vTp1L59e1KpVOTt7U19+vQx2jlYcHAwSZJkNLmUO1Cr2tNo\nQkICTZo0iVq3bk2Ojo5K1/Bz5szR60W1NllZWfT8889TaGgoqVQq8vHxoREjRihvc2fNmkWSJNHk\nyZOVeWoq+SYiWrBgAQUFBSn3Wl05OTk0e/Zs6tKlCzk7O5OjoyN17NiRZs2aRVlZWXXeP8a4uLgo\nnRoZ+yNvw8qVK6vNv3v3bhoyZAh5enqSo6MjderUiebPn6/06Fqb2n43Zbm5ufT6669Tp06dSKVS\nkZubG8XGxtLy5ctNSvItmSC6jcqE7K6RkpKC1q1bw93dvcYmhizJnDlz8Pbbb+ONN95Q6oeyhjVp\n0iSsWrUKixYtUjpRYexuExwcjCtXruDYsWPo0qWLucNhjFkoq/rgcsGCBejVqxeioqKwcuVKXLhw\nATExMYiLi8O0adNu66Mk1rRoNBqsWrUKkiRh0qRJ5g6HMcYYY0yP1STfO3fuxL59+7B3717s3LkT\nSUlJeOmllzB//nzEx8eDiJQuWtndpby8HCdOnMCFCxfwxBNPICUlBcOGDUNwcLC5Q2OMMcYY02M1\nPVxu2bIF4eHhGDlyJPLz8/H+++/jyy+/RFxcHABg8ODB2LJlC0aOHGnmSFljU6vVet0WOzk54f33\n3zdjRIyxuxW/gWWM1cZqku/MzExcuXIF69evR1JSEoYPH653k3NxcTHaqQNr2lQqFXr06IFTp06h\nc+fO+O9//4t27dqZO6y7ihCiXrpZZsya8XXAGDOF1STfXl5e6NixI2xtbdG+fXs4OjrqdSBQUFCg\ndJVsDBGhoqL2xvUtna2tDQCgsrLht8XfPxClpeUAgPJy0zoSqAs7O+223Olx2b17r97/GyLWmjTm\nMWlot3NMPvvsC3z22RcAGn/f1+RuPy6Wqqkel8TE88pwS7oOTNVUjgtfK5bpbjsu9vbGU2yrSb5j\nYmKwePFizJgxA9evX0dxcTH69++PXbt2oXfv3ti0aZPSe5UxREBeXkkjRdxw3NxUAJrGtnh6ugCw\n/m3hY2KZ+LhYJj4ulqmpHBc+Jpbpbjsu3t7NjI6zmuR76NChiI+PR8+ePaHRaPDJJ58gODgYU6ZM\nQXl5OTp16oSHHnrI3GEyxhhjjDFmlNUk3wDw3nvvVRu2c+fOxg+EMcYYY4yx22A1TQ0yxhhjjDFm\n7Tj5ZowxxhhjrJFw8s0YY4wxxlgj4eSbMcYYY4yxRsLJN2OMMcYYY42Ek2/GGGOMMcYaCSffjDHG\nGGOMNRJOvhljjDHGGGsknHwzxhhjjDHWSDj5ZowxxhhjrJFw8s0YY4wxxlgj4eSbMcYYY4yxRsLJ\nN2OMMcYYY42Ek2/GGGOMMcYaCSffjDHGGGOMNRJOvhljjDHGGGsknHwzxhhjjDHWSDj5Zowxxhhj\nrJFw8s0YY4wxxlgj4eSbMcYYY4yxRsLJN2OMMcYYY42Ek2/GGGOMMcYaCSffjDHGGGOMNRJOvhlj\njDHGGGsknHwzxhhjjDHWSDj5ZowxxhhjrJFw8s0YY4wxxlgjsTV3AIwxxhhjloaIkFOag/TiNKQX\npaG4shh9gvrB2c7Z3KExK8fJN2OMMcaYju/PfIN/x7+EUnWp3vCXo17By1GvmCkq1lRw8s0YY4wx\npmPthTUoVZfCxa4ZWji3AIFwIfc8LuWnmDs01gRwnW/GGGOMMR3pxekAgP+N3IA9Ew7j9XveAgDk\nl+WZMyzWRHDyzRhjjDGmI6M4DQDg6+QHAHBzcAMA5JVz8s3uHCffjDHGGGM3lavLkVWSBUlI8FJ5\nAwBc5eSbS75ZPeDkmzHGGGPspsziDACAt8oHNpINAMDdwR0AkFeWa7a4WNNhVcl3RkYGgoKCcO7c\nOVy4cAExMTGIi4vDtGnTQETmDo8xxhhjVi5drnLi7KcMc7Pnkm9Wf6wm+a6oqMDUqVPh7OwMIsKM\nGTMwf/58xMfHg4iwdu1ac4fIGGOMMSuXViTX9/ZVhrnYN4OAQGFFASo1leYKjTURVpN8v/zyy3j6\n6afRokULAMDRo0cRFxcHABg8eDC2bdtmzvAYY4wx1gTIJd9+zi2UYZKQlHrfBeX5ZomLNR11auc7\nPz8fp0+fxr333gsAiI+Px5IlS2Bra4tp06YpyXB9W7FiBby9vTFgwAAsWLAARKRXzcTFxQV5ebW/\nChICcHNTNUiMjcnWVlsHrSlsixDav619W/iYWCY+LpaJj4tlairH5U6PSZ46GwDQ0iNQbxnuju7I\nK8uFxr6s0fZRUzkmAF8revObOmFCQgL69OkDX19fnDx5EklJSRgwYACICHZ2dlizZg02bdqE/v37\n31YgNfn6668hhMC2bdtw/PhxPP7448jMzFTGFxQUwN3dvd7XyxhjjLG7S2rhdQCAn4uf3nAPR3dc\nygNyS2+YIyzWhJicfL/++usQQmDhwoUAgOXLl6O8vBy7d+9GREQE+vbti3nz5jVI8r1r1y7l3337\n9sWnn36Kl19+Gbt27ULv3r1NTvqJgLy8knqPr7HJT1pNYVs8PV0AWP+28DGxTHxcLBMfF8vUVI7L\nnR6TKzeuAQDcJC+9ZbjYugIAruVkoI1T4+yjpnJMgLvvWvH2bmZ0nMl1vuPj4zF9+nQMHjwYALBu\n3Tq0a9cOvXr1gpOTEyZOnIhDhw6Zurg7IoTAhx9+iDfffBO9evVCZWUlHnrooUZZN2OMMcaaLrl3\nS90PLgHAlVs8YfXE5JLvkpIS+Pj4AAAuXbqEhIQEPPfcc8p4IQRsbGzqP8IqduzYofx7586dDb4+\nxhhjjN090opSAeg3NQjc6uWSu5hnd8rkku82bdpg9+7dAICVK1cCAEaMGAEA0Gg0+OWXX9CuXbsG\nCJExxhhjrOFVaiqRVZIJAQFvlY/eOLebHe3kNoGOdjSkMXcIdzWTk+9p06Zh5cqV6NKlC9555x2E\nhYWhb9++OH36NCIjI7Fr1y688MILDRkrY4wxxliDySrJBIHgqfKCnY2d3jil5LvcupPvX879hPZf\ntsKB1P3mDuWuZXLy/dRTT+Gbb75BYGAgJk+ejE2bNkEIAUmSUFFRgRUrVuCxxx5ryFgZY4wxxhqM\nUuXEya/auKbSy+W2S1uQX56HA6n7zB3KXatO7Xw/+uijePTRR/WGdezYEadOnarXoBhjjDHGGpv8\nsaWfc/XkW+5kx9qT76sFVwBw3XVzqlPyDQClpaXIzs6GWq02OL5ly5Z3HBRjjDHGWGNLV7qWN1Dy\nfbPOd365dSet1wqvAgDyrHw7rJnJyXdOTg6efvpp/Pbbb6isrDQ4jRDCaFLOGGOMNZb04nSczU5A\n76C+5g6FWRG5a3lfZ99q45rCB5eVmkqkFmk7Ecq34u2wdiYn3zNmzMDPP/+MQYMGoWvXrnBwcKg2\njZD7DmWMMcbMpKSyBCN+G4SkvIv4Y8wOdPONNHdIzEqkySXfzi2qjZPrfFtzdY20olSlpRNrfoiw\ndiYn3+vWrcM///lPfPHFFw0ZD2OMMXZH/nN4IZLyLgIADqcfNJh8F5Tn45k/p+Khdg/jwbajGjtE\nZqEyimuqdnKzzrcVV9eQ63sD1l99xpqZnHxXVlaiZ8+eDRkLY4wxdkdOZv2NpccWKf8/lXXS4HQb\nkn7H5uQNSMg+jeFtRvKbWwZAt8539Wonrk2gk52rhbeSb2v/cNSamdzUYFxcHPcoyRhjzGJVaiox\nY8dzUJMaPXy1hUXGku8TmccAAJfzU3AmJ6HRYmSWLe1mybefgWonzrbOsJVsUVxZjHJ1eWOHVi+u\nFVxV/s3VTszH5OR70aJFiI+Px8svv4xDhw4hJSUFly9frvaHMcYYM4fP/16GE5nHEOASiK8HfQsB\ngbM5CQYTpeMZx5R/b0pe35hhMgul1qiRWZwBAPAxUPIthLD6tr6vFt5KvvPL8kBEZozm7mVy8h0e\nHo709HR8+OGHiI6ORuvWrREcHKz3JyQkpCFjZYwxxgxKyUvGewfnAgA+6L0Ivs5+CHFrjQpNBc7d\nSNSbtkJdgdM6JeKbkzc2aqzMMmWXZkNNajR3bA57G3uD07haeS+XVwtuFZKWa8pRqi41YzR3L5Pr\nfP/rX/+qdRquM8cYY8wcZsW/iJLKEoxuNxb9Ww0AAIR5dUFS3kWcyvobYV7hyrSJN86iVF0Kf+cA\n5JbdwInMY7heeA3+LgHmCp9ZgPQaereUWXvJ9zWdkm8AyCvLhcpWZaZo7l4mJ99z5sxpwDAYY4yx\n23O98Bp2XtkOJ1tnzI15Txke5hWOdRd/0yvlBoC/M48DAHq2iEaZuhybktdjc8pGTA6b0qhxM8ty\nq41v48m36822vq0x+SYiXLnZ2omXyhtZJZnIK8szWL+dNaw693C5adMmrFu3DpcuXYK9vT2CgoIw\nbNgwDBw4sCHiY4wxxmoUf3UnACAmIBZeKi9luFzafTLrb73pj2ccBQB08e4GL5WXNvlO3sDJ910u\nvUjbtXxNJd/uSvJtfdVO8svzUFRRCGc7F7RybaUk36zxmZx8azQaTJgwAatXrwYAuLm5QaPRoKCg\nAB9//DHGjBmD1atXc9UTxhhjjWr3tXgAQExgnN7wcK+uALQtnhCR8vskt3QS4dMNHZt3hiQk7Ln2\nF/LL8pQ6vezuk1ZsQrUTK27rWy71DnQJVHrrzCu7Yc6Q7lomf3D5/vvvY/Xq1Zg2bRpSU1Nx48YN\n5OXl4fr163j++efx66+/4r///W9DxsoYY4zpISL8dXUXACA2oI/eOB8nX3ipvJFfnocrNz80K1eX\n43TWKQBAF6+u8FR5oqffPajQVGD75W2NGjuzLHIb3341VTux4jrfcn3vgGaBt+quW+FDRFNgcvL9\n9ddfY8SIEVi6dCl8fW81wePn54dFixZh1KhR+OqrrxokSMYYY8yQi7kXkFp0HV4qL3T07KQ3Tgih\nVD2R2/s+m5OAck052ri3VUq5B4cMAwBsTtnQiJEzS5NefLPaSQ3Jt5sVd7Qj924Z4BKkU/JtfdvR\nFJicfKekpNRYr7t///64ePFivQTFGGOMmSL+2k4AQExAHCRR/SctzKsLAOBk1gkAt9r37urdTZlm\nUMgQAMC2S1tRoa5oyHCZBZNbO/GpodqJqxVXO5FLvoOa6Sbf1ld3vSkwOfn29PREYmKi0fHnz5+H\nu7t7vQTFGGOMmUKpchLYx+D48JvJt9ziiW59b1mIW2uENu+I/PI87L2+uwGjZZZMLvmuqdqJuxXX\nlZbb+A5wCbz1EMEl32ZhcvI9YsQILFu2DOvWras2bu3atVi2bBmGDx9er8Exxhhjxqg1auy5+bFl\nbEBvg9PIJd9ytRO55DvCu7vedIOChwLgqid3Kw1pkFFce2sn1tzO99WbXcsHNgtSHiLyrbAEvykw\nOfl+55130KpVK4wcORJhYWEYM2YMxowZg86dO2PUqFEICAjA3LlzGzJWxhhjTHE6+yRyy3IR1Kwl\nWrkGG5ymtVsbqGxVuFp4BWlFqTiTcxoCAmHeXfSmk6uebEnZ3NBhMwuUU5qDCk0F3Bzc4WjraHS6\nWz1cWl/Sqnxw6RJo1Q8RTUGdqp3s378fs2bNgkajwcaNG7Fx40ZoNBrMnDkThw8fho+PT0PGyhhj\njCnilVZOehtt5tZGskEnz84AgNWJP6JSU4n2Hh3gYueiN12ET3c42jjiSsFlFJTnN2zgTVSFugK7\nr8VDQxpzh1JnSksnNZR6A4CbvXV+qFihrkBaUSokIaGFs79OtROu820OJiffAODh4YF3330XCQkJ\nKCkpQUlJCc6cOYOFCxfCw8OjoWJkjDF2F1Nr1DiRcQxqjVpv+F83O9eJDTRc5UQWdrO97+/OrAQA\ndNWp7y2ThIRgtxAAQHJe0p2GfFf69O+PMXrtMHzx9zJzh1Jncu+WPjXU9wYAN0frTL6vF10DgeDn\n1AJ2Nnbc1KCZGU2+L1++jOLiYr3/m/KHMcYYq08/nP0WD/zSG1O2TFIS8HJ1OQ6k7gMAxNSafGub\nG5ST6gjv6sk3AIS4tdGbjtWNXP9+fVL1b8MsnVzy7evkW+N0t6pr5IKIGjyu+nKt4FYb34DuQwSX\nfJuD0R4ug4OD8e2332LChAnK/2sjhIBara51OsYYY8xUu5Wkbi1e2z0LC2I/wJH0QyiuLEZo8461\nJkxy8i0zVPINaFs9AYCkXG42t66ICCdufsx6OO0g8spylebsrIFc8u3n3KLG6RxtHeFg44AydRlK\n1aVQ2aoaI7w7drXwVu+WgG71GU6+zcFo8v3GG28gPDxc7/+MMcZYYzuV9bfy769OfYEWzv4oVZcC\nMN7KiS65C3kNaSAJCZ09ww1O11ou+c7nku+6ulp4Bdml2QAANamx68oOPNh2lJmjMp2cfNf2IAdo\ne7nMLMlAflme1STft0q+gwAArvauAID88nzlumCNx2jyPWfOnBr/b0hZWdmdxsMYY4wpiiuKcSH3\nPGyEDZb0W4Zn/5yKeQfegqejJ4Daq5wAgJOdE9q6t8O5G4no4NERTnZOBqeTS7652kndyU04yv68\nvNW6ku+i2psZlLk5aJPvvLK8GnvDtCRKyffN5NvOxg7Odi4oqihEUUUhmt1MxlnjMPlRJyQkxGAb\n37IffvgBAQEB9RIUY4wxBgBnck5DQxq09+iAsR0ewfzYhQCA7NJsSEJCL//7TFqOXPUkwkiVE4Cr\nndwJucrJwODBAIDtl7dZVZ3otJu9W9ZW7QTArd4hy62nyobctbxc7QS4VX89l6ueNDqjJd9ZWVlI\nSEgAoK3LdenSJRw6dMhgL5ZqtRq//fYbSkpKGi5Sxu5yGtLgrb2z0d03EiPajjZ3OIw1ipOZ2ion\ncmc5/wyfitTCVCw59h/08O1pcr3iEW3HYEPS7xjV7iGj0/i7BMDBxgGZJRkoLC+Ai32zO9+Au8Tx\nmz2Hjg+diBOZx5FWlIpT2SeVHkYt3a3WTmqvduJmhc303WrjO0gZ5ubghutF15BXlocgPtUbldHk\n28HBAePHj0dqaqoybN68eZg3b57RhT388MP1Gx1jTHE0/TCWnfgIjjaO6OHbU/lqnbGm7OTN+t7h\nOp3ivHbPm+ju2wOdvcJMXs7gkKG4MjWzxmkkISHYNQSJN84iOS8J4d5dby/ouwwR4cTN5LubT3f0\nC7of35/9BtsvbbWK5PtGaQ6uFFyGg40DAnWSU2OsrYMaItLp3VKn5Fvu5dJKtqMpMZp8N2vWDOvW\nrcPJk9oueSdPnownn3wS99xzT7VpbWxs4OPjg/79+zdcpIzd5S7kngcAlKpL8e7Bufio/6dmjsjy\nWdNrb2bYqawTAIBwr1uJsBACQ1oPa5D1hbi1vqPk+92Dc9HC2R+Pd57cANFZppT8ZOSV5cLHyRd+\nzi3Qv9UD+P7sN/jz8la8EPmSucOr1eG0gwC0HS3Z29jXOr2rUu3EOpLWG2U5KK4sQjN7V703RXIJ\nPlc7aXxGk28AiIyMRGRkJAAgJSUFY8aM0WsBhTHWeHTroa5O/AFTuz5TrQk1pm/Sun/g74yT2Dx6\nR41dRjPLVKmpxJlsbfXHxjrX76St79TC6/jP4YWwlWwxsu1oq2pq707I9b0jvLtBCIG4wD6wETY4\nlHbAKpocPJh2AADQ06964aIh7lZWYiy3dKJb3xvQttoCAPlW8hDRlJj8weWcOXNQVlaGRx55BBkZ\nGcrwmTNnYsyYMThz5kyDBAgAFRUVmDhxIuLi4hAdHY3ff/8dFy5cQExMDOLi4jBt2jQu4WJNXlKe\nNvlu6RoMAuGdfdz8Z222JW9DQtZpnMg8bu5Q2G04f+McStWlaOka3GgJnPLRZV7dP7q8UXYDgPah\nYUvK5nqNy5LJ9b3l9tPdHNwR5RcNNakRf7MXUkt26GbyHeUXbdL0rlZWYnxVqe+tn3zLDxHWVHe9\nqTA5+d69ezdiY2Pxxx9/IDPzVr05Pz8/7N69Gz179sSJEycaJMjvvvsO3t7eiI+Px+bNm/HMM8/g\npZdewvz58xEfHw8iwtq1axtk3YxZiou5FwAA78V+gGb2rthx5U/svLLdzFFZtqKKIgDAiYyjZo6E\n3Y6TN6uchBlpl7shtHa//ZJv3ZLQjcnr6y0mS6db8i3r3/IBAMCfl7aaJSZTVagrcCzjCADTk2+5\nzrf1lHxrWzqR2/iWWdtDRFNicvI9e/ZstG/fHhcvXkTnzp2V4TNnzsTZs2cREhKCf//73w0S5Nix\nY/H2228DADQaDezs7HD06FHExcUBAAYPHoxt27Y1yLoZswREhOSbJXE9/Hrihe7aepRv73sDGtKY\nMzSLpSENSiq1LTAd4+TbKhn62LKh3UnJt24d4O2Xt6K4orje4rJUGtIob5a66DTj2K+VNvnefsWy\nm0OJwkoAACAASURBVBw8lfU3SipL0Ma9LTxVnibNo7R2YiXVNa7cTL6DqiTf8nZYy0NEU2Jy8n3s\n2DFMnToVzZs3rzbOw8MDU6ZMwYEDB+o1OJmzszNcXFxQUFCAsWPHYu7cudBobiUcLi4uyMvjk4c1\nXWlFqSiuLIaXygtuDu6Y0uUp+DsH4FTW3/j13Gpzh2eRSitLlX/LLTEw63LqZjODjdlihr9zAOwl\ne2QUp6OworBO8+aW3lD+XVJZcle8mUrKvYjCigL4Owfo9Q4Z5hkOXyc/pBWl4nT2KTNGWLNDdazv\nDdyqK22prZ0k5pzFxqT12H55G/Zd34OEm/u/arUTpYt5K3mIaEpq/OBSb0JbW2RlZRkdX1BQoJcQ\n17crV65g9OjReOaZZzB+/HjMmjVLb92G2h+vSgjAzc06uoKtia2tDYCmsS1CaP+29m1p6GNyLFdb\nctHesz3c3FRwgwpv93kbT2z4J947NBf/1+MfsJFs6mVdTeWYlBffSpwu5J6HcKyAq4P19uLWVI4L\nYNr1QkQ4naNtbatX62i4NWu87W7t0QZns88gW30dAV41t3iie1zKJW1Jt72NPcrV5dh6dQPGdxvb\n0OHWm9u5j527ok3segT0qDbf4LaDsOLvFdibsRP3telZf4HWoi7XyrHswwCAuJAYk7c70FP7kFFU\nmd/g12Ndj0laYRoG/NJbeeunq4NfG73ltGjuAwAo1hQ2yn3lbruH1cTkku9+/fph6dKlSEqqXg/u\n6tWrWLp0Kfr06XNbQdQmPT0dAwYMwMKFCzFp0iQAQLdu3bBr1y4AwKZNm5QqKNaGiCz6lRyzDOdz\nzgEA2nq0VYZNCHsUnipPXM6/rHSNzG6p+sr/aBpXPbEml/IuIbc0F95O3vB38W/Udbfx0Nb7vnDj\nQp3mk0tCh7d7EACw4cIGVKgr6jc4C3MkTVtfOtIvstq4+0O0VU92X9ndqDGZioiw7+peAMC9gb1M\nns/NUVvYd6PU8upKf3l8OUoqSxDi3hr9g+/HfYH3oZtfN4xoPxJR/voPQPIHl7pvbFjjMLnk++23\n30Z0dDS6dOmCIUOGoF27dhBC4MKFC9i4cSOEEJg/f36DBDl//nzk5eXh7bffVup+L168GM8//zzK\ny8vRqVMnPPSQ8V7LZERAXp7l9MKpIQ0G/dIXrg7u+OVB0z8YlZ+0LGlbbpenpwsA69+Whj4mp1PP\nAgCCnEL01uGj8kN2STaSMq7AWeNRL+tqKsckI0f/B2VP8n50czftgypL1FSOC2Da9bI3Wdv2cmfP\ncOTnlxqdriEEOQcD0F53/VvUvL91j0t6vvbtcHjzbjjlcQqJN85i45kt6BPUr0HjrS+3cx87ePUQ\nAKCDa1i1+ZrbaEuI0wvSG/W8NfVauVJwGdcLr8PdwR1+ti1NjlEq1zZbmlt6o8G3qy7HpFxdjk+P\naPt/+CBuMWIDe+uNLylUowS3lmNTqd2O7KKG3w7g7ruHeXsb7zbU5OQ7NDQUhw8fxuuvv46NGzfi\nl19+AQCoVCoMGDAACxYsQGhoqKmLq5PFixdj8eLF1Ybv3LmzQdbXWK4WXFGaaKpQV8DOxs7METFL\nlZSnLYGTW2KQeTl5AzlAZnGGodnuaiWV+iXfcosMzDqcNNC5TmNRPrrMrdtHl/KHa272bhjaejgS\nj5zFhqTfrSb5riu1Ro2Tmdrj1FWnpROZh6O2QOCGhZas6jYxKAmTKwLo9XBJRBByfQozW5+0FhnF\n6Qht3hExAbXXBlDaK+c6343O9LMNQLt27fDTTz8hLy8P6enpuH79OvLy8vDbb781WOLdlOk2ZZVT\nlmPGSJilk5sZbO3WVm+4t8oLAJBVUnO32Xej4pvJt5wAHMvkaifWxBwfW8rk5Ds5v27NDcpNtrk6\nuGFI6+EAgE3J65tsi0Tnc8+huLIYLZu1MthSiLuDtoGG3DLLTL4Ppu4HYHoTgzI7Gzs42TpDTWoU\nVRY1RGi3ZfnfnwEAJoc9adIDgfwQwU0NNr46Jd/KTJIEb29v+Pn5wdbW5MJzVoVu8p1dYvxjVnZ3\nq9RU4lJ+CoBbSYHMW6X9YCaLz59q5JLvCL9ucLJ1wuX8FOSUZps5KmYqczQzKGt9m71cyiXf7g7u\nCPfqiqBmLZFRnI7DaYfqPUZzSM5Lwl9Xdyl1hI/fbMKzq0/1Um9Ap0m+sjyoNerGCbIODt3sVr4u\nLZ3ILK2ZvhMZx3A4/SBc7d3wUIdxJs3jYt8MAgJFFYWo1FQ2cIRMl9HMOSQkBIsXL8aDDz6o/L+m\nJyn51YuhDzKZYbrtyHLyzYy5UnAZFZoK+DsHwMnOSW+cl8obAFc7MaS4QlsXz9XeFWFeXXAwbT+O\nZxxDv5b3mzkyVpuskiykFl2Hk62z0t17YwpwCYS9ZI+0olQUVRTB2c7ZpPnkJtvcHNwghMCQkGH4\n7O9PsDH5d/RsYb3fGwDab5SGrnlAecumWxBgqMoJANhKtnC1d0N+eR7yy/Pg4Vi9qWJzKSwvwOns\nk7ARNojw6V7n+d0c3JBadB25ZbnwdwlogAjrZvlJban3+I6PwcXOxaR5JCHBzcENuWW5yC/PQ3NH\n09o5Z3fOaMl3q1at4OTkpPf/li1bGv3TqlUrtGrVqlGCbipSdKudcIkcMyLpZpWTNu5tq42Tk2+u\ndlJd8c3XwU52KkTcLJnjet+WoayyrMZWnuR6xJ29wupUF7e+2Eg2aOUaDABIyUs2eT65FFRuB3po\n65utniSts/pWrXLLbiCrJBOSkOBo44jkvCTlzUAP3yij8yn1vi2s6snRjCPQkAbhXl2qFWqYwtWC\nernMKsnC/y78CgGByWFT6jSvq9ziCVc9aVRGS76rfsxo7R83WiLdV5pcbYAZI78haW0g+fZ24uTb\nGLmdW5WdEyK8tCVbx7mzHbO7UZqDe7/qjiFth+A/cZ8YnEapcmKG+t6yELfWOJ97Dkl5F9HZK8yk\neXRLvgFtXWIvlRcu5acgIfu0ycuxRJnF2ntMa7c22DVuP87eOKM8zN7rf5/R+TwcPHAJKdqqKm6N\nEqpJ5PrePVvUvcoJYFm9XH6bsAJl6jIMaDWoWtXE2riZ8SGCiEAgszxgm9vdt8UWQkMapOTfKlHh\naicNJ7f0BgrK880dxm279bFl9dfvSrUTTr6rket8O9s5I8L7ZvLN3cyb3ZnsBOSU5mBL0haj05xW\nku/Gb+lEpnx0aWK9bw1pqpV820g2GBwyDIC29NuayQ/4Xipv2NnYIdyrCx7r9Dge6/R4jVVS3W+W\nfFvaR5e6LZ3cDrebJcZ59VxivOz4Unxy/COTp69QV2DFqS8BAP8Mn1rn9enWy29sS47+B62/CFDe\n7t5NjJZ89+3bt07N58h1vrdvb/rd6daH64XXUKYuU/7P1U4aRoW6AjE/9kSlpgKrBv9klfUuLyrV\nTown31nFnHxXVXKzzreTnRNau7dBM3tXpBZdR3pRGnyd/cwc3d1LTuIyijOQX5YHV4fqxaHnbmg7\nlQr17NiosekKuXm9pZiYfBeU54NAaGbvqtfb7NDWw/FNwgpsTF6PWT1fbZBYG4Nu8l0XHg6W19yg\nhjQ4nK79CPb2k285aa2/5PtGaQ7e3Ks9R0a2HW1SXfJdV7fjetE1tHVvh95Bfeu8zoZ6iKhNuboc\ny058hOLKIhxMO2DwzW5TZrTkOzk5GcnJyUhKSlL+7N+/Hzt37sSJE//P3neGuVGeXZ9Rl1bbe1+3\ndS/rXnC3qabEYEwLISEhwZRgOgTy0fJCXkICgVDyQigOBlOMjQGDu7HXvXd7vb33qrKrMt+PmWc0\nkkbSSBppZVvnuvbCqO2z0mjmfs597nOOwmg0oru7G8ePH8e2bdtw7NgxmEwXvnF6uODKprSaosV3\nKFBvqEOTsRFt5jbc9O21+L5sXX8vyW+QY8WX5vtC15RKDWI1qFPoIKNkGJs6DgBwNCo96Vc0mxzD\nwfyhcwI7bUc5e/vghCFhW5crBsSxXt8CaxRCJ8/jm4/LsmcjVhWHU60nRL9WJIIMdaew9qZiEYnM\nd3lnKbr7upAVkx3wsCTf61sqHGNnHQBge/VWUc/ZWPkTAOAXQ24KSL7B/R1hls9srd6MNjNjsRzu\nwj8S4PGTqqioQHl5OSoqKlBRUYGPP/4YMpkMH374IZqbm7Fnzx7s378fTU1N+PTTT2E2m7F8+fJw\nrv2CBimoMmOY2ORWc1R2EgrUGeoAMFP3ZpsZv/nxDnxw/N/9vCrxMFvNqO6ugpySIy+2wO1+nVKH\nGKUeffa+C1paEwoQ2YlWySSREUeGw1HpSb+C78wjVIzW99TBaDUiRZvKsXL9AX9lJ6R4cWXyVXIV\nFuZfAQD4oew7CVcYXhDmO1WX5tfzIpH5ruqqAuAeWuYPyKCilEXrsRZH8b21epPPx9M0jc2VGwEA\nC/IuD+h3xvWT7OSrs6u4f1+Kw56it0kPPPAA7r77bvzqV7+CTOZ4GkVRuPXWW3Hffffh2WefDcki\nL0aQi87EjMkAIo/5Pt58FBsq1vf3MoJGfU8tAODKgmvw5ORnQIPGUzsexUu7n+vfhYlERVc5aNDI\ni8v3mIBKmCg+oxiFY+CS2MQVsXZiUceT/gV/PkEoQbK007O7TziRE5sLpUyJekMdjBajz8dz6ZYC\nMppr2MCdHy7AzhtBMzuX5K/sJBKZ79qeGgCMpWSgCMWg4vHmI9y/t1dv9emNXtJ+DlXdlUjRpnj0\nWveFhH6QnXT1duKnih+4/48y315w/vx5FBYWerw/OzsbNTU1kizqUoDDooktviOM+f7NT7/EHT8s\nxZuHX+/vpQSFWrb4ztZn4+GJj+Of896BQqbAPw//nbMzi2SQ4mRQvOdCxDF0GVnHUH/DYCFWg4yN\nGLk4HWk+FJXo9CN8Md/nO0oAeD/mwwGFTIG8OMY+lz8c7wmEvXOVnQDA3LwF0Mg1ONC4Dw2GemkX\nGiYEqvlOiEDmu6anGgCQHRtE8c0VrdIV30fZ4lsj16C9t92nRG5TFTO0PDd3QcCOIaHQrvvC92Xr\nYLaZQYGZK4wy315QWFiIzz77DDab+07MZDLhww8/xJgx/WcLdaGBDPFMYP1R28ytEVMQ9Np6uUTF\nF3f/mZukvhBBmO9MVtd3y7Dbcf2gxQAuDPkBYQG9tUdJGzg6dOkMwnyT4jsvNh9JmiS0mFo45iuK\n8IPfoSkXKL45X/vE/tN7E+TFMsV3TXeVz8c6mG93qYxeqcecvPkAgPXl30u4wvCBbJr8lp2wwTrt\nrL43ElDbzXz/c/V5Ab+G1EVrV28nyjvLoJKpsHjIEgDAtmrvBhabK5nie0F+YJITgOdXHkbN91fn\nGMnJFQVXAYgy317x1FNPYdeuXZgxYwbee+89bNq0CevWrcNrr72G0aNH4+TJk3j++edDudaLBsxA\nEVN8D0saBr0yFla7NawHvzeQwkQlUwEAnvj5YXx59vP+XFLAIJrvbN5QzciU0QCAk63H+2VN/oAU\nIt4mwVM55jsqO+GDaL51rOyEoihO972nfle/ras/8cnJD/Hotofw5M+P4E87Hsefi5/GytMrwroG\nfodGUHZCiu9+Zr4BRnoCANXd1T4f29nHMt8CshMAuJqzHLwwpSec5tvfgUvCfEeQ7KSmO3jmm6RB\nVnSVw07bg17TiRbmejQieSQWFlwJgBlK9ISevm7sqd8FGSXDnNx5Af/ehBAw+N5Q01WDnbU/Qy1X\n444RvwJwaTLfHq0GXbF06VKYTCY88cQTuPfee53uKygowJo1a3D55YHvvi4lNBjqYbaZkaJNQZw6\nHsnaZPRYutFqaunXASMCcmKakDEJC/KvwIu7/4wHt9yLGKUeVw9c1M+r8w917EYiM8ZRfI8ixXfL\niX5Zkz8gbXnvshPmYhgN2nGGK/MNAJcXXImt1Zvx2ZlPcVPh0v5aWr+g0dCAR7f/UfC+yRlTMThM\nTHMLy6Cq5Cq097aj3dzmFDvOyU4iwHosR88U32I6JZ0uHt+uuKLgKsgpOXbV7XD7my8EtASo+SYD\nl5Gk+SayE/L5BoJhScORrc9BbU8N9tTtwvTsy4JaE5GcjEktwszsWZBTchxo2IdOcyfiNe7H1M81\n22GxWzApY0pQx1K4Ey4/P/EZaNC4vOAq5LKdpSjz7QN33XUX6urqsHfvXqxatQpffPEFDhw4gNLS\nUlxzzTWhWuNFB8J6F7BWVsnsDrolQoYuSfGdo8/FA0UPYfmER2Gjbfjdhl/hdz/dhXWla0UNIEUC\n6noY5jtLn8XdNjKZMN8nJGEsQgkuYMeb7ETLyk6ixbcTyDGqU2i5224ccjM0cg121GwT7WJxsaCy\nqxIAkB9XgJdnvooXZ7yMEclM4uLptpNhWUOPpQdGqxFahRbDUxgPb77uu9fWi+ruKsgoGQriB4Rl\nTd5AmFExshNSQHhivhM1SZiePRNWuxUbKn6UbpFhgMlqQo+lGyqZyuPmwhO4gcsI0XzbaTvqWDli\noDaDABOgtHTorQCAz89+GvS6jnHF91jEqeMxIX0SbLQN26q2CT5+M6v3DtTlhIAcr+FKuFx5YiUA\n4KbCpRzrfiky334r9OVyOXJycpCXl4cFCxZg5MiREaNVvlBALvrEyiqZZS4jJWinmr3Q5LIt1ycn\nP4tl4x6ExW7B2tLVuPunX2LEh4Nwz4a7OG14JMJis6DJ2AgZJUO6zhGqkqpLRZouHQZLT0Svv7uv\nC03GRqjlaq9T+Q6v7+jAJR8Oq0EH852gScS1g24AgLDLLfobpAs0KmUM7h79e/x+7H1cu/pc+9mw\nrIHohtNi0jimnS89qeysgJ22Izc2D2q5Oixr8obcWEYTXNMtnvn21r3kXE/KLyzLQf6wpT/he4BD\n1tDe2x4RZEezsQkWuwXJmmSnrlgguHnYbQCAb8+vQY+lJ6jXOs7aDI5JZVJd57IzAhsFkmBpmsYm\nCfTeQHh9vo83HsfRxqNIVCdift7Cfgv4iQT4VXzv3LkT48ePR3Z2NqZPn45Dhw5hx44dyMvLw6pV\nq3y/QBQAHEwPYTNJ8R0pEfOkxZrDXngoisJz01/CwV+ewHPT/4LxaRNgtBqw5vxq/G3/K/25VK9o\nNDaABo00XbqbTd9IlvGLZOkJ2aQNjB/kdZI9Rcdqvo1RzTcfrlaDBL8ccRcA4LMz/4XVbg33svoN\nNeR7zdvIFSYOBQCUhK34Zoq4NF0aBicxshI+800kJ/0ZrsMH2fQSmYI3kJkdb8U30X1vrdrEufFc\nCCDD3ORc4w9UchVilHrYaTt6+rqlXpogiquLsfSrpWgSOCdykpPYwIctCQbGD8KUzGkwWg34rnRt\nwK9jsBhQ0n4OCpkCw5JGAADm5rLFd/lGN4LzdNsp1BvqkK7LwKiU4IwuQlkAF9fuwKenPsFX51Zh\nXekavLr7VQDAdYMXQyVXQavQQiVTodfWy52vLxWILr7379+PhQsXoqenBw899BB3MCQmJkKj0eD2\n22/HDz/84ONVogDcmW8yuBEpdoOc7CTWWQ+XG5uHZeMewI83bcWa65nPelfdzrCvTyyIzWBWTJbb\nfeSEFclDl0RyMiDeexAEP+UyCgeMLlaDBFMyp2FwwhA0GRu5dLhLAYT55g+ZDUlk7GNL2kvCsgZy\njKbFpGNwIlN88x1PIsXjmyAzJgsySoZGQwP6bH1eH+sp4ZKPjJhMTEifBLPNjE0X0LHnYL79G7Yk\nSCKOJ2HSfb9z4B18dfpLrCn5yu0+btgyCI9vPm4ZejsA4PMzgUtPTrQcBw0aw5JGQKPQAGBCwRLV\niajoKEdpu/NgMmG95+Ut8LsT4QqtQgulTIleWy/MVnNQr8VHeWcZFq9dhOXb7seyTb/D3T/diU+P\n/xcAcGPhzQAYYu9SZb9FF9/PPPMMCgoKcOTIETz99NPc7RMmTMCRI0cwatQovPzyyyFZ5MUGrviO\nc5adRErQDpGdeBtGmZI5DXGqeFR3V3GPDwe+L1uHh7bc5/NCCLjbDPIxMoUw35FbfJP3NT+uwOvj\noppvYQgNXALMCf/24cyU/X9PfRTuZfUbagSCRQjzfb7jXFgkAcSRJz2Gx3zzZCel7CbAm7tPOKGU\nK5GhywQNmtMJewI3cOlB801wI2sj98kFdOw1c04n/tkMEhDHk3Dpvht6GC/1swIdHSIhygnC6YSP\n6wbfAK1Ci111O1HR6dsPXggkXGdMyljuNrlMjlk5cwEAG8udpSec3jtIyQlACmDppSfbq7eCBo3B\nCUOweMgSLBp4Pa4ZsgiPT38cUzKmco8Lt9tKpEB08b179278+te/hk7nrpHS6/W4++67cfx45BYy\nkQKapjmPb8J8p2jY4jsCmG/+MIo3Gya5TI6pmdMAALvrisOytqquSizb9FusPLMCO2q2+Xy8kM0g\nAX/oMlLhGApyZ+75SNQkQkbJ0NHbIWpTcinATtthtjEsjpY3cEmwdNhtUMqU2Fy10WdRdbGAeBvz\ni+94dQLSdOkwWU0cIxhKODTf6Q7Nd2cZ10klzHekyE4ARwfQl+OJr4FLgiVDb4FOocOOmm0o7QhP\nxyFYBBqwQ0CGLoWYbzttR1lnKY43H8XuumJsqvwJW6o2BrUZbOhpACAsp6olATtBOJ3wEauKw6KB\n1wMAVp1dGdBrkFj50aljnW536L43crd19nZgX/0eyCk5ZrPFebDg2GezdOxzce0OAMA9Y5bh3YUf\n4D9XrsC3t3yLl+e/4sTWx1+iQ5d+ab41Go3H+0wmE+z2/h+miHQ0GhtgtBqRpEniTkhJWlZ2EgGa\n70ZDAyx2C1K0qYJFCx/TshhrpXAU3zTNxMITNrOyu9Lnc4RsBgkGJQyGRq5BdXdVxLa76tkkvEwB\n2QwfMkqGZE1kzQ30N/ist1BbNkWbgqsGLIKdtl8yg5d1HiK1w6n7Jsx3qi4VqbpUxKri0NXXyQ0L\nR5LHNwFhSH11+Ahr6E12AjDFxi+G3AQA+OjkfyRYYejRHGTxneiF+b5v0z2Y+mkR5n85E9evuQq3\nfb8Et3x3I17Z+1LA6yXF97n2M273cbMPEjHfABPeBgBfnP0soE3D0SaH0wkfZCB6W+VW/G3/K3h2\n55O4d+NvYaNtmJw51WeXRSwcQ5fSXAtpmkZxHVN8X5Y9y+tjHcx3ZLjhhAuii+8pU6Zg5cqVgs4m\nBoMBH3zwASZNmiTp4i5GuOq9AYfVYCS4nZAwidxY36zAtKzpAMJTfH9X9q2TPre6y7fURchmkIAZ\nbGGszk61hsdmzV80sMx9pg/mG+ClXEalJwD4NoOe3QxIwMPK0ytgs7sn915MMFqMaDW3QilTuiUU\nEpb5XPu5kK+DDFymx6SDoigMZOcZyjpL0dnbgRZTM7QKrahjPlzIYVMQvTHfVrsVBksPZJQMelWs\nz9e8a+TdAIBVZz69IAbNSMciUM23t6AdMjc0PGkEpmROw5zceaBA4Z+H/46Djfv9/l29tl4uyr7N\n3ObmAkU6QMF4fLtiRvZM5OhzUd1d5fcclMlqwrn2M5BRMq4jS5Clz8aIlJEwWAz43/3/g/eOvc1F\nypPhXSkQJ7Hd4Ln2s2gxNSNdl+FzfiPKfPvACy+8gEOHDmH27Nn4+OOPAQB79uzBG2+8gTFjxqC0\ntBR/+tOfQrbQiwVE30g8voHI0nzX9LB6bxGT4GNSx0GniEFZZykaDQ0hW1N3Xxf+tPNxAMB0lm0X\nozOvNxDZhjDDQZIuT7Qck2KZXmGz2/D0jsfw6alPRD9HLPMNOBip5mjxDYCfbum5+J6VMwd5cQWo\n6anG9pqt4Vpav8DxXch2c87pD+Y7LSYdADCQJSHKO0sdnvbxg726+4QbRHbiTZbTaSYBO3Gi1j42\nrQhFaePR0duBtedXS7PQEIIUsP5GyxMkevD6ttgsaDQ2gAKFjUt+xrpf/IQvrl2De8c9ADttxwOb\n/+D35sTV9elcmzP7zclORBBMYiGjZLh5GOv57efg5enWk7DRNhQmDhU8X7179bu4b+L9WD7hUTw3\n/S/4x5y3sPKaL/GbUfdIsnYAkvtt76z9GQAwI/synwOhCZrowKVXTJs2Dd9//z1qa2vx2GOPAWCG\nMJcvXw6z2YxVq1Zh3rzAI04vFXD2cbzQFEfITv9LBvgBO76gkCkwOXMKgNC6nryy9yU0GOoxIX0i\nnpzyLACgSoQ/tzfmGwiv3eCuup14//h7eHnfi6Ieb7Vb0WRsBAXKyaPcEwgjFbUbZOCQncR4fIyM\nkuGWoYxP7/ry78Oyrv5CjYDem2AIW3yHw+vb4XbCFHED2PNgWUdpRCVb8pHDBe14Lr47WK1snB8J\nxXeN/C0A4KMT7wexuvDAES0foObbA/PdYKyHnbYjPSYDKrmKu/3Jyc+gMHEozneU4H/2vuDX72oy\nNjr9P/+4NlgMaDO3QS1XB8zie8JS9lzyXelavzy/SbLl6JSxgvdPyZ6Kvy/8B56a8mcsG/cAbh9x\nJxbkX+FmnxsM4lRsASzRwCXRe8/wITkBosy3T7S1tWHhwoUoKSnB/v378fnnn+PTTz9FcXExKisr\nceONN4ZynRcNyrvcZSexqjgoZUoYrYZ+b0H6IzsBHEx0qKQnR5sO44MT/4ackuPV2W+ggHX+8MV8\nW+1WjlHJ0GUKPsZhNxj64ptYQzUbm0QNRTYZG2Gn7UjRpoo6yTpkJ/2/gYsEOGwGvc8tjE0dBwDc\nEPTFiloPem/AmfkOdWAaX3YCwEl2UtZBhi0jrfhmg3a8eH0TmYMvvTcf1w9ejHh1Ag41HeTSDUOJ\nz898in8ffTug5wY7cMkx3y7FN7GDdR2K1yg0eGv+e5BTcvz76NvYU7dL9O9y9fbm676J5ESoAxQs\nBsQPxMT0yTBajdhc6R6M4wnHm53DdfoDUqZc2mk7drNk3IzsmT4fnxC1GvSOsWPH4sUXX4RMJsOE\nCRNw880349Zbb8W0adOgUChCucaLCkR2wi++KYpypFz2s/SExCiLDSAI5dAlTdN4/OflsNN2STxW\ncQAAIABJREFU3DNmGUaljEaaLh1quRqt5lav7EKjoQF22i4YsEMwInkkAOBM26mQh60QaygaNBqN\nviU69QbC2ouLP06Nen07wZPNoCsK2O9hRVdgFmEXCrwV3xkxmdArY9He247WEM6dmK1mdPV1QiFT\ncK1mfvFd2kHCxyKs+Gbfs9ruGo+bE8J8J/jBfOuUOq7z8tGJD4JcpXfYaTse374czxQ/yXVf/Xku\nGeRODlLz7So7qe327DwyLm08/jj+YdCg8cCWP4hmkwnznaFnOob8WQYuYEdCvTcf1w1m0nPX+RG4\nc4xLthwXkjWJgZTs85m202g1tyIzJouzU/YG7tiIFt/CaGlpQUaG7/Z3FJ5B07RTaiEfkRK04ylg\nxxPGpRVBI9fgbPsZyVnXI02HcLjpEFK0qXhs8lMAGKkAWZu3ocs6g2+bvjh1PPJi89Fr6+Va3qFA\nZVeFU+uTyGG8ob6H6L2FWXtXODTfUdkJwNd8e5adAExwFAUKNd3VF3XaJWczKODwQFEUCrmwndBJ\nT/jsKWEdB14AshO9KhYJ6gSYbWaP5ziH7MQ/94lfsYOXq0u+lGzYTQjNpmbOenNHzXbBxxxuPIii\n/xuHndXOEsJ2cztstA0J6gQnaYg/IMx3m7nN6XYuCM0DyfDwxCcwMnk0KrsqsHTdL3C48aDP30WK\n7zn5jA2fE/PNOZ2EpvgmloObKn/ihr69oc/Wh9PswP/oIJMqg4GUzHcxp/eeKSoAKBqy4wO33XYb\n3n//fTQ0hG6w7mJHk6kJRqsBCeoEJLKJXwSRMHRJ07TfshO1XI2JGZMBwK/WoBh8ce4zAMBNhUuh\nV+q523NZVr7ai90g8W4WshnkY0QYwnY2ubQg60X4SpMBuQyRxXeU+XaGUSTzrVFokBmTBRttC4vP\ndX/BwXwLfx/Cofsm8wj8oJYkTTIS1YkwWg043cYUIZFkM0hAmNkaD3I3wtr5IzsBgMGJQzAzezaM\nViO+OPtZcIv0glrese2p+H7v2L9wquUkPjn2kdPtwUpOAD676So7IUy08FC8Sq7Cvxb8G8maZOxv\n2Isrvp6LP2y826vskBTfU3OmQCPXoMFQzxWVtRKnW7oiJzYXE9InMtKTqo0+H3+69SQsdgsGJQwW\n5ZITKpCOjevmKBAU1zKbN18Wg66/O8p8e4BcLsepU6eQm5uL4cOHY/bs2Zg3b57bTxSeUS4gOSFI\nZovx/mS+23vbYLQaEKuK43ajYjA1k1gOSjd02WfrwzdsNPCSobc43ZcXWwDAu+6bsMueig2CUWEI\n2yH6PxKxTMJ/vMEfpxOAHzEf1XwDPM23D696AMiPLwDAdCguVjiKb+FN9ZAwOJ7wPb75IOw3M+OQ\nwuUfRBIIGVHjwW6wM0DmGwBuHX4HAGBD5Y8Brs43ankb/h2129y8qK12KzZXbQIAnGhyPheSzy2Y\n4psw3+1ushOiwfZcDI9IHok9tx/G/UUPQS1XY3XJl5i+cgJWeEgIJZrvrNhsDOJsNJnjutrPzm4g\nWDSQSE++8fnYYvaaOTF9csjWIwZkqN91WNVf+Kv3BqLMt09s2LABKSkpyM7OhslkQmVlJcrKypx+\nyssvbt1ksCjpYLRngwTS2xzMd/8VT/44nfAxPZvVfddLx3xvrtqINnMbhieN5Apkgrw4hvmuEiE7\nEYqW54PYDYaK+TZZTZzt0pKhjBVVvZjiu0e8xzcApLAFTYsxynwDDs231gfzDQAFcQMAXLy6b5qm\nee124SKnMAzMN2dX5xJRPoAnwRsYgaw34JDreOqOtJvYgcsAim8ytH6w8UDI/OZrecOibeY2N7Lh\nQMM+rvg51XLKqTgn55RAbQYBvqa43Uk3TzYFvgJv4tUJ+PO0F1B86wEsHnITem29eH7Xs4IafL7m\ne2gS2VSeY3+f59kHqXDtIEZ6sqHiJ58GCiSpeVbOnJCtRwzSY5jiW8w8kjecbD2B9t525OhzkReb\nL+o5pFsUZb49oKKiAuXl5aioqPD4c6kX3w2Gemyv9uwXTC5s5ELHB0ko7M+gHX8lJwQT0idBKVPi\nZMtxwQSzQEBasDcPvdVNN0ZkJ1UiZCe+otmJ3eCJEBXfu2p3wGwzY0zqOBSljQfgKKy9gRTo/jPf\nzSF3rLgQQC56MT403wCQzzroXKzMd3tvG0xWE2JVcYhVxQk+Zggb9V4SwqAdR1CLC/PNK74jKVae\nD0fQjnDxTQoHfwYuCbL02cjR56K7rwtnBRIZpQApcuWUHIC79ITPupusJqeNqEN2Erg1n1ahhVah\nhcVugcFq4K3Lv6j3vLh8vLPgA+gUMejq63STsQCMvBMAMmIyuI4OeV9DkW4ptMZxqUUwWg3YwnYT\nhNBn6+OMCmbmzA7ZesSAMN8Nhvqgrh/+6r0BID7q8y0eLS0tOHjwII4ePYquri6p13TB4o9blmHJ\nuus9pnKRlu4QgeKbRMy39KPmm+gZhYayvEGr0KIobQJo0NjbsCfodbSb27ChYj1klAw3Fi5xu9+h\n+fYmO2GLbx+a77y4fMSq4tBsanKzqJICJI1sQd5Cbi11ojTf/hXfWoUWemUs+ux96JLIq/VChtFK\nrAZFMN/xLPPdeXGSB45EP8/f6/y4AVDJVKjtqfHLo9gfOGQnzgwqP/Mg0pxOCBwR8x6Kby5kJ7C4\nb5KXsK8++POnEMg5Z37eQgDAzy6hUpvY9GAiDzndeoq7TwrNN+DueNJj6UFHb4ffntsURSE/jmFV\nq7qcCRiaptHEBr6l69NRmDgMAHPttdlt3LyNN5mLFLh28C8AAOtK13h8zKHGAzBajShMHCp6tidU\n0Cl1iFPFw2K3BKX73lXrn+QEAGIUMVDIFDBZTei19Qb8uy80+FV8FxcXY/r06UhPT8ekSZNQVFSE\nlJQUXHPNNTh9+nSo1nhBwGq3Ym/9bgDAwQZPxTfDKgkx3ymaCJKdiLQZ5ENKv+8151fDYrdgds5c\nwZNSHvH67vLMfNf3iLPqk1EyznJQaukJTdPcsOWC/Cs4CYkv2QlN02ggmm+9+JMyuYBFhy4Bk0Xc\nwCVw8TPfvhwlACYwixTB50PEfjsGLi9A5pvtBnqKmCduJ4HITgBgUgZTfO9v2BvQ832BDBouHXY7\nAGY4nuQNVHVV4kzbaeiVsbh9FKM/P9PmKL6buYCdwGUnADiTARK0U9ftOC7FsqQEeaT4dul+dvd1\nwWwzQ6/SQ6/Sc9fas+1n0WxqgsVuQYo2FVoRsyDB4NqBRHryI8xWs+BjfmYlJ/3NehNkxDjY70Bg\ns9uwi73++1N8UxR1SQ5dii6+i4uLMX/+fJw+fRrLli3D66+/jtdeew2//e1vsWPHDkyfPh2nTp3y\n/UIXKc62nYGRtTc7xVoH8WGwGFDdXQWFTMFpTPngfL4jQXYSgAfq1Cxm6HKvBLpvvuRECKnaVGjk\nGrT3tqO7z73zQgJ2AHFuIaNY3feRpkOBLlkQpR3nUdlVgSRNEorSJnBraTDUe9V2dvZ2wGQ1Qa+M\n9SgTEAJnNxjVfYuKlycoiHN4fQu1XD888T7+uu8vF6ycR2xr3zF0GaLi2ySsHeYX35FmM0jABe14\n6LZ1BpBwycfkjKkAQlh8sxuworTxGJo4DEarEYcaDwAANrKs99y8+SjKKALgzHw3S8R8J7ow38Ho\nr4meuNKFgCHdS+LxPSB+IBQyBaq7Krnj2lsHSCoUxA/AmNRx6LF0Y1v1FsHH7KhlpD+zcuaGfD1i\nkM5enxqNgRXfJ1qOoauvE3lxBVx3Wiy4oUtztPh2w5/+9CdkZ2fj7NmzePPNN/Hggw9i+fLlePvt\nt3H27FnExsbiqaeeCuVa3WC32/GHP/wB06dPx9y5c1FaWir6uZ+d/i/+eejvkl1QDzc5/EdPCThn\nlLIetgPjBwmGvnA+3/3JfPcEPgk+NpU5aZ9pOxPUe1raUYKDjfsRo9TjqgGLBB9DUZRD9y0wdNlk\nbISNtiFVmybKl3Za5gwA4AYjpcKmKvailrsAcpmca6/aaJtXdrqOk5z414okRU1zlPkWHbIDMC40\nemUsuvu60N7r3HI1WU34087H8dqBv2J1yZchWWuoQaLlfelch3Be36Fmvp2L7zh1PCakT0JB3ABB\nJ6hIQKo2FSqZCm3mNhgsBrf7A0m45GN48kjoFDGo6CqXXP7WZ+tDk7ERMkqGjJhMjmklzOtGVu+9\nMP8KjEplZmBO8wgkMnCZogtSduKSchlU8c0y3652s9ywJcviquQqDIgbCBo0N4+VHUKnEz4I+/2t\ngOtJj6UHBxv3Q0bJMD1rRljW4wsZnO47sKFLEhY0hd1I+oMo8+0FBw8exLJly5CW5t56yszMxH33\n3Yft24X9Q0OFNWvWoK+vD7t27cIrr7yCRx55RNTz7LQdT+54BC/teU4yizl+8X22/Ywbs3nOi94b\n4Lmd9KPVIGF1/N21AkCyNhnJmmQYLD2iNM2e8OXZzwEA1w26wWvhlBvnWfdd5yGy2BNmsH6k+xr2\neGwRBoKNnOTkcu62TBG67wa2+M4Q6XRCkBL1+ubAab4VvotviqI86r5PtBzjwnee3/1syPTQoURd\njyNS2xtC7XjCaYcFiri1N6zHz7fsDTjEJdSQUTJuFoZo6PkIJOGSD4VMgQnpEwFIz37XG+pAg0aG\nLhMKmYJjWn+u2QaDxYDi2h2gQGFe3kIMTR4GGSVDWWcpdy7ktPpBDFwCDuabbFQI2ePvjBEA5MYK\na75J8Z2udwQCFiYxuu8t1czwYziYb8DhevJTxXo3LfOeumJY7VaMSy3yy9Y3lOB3ZgMB2VyLTWXm\nw2E3KI1hw4UA0cV3fHy81+FKu90OjUYjyaLEori4GFdeeSUAYMqUKThw4ICo5zUbmzhm7DsvAxH+\n4BAveYuZFneO8C3hnE4KBZ9PPKDbze0hs5vyBoPFgDZzG1QyVcCWUq6T5f7CTtvx5blVADxLTghI\n21EoaIcbVhR5EkjWJmNk8mj02nolu/D19HVjT10xKFCYmzefu524r3jz+vY33ZKAXBybQzA4eqFB\nbMgOgSfd99Gmw9y/Gwz1eP3A3yRZXzjBOTyIlp1IX3xb7Va0mdtAgUIy2+XjQyVXQaMI7/XDX5D3\nr0bA8STQhEs+JmWGRvfNkRFskTs9awZklAyHmg7gx/Lv0Wvrxfj0CUjTpUGr1GJw4hDYaBtnjevJ\nItJfuDLfDpIkcObbU/GdoU/nbiPX3BMtx5jfF0KnEz4GJgzGyOTR6O7r4jIrCH6uiSzJCeDoFgRq\nNxiMK06U+faChx56CP/4xz+wd6/7iaG0tBRvvPEGli9fLunifKGrqwtxcQ5NrFwuh91u9/IMBny2\n9NvSNUFLTwwWA860nYKckmNGFjNo4Kr7Pse2cj0x3wqZAgnqBNCguYEUsZBCOkOGLbNjc7joZ3/B\nnywPBEeaDqG6uwo5+lxM89GKy+UGbtyZ71qO6RPPHJNWrKf0N39RXLcTFrsFE9IncZIiwOFe4i3l\nkmwefDm1uIJsmqLMN2CyiIuXJ+C8vl2Y78PsHMDSobcBAN45+ibKOs5LtcywoE7EwCXADDtSoFDe\nVQaLzSLpGlpNLaBBI1mbDIVMIelrhwtEjufq9d1r7YXJaoJCphDVafGEyRmhcTzhzu3s5x+njkdR\n2nhY7Va8vO8lAMxAOMHIVGYA/XTrSRgtRhgsPVDJVH7NnwghwYX5Jh2EQIrvfE52UuV0/eM03zE8\n5pu9LhEQ28hw4PdjlwEA/rLneaeuGbnORMqwJcBnvoMtvv2XJ12KQTsULbJye/bZZ7FixQpUV1dj\n/vz5GDlyJJRKJc6fP4/vv/8ecrkcN9xwg9vzVq5cKfmiCR555BFMnToVS5YwdnS5ubmorvYcET13\n7lzWiqgJp1sc7iwTMyciRiXuIi2ETnMnjjQeQYwyBknaJFR3VSMvPh8DEgq4x+yv2w+jxYjxGeMR\nqxaOkd1Xuw8mq8nneshkOE3TsNntONRwEFqFFqPSRgX8N7Sa2nCi6TgSNAkYmz42oNeo6apBaXsp\nMvWZKEwWZvhdwf9b6rrrUNJWgvSYdAxLGeb1eU2GZpxuOYVkXQpGsRcLgtL2UtR01WBAwkDkxYvT\n97Ua23Ci+ThiVbEYnzle1HM8/R0AUNtdi/Nt593ei8rOSlR0VCA3LhcDE4X1rWdbz6Ghpx6DkwYj\nO1Z8AU7ekxRdCncBDQSuf4sY9Fp7QVFUxMgGDjccRldvF8ZlFCFBE+/zbyHHXoY+A0OTHRtk8r0t\nyhiPuu5aNBoakaRNwui00V5eLTQI5HOhaRo/VzGzDDPzZvrcWO+t3Quz1YyJmZMQowq8kHRFT18P\nDtYfhE6pw6SsSQH9Lf2Nio4KVHZWIi8+DwMSHEPzFrsFu6p3QSlTYnru9IBf32K3Yld1MSiKwmW5\nl/lFgtA0DYPFgBhljJtzSFVnFco7ypETl4NBicxwa3lHOao6HcTF+IwJiFXrQVEUKjoqUNFRgZy4\nXGTHZmFv7V6o5WpMzfFfy8tHXXc9StrOcd8xsdc7TyiuZqQbU3OmQc2ed860nEGjoRFDk4ciMzYT\nNE2ju7cHhxocnWlv12CpQdPA4YZD6O7r5o6bPpsFu2t2QUbJMCN3hs/POVzfFVLHBHoNPNp4FB3m\nDoxJG4NErXBKrae/hRyP+fEFKEgQF87T3xDzuWzbts3jfaIpiBUrVjCDbrm5OHfuHEpKSrhfnJnJ\n7Jh2794NmqZBURT331BixowZWLduHZYsWYI9e/ZgzJgxop5ntjrrr5qNzUEV312s40asOg56lR4A\nnIZy7DQtyvpMKVfCZDXBwmpMxaCztxNGixFGizGo97yX1fcF0/olLKORZR39RU8f856J+SzIOs0C\nCWK97OerVqhF/+4ETTwoUOju64bVbg2anbPamM/QdbhWLWfW5M3PtI+9jzxWLFTs75KatfQFO23H\nwYaDkFNyTM6aghB/7UXBRjPSLbnIAkbDWo/xE+msdhuMFiMoUNCrYjAwcSBaTC1oM7Wh1diKZJ27\nfCLSQI4zlVwlqpjTKXUwW80wWo2SFt/E1i5SNmeBQM2dc5znQshMgDzIc4ZSpoBOqYPRYkR3bzfi\nNb4lLDQNtJpaUd5RBqPFiIKEAciPd2Z2yfVOLXec2xM0iVzxrZKruOsW4AimMlgM3OcmZBLgL5Ts\n+2O1W0HTgNnGvI/qAK85GoUGPX09MFvMXPHdZ3c/zlyvuf5cF4IFRQGDEgfjSONhVHdVIyMmE919\n3QCAOHVcwF3mUEDFXm/IZ+4vgjlWFNyxEd5rV39CNPMdiaBpGsuWLcOxY4yW68MPP0RhoWfG1W6n\n0dragyd+fhgfnngf8/IWYEvVJgxPGoHttwTe6rtnw11Yc341/j7nTUzMmIxZn09BflwB9t/BrKuk\n/RxmfDYRebH5OPBLz17Sd66/FT+Wf48PrljBDWsIIT6eKRQ6O014Yfef8dbh1wEAR+88IzqO3BV/\n2fM83jj0Gh6f9DQenfRkQK9R212DohUjkKxJxunfiAssSU5mTvqtrT1YtPpy7GvYgy+uXYM5ufO8\nPq/F1IIRHw5EvDoBJXc7S0+uWb0Q+xv2Yu0N633KV/ggv/+Tqz7HlQOuFv08wPkzAYBndz6J9469\njeem/wXLxj3APe7nmm246dvrMD3rMqy54QfB15q7agZOth7Hxpu2Y2xakeg1nGs7i8s+n4RBCYOx\n+7bAbRP5n4kYnGw5gblfMIzfkTtPBzRwIzWmrRyP0o7zOHbPCQxNHsp9Lp5Q3lmGKZ+OQ7Y+B4fv\nZGzWdtXuxA1rr8bY1CJsXMK0id89+hb+XPw0CuIGYMet+/zeIAUDfz8XANhbvwfXfnM5xqdNwI83\neU7fJXhm5xP497F38OdpL+L+oj8GvFZXfHH2M9y/+fdYPOQmvLvwP27flwsB5Ls7LWsG1t6wnrv9\nvPkkpv9nGorSxuOnm7YF9Tse2fZHrDj1oaj3/3DjQTy3+xmnbIXLsmdh9fXfOT3u9u+XYGPlT/jo\nypW4eiDjIGW2mlH4QR7MNjN+OeIuvDbnnwCY89i51nMY/e+RyIrJxv/O/jvu+GEp5uctxGeLvg7q\nb9tZ+zMWr12E6VmX4f8u/xgjPxokeP4Wi7t/uhPrStfgnQXv48bCmwEA8764DCdajmHfb/djQuYE\n7rsy8b9jUNVVAbVcjap7mkJODLpi2abf4atzq7Bo4PVI1CRixamP8MzU5/Dg+Id9Pjdc35VeWy9y\n30uFnJKj9g+tfm8MRnw4CC2mZhz/1Tkurt4Vns5hK0+vwENb78PSobfhzfnvBvYHhBliPpfUVM8d\nlsjZdgUAiqLwzjvvoLi4GMXFxV4Lbz6IBu62Yb9EvDoBp9tOBWWvdYjVhY5Pn4hB8YOhkqlQ2VWB\nHnaH63A68b6+QIJ2iF0UANQZAncZITr4QGwGCbL02YhR6tFqbkWrn0mdNE1zOvmRyb5b+smaZOgU\nOnT2drjpxMRqXF1B9Hc7a4PXfZPBETLhTyAm5bKe/Rz9djvRkZCd8DrmnO9wfHf44Rz9CX9CdgBm\nmE5OyVHXU8uxxUTvPS7N0YK9e9TvMTRxGCq6yvHukbckXrX04Dy+RX6vHbrmwAoiTyDe88EO7fUn\nPGm+uWHLAG0G+ZgsMmzn7wf+F1d8PRe764qRqE7EIxOfAMAMFbryabUC7k8ahQazcuYAAK4ZeK3T\n4wclDoJWoUWdoRbn2fmGYD2+AWfNd10QNoMEDrtZx9Clq9UgwVB21ipbnxP2whsAnp36PHQKHb4r\nW4tvSphNzMzsyNF7A0ynNUmTxFrh+ncNsdltXEZJksBAtS9wmu9LKJ35gi6+AwU5eQ6IH4grCxiG\n87vStQG9VoupBVVdFdApYjA0cRiUciU3VHmaLUS8xcrz4W/QTqupFcebj3L/H4zFH3lPArEZJKAo\nCkPYhDp/hy6ruivRY+lGqjYNqSL8ZJ28vnmFgs1u46yS/I3sJSdDKYYuyUS/q41UBptYWW+oE9SK\nma1mtJnboJAp3JIAfSFBnQg5JUdnb0fArcNAwN+4nmkLzOlGavhjNQgwrdLs2FzQoFHNescfbWaL\n79Qip8f9Zeb/AgD+cfDVoL5z4YCYdEs+yDCaa4EZLDxFy19I4G+crTxpoCPdMnjLOL7jiaem9Pry\n7/HKvpcgo2R4oGg59t1xFI9PehrJmmR09Ha4pXByha7LBuzvc9/C54tWYx4bOU8gl8m5IcViNvtA\niuKbsxrsbeM58ARefLumXNrsjvyEtBjn44xcewNJb5YCmfosjuXusXQjXp2AManj+mUt3pCuY4N2\n/LQbbO9th522I1GdGJDsJOESHLi85Ipvmqa5JMec2FxO3rGuLLDi+wjr7z02bRzkMjkAcHHlhMk9\nx9kMei++/Q3a2Vm7HTQcJ2hP0cdiUNMdeMAOH0O8eAW/cfA1jPhwEMo7y9zuI+8Vee/EgAta4AXt\nNJuaYKNtSNGm+i0JmJAxCVqFFqfbTgUddEEm+hM1zsy3XqlHnCoevbZet0AXwOGxmq7L8LvtJ6Nk\n3AYunI4nEcl8+2k1CPAcT1ibUCHmGwBm5czBooHXw2g14vldz0ix3JCBxIqLLXJy2e9/tR/F92sH\n/orf/PhLdPV6Zq08BexcSNAoNEjTpcNG29DIc4TgAnaCsBkkGBA3ECnaFLSYmlHR5S7dK+0owf2b\nfw8AeHbqC3h22vOIVyeAoiiMTGFmnk60OKSNPZYedPR2QCPXuFk8punSMC9vgeA6hiUNBwAuLlyK\nTRNnNchjvoORqOW7eH23mlthp+1I1iS7FYBkA+3J6jccuHfcAxxhNCNrJlcvRBICjZgnNUugmzSy\nce2IJlxevOjs7UCPpRsxSj0S1ImYnTsPemUsTrQcQ1mn+IRMAuLvXZQ2gbttRLJzSliJD5tBgmQt\nW3yLDNohkhPiq1kbIAtnsVnQYKwHBYqzwgsUhR68gmmaxkcnP0CLqRnrBLoMJBV0ZIp4FwlyIuN7\nfZNNRCAndbVcjSmZ0wAELz0hO3ghNozz+u5x9/omJ71APwdS3ISz+C5pL+H+fbbttJdHhgc2uw29\ntl5QoPwaIOZ7fbeb21DZVQGtQouhSe7OO89NfwkauQbfnP8au2p3SrV0yeGw3RRZfLPhVUJe1kKg\naRpvHX4D35Wtxa/W3+YxpMrBfAfPoPYnyCammvf+dEooO6EoCpPYhEBXy8EeSw/uWn87uvu6cO2g\nG5xmSQBgFHvuJH7WAFDX7eh8+CO3GM6SIAbWHi8Q72ZX6BQ6qGQqmG1mnGcTn4Mhe/LY7ythvonk\nJE2X7vbYRYOuxydXfY7HJz0d8O8LFlqFFn+b/QZyY/Nw58hf99s6vIGzG/TT65tcb5IDPE6izPcl\ngGouxTEXFEVBLVfjioKrAADflX7r9+uRZMvxTsW3g/m203au+Pa16yYnOLF66e1s8X1j4VIAgctO\nKrrKYaftyIzJCtqNwBPzXd5VxhUCu+vci5WTLUzx7Q/zLZRy9smpDwEAI5MDs12cyeogg5WeEK92\nV8034N3rm+j2Ax2cJcWNUGEfCthpO0o7+MX3Wdhp3177oYTJyrjtaBU6vwoOfsrlETZcZ1TKGEHn\nm7y4fDwwnsk1eHrn404yhEgC2ZCLZb4T1UnQKWLQ3dcl6kLY3tvGFWjFdTvwh413C4aEEc23FPKF\n/gSRLdTyOgPBplu6YhKr+95Z+zN3XNE0jYe33o+z7WcwJKEQb8z9l9ux7Si+Hcw3lyLpp7xjeNII\np/+X4nOjKIpjv8n5PhjmmxTutT01sNltXPGdKlB8K2QKXDngau739xfm5s3HwV+e8Nhx6G8EynwH\n4/ENREN2LglwkhNe2tu1gxh/cn/TLmma5orvonRe8Z3CFH6nWk+iprsaRqsBKdpUJLIplp7AyU5E\naL7L2stQ1VWBBHUCriq4BkDgxfe26s0AgCmZwfm4Anzm23mAlV/M7qnf7VasEOZ7hB/XcFtXAAAg\nAElEQVRFcx4vaAFgTuirzqyEQqbAHyc84v/iAcwium9W6xgIaJrmChehkz254AilXAaabkkwOoXx\naN9bvzug5/uLup5aGK1GRquvTYPRanAKseoPONIttX49r4DHfB9tZopvvt7bFfcXPYS82Hycaj2B\nj0/+J7DFhhi13f4NXDKzFOKlJ6TTlKZLR7w6AT+Ur8PjPy930yuTi/OFLDsBgMEJgwE4f7+kSLfk\nYzLLfK86uxIF/87ArM+nYPHaRVhzfjVilHp8dNVK6FXuLgqjONkJj/kOcPh8eLJz8e3v/IknEDLi\nJHu+95W66g1ahRZpunRY7VbUGWp5zPeFfYz1J9IDDNoJJt0SAGKUesgpOYxWQ9itcvsLootvs9mM\nF154ATNnzsTgwYMxcOBAp58BAwZg4EDh0JBIApniJ+1VgNmN6hQxONJ82C1e2hsquyrQZm5DijbV\n6SSSpk1DsiYZXX2d2F7D2Hv50nsDjpaNGM33lgqmYL4sezbHAARafG+u2ggAboM3gaAgfgCUMiVq\neqoFE70AppXJHxQ19BlQ3lkGhUwh6n0iyHMZuHxxz59Bg8ZdI+/GwPhBAa1/VMoYJKgTUNVV4dex\nwIfJakKvrRdquRpahXsB6I35bmAL8owAZScOx5bANw/+wCGpKsQw9oLd39ITwnzrFP559zs03w7m\n21XvzYdWocXzM/4HAPDXfS/57fATahgsBrT3tkMlU/l1Uczhim/fmyhSoI9LLcKKq1dBI9dgxamP\n8Mq+F7nH2Gm74+J8gctOrmFnhL4t/YYrEjrMjNZdCs03AExIn4ilQ29Dtj4HffY+nGk7jeK6HQCA\nf857x6Nr1uCEIdDINajqruQ2/7XcsKV/zHe6LsOpayfVoCwhoEi3JFhb0jxe95PM6QjJTqIQh4wA\nBy5bgtR8UxR1ybHfoovv5cuX47nnnkNlZSUyMzORl5fn9JOfn4/8/MhPJiJaPf7Us1ahxRUFVwIA\nvin5SvRrHWo6AICRnPBbgBRFcQzumvOrAfjWewMO5rvN3OozzWpLxRYAzPBXRkwmKFBoNDb43f42\nWU2cZnWuBK0whUyBQSw7VMpqge20ndNQT8+6DAATv05wovkEaNAYkjDUL9kL2UBVd1dhe/VWbKna\nBL0yFg+ztluBQC6TY3rWTACBS0+I00mCgOQEcEhK6gVOcOS2rABlJ5MzpkIpU+JY8xF0sINgoQQZ\nthycUIhhrEPCmX4vvhnmW2jj4w18zfcRD8OWrrh6wCLMzpmLjt4OfHTyff8XG0LwWU9/hnfJuVGM\n3SCZt8iJzcXUzGn4vys+hpyS4x8H/4YXd/8/2Gk72s3tsNE2xKsTwuqLHgqMSh6NoYnD0GZuw9bq\nTQB4A5cSaL4B5hz05vx3cfjOUyj7XR023rQd/5r/b6xa9I3X/AeFTMEx1kTWURugpR9FUdxmGgjM\nPk4I/E6gFDNGnONJVyWavWi+oxAHTnbit+abLb6D2FxfahHzos/Iq1evxq233oqqqirs2LED27Zt\nc/vZutV3iEN/g7PUc2l3LRl6CwCm1Sc2d+hwo7vkhIBol4lVk5gp6xhlDLQKLXptvRwzIAQ7bcdW\nUnznzoFKrkKqLg122u63Vmt33U6YbWaMSR0nWbvOVfd9svUE2sxtyNbn4Pbhd3K/l+BYI9Mm9Ufv\nDTD61BilHt19XXhqx6MAgAfHLw96OIiwx1tZOY4QNlSsxz8P/UPwWOE8vj3oC7NiyMClgOabvS3Q\ni5JOqcPEjMmgQTttcEIFB/M9hLtY93fxbWTTZf0tvuPU8UhUJ8JkNaHOUAu9MpbbSHoCRVG4eeit\nAPqf8eejtrsG7x79FwD/C69AZCekYL+i4Cq8Of9dyCk53jz8D/x+w2+4Il4q6UJ/gqIoLB6yBACw\nuuRLAI6BSymsBl2hV+oxNq0IS4begrl5830+3lV64vD49t/Sj+i+E9QJkiWT8tn0jJjMoJMz83l2\ng1HZSfDgBi4D1XxrAr/2ks4RIa8udoguvi0WC2bPjixT+EDgyVJvTu58pOnSUdpxHgcb94t6rUNN\n7k4nBIT5JsNnYphvAEjW+A5KOdp4BG3mNuTG5mFAHCP1IQEK/jqebKli2Jv5Eg6AkLYoKcwIgzwz\nZzbHfO+p380NZh1vYi4U/jidAMyFkLQdz3eUIDMmC/eMWRb0+q8suBoUKGys+BHdfV1u9xssBvxh\n42/x0p7/JxjO1GEW9vgmyGQ/q3oBzXegHuV8EL9yKcKCfIG4FgxJLMTQRMae7KwHr+9whelyzLcf\nNoMEZOgSAMamjhPFGA+IZ76DZQIWmuEETdPYU78bd/90Jyb+dzRWsMPHZDMpFrmx4r2+q7l8AMf5\n9KbCpVh5zVfQK2OxtnQ17lzPbE4u9GFLgsWFTPH9Y/kPjJVfCItvf0HOoSdamaHLYMJsiOOJlDp9\nfjdQiiTcvNgCAFHZiVRI1aaBAoVmY5NfXfRgBy6BKPPtEUuWLME333wTyrWEBZzm28VsXyFT4MYh\nTETtqrOf+Xwdo8XI6ZaLBFrTrizu0ER3uzIhELcKb22fzTzJCZG7ECsxIR2xNxC991wJ9N4EhS7M\n9w7WlWVm9mxkx+YgP64A3X1dHDsTKPMNAHk87f6Tk5/xy9fZE7JjczAtawbMNjO+L1vndv8PZevQ\nY2HSSxsFPidvTicAn/l2Lr7ttB0NxuCL78typAsL8gXyGQ9OKMQw1pKvpP2sm+PFqjMrMej9HLxz\n5K2QF+EOzbf/xwKRngC+JScEA9j5gvLOsrBtMITw8cn/4LpvrsC60jWgKAq/GHwjvl+8EcsnPObX\n6/iTcukpnGtu3nx8t3gDsvU53CbzQg7Y4SM/rgCTMqbAaDVifdl3XKdLqoHLYDAq2eH1TdM0artJ\n8e1/oTshfRIAYGBCYPMzQuB3A4MZtiQg0kNn5jtafAcKpVyJFG0qaNCcN78YSFF8RzXfHvC3v/0N\nBoMBM2bMwKuvvoqPP/4Yn3zyidtPJMPQZ0CruRUqmUrwQrB02G0AgDXnv/boV0uwuWoDzDYzxqdN\nEHQxKUwaxrFmemWs6GJqcALDGp/zkhS4pZyRQ5B4YCAw5ruisxylHecRp4rHRPZEKwWG8Ly++2x9\n2F23C4CDgZvBaqqL63aCpmmu+PaX+QYcF/3hSSO49r8UuIm1b/zy3Cq3+z4/8yn3byE/bW9OJwCz\nw9cpdOixdDsx6y2mFljtViRpkvyWTPAxPm0CdIoYnGs/6xQGIjU6ezvQZGyERq5BTmwu4tTxyIrJ\nhtlmRqVLQMj7x99Dj6Ub/2/X03h42wMhTeA0WhxWg/6iIM4xND4uzbPTCR9JmiTEqxPQ3dclyqko\nVCDOS4uHLMHBO07gvcs/xKSMKX7HaXPMtwivb4fm2z05cETySKy/cTPnwEO6VBcDbixkiJqvS75w\nMN8Sab6DwYjkEaBA4WzbaTQaG2C2mRGvThB0R/GFUSmj8d0vNuL1uW9Ltj7pmW/ewKWJMN8Xxyav\nvxCI9IQL2dEFIzthQ5iixbcziouLcfjwYezevRtPPPEEfv3rX+Ouu+5y+vn1ryPTOJ6gspO5UGTH\n5gi2k0ckj8TolLHo7O3Ahor1Xl/r2/OMLeG1g34heL9WoeUcNwoTC0VfAB26WeGkQLPVjOIaRst7\nWbajnUyY7zo/Ui63sANDs3PnCnoZB4rBCUNAgUJ5Vxn2NeyB0WpAYeJQ7ks9LWsGAEb3XdVZhc7e\nTqRoU5AWQHtzSeEtmJQxBa/N+aekiWHXDroeKpkKO2u2o57HUFd1VWIHT84hxA60+5CdUBTFvRfE\nWpD5N7NxCtTphEAlV2FqFhMWtCOE0hMiORmUMIT7PpFAmtM8/XNFZzmONh+GVqGFRq7Bp6c/wc3r\nbkBbiApVI+fz7f8GJhDmm6IoDGCdUso6/A/qkgqk43LtoBsC9okHGOZQJVOhxdTCbWSE0NPXzaUn\netJzZ8RkYu0v1uOt+e/hgfEPBbymSMP1gxZDIVNgW/UW9Nn6oJar/Qp0ChX0qlgMiB8Ii92CrVUM\nSZMVE3iROzlzChf+JgWcmG8/HViEkK1nruX1hjp09nZAKVN6HHSPQhzI0GUj20nwhT5bHzp6OyCn\n5EG995da0I7o4vvRRx9FTEwM/vWvf2HDhg3YsmWL28/mzZ4H1CIBpPgWYmkIlrLs6aqzKz0+xmgx\nYmPljwCA6wbf4PFxRPctVu8NAMPZWF9PQ2sHGvfBbDVjTNoYp7S4QJjvLZWM5GS+hJITgCl6cuPy\nYbVbseKku+50ejaj+95dtwuHGxhLt+HJo/xm6ABm2PX7xRsxMWOyBCt3IF6dgMsLrgINGqt5Djjk\nuKDArFVIm9/hQ3YC8L2+HZ9XvSE4j28+yMZsZ03oLAf5w5YEw5Lc7Qa/Zf3zrxpwDdbesB7pugzs\nqtuJK7+aF1CqrC84ouX9sxoEHJrvJE2SX0wt0X2Xh+DvEYt2cxsA78edGMgoGXd8etN9V3Me4jle\nv7t6pR43D71VMseMSECyNhlzc+dzMz2J2sgp+MjQ5Y8VPwAITHISKjgz38EX30q50knPnqpN88vZ\nJwp3+Mt8ExIlSZMc1HsfH5WdCKO0tBRPP/007r33XixYsABz5swR/IlkkOLb1emEj8WFN0MhU2BL\n1SZugMMVm6s2wGg1YnzaBDetIx9EFjIje6boNQ71UXwfamTsDWfkXuZ0eybLbohlvnttvZwXdCjS\ntgpZ+cy6MiZKns/S58bmIS82H119nfj0OCPhCDSRMpQg0pOvWOmJnbZj1Rmm+L5m4HUAhGUnHT5k\nJwDf69vBqhNtbLD2WwAwKwx+3+dZK0kilQKAYUlk6NJx/K4rdXSJitIn4KebtmJ0ylhUdJXj+V3P\nSr6uQK0GAWB8+kTMypmLe8c+4NdmcACriy3v6r+hS6749hHmJQYO6Yln3ben+ZlLBcT1BJAu3VIK\nkKTL7dXMbJDYgKVwwFnzHXzxDTjLmaKSk+CRriN2g+KK72YJ9N5AlPn2iMLCQnR2doZyLSFHVQdb\nfMd5vlikaFOwIO9y2Ggbvj73heBj1p5nBk+vG7zY6++7Y8SvsPOW/Vg69DbRa8zR5yJGqUeLqZmL\nZObjGDvkOT7DuSWe7SU1UQh76nbBaDViRPKooIb7PKGQlR9Y7VbIKBlmZDlvFgj7veYs814GMmwZ\naszPX4gEdQJOth7H6dZT2F1XjKruSmTrc3AD+9kLFt9m4vPt+YIsyHyzhXgwkgGCkcmjmbCg7kpU\ndJb7fkIAKGE9vvnBSMNcNo9EchKj1HObvCx9Nj6+itnEFNfuEIwjDwbEalAXQPGtVWjx1XVr/U5I\nJa5D5f0oO2lji+8kCYrvHBF2gyQz4VItvq8ccA0X5JSgibzim8ivIpX5lmpTwL+eR4ctgwepB8TO\nC7VK4PENRJlvj3jhhRfw+uuv44cffoDdbg/lmkKGyk6GqfE1ZX0zWywLSU8MFgM2Vf4EAF4DDwCm\nfVuYNNQvBo2iKAd72O7OfpPY66IM52Gw9JgMyCgZmo1NoobZiMuJ1JITAn5BNiZlrBsLTCwHSds2\nEplvtVyN6wYxRfbX577AZ2f+C4CRJqWxurhmQebbe8gO4CiwieOJ1W7FvoY9zH0SMN9ymRwzsmcB\nCJ79ttgsONR4wM3J4zwrOxnM87AfksR87uc7SmCxWbjOxxUFVzox0TmxuciPK0BXXydOsrZoUsHB\nfAfvfCMWxBGivJ/sBmmadhx3XjouYiHGbrC6S9z59GJFjDIGVw24BgAQH0HFNxlwJQjEZjBUSNIm\nQ07JoVfGIlkiGZIz8x0tvoMFF7QjUnZCCKjUIPM1osy3B7z//vvQaDRYtGgRYmNjkZeXd8HFy1cR\n2YkPpmZhwRVIVCfiVOsJHGft8Ag2VzKSkwnpE0PG+JBwgzOtzkOXHeZ2VHZVQKPQYHjKCKf7FDIF\nMnSZoEEL+ke7Yivr7x0KyQkApwjkmTxXFoLpPCZcTsk5pjzScBPravDFuc/wXSlTSC4ddjvS2Bab\nN9mJN+0tKbAbDHWw2W24f/M92FW3E3GqeMzJnSfJ2i9ji29i9RgoVpz+CFd+PQ+v7n+Zu81is6C8\nqwwUKG6wGGD0vXlxBbDYLSjvLMM6tkskNJjMud7UShsGxFkNSmA7KRbEbrCsn+wGeyzdsNqt0Cli\nJEmRFBMx7ykz4VLCXaN+C4VMgYmZ7lkP/YU0XbqTBCCSim+9Uo93F36A96/4KKAZHyGQlEsgKjuR\nAg7Ntzjmm1wDk4MI2AGiVoMe0d3djcLCQsyaNQuTJk3CwIEDL7h4ecfApfeLhVquxi+G3AQAeHbn\nk+i19XL3fVvq3eVEChDm+7SL7vtYCyM5GZM2RtCdhJMyCAxdVndX4UDDPmyoWI8PT7yPs+1noFfG\nYnLGVKmXD8CZ+RYK+ciLy+c2L8NShkVs7PTkzKnIjc1Dg6EeRqsR07JmYED8QO7iJjRwSVwnvLFh\nxOu7prsGy7fdj9UlXyFGqcfni76WrJghYTs7an8OqiAkUoq3j7zJzUFUdlXAarciNzbPrcglMfM/\nVa7HERfJCR9EerSrbkfAaxNCMFaDgSJZk4xYVRy6+jo5+Uc4IaXkBBDHfBM9eG5cZJ/3Q4kpmVNR\n/3ADnpvzfH8vhQNFUZz0BJDG0k9KXD94MeZJ2HHN4zkUpUaZ76CRTmQnIjXfLUZWdhKk5vtSC9kR\n7S+3bdu2EC4jPKjrroOMkolq6z84/mF8X7YOu+p24v5Nv8d7l/8HJquJcznxJTkJBsRu0DWu+mjz\nEQBAUYawBVq2PgcHGveh1mXo8s3Dr+PF3X92e/zs3LlBx/t6Qrw6ARPSJ6LJ2OSxwJ+WNQPVZ6sw\nOm1MSNYgBWSUDDcOuRmvH/obAODWYXcAAGJVcVDJVDBYemC0GBEPh6SiUwzzzV4QT7edxOm2k9Ap\ndPjsmq8kdW0ZkliIdF0GGo0NONt+htvU+YvuPiZQyGg14J+HXsNLl/2V03sP5jmdEAxLGoENlT/i\n7cNvAHCXnBCQ7sfuul2w2W2SWUWagrAaDBQUxXQAjjYfRnlnadD2bHbajg+Ovwc7bceghMEYlDAE\nCYkjPb5HZM5AimFLQBzzzaVbXqKyE4IkrTTvuZQYlTIG26q3gAIlyQxJJCM/KjuRFCmaFMgpOVpM\nLeiz9UElV3l9fKtZGs33pcZ8+23u3NbWho0bN6KyshIqlQq5ublYuHAh4uLiQrE+SUGDRlZMtqiC\nM0ufjc8WfY3r11yFtaWrkbYzDVMyp8FkNYVUcgI4O57QNM215441McW367AlgUNH7Mx8rz73JQBg\neNJIZOmzkKxNQao2DXeNujsk6ydYc8N6phXuof1/+/A7sanqJ9wy6paQriNY3FS4FK8f+htilHos\nYjddFEUhRZuKOkMtWkzNyARTbNnsNnT2doAChTgvoRsp2hQoZUpY7BZo5BqsuHoVpmZNl3TdFEXh\nsuxZ+LrkC/xcvTXg4rvH0sP9+6MTH+D3Y+9z2AzynE4IiNc3CZzx1CUiuu/KrgqcbD2OManjAlqf\nK4KxGgwGA+IH4GjzYZR1lga9idpWvRl/2vmE020quQp3jrkT/zPt726PJ8y3FHpvgPGGllEyNBjq\nBS/AZqsZTcZGRu4WgoHtKIIDYb5TdWkR21WUCukxGVDJVOiz90WLbwkgl8mRpktHvaEOTcZGn51Y\nKdItAcajXkbJYLD0wGKzhIwYjBT4VXy//fbbeOyxx2AymZxu12g0ePXVV3HfffdJurhQwJ+W/qiU\n0fj4qpW4Zd1i/N/xd7G21LN+VUqkadOQpElCm7kN9YY6rm1Ihi09Fd/ZArKTJmMTTrYeh0auwU83\nbQ1rEIRarvZ64p+WNQPNjzK75tbWHo+P628UJg3Ff674L5K1ydAr9dztKTpH8Q0wBWdnnyNq2huT\nK6NkGJ0yBidajuOjqz4VlOZIgXl5C/B1yRf4tnQN7hm7LKDX6LEwzHdmTBbqDXV4bf9fYQczKMsf\ntiQgnRsAHiUnBDOyZqKyqwLFtTslK76NQVgNBgOH13fwQ5dn2ITbYUnDkapNw/mOEtQb6vDB4Q/w\n4pRX3Y6t9l5WdqKWhoVVypXI0GWizlCLup5azv+coJZ1OsmKyZY03CoKaTA1czp0ipiQyQojCTJK\nhuHJI3Gi5ZjbcRpFYMiIyUC9oQ4NhnrRxXewmm8ZJUO8Kh7tve3o7GOC9y5miNZ8r127Fvfffz+G\nDx+Ozz77DIcPH8bBgwexcuVKjBo1Cg8++CDWrVsXyrVKAn8n8y/LnoW35r8HAGhiE59CKTkBiOOJ\nc9JlZ28HKrrKoZar3YYtCRwpl47imwzbTc2aHhEJbBcqFg26jkvmJCAnB/7QJefxLcL398vr1uLA\nL49Lqn90xVUDF0Gn0GFfwx5UdlUE9BpEdvLUlGchp+T4/Oyn2FHDJGcKMd9DEgq5sIXL86/wWgSH\nQvdNrAbDqfkGHEOXUgTtlHacBwDcOeLX+Pr6dTj6qzNI0iaBBi0YYe/w+JYu7IVYuAnFzHOSk0vU\nZjDSkaXPxr47jnLXrosdH135Kb5fvBHpUeZbEqS7DF3a7Dbcu/G3WPDlLLfU22YJouUJHLrv9qBf\nK9Ihuvh+5ZVXUFRUhOLiYixduhRjx45FUVERbrnlFuzcuRNFRUV49dVXQ7lWSZDnxePbE24YciNe\nmvEKAIZRCMcFhxu6bGV038R1ZWTyKI/tGKGUy21s0MKc3PkhW+ulCqGhS057KyJlMFYVF/KWvV6p\nx5WsHRqRH/mLnj6mKzEqZQxuG34n7LSdmysQYr41Cg3ngOLLC99V9y0FONlJ2Jlv6ewGSQFPLAwB\nID2GKSyEHHba2eNOqoFLwEFUCA1dRp1OIh9purSwOv70J7JjczA+fWJ/L+OiQYaORMwzQ5cv730R\nX5d8gWPNR7C/Ya/TY1uMxGowONkJcGnpvkUX30ePHsWdd94JtdpdRqBSqXDHHXfg8OHDki4uFPAW\nLe8N94xdhh8Wb8IHV6yQeEXC4GK6Wa/vo6zee7SX1nw2x3wzhRFN09hesxUAMDtnbsjWeqkiVcvY\nWjkz36zTSQQl3hG7xK/OrQrI9cTAar5jVbF4ZOLjnJQoXp3g8YT74oyX8dD4R3FFwVVeXzsUft/9\nYTUIgNtwSFF8E+Z7YPxg7jZSfDcLJO+2S6z5BhysttDQZXW3OOeoKKKI4sID325wTcnX+Odhx5zJ\nkaZD3L+NFiOMVgPUcjX0ytigf6+D+b6wAx3FQHTxrVar0dPjWZfb09MDuTzytX/BBEJMzJiM1CAn\nesWC6GaJ1/cxVu891kvxnaJNhUKmQKu5FSarCefaz6LBUI9UbVpEJkhe6CDMN78Y4jy+JSyCgsXs\nnHlI0aagpOMcjrGOOf6gu68LAKBXxiJLn43fjLoHADA4YYhHr975+Zfj6al/FrTEdIXUft9Ga/it\nBgFGhqRXxqKjtwNtAtIQseix9KDeUAelTOnUZUuNYTZ7zSb34psMXCZKpPkGHIW1EPMdlZ1EEcXF\nC1J876jZhj9uZWaFyHn6UNNB7nGc04k2VRLfdhJMdynYDYouvmfPno23334bdXXuAS61tbV4++23\nMXPmTEkXFwpcKBcL4pV8tv0M7LSdsxn0VnzLZXLORrHeUIftrORkVs4cyQINonCAaL75KZek/R8v\nQnYSLijlStww+EYAwFclX/j9fOJ2olcxw6YPT3wMNw+9FQ9PeEyS9fmj+7bYLDBZTeix9KC7rwsG\nVt/Nh6mfBi4pipJk6JI8d0D8QKdhxnRSfBsFZCe90vp8A97tBmuixXcUUVy0INr5Q00HYbKasHTo\nbXh19usAgMO84ptITpIlGo68lCLmRRffL774Ijo6OjB8+HDcf//9ePPNN/Hmm29i2bJlGD58ODo6\nOvDCCy+Ecq2SIDs2ctK+vCFBk4iMmEyYrCacaDmGss5SqGQqzobQE/hBO5zkJDcqOQkFSBfESfPd\nK17zHU7cVLgUAPBNyVew2q2in9dr64XFboFKpnKSm7w1/z0sLLhSkrWJ1X1/eOJ95P47Ffn/v707\nD4+qPPsH/p0lk20y2chOgLBvAUKCCYSwCUUBRUUsi+CSolgq4Ku2St8q0FJbrRQUEcX8pErF4qug\nWMUINCAYliIEZIewJ5AASWayMJNkzu+PyTmZyXpCJrPl+7kuLsOZM2ee40OSe+65n/t5PwJd10aj\n2wcd0XVtNDKO2i4qq6gUy04c22oQsE/pSa5YchLU3eZ4UzXf4loDR5WdsOabyHNFWK1FSggfjDdG\nrkDXoG7QaQJxrSwf+aWWJGxtm0H7BN/taYt52cF3fHw8srKy0KdPH6xevRoLFizAggULsGbNGvTu\n3Rs7duxAQkJCW4611cL9wx2eDWsNcdHlZ6c+BQD0De3XbMN7cdHlxZIL0sf4rPduGx0a2GJe6nbi\nQmUnAJAQnoi4wK4oKL8udSqRQ+x0Ima924Kcum+zYMaqQytgFszQKDXwU/vBV+0LAQK+u/CtdF6V\nuQomswlKhRIaZdPfK21BzHznFt95xxOx3rtboG3wHa6tqfluouzEnpnvGKvuSWbBLB2vrK5EXtlV\nKKBwqa3Licg+uui6wN9LizDfcHx4zz/ho/aBUqHEoHBLm2Ox9ETsvNTaHt8icVfoCyXn7XI9VyY7\n+D527BgSExOxd+9e5OfnIzs7Gz/++CPy8vKwf/9+pKS4fj/RtE4jnD2EFhEXXX5+xtKlYkBY829u\nxHaDX53bhPKqMvQK7u3xO5w5S4PBt5iBdKEFl4ClJELMfv/f6X/Jfl6pGHzbYTFNU5qr+95z9Qdc\nNlxCbEAnXHq6ABeeuobtUy3n5lplmSus6r2dUWplj7ITKfiuk/kO9xPLThpYcGm07w6XgGXBagff\nMFSaK3G9puUYYClpMwtmy+YmzSQDiMj9aDUB2PnLbOyatk/6NB0ABocnAgAOXSowqU4AACAASURB\nVLcE34V22mBHNCJmJJQKJT499U/sy99rl2u6KtnB95gxY7Bo0SIAQEREBJKTk5GSkoLIyMg2G5y9\nfTrlU2cPoUX61ATfYnA3MLz5TUjEzLfYYpAlJ21HrHO7WXFDygyWSH2+XSvzDQBTarqefHP+6wZr\npRtSW+/dtsF3c3Xfn578JwDgkV7TpR7inXSdoVKocFl/EcZqIwDnbbAjigtqfa/vXLHNYGA3m+MR\nWrHs5IbNcetdVQM19n3TFyvVfdcuumS9N5Hn66TrjFDfUJtjCRE1wXehpeOJvWu+B4Yn4NmE52AW\nzPjN9qek5I8nkh18l5WVIS7OvXePEn9pu4u624E3tdhSFOVvCb4FWFrKseSk7XirvBHoHYRqoRpF\nFZbMY20G0vWC766B3ZAYkYSyylJ8d+EbWc+pzXy3XdkJUJv53nUlC9fK8m0eM5j0+Dr3SwDAL3vN\nkI5rVBrEBnSCAEH6mNKZ9d6AfTLfuY1kvhtrNSiWOgU2s6vqnRBbs14pra37FmvAY1nvTdSuiJnv\nwwU/wSyYpcSgPXp8i14c8jL6dxiAi/oL+MOel+12XVcjOxpduHAhli9fjgMHDrTleMhKj5Be0tde\nSq9mF1sCtZlv8TlDazKK1DbEhSbi7qfFt12vz7c1sfRk85nPZZ0vbi3fljXfgGUh9MSu96OiqgJ/\n3b/M5rGvzm5GRVUFhkUPr7d9tBigiqUaYptBR2+wIwr3DYe/lxZFxiKp93ZL3Lp9E0XGIvh7aRFe\nZ7e+cP/avvLW/dprd7e0X8mJSGzNellfP/juqGXmm6g9ifCPRJR/NAwmPc4Vn7X7gkvAklRZPXYt\nvFXe+OeJj/Dt+X9Ljx278TP+d/fv8IfdL0m/a92V7OD74MGDyMvLQ3JyMrRaLTp37oyuXbtKf+Li\n4tC1a9e2HGu7o/XSopOuCwCgT2g/qdtEU6KtFkANiUxu84xleyfWuhWUWX4ISX2+XbDsBABG1+x0\nKu6Y2hxxd8sAL12bjUn0vymvQq1UY8PJ9ThR098eADacXA8AmNZ7Zr3nSMF3iSX4rq35dk7w3dp2\ng9b13nVr1v28/KDVaGEym2y6AbTFYkuRuCPwtkuZuF11GwA7nRC1Zwk12e+frv/X7gsuRb1D+uB/\nUxYDAJ7PehYf/vwB7v18DEZvHIb3j7yL946sxvBP78K/c7fY9XUdSXbwXVFRgcTERIwYMQJJSUmI\ni4tDp06dpD+dO3dG586d23Ks7VKfmmy3nJITwPIOVAzSWXLS9qw32hEEQWo16GrdTkSddF3gpfTC\n1dIrUj13UwwOynwDQLegHpjd9wmYBTP+mP0KAEsJxv5re+Gn9sekbpPrPUdsxyeWatRuLe+cshOg\ndaUntZ1OujX4eG27Qev2ljW7W7bBG757ukxEiE8I9uVnY+a/p6K0shSXSy3BtxiYE1H7MVis+y44\nKNV82zv4BoA5A55BWsdRuFFxA7/b9T84eP2/CNDo8ET/X2FIZDIKyq/jia0zkf7dbFyv+eTZnTS6\n/dzLL7+MqVOnYvBgS2uZrKwsR42pnpKSEjz66KMwGAwwmUxYvnw5UlJSsHfvXixcuBBqtRq/+MUv\n8MorrzhtjG1ldKex+O7CtxjXWV5PZYVCgS66OJwqOonRne5u49FRbea7ABVVFTBWG+Gt8nbZlpZq\npRpdA7vhVNFJ5BafxYBm3tSJmW9HfYLyfNJL2HjqU2y7lIkfruyU2iJO7v5gg2MQ2/GJQatY8+3M\n//+t6fUttiis2+NbFOEfgXNF51BYUYDuwT0AWO1u2QaZ75iAjtg0+Rs8/NX9+OHqTvxyy4PIK70K\ngGUnRO2RmPk+VHBQKjux14JLa0qFEm+PeRfTvn4IARodZvV9HPd3exB+Xn4wC2Z8+PNa/DF7Mbac\n24wfr/6ArF9mI8LffRqANJr5XrlyJQ4frt2KWqVS4ZNPPnHIoOr6+9//jnHjxiErKwvr1q3DvHnz\nAABz587Fhg0bsHv3buzbt89mvJ7i8X7pOPrYadwTN0H2c5aPfhtvj1kj9eSktiPtclleKO1u6Yqd\nTqx1C7IEbWeLzzR7rrS1fBt3OxGF+YXh2YSFAIAl2X/AxlMbADRccgI0XvPt6+XYreWtSb2+76Dj\niVg+U3expUjaYt5q0aX4764tyk4AoE9oX3z14LeI9o/BgWv7cLX0CgD32bCMiOxnYNggKKBATuFh\nmMwm+Htp2yzZEa2Nwa5p+/Dvh77HtN4z4Vfzc12pUCI9/mn8MH0f4jsMxM3bN5F5cWubjKGtNJr5\nDgwMREZGBiIiIqDVaiEIAk6cOIFdu3Y1ecERI+zfS/u5556Dt7ellKKyshK+vr5SFlzswDJ+/Hhs\n27YNgwbJK89wF0qFssXv5oZEJmNIZHIbjYisSZnv8gIUVYgZSNcOvnsE9wTOA2eKTjd7rtRqsI37\nfFt7euA8fHjsAxwptLyZ7qKLQ0rUsAbPjdbGwEflg8KKAuiNJU7bWt6amPk+K+P/b13im4i6bQZF\n0hbzVhvtiGUnbZH5FnUL6oGvHtyKKV/dh4v6Cwj1CYW/kzrKEJHz6LwD0SO4J04XnQJg38WWLRUb\n0AlTej6CozdykFNwGLP6Om0oLdZo8P3b3/4Wzz//PO677z7p2LJly7Bs2bLGngKFQoHq6sa3h5Yj\nIyMDK1assDm2bt06JCYm4tq1a5g1axZWrlyJkpIS6HS1i8ACAgKQm9v0x7wKBRAY6JrlAC2hVlva\niXnCvYhrytz1Xrp0sGT/bpTfQEllCQAg1C/Epe9nQHQ/4CfgYllug+O0nhOTwhLMhgUGO+yeAuGL\nJSOX4OlvngIAPD7ocQQFNZ7J7h7SHT8X/oyC6isQ1JUAgCA/HQIDfZ3yvTLUZwgA4PitY/DVqmRv\nRGMWzLigt/wMGxTbH4G+tmNWKGp7fRvMxdI9lZotn05EBYW36X3GB/ZG1uyd+NXX6RgeO7xVr8Wf\nYa7JU+aFc9K2kjveJQXfkdoI2WNri3kZ2uUu4Efg2K0ch/4/au28NBp8P/fccxg7diyOHj0Kk8mE\nJ598Ek899VSb72SZnp6O9PT0esePHj2K6dOn480330RaWhr0ej0MhtoG7Hq9HkFBrtnejTxXWM2u\ngwVl16Ve38G+bZeBtIdeoZYWlqdvnmr2XIPR8j2m07R9txNrs+JnY+2h93Hq5ik8Gj+ryXN7hPTE\nz4U/48ytMyiT+nw7r+xE561Dz5BeOH3rFI4V/oyESHnlX3mGPJRXliPMLwzBvg1/eiIuuLxeVrvA\n6FbNJy51N8RoC9EB0fhm+rdt/jpE5LoSo5Lw8dGPAQAd/Oy/2LIlEiIsO38fLTwKU7XJbXbdbTT4\nBoD4+HjEx8cDsGSfH374YYwdO9YhA7N2/PhxTJ06FZ999pk0Hp1OB41Gg9zcXMTFxSEzMxOLFy9u\n8jqCAJSUVDhgxG1LfKflCfcSGmpZROeu9+JrtgSl18sKcKPM0oFCq9K59P1Eqi0L5U7fPI2i4rJ6\nm09Zz0lRmaWlnbJK4/B7+mzSFlRUVUAndGjytTv5W0rPjuYdl9rzKc1eKCmpcNr3SnzoQJy+dQq7\nc/eiq2/z/fkB4PCVnwEAcbpuDY43NFQrvdm7WpIvnVNgsCx68jZrXfrfnTX+DHNNnjIvnJO21Sdg\ngPR1kFeI7LG1zbxoEBfYFedLcrH//E+IDxtox2s3Ts68hIU1Xq4pu9VgVlaWUwJvAFi0aBFMJhPm\nz5+P0aNH48EHHwQArFmzBjNnzkRycjIGDx6MIUOGOGV81H7VLrgswC0X32BHpPMORLhfBG5X35Z6\nNjfGGTXfIn8vf1n1hOLixNySsy7RahAABoVbsjE5hYdkP+dcIztbWpO2mK9p8QVY7arq4gt9icgz\n9O3QHxqlJcPcFm0GW0psxZxT6D5NN5rMfLuKzZs3N3g8OTkZ2dnZDh4NUa1A7yColWrojXpcK7Vs\ni+4OQVCPoJ4oKL+Os8Vn0EnXeH9+Q8328gEO6nZyJ7pK7QbPSYsOnbXDpWhgTaehwwUtCL6b6XQC\nWG0xX2Hd7aTtF1wSEYm8Vd7o3yEePxUcdOqCS9GAsARsPvtFzSL9x5w9HFlkZ76JqD6lQolQH8sP\nn9M3Ld0tXHWDHWvdg3sCaL4jh7i9vL8DNtm5U9btBsulPt/Oq/kGgP4d4qFUKHHi1jFpZ8jm5Eqd\nTmQE39aZ7zbc4ZKIqCETazY9S4q8y8kjqc18H3GjzDeDb6JWEj92O32rJvh28bITAOheE7CeaabX\nd5kTy07kCvEJQZB3EEorDbiovwAA8PVybuZb66VFz+BeqDJX4fjNn2U9R2ozGNRwm0HAsphTo9Sg\nvKoMZZVluF11G+VV5fBSesHfQRshERHNGzQf5351BYkRzi/3je9gqUE/dvNnVFZXOnk08sgOvo8d\nOwaz2dyWYyFyS2E1q73PF1vaxLn6JjtATa9vNJ/5doeyE4VCIWW/f75xFIDza74BYGCYpe77sIy6\n78rqSlwyXARQu0lPQxQKhbTo8kZFIYqNtRs7iYtNiYjamlKhRICDu2A1JsgnGJ11XWCsNuJU0Uln\nD0cW2cH3mDFjsGjRorYcC5FbEjPfZsHy5tQ9Mt81wXcTme/K6koYq41QKVTwUfk4amh3RCzV0Jss\nvdaducmOSFp0KaPu+7LhIqrMVeiojW127GE1/94si3xZckJEJCY73KX0RHbwXVZWJu0mSUS16q72\ndoea744BsfBR+eB6+TXojSUNniPWe2s1AS6fVa27SNHZNd+AVea74Kdmz60tOWm83lsk/nsrrCjk\nYksiIgADpI4n8he5O5Ps4HvhwoVYvnw5Dhw40JbjIXI7dYNvd+h2olQopUCvsey3VHLiwvXeorrB\ntzM32RH16xAPlUKFU0UnUVZZ1uS5p2vKf7o1Ue8tEstOCssLUFTT3tId3vAREbWV2kWXOU4eiTyy\ng++DBw8iLy8PycnJ0Gq16Ny5M7p27Sr9iYuLQ9eujdcqEnmqsDrBt04T6KSRtEyPZkpPpB7fLtzp\nRFQ3Y+zsVoOApfSld0hfmAWzVIvekNtVt/HhsQ8AQNbipTDf2prvImNN2Yk3M99E1H4NqNlc5/jN\nn1FlrnLyaJonu893RUUFkpKSIAhCo+e4+kfTRG3Bus9poHcQVEqVE0cjX/fgHgCAs0WNBN8mS/Dt\nDl006i5SdIWyE8BS933s5lHkFPyE5KiUBs9Ze3QNLukvoHdIHzzUY2qz1xQX+BZWFECttPwIZ9kJ\nEbVnwT4h6BTQGZcMF3G66BT6hvaz6/X/e20/egb3gs7bPsk12cF3VlaWXV6QyNNYl524w2JLUfcg\nS/B9prjhjiellXoAlrZ5rk7rpUWUfzTyy/IAuMaCS8BS9/3PEx812vGksLwQKw7+DQCweNgyKZhu\nilTzXV4I75qFsAy+iai9GxA2CJcMF3Gk8LBdg+/9+fswadM4PNJrOlbd/Z5drtniHS5v3bqF77//\nHhcvXoRGo0FsbCzGjRsHnc41Ws4QOZpYgwu4R5tBkdhu8FxjZSc1mW9XaSfVnG5B3aXg28/L+a0G\nASChZqfLxjqevH7gzzCY9Li70ziM6TRW1jWtWw2Kb4yCWfNNRO3cwLBB+Dr3S+QUHsK03jPtdt2f\nCixrHS8bLtntmi0KvlevXo0XX3wRFRUVNsd9fHzwxhtvYN68eXYbGJG7CLUqO3GnzLdYJ51bfA5V\n5qp6WVd3qvkGLO0Gd1/dBZVCBS+ll7OHAwDoHdoXGqUGZ4vPwGDS27yROXHzOD4+/iFUChWWDPuz\n7GuKNd+F5QXSR6DBrPkmonZuQBstujxTsyC+uYXzLSF7weWXX36J3/zmN+jTpw82bNiAQ4cO4eDB\ng/jkk0/Qv39/zJ8/H1u2bLHbwIjcha/aV9qExp0ykFovLWK0HWEym6QNXqwZTO5TdgLUdjzxVfu5\nzPoTb5U3+ob2gwABRwuPSMcFQcCrPy6CWTDjsX5PomdIL9nXlLqdVBRwa3kiohoDwy3B97EbR1Ft\nrgYAXC+7hlWHVmJ//r47vu7polMAgNKaDmD2IDvz/Ze//AUJCQnYs2cPvL29peMJCQl46KGHMGzY\nMLzxxhu477777DY4IncR5hcOg8mAQDcqOwGAbkE9cLX0Cs4VnUHXQNs2d2Lm25V3t7QmtulzhTaD\n1gaGD8bhwkM4XHgIw2KGAwC+zv0SWZd3QKcJxItDWrZ5WbB3MJQKJYqNxSgovw6ArQaJiEJ8QhEb\n0AmXDZfw79yvsP3S9/i/0/9CpbkSSoUSvxvyeyxIfB5Khey8MwDgTE3w7ZTMd05ODmbPnm0TeIs0\nGg0effRRHDrkHs3Niewt3N+yCM4denxb6xEsLrqsX/dd2+3EPYLvXiF9AAChPqFOHomtQTWb7ezP\n34uNpzbg3s/vRvp3swEAzyf9DqG+LRuvSqlCqI+l1Omi/gIAZr6JiAAgvoOl5eCvMh/DhpPrUWWu\nQkrUMJgFM17b/0dM/3oKblTckH29GxU3pJ2ExYSUPcgOvr29vVFa2vgLl5aWQqVyjxZrRPYmlgK4\nWwZS2ma+qH7HE3GTHXep+e6s64KM8R9h5ZjVzh6KjYE128x/c34LfrP9aRy8fgA6TSB+k7AQv4p/\n+o6uKf57MwtmAOx2QkQEAKk1ny76qn3xZP85yJ75E756cCs+nfQ5QnxC8J/L23H3xuGyy1DErDcA\nlFeWST9zW0t22cnIkSOxevVqPPHEE4iOjrZ57OrVq1i9ejXS0tLsMigid9O7Q29sOfNVvX7Trk7s\neNLQRjvi9vLusMOl6L5uDzh7CPX0Cu6NMN9wFFYUIL7DQDzR/1d4sMfD8G9FRxbr9pZ+an94q+p/\nIklE1N480X8OugX1wKDwBIRYfQo6ptM47HhkD57KfAL7r+3FE1tn4ujjp5stQTltFXwLEFBeVW6X\ndVCyg+8//vGPSElJQZ8+fTBr1iz06mVZIHTixAmsX78eVVVVWLp0aasHROSOfp/6v5jUfRJ6aQc4\neygtIvb6PttAr+8yqduJ+wTfrshL5YVvpmyDwWRAv9D+dlkMar2rqjst8iUiaktqpbrRtq3R2hhs\nmvxv9Px/nVFYUQC9saTZT6utM9+Ape7bocF3fHw8srKy8Oyzz2L1atuPdZOSkvDWW28hISGh1QMi\ncke+Xr5I6TgUJSUVzZ/sQqL8o+Gr9sWNihsoNRlsAm2p7MRNup24ss66Lna9nnVveZacEBHJ46Xy\nQqhPKMoqS3HLeKvZ4Pt03eDbZAD8Ilo9DtnB97Fjx5CYmIi9e/fi+vXruHDhAgRBQJcuXRAZGdnq\ngRCR4ykUCkT5RyO35Bzyy/LRwyr4drduJ+0Jg28iojsT4hOCS4aLllatdbp81SX2+PZT+6O8qsxu\nHU9kL7gcM2YMFi2ytMSKiIhAcnIyUlJSGHgTublobQwAIK/0qs3xUinzzeDb1diUnbhZhx0iImcS\nExbiPgmNKa0sxdXSK9AoNegT2kc6Zg+yg++ysjLExcXZ5UWJyHVE+VsWUItbs4vcrdtJe2Jb883M\nNxGRXOLPzFvNBN9iF7CuQd0QWLN7dZmjg++FCxdi+fLlOHDggF1emIhcgxh81818c8Gl67IuOwnh\ngksiItlCZGa+xXrvHsG94F+z9knc/6K1ZNd8Hzx4EHl5eUhOToafnx9CQ0Nt+noLggCFQoHc3Fy7\nDIyIHCNKKwbftZnvanM1yqvKoYAC/uo7b4lHbSPMlzXfRER3ojbzfbPJ88R67x7BPZFf8/vRXjXf\nsoPviooKJCYmNnmOPVpoEZFjiTXf+WW1mW+x5MTfS8vvaxcU6ttB+jqINd9ERLKJ/b9v3S5q8jwx\n890zuBf0xhIA9is7kR18r1q1Cn379oVSKbtShYjcQLR//cy3wVizwQ5LTlySRqVBkHcQio3F3Fqe\niKgF5JadnLEqOzl58wQAJyy4vPvuu6VuJ0TkOaJqMt/XrBZcsse36xNLT1h2QkQkn5xuJ6ZqE86X\n5EIBBboH9ZB2JHZ42Qm7nRB5pg6+HeCl9MLN2zdxu+o2AC30Rj0AdjpxZc8MehbbLmZiYBg3NyMi\nkitERreT8yW5qBaq0UnXBb5qX+l3YWmlwS5jYLcTonZOqVDWazdY22ZQ57RxUdMe7fsY1t37T2hU\nGmcPhYjIbchZcCnVewf1BACp24nDM9/sdkLkuaK00bhkuFizonuAVPPNshMiIvIkcspOrOu9ATTb\navD9nNXYful7fDzhX7ISIi3qdpKUlARBEBo9h10RiNxTlH8UACCvpuOJ3lRTdsLgm4iIPIi/2h/e\nKm/crr6N8spy+Hn51TvHutMJAKua74aD73XHMnC2+AyO3TiKhIimOwMCLQi+s7Ky5J5KRG4myl/c\nYt5SdlLKbidEROSBFAoFgn1CcK0sH0W3bzUYfNf2+LYE31ovy+/CxrqdlNS0IiyvKpc1hhb3Dayq\nqkJ2djb+9a9/4dq1a9Dr9SgqarpXIhG5tmitWPNtyXzXdjth8E1ERJ4l2Lum7ttYv/TELJhxttgS\nfPcMFmu+LZnv8kZqvvWmkiYfr6tFwffGjRsRGxuL1NRUzJgxA8ePH8eePXsQExOD119/vSWXIiIX\nIm60I2a+2e2EiIg8VVO9vq8YLqOiqgJhvuEI8rFsYlbb7aR+5ruiqgLGaiOANsh8Z2ZmYsaMGejZ\nsyfefPNNqfY7Li4OCQkJeOmll/Dxxx/LvRwRuRCp20mpbeabZSdERORppI4nFfU7npypU+8NWHc7\nqR98i7tfAkB5pZ2D76VLlyIxMRE7duzArFmzpOO9e/fGzp07kZaWhpUrV8q93B05efIkgoKCYDKZ\nAAB79+5FSkoKhg8fjqVLl7bpaxN5stot5vMBAAaj5QeMPxdcEhGRh5G2mG+g7OS0VO/dUzomlp00\n1O2kxDr4rrJz2cmhQ4cwffp0m/aCIrVajWnTpuHkyZNyL9dier0ezz//PHx8fKRjzzzzDDZs2IDd\nu3dj3759OHz4cJu9PpEnC/eLgFKhREH5dVRWV9aWnbDmm4iIPExTZScX9JaW2d2CukvHfFQ+UClU\nMJlNMFWbbM4vNhZLX5fZO/Ot0WhQVVXV6OM3btyAl5eX3Mu1iCAIePrpp/Haa6/B19cXgCUYNxqN\n0q6b48ePx7Zt29rk9Yk8nVqpRoRfJAQIyC/NRynLToiIyEM11es7r6b8MkYbKx1TKBSNlp7oTbXB\nd3kj3VDqkt1qcNSoUcjIyMC8efPqPZafn493330XaWlpci/XqIyMDKxYscLmWOfOnTFt2jQMGDAA\ngCUY1+v10Olqd98LCAhodoMfhQIIDPRt9RidTa22fPrgCfcitoZ393vxhDnpqItBflkerhquSDXf\nkcGhbn1PnjAvIk/5XgE4L67KU+aFc+KaXGleYoIjAACl1SX1xpNfbgm+e0V2tXlM5x0AvakESp9q\nm3mpVFVI51QpTbLuT3bme9myZcjLy8PAgQPxpz/9CQCwefNmPPfcc+jbty+Ki4uxZMkSuZdrVHp6\nOo4ePWrz59SpU8jIyMDo0aNx7do1jB8/HoGBgTAYDNLz9Ho9goKCWv36RO1VjK4jAOCK/opUdhLg\nzcw3ERF5lhBfS833jQYWXF7RXwEAdNTF2hz3FzuemAw2x4tu17bblrv9vOzMd9++fbF79248++yz\neOuttwAAq1atAgAkJSXhrbfeQkJCgtzLtciZM2ekr+Pi4pCZmQmNRgONRoPc3Fzp2OLFi5u8jiAA\nJSUVTZ7jDsR3VZ5wL6Ghln/M7n4vnjAnYRpLJuCKvjbzDaPGre/JE+ZF5CnfKwDnxVV5yrxwTlyT\nK82Lj9kylsLSQpvxlFeW49btW9AoNfCuCrB5zE9l2YznWtFN9A2rBmC5l+vFN6Rzisv00nPCwhpP\nXskOvgEgPj4eWVlZuHnzJs6dO4fq6mp06dIFUVFRLblMq1hvYb9mzRrMnDkT1dXVGD9+PIYMGeKw\ncRB5mqiajidX9FdgMIqb7LDbCREReRZxweWtOjXfYr13lDYaSoVtcYhY812340mJybrbibwFly0K\nvkWhoaEIDQ29k6e2mnVdd3JyMrKzs50yDiJPI+5yeankspT5ZqtBIiLyNLULLm13aL9SehkAEKPt\nWO85WmnBpW1pSYnResFlG+xwSUSeK9rfkvk+c8vS49RP7QeVsn5rUSIiIncW6B0EpUIJvakEVeba\nTn5i5lvc+8Kan9jru9K25tu6z7fcmm8G30QEwPIxGwCcumnZ3UvLNoNEROSBlAolgrwtTTqss99X\nS2sWW2pj6z1H3PeiXub7DspOGHwTEQAg0t+ydkPcQID13kRE5KmkXS5v13Y8aSrzLe1yWaeXN8tO\niOiOeau80cG3g/R3Zr6JiMhTNbTRzhWDWPNdP/jWahreZMcm+Gbmm4haKsq/9gdOALeWJyIiD9VQ\nx5PazHf9BZfSDpd1up3orWq+y2VuL99ot5O4uDibtn7NEQQBCoWi2V0mich1RWujcfRGDoDad/lE\nRESepm7mWxAEXK0JvjsGyOt2YhbMdWq+y6R4uCmNBt+dO3eud+zQoUMwGAwYMGAAevXqBbPZjNzc\nXBw6dAgdOnTA3Xff3eSLEZFri/KPlr5mm0EiIvJUwd41mW+jJfguNhahvKoM/l5a6DSB9c73b6Db\nSVllKcyCGX5qf1SZK2Eym2CsNsJH7dPkazcafGdlZdn8/bPPPsOTTz6JHTt2YNSoUTaPZWdnY8KE\nCRg2bFiTL0ZErs16kUmARufEkRAREbUdqeykZot5Mesdo41pMHMtroOyznyLbQYDvQNRUVUOk9GE\nssqyZoNv2TXfixYtwvz58+sF3gAwdOhQLFy4EH/729/kXo6IXJB15pvdToiIyFOF+Fq6nYhlJ3k1\nbQYb6nQCNNztpLhmsWWQdxD81JbHy6ua73gie4fL/Px8hIeHN/q4VqvF5KJ8VgAAHg1JREFUrVu3\nGn2ciFyf9Q8d1nwTEZGnqlt2ItV7N9DjG2i45ltcbKnzDpQ265Gz6FJ25nvAgAH44IMPUFpaWu+x\ngoICvPPOO0hOTpZ7OSJyQeIW8wC7nRARkecKqbPg8qqhucy3JfguNdXWfIuLLQM1gdIOmHJ6fcvO\nfC9duhT33nsv+vfvj+nTp6Nbt26oqKjA6dOnsX79ephMJmzcuFHu5YjIBUVal52wzzcREXmout1O\nxN0tYxpoMwg0nPkWe3wHegfBULMQU06vb9nB99ixY/Htt9/ipZdewl//+lfpuEKhwIgRI/Dmm29i\n8ODBci9HRC7I38sfQT5BKL5dzJpvIiLyWHX7fOeV1Sy4bKDNIFBb891w8B0o7ZRp18w3YAnA//vf\n/6KgoAAXL16EQqFAly5d0KFDh+afTERuoWNAR0vwzcw3ERF5KOvMt3WP74Z2twSsNtmpLJV6edd2\nOwmSyk7KZATfLd7hsqqqCufOnUNubi46duwIjUaDoqKill6GiFzUuG7joPPWoW9oP2cPhYiIqE1o\nVBpovQJQLVSj2FiE/Jrg23qnZ2sqpQq+al8IEKRFldaZbz+1HwB5ZSctCr43btyI2NhYpKamYsaM\nGTh+/Dj27NmDmJgYvP766y25FBG5qL+NexMFzxci0j/K2UMhIiJqM2Lpyemi06g0VyLEJwR+Xn6N\nni9mvw01iy5rF1wGSWUpcspOZAffmZmZmDFjBnr27Ik333wTgiAAsGxDn5CQgJdeegkff/yx3MsR\nkQvzUnk5ewhERERtSiw9+flGDgAgppE2gyKp17fJ0vlP30DZiV0z30uXLkViYiJ27NiBWbNmScd7\n9+6NnTt3Ii0tDStXrpR7OSIiIiIipwn2CQYAHC08AqDxem+RtqYFr9husLihshN7Zr4PHTqE6dOn\nQ6VS1XtMrVZj2rRpOHnypNzLERERERE5TYiPZZfLn28eBdB4j29R7S6XlgC7xGqTHWnBpT0z3xqN\nBlVVVY0+fuPGDXh58aNqIiIiInJ9Ys33yZvHAQDRjfT4Fok7PxuMlsy3vqbm27K9vJj5tmPwPWrU\nKGRkZKCioqLeY/n5+Xj33XeRlpYm93JERERERE4j1nybzCYAlla7TbFuNwhYlZ1oAqWFmuJjTZHd\n53vZsmUYOnQoBg4ciAkTJgAANm/ejC1btmDdunUwGo1YsmSJ3MsRERERETmNmPkWNZv5tup2UmWu\nQlllKRRQQKsJgJ+6DRZc9u3bF7t370Z0dDTeeustAMCqVauwcuVK9OjRAzt27EBCQoLcyxERERER\nOU1wneC7uQWX1t1OSm6LnU4CoVQorVoN2nF7eQCIj49HVlYWbt68iXPnzqG6uhpdunRBVBT7ARMR\nERGR+xAXXAKAAgpE+jUdz9Z2OylF0W3LBpM67yAAqG01aM/t5e+++248+uijmDJlCkJDQxEaGtr8\nk4iIiIiIXJB12Umkf1Sze1zYZL6t6r0BSDXfdi07yc3NRXp6OiIjIzF16lRs2rQJlZWVcp9ORERE\nROQyrMtOmmszCFh1OzEZUHy7ttMJAPi3RZ/v8+fPIzs7G3PnzkV2djamTJmCiIgIzJkzB1lZWXIv\nQ0RERETkdNbBd0wziy0Bq24nplIUS2UnYua7ps+3PYNvAEhOTsby5ctx+fJl7Ny5EzNmzMDXX3+N\nMWPGIDY2Fi+++GJLLkdERERE5BT+an9olBoALQu+DaZSmzaDAGr7fNuz7MSaQqFAWloaVq1aha1b\nt2LSpEm4evUq3nzzzTu5HBERERGRQykUCoT4WtYwNtfpBLCt+S6Wup3UX3ApCEKT12lRtxPRTz/9\nhM8++wyfffYZcnNzERAQgMceewwzZ868k8sRERERETlcsHcIrpXlN9vjG6jNfJeaDFLZSWBN2Yla\nqYa3yhvGaiNuV98GoGv0OrKD70OHDmHjxo1SwK3RaHDPPffgtddew3333QcfHx+5lyIiIiIicroB\nYQNxtvg0BoQNbPZccZOd0spSFN+uKTupyXwDltITY7Wx2V7fsoPvxMREqdzkd7/7HaZOnYqgoKDm\nn0hERERE5IJWjH4HS1KX2fT8boxtq8HaTXZEfl7+KDIWobyq6UWXsoPvxYsX4/HHH0enTp3kPoWI\niIiIyGWplCpZgTcAaDX1N9kRF1wCVosum8l8y15w+c4772D16tVyTyciIiIi8hhi5ttgMqBEKjsJ\nlh6vbTdY2uR1ZAffZWVliIuLa/FA7aG6uhoLFizA8OHDcdddd2Hr1q0AgL179yIlJQXDhw/H0qVL\nnTI2IiIiIvJ8PiofqBQqmKpNKCgvBFC37EReu0HZwffChQuxfPlyHDhw4E7G2yoff/wxqqqqsHv3\nbmzevBknTpwAAMydOxcbNmzA7t27sW/fPhw+fNjhYyMiIiIiz6dQKKSOJ3mGqwBsg29/dW27wabI\nrvk+ePAg8vLykJycDD8/P4SGhkKlUkmPC4IAhUKB3Nxc+XchU2ZmJvr3749JkyZBEAS8/fbb0Ov1\nMJlMUjZ+/Pjx2LZtGwYNGmT31yciIiIi0nppoTeVwFhtBFCn24nU69tO3U4qKiqQlJTUZONwhUIh\n93KNysjIwIoVK2yOhYWFwdfXF19//TV27dqFJ554Ap988gl0utoeigEBAc0G/goFEBjo2+oxOpta\nbXnT4wn3Iv6Tcfd74Zy4Js6La+K8uCZPmRfOiWvylHkJ8AkAahLbGpUGESHBUvwb5GdZkCl4VTZ5\nDdnBd1ZW1p2NsoXS09ORnp5uc2z69OmYOHEiAGDEiBE4ffo0dDodDAaDdI5er2frQyIiIiJqMwEa\nrfR1kHeQTeK5dsGlncpORFVVVThw4AAuXbqEkSNHws/PD9XV1QgODm7+yXdo+PDh+Oabb/DQQw8h\nJycHnTt3RkBAADQaDXJzcxEXF4fMzEwsXry4yesIAlBSUtFm43QU8V2jJ9xLaKjlH7G73wvnxDVx\nXlwT58U1ecq8cE5ck6fMi4/ST/papwm0uR+14A0AuKkvbvIashdcAsDGjRsRGxuL1NRUzJgxA8eP\nH8eePXsQExOD119/vSWXapE5c+ZAEAQMHToUc+fOxZo1awAAa9aswcyZM5GcnIzBgwdjyJAhbTYG\nIiIiImrfxF0uAdvFloBVn297bbKTmZmJGTNmIDU1Fb/97W/x/PPPAwDi4uKQkJCAl156CVFRUZg1\na5bsG5BLo9EgIyOj3vHk5GRkZ2fb/fWIiIiIiOoSS0sAS+bbmtgJxW6b7CxduhSJiYnYsWOHTYDd\nu3dv7Ny5E2lpaVi5cqXcyxERERERuRWtV4D0dZC37VpDu/f5PnToEKZPn27TXlCkVqsxbdo0nDx5\nUu7liIiIiIjcir915rtu8F1TdtLcgkvZwbdGo0FVVVWjj9+4cQNeXl5yL0dERERE5Fa0Vt1OAuuU\nnUh9vu2V+R41ahQyMjJQUVF/lWp+fj7effddpKWlyb0cEREREZFb8bdecOlzZ5lv2Qsuly1bhqFD\nh2LgwIGYMGECAGDz5s3YsmUL1q1bB6PRiCVLlsgePBERERGRO7HpdtJY5tteZSd9+/bF7t27ER0d\njbfeegsAsGrVKqxcuRI9evTAjh07kJCQIHvwRERERETuxLrmu+6CS397by8PAPHx8cjKysLNmzdx\n7tw5VFdXIy4uDpGRkS25DBERERGR29Fqarud6Or2+fayc59va6GhoQgNDYXJZML3338PlUqFsWPH\nQq2+o8sREREREbk868x33bITf7WdM99GoxHz58/H+fPnkZmZCaPRiJSUFOTk5AAA+vTpg//85z8I\nDw+XfQNERERERO5C29SCS3v3+V6yZAnWrl2L2NhYAMBHH32EnJwcLFiwAB9++CHy8/Pxhz/8Qfbg\niYiIiIjciU23E03dbifyFlzKznxv3LgRTz75JD744AMAwOeffw6dTofXX38dXl5eyM3NlR4jIiIi\nIvI01plvnUZn85hKqYK3yhvGamOT15Cd+b5y5QqGDRsGACgrK8POnTsxduxYaWOd2NhY3Lp1S/bg\niYiIiIjcic47EGqlGh18O8BLVX9zSbHXd1NkZ77Dw8ORn58PAPjuu+9gNBoxceJE6fGjR48iOjpa\n7uWIiIiIiNyKv5c/1k/+Z71OJ7WPa1FkLGryGrKD7zFjxmDFihXw9fXFO++8Az8/PzzwwAMoLi5G\nRkYG3nvvPTzzzDMtuwMiIiIiIjfyYO+HAAAlJfV3fRcXXTZFdvD997//HVevXsULL7wArVaLtWvX\nIjg4GHv27MGLL76I0aNH49VXX23B0ImIiIiIPIddy06Cg4Px/fffo6CgAIGBgfD29gYADB48GPv3\n70dSUtKdj5SIiIiIyM35WfUBb0yLd8UJDw9HQUEBLly4AJVKha5duzLwJiIiIqJ2T07mW3a3EwDY\nvn07kpKSEBkZiZSUFAwZMgShoaEYNWoUDh06dMcDJSIiIiJyd3bNfGdmZmLixIkIDAzE/Pnz0bVr\nVwiCgNOnT2P9+vVIS0vDzp07kZiY2KpBExERERG5I397Bt+vvPIKunXrhuzsbAQHB9d7LCUlBS++\n+CJ27NjR8pESEREREbk5Od1OZJed5OTkYO7cufUCbwCIiIjAvHnzsHfv3paNkIiIiIjIQ4hbzDdF\ndvAdFRWFwsLCRh+vqqpChw4d5F6OiIiIiMij2DXz/fvf/x4rVqzA1q1b6z12+PBhLF++HC+88ELL\nRkhERERE5CHkZL4brfkePXo0FAqF9HdBEKBUKjFx4kT0798fvXr1gkKhwPnz53Hw4EGEhITgv//9\nr31GTkRERETkZlq1w+X58+ehUCggCIJ0LDQ0FKGhoSgpKcH+/ful47GxsQCAH374oTXjJSIiIiJy\nW63qdnLhwgV7joWIiIiIyKO1quykIQUFBcjLy4MgCIiOjkZERMQdD46IiIiIyJPYZcFlRUUFli5d\nil69eiEyMhKDBw9GYmIioqKi0KNHDyxevBjl5eV2GTARERERkbtqdeb79OnTmDBhAnJzcxEZGYlp\n06YhOjoaXl5eyMvLw+7du7F06VKsX78eW7ZsQZ8+few2eCIiIiIid9KqBZd6vR4TJ05EcXEx1q9f\njxkzZtQ7RxAEfPnll3jqqacwefJkHDx4EAEBAa0bNRERERGRG2pV2cn777+PCxcu4Jtvvmkw8AYA\nhUKBBx54AJmZmbh48SLee++9Ox8tEREREZEb82/NDpcbNmzAI488grvuuqvZiwwaNAgzZszAp59+\n2rIREhERERF5CDmtBhsNvs+dO4fU1FTZL5aSkoKzZ8/KPp+IiIiIyJP4qltRdiIIgs0Ol82prq6G\nWt2izoVERERERB5DpVTBR+XT5DmNBt+9evXC9u3bZb/Yf/7zH/Tq1Uv+6FqgvLwckydPxsiRIzFu\n3Dhcv34dALB3716kpKRg+PDhWLp0aZu8NhERERGRXM0tumw0+J42bRo2bdqErKysZl/k+++/xxdf\nfIEnnniixQOU46OPPkKfPn2wc+dO/PKXv8Qbb7wBAJg7dy42bNiA3bt3Y9++fTh8+HCbvD4RERER\nkRzN9fpuNPieN28e+vbti8mTJ2Pt2rUwmUz1zjEajXj77bfxwAMPYMiQIZg9e3brR9wAX19f3Lx5\nEwBQUlICjUYDg8EAk8mEuLg4AMD48eOxbdu2Nnl9IiIiIiI5mst8N1qk7e3tja1bt2Ly5Ml4+umn\n8cILLyAhIQFRUVFQq9W4fv069u/fD71ej6FDh2LTpk3QaDStHnBGRgZWrFgh/V2hUGDVqlX4y1/+\ngn79+qGoqAi7du1CSUkJdDqddF5AQAByc3ObvLZCAQQG+rZ6jM6mVqsAeMa9iMsK3P1eOCeuifPi\nmjgvrslT5oVz4pra07zofJre86bJFZIxMTH48ccf8Y9//AMfffQR9u7dK2XAvby8kJqaitmzZ+Ox\nxx5r0eLMpqSnpyM9Pd3m2FNPPYX/+Z//wZw5c3D06FFMmTIFu3fvhsFgkM7R6/UICgqyyxiIiIiI\niO5Ec+0Gm21PotFoMGfOHMyZMwfV1dW4desWBEFAWFiY3QLu5pSVlUlZ7rCwMBgMBgQEBECj0SA3\nNxdxcXHIzMzE4sWLm7yOIAAlJRUOGHHbEt9pecK9hIZqAbj/vXBOXBPnxTVxXlyTp8wL58Q1tad5\n0Sia7nbSot6AKpUKYWFhLXmKXfz5z3/GnDlz8M4776Cqqgpr164FAKxZswYzZ85EdXU1xo8fjyFD\nhjh8bEREREREouYWXLpFY+7OnTsjMzOz3vHk5GRkZ2c7YURERERERPXdcatBIiIiIiJqmdiATk0+\nzuCbiIiIiMhO5iUsaPJxBt9ERERERHbiq266nSKDbyIiIiIiB2HwTURERETkIAy+iYiIiIgchME3\nEREREZGDMPgmIiIiInIQBt9ERERERA7C4JuIiIiIyEEYfBMREREROQiDbyIiIiIiB2HwTURERETk\nIAy+iYiIiIgchME3EREREZGDMPgmIiIiInIQBt9ERERERA7C4JuIiIiIyEEYfBMREREROQiDbyIi\nIiIiB2HwTURERETkIAy+iYiIiIgchME3EREREZGDMPgmIiIiInIQBt9ERERERA7C4JuIiIiIyEEY\nfBMREREROQiDbyIiIiIiB2HwTURERETkIAy+iYiIiIgchME3EREREZGDMPgmIiIiInIQBt9ERERE\nRA7C4JuIiIiIyEFcMvjetGkTZs6cKf197969SElJwfDhw7F06VLp+JIlS5CcnIzU1FQcOHDAGUMl\nIiIiIpJN7ewB1LVgwQJkZmYiISFBOvbMM8/giy++QFxcHCZOnIjDhw/DbDZj165d2LdvHy5fvowp\nU6Zg//79Thw5EREREVHTXC7znZqainfffReCIAAA9Ho9jEYj4uLiAADjx4/Htm3bsGfPHvziF78A\nAMTGxqKqqgo3b9502riJiIiIiJrjtMx3RkYGVqxYYXNs3bp1eOSRR5CVlSUd0+v10Ol00t8DAgKQ\nm5sLHx8fhIaG2hwvKSmxOVaXQgEEBvra7yacRK1WAfCMe1EoLP9193vhnLgmzotr4ry4Jk+ZF86J\na+K8WD3fnoNpifT0dKSnpzd7nk6ng8FgkP6u1+sRFBQEjUZjc9xgMCAoKKjJaykUCmg0Lldpc8d4\nL67HU+4D4L24Kt6La+K9uB5PuQ+A9+Kq7vReXK7spC6dTgeNRoPc3FwIgoDMzEyMGDECqamp+O67\n7yAIAi5dugSz2YyQkBBnD5eIiIiIqFEu+fZDoVBAIX4+AWDNmjWYOXMmqqurMX78eAwZMgQAkJaW\nhqFDh8JsNmP16tXOGi4RERERkSwKQVzZSEREREREbcrly06IiIiIiDwFg28iIiIiIgdh8E1ERERE\n5CAeEXxXVlZi1qxZGDFiBJKTk7FlyxacPXsWw4cPx4gRI/DrX/9a2rRn7dq1GDJkCIYOHYp///vf\nNtepu6093bnWzklZWRkmT56MkSNHYty4ccjLy3Pm7XiE1s6JIAiIiYnB6NGjMXr0aCxatMiZt+Mx\nWjsvf/3rX6U5GTRoEKKiopx5Ox6jtfNSVFSE++67D2lpaRg/fjwuXbrkzNvxKC2ZGwAoLCxEz549\nYTKZpGNnz57FgAEDnDF8j9Pa+WiXv+8FD/Dhhx8Kzz33nCAIgnDr1i0hNjZWuP/++4WdO3cKgiAI\nc+fOFTZt2iTk5+cL8fHxgslkEkpKSqSvBUEQ5s+fL/Tu3VuYPn260+7Dk7RmToxGo7BixQrhj3/8\noyAIgrBu3TphwYIFTrsXT9Ha75MzZ84I9913nzNvwSO19nvF2qRJk4Tvv//e4ffgiVo7Ly+88ILw\n2muvCYIgCNu2bRMmT57stHvxNHLnRhAEYevWrcKgQYOEwMBA6fvlo48+EpKSkoSoqCjn3ICHae18\ntMff9y7ZarClpk6diocffhgAYDab4eXlhZ9++gkjRowAANx7773IzMyESqVCamoqvLy84OXlhe7d\nuyMnJwdJSUlITU3Fgw8+iPfee8+Zt+IxWjMnR44cwYIFC2A2mwEAFy9eRHBwsNPuxVO09vvk3Llz\nuHr1KsaMGQNfX1/8/e9/R8+ePZ15Sx6htd8rSUlJAIAvvvgCISEhGDt2rNPuxZO0dl6OHz+OZcuW\nAQCGDRsmXYtaT+7cPPDAA1CpVNi+fTsSExOl54eEhGDnzp3o1q2bU8bvaVo7H+3x971HlJ34+/tD\nq9XCYDBg6tSp+NOf/iRNJFC79bxer0dgYGC94wDwyCOPOHzcnswec6JUKnH33XfjnXfewQMPPODw\ne/A0rZ2T6OhoLFq0CDt27MCiRYvw6KOPOuM2PI49vlcA4C9/+QteffVVh47dk7V2XgYNGoSvvvoK\nAPDVV1+hvLzc4ffgqZqbG61WK31vjB07tt4GfBMnToSfn59Dx+zJWjsfQPv7fe8RwTcAXL58GWPG\njMHs2bMxffp0KJW1tyZuSV93q3qDwdAu3mE5iz3mZPv27di1axemTJni0LF7qtbMSVJSEu6//34A\nQGpqavuoy3OQ1n6vHD9+HEFBQejatavDx+7JWjMvL7/8Mi5cuICRI0fi4sWLiI2NdcYteKym5sZg\nMCAoKMiJo2t/7DEf7en3vUcE39evX8cvfvELvP7663j88ccBAAkJCdi5cycA4Ntvv8WIESNw1113\n4YcffoDRaERJSQlOnDiB/v37O3Hknqs1c9KvXz+89tpr+PjjjwFY3lWr1R5RIeVUrZ2TpUuXYsWK\nFQCAnJwcdOrUyVm34lHs8fNr27ZtmDBhgrNuwSO1dl527tyJOXPmSOUNaWlpTrwbzyJ3bsgxWjsf\n7fL3vbOLzu1h/vz5QlRUlDBq1CjpT05OjjBy5Ehh6NChQnp6umA2mwVBEIS1a9cKQ4YMERITE4Uv\nvvjC5jpZWVlccGknrZ2T69evC/fcc48watQoIS0tTfjxxx+deTseobVzUlxcLEyaNEkYNWqUMHbs\nWOHUqVPOvB2PYY+fX/PmzRO+/PJLZ92CR2rtvJw9e1ZITU0Vhg0bJkyaNEkoLCx05u14lJbMjSgu\nLq7eAmUuuLSP1s5He/x9z+3liYiIiIgcxCPKToiIiIiI3AGDbyIiIiIiB2HwTURERETkIAy+iYiI\niIgchME3EREREZGDMPgmIiIiInIQBt9ERB7m8ccfh1KpbPZPXFwclEoldu3a5ewhExG1G+zzTUTk\nYfbu3Yvc3Fzp77t27cL777+Pp59+2manxbi4OJw/fx5jx45FeHi4M4ZKRNTuMPgmIvJw69atw5NP\nPol169Zh9uzZzh4OEVG7xrITIiIiIiIHYfBNRNROrVu3zqbmW/z7kSNH8PDDD0On0yE8PBy//e1v\nYTab8Y9//AO9evWCVqvF8OHDceTIEZvrFRUV4dlnn0VMTAx8fHzQt29fvPXWW864NSIil6V29gCI\niMi1TJw4EWlpaVi+fDk+//xz/O1vf8ORI0dw9OhRPPfcc6iursayZcvw8MMP48SJE1CpVCgrK8OI\nESNw9epV/PrXv0ZsbCy2b9+OhQsX4vTp01i1apWzb4uIyCUw+CYiIhtDhw7FJ598AgB45JFH0KFD\nB2zfvh1HjhxBnz59AAClpaVYtmwZLly4gG7duuGNN97AmTNncPDgQfTr1w8A8PTTT+P3v/89Xnvt\nNTz11FMYMGCA0+6JiMhVsOyEiIhsPPjgg9LXYulJz549pcAbALp06QIAyM/PBwB8/vnniI+PR2Rk\nJG7cuCH9mTx5MgDg66+/dtwNEBG5MGa+iYjIRkREhM3f1Wp1vVaEKpUKAGA2mwEA586dw+3btxEW\nFlbvegqFApcvX26j0RIRuRcG30REZEOtrv+rQaFQNPmc6upqpKWl4dVXX23w8ejoaLuMjYjI3TH4\nJiKiVouLi4Ner8eYMWNsjpeUlGDHjh3o3r27k0ZGRORaWPNNREStdv/99yMnJwfffPONzfE///nP\nmDJlCo4dO+akkRERuRZmvomIqNVefvllfP7553jooYcwd+5c9O3bF9nZ2fjHP/6BCRMm4N5773X2\nEImIXAKDbyIiD6dQKBqt2a57vKHz5Dw3ODgY2dnZeOWVV/DZZ5/h1q1b6Ny5M1555RW89NJLrRg9\nEZFnUQiCIDh7EERERERE7QFrvomIiIiIHITBNxERERGRgzD4JiIiIiJyEAbfREREREQOwuCbiIiI\niMhBGHwTERERETkIg28iIiIiIgdh8E1ERERE5CAMvomIiIiIHITBNxERERGRg/x/eQj2CRNkrFMA\nAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 122 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = property_pred['Predictions'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Property'].ix['2013-1-1':'2013-12-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.title('2013 property crime estimates',fontsize=24)\n", "plt.ylabel('Number of crimes',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,14000))\n", "autolabel(ax.patches)\n", "\n", "\n", "print \"The model predicted {0} property crimes in 2013. {1} property crimes occurred in 2013.\".format(round(bar_df['Predictions'].sum()), bar_df['Observations'].sum())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicted 120326.0 property crimes in 2013. 112670 property crimes occurred in 2013.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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nT9KvXz+Sk5M5fPgwQ4YMoVmzZlnmL46Li8PT0xN3d3e9PKcyyEjmPT098zx2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"text": [ "" ] } ], "prompt_number": 83 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "PART 3: What does this model predict about crime in 2014?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = homicide_pred['Predictions'].ix['2014-1-1':].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Homicide'].ix['2014-1-1':'2014-3-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.axvspan(xmin=3,xmax=13,color='k',alpha=.1)\n", "plt.title('2014 homicide estimates',fontsize=24)\n", "plt.ylabel('Number of homicides',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,60))\n", "autolabel(ax.patches)\n", "\n", "print \"The model predicts {0} homicides in 2014.\".format(round(bar_df['Predictions'].sum()))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicts 416.0 homicides in 2014.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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hA/1e2PdAePhdxMa+RO3a7tke4+lZDxcuhAFITyB37foFS5Ysx8qV63Dz5k1M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\nmJgYTbuTJ08iNzdX83z37t2ws7MzmzOfvXv3xh9//IGlS5ciODgYrq6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"text": [ "" ] } ], "prompt_number": 74 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = personal_pred['Predictions'].ix['2014-1-1':].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Personal'].ix['2014-1-1':'2014-3-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.axvspan(xmin=3,xmax=13,color='k',alpha=.1)\n", "plt.title('2014 personal crime estimates',fontsize=24)\n", "plt.ylabel('Number of crimes',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,10000))\n", "autolabel(ax.patches)\n", "\n", "print \"The model predicts {0} personal crimes in 2014.\".format(round(bar_df['Predictions'].sum()))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicts 71235.0 personal crimes in 2014.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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QoYLc/raF/vNTNb6ofv36uHPnDm7fvg0AcsETFhYGDw8PjdvkPknwxo0beZblNw3frFmz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"text": [ "" ] } ], "prompt_number": 79 }, { "cell_type": "code", "collapsed": false, "input": [ "bar_df = pd.DataFrame()\n", "bar_df['Predictions'] = property_pred['Predictions'].ix['2014-1-1':].groupby(lambda x:x.month).agg(np.sum)\n", "bar_df['Observations'] = ts['Property'].ix['2014-1-1':'2014-3-31'].groupby(lambda x:x.month).agg(np.sum)\n", "\n", "ax = bar_df.plot(kind='bar')\n", "plt.xticks(plt.xticks()[0],['Jan','Feb','Mar','Apr','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec'],fontsize=15,rotation=0)\n", "plt.axvspan(xmin=3,xmax=13,color='k',alpha=.1)\n", "plt.title('2014 property crime estimates',fontsize=24)\n", "plt.ylabel('Number of crimes',fontsize=18)\n", "plt.xlabel('Month',fontsize=18)\n", "ax.legend(fontsize=15,ncol=2,loc='upper center')\n", "plt.ylim((0,14000))\n", "autolabel(ax.patches)\n", "\n", "\n", "print \"The model predicts {0} property crimes in 2014.\".format(round(bar_df['Predictions'].sum()))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "The model predicts 115874.0 property crimes in 2014.\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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BrF+/npCQEFxdXbGzs+PMmTP4+vqyadMmPv744/seOyoqIY+zuz93d0cgf8SS\nmwprXpA3uZlMJhISUjEarTvwkatr+g+v+Pjcm8I9PyiseYHkVhAV1rxAciuICmteUHBys3pBfvef\nfpVS+jIfHx8GDBhA48aNSUtLY/z48djb29OvXz+6d+9O48aNsbe3Z/HixQDMmTOHLl26YDKZaN26\nNYGBgY88HyGEEEIIIR7EYz8OeWRkzP03ymOF9U5yYc0L8u4O+dWrVzAajbnW5sNwdXUAICYm8T5b\nFiyFNS+Q3AqiwpoXSG4FUWHNC/JXbn5+lbNdZ9VxyIUQQgghhHjcSUEuhBBCCCGEFUlBLoQQQggh\nhBVJQS6EEEIIIYQVSUEuhBBCCCGEFUlBLoQQQgghhBVJQS6EEEIIIYQVSUEuhBBCCCGEFUlBLoQQ\nQgghhBXZWDsAIUT+YjKZOHfuHHFxSY/82GXKlLX6TKXivzGZTFy4cD7X2nN2tgfI0fUo148QoqCS\nglwIYeHcuXMMnRmGk3vxR3rc+KjrfNQDypf3zfE+oaHNuHLlsv7aYDDg5ORMrVq1GTjwPSpXrppr\n8fXp0wMfnxKMGTOBP//cQ+/e3dm8eRvFi3vfd9+fflpNcHAIRYoUeeB9C5oLF84zafcMnIu5PtLj\nxkXG8AFvP9D1Y5aSkszixYv45Zc1nDt3DkdHB6pVq0HXrt0JDg4BYM2alXzyyQgOHDiW26Hnqcfp\n2hOiIJOCXAiRiZN7cVw8S1k7jBzp2bMvXbt2B0CpNCIjI5k4cQx9+/Zk3brNODk558pxNE1D09L/\nX7t2XbZu3UmRIkXuu9/Bg/sZMWIIGzZsfeB9CyrnYq64lvSwdhg5kpycTL9+vTh37ixvvvkO9es3\nJC4ujvXrf2HAgH68/np/Xn/9TWuH+VAex2tPiIJKCnIhRIHm5OSEl5eX/rpo0WIMGvQh3bq9xN69\ne2jSpFmuH9PW1tbimPeilLL490H2FXlvzpyZnDgRzrJlqylVqrS+vHLlKpQtW45PPhlBvXoNrBjh\nw5NrT4iCQx7qFEIUOkZj+o82W1tbatWqysyZX9CoUQOefLIhN2/eJDo6ipEjhxIS0oDGjRvw5pt9\nOXs2Qt9fKcXMmV/QrFkwjRrVZfLkiZhMJn39n3/uoVatqly/fg2AlJQUZsyYSqtWTWjQoA7du7/M\nkSOHuXTpIq+91hWAp59uzpw5X2baNyEhgWnTJhMa2ozAQH+6dHmRPXt268f66KMhjBo1nIkTxxIS\n0oCGDev12cH0AAAgAElEQVQwZMh7xMfHAel9tseNG0ujRg2oV8+P559vx6ZNG/L2BBcSaWlpLFu2\nhA4dOlkU42bPPfc85cqV54cfFgHpfx5ZunQxzZoF07BhHQYPfpfbt2/p269Zs5L27Z+mXj0/QkOb\nMWvWDL0YBti6dQvPP9+OwEB/WrRoxrx5c/X1ly5dpFatqnz99Vc0afIkHTo8Q7duLzFixFCLmDZt\nWk/9+rWJj48jKSmJSZMmEBrajICAmjz1VCNGjRpGYmLiI7v2Jk/+lBYtQuTaE+I/koJcCFGgZSx4\nAC5evMC0aZ9TrFhxateuA8CqVT/yzTcLmDNnLkWKFKF//77cuHGDOXO+YeHCxZQoUZLu3V8hKuoO\nAHPnzmLx4v9j2LCRLF68nKioKPbt25ttDBMnjmX16hUMGzaSFSt+okqVavTr1xtHRyemT58FwJIl\ny+nWrWemfQcPfpfNmzcyatQYfvxxDf7+tejXrw9//XVE32bt2p9QSrFo0TImTZpGWNhWFi1aCKQX\niJs3b2L27K/4+eeNtGoVypAh73H58qX/dmIfA2fPRhATE02tWnWy3aZevfocOnQQSC9AV69ewYwZ\ns/nqq285efIkI0YMA+Cff04wZswo3nnnPX75ZTODBw9jwYL5rF37EwA7dmxj6NAPePXVHqxatZYh\nQ4axYMG3fPXVTIvjbdiwlgULvmfixM/p1OlFtm7dTHJysr5+7dqfad68BU5Oznz++ads3x7GxImT\n+eWXTQwbNoL169eyfPlSSpQo+Uiuvd9+28LUqV9aXHsXL158mLdDiMeadFkRQhRoc+fO4ptv5gKQ\nmppKamoq1apVZ+rUL3F2dgGgXbuOVKtWDYDNm7dy/PhRduzYo6//6KOP2bNnN8uXL6NXr7788MNi\nunfvSYsWrQAYOXI0f/yxK8vjx8XFsmbNSkaOHKN3j/nww+E4ODgQHR2Fm5sbAJ6eRXBycrLY9/Tp\nU2zfHsZXX31Dw4ZP6vv+9dcRvvtuPpMnTwfAw8OTIUM+QtM0ypYtR6NGQRw5chiA8+fP4eDgSKlS\npXBwcKVv3/74+dXCzc09d05wIRYdHQWAh0f2/d3d3T0s7oJPmDBZf3B0+PBR9Or1KhcunOfChQto\nmoaPTwl8fHzw8fFh3rwFeHv7APD113N46aVXaN++IwDVqlUiNjaGoUOH8sYbb+ntv/RSV739MmXK\nMH78GHbs2Ebz5i2Jjo5i584dzJgxB4BatWrTps2z+geKEiVK8sMPizl16iQGg+ERXXsOlCxZEi+v\novq15+4u154QD0oKciFEgfbSS1156aVXADAajbi7e2QqPkqX/rc7Qnj4cUwmE82bN7bYJjk5hYiI\nM9y+fYtbt25SvXoNfZ2trS3VqlXP8vhnz0aQkpKCn5+fvsxoNDJo0GAAbt26mW3sp079A5DpDm2d\nOnXZsWOb/rpMmbJo5idKAWdnFyIjr/8v/y6Ehf1Ko0YNqF69JkFBjWnT5llcXFyyPa5I5+6eXojH\nxcVmu01MTDSenukPQbq5uVuM4mK+Rk6dOklwcAh+frV4+eVOlC1bjiefDKZly1B8fNIL8vDwcI4d\nO8rSpYuB9IeE09LSSE5O4tKlf+8oly5dRv+/s7MLzZu3ZP36X2jevCWbNm3Aw8NTL6DbtGnHrl2/\nM2XKZ5w/f47Tp09x4cJ5ypT5t43s5Na1t3XrFlq0CLG49lxdH+0IO0IUBlKQCyEKNHd3d4siJiv2\n9g76/21tbXF3d2fx4uUW2yilLAr5u7vC2NjYZtl2dstzImNcGaWlpWFr+2+7Gf9/d3zly/uybdsO\ndu7cydatv7F+/S98/fVXzJ49jwYNGj10bI+DsmXL4eVVlP3799O0aYsst9m/f5/e9clguLuXZ/p7\nYGdnh729Pd98838cP36M33/fxs6dO/jhh+/p1+8t3njjLezs7Hj11e60adMO+Hd89djYRIoX99b7\ndTs42FscoV275xgw4A3i4+NYt+4X2rZtpxfIo0YNJyxsK+3bP0eLFq14++13GT9+dI5yz61rb926\nLezZs5vdu3fq1953333Hk08G5SgOIUQ66UMuhHisVKxYiaioKJRSlC5dhtKly1CyZClmzJjK/v37\n8PQsQvHi3hw6dEDfJy0tjRMnjmfZXvpkNDYcPfqXxfbPPtuajRvXWdxdvFuFChWB9OHpMjp48ABP\nPFFRf51VG+ZlP/zwPRs2rOepp57i/feH8NNPGyhf3pdff92cg7PxeDMajbzyyqusXLksy8mM1q79\niTNnTtG5cxdAERV1h6tXr+rrDx48gKZpVKhQkd27dzJnzpdUr16Dvn378913S3jhhZfYuHE9kP5e\nnzt3Vr/mypYty4kT4cyYMfWeMdav3wAPD09WrlzOwYP7efbZDgDcuXOb1atXMGrUGAYNGkzbtu0p\nV648Fy6cx/xZ8lFce1u2bCIoqLHFtbdhgzzYKcSDkjvkQojHSsOGT+LvX5v33x/I4MHD8PLy4ttv\n57FtWxj9+qX35e3evSdffjkNX98nqFHDj8WL/4+rV69k2Z6TkxMvvfQKM2ZMw8PDk7Jly/F//7eA\nmJgYAgMbcuNG+p/3w8OP4+rqZrFvmTJlCQ1tw9ixHzNixCf4+PiwfPkyTpwIZ8iQj/Tt7r5bn3FZ\nXFwcH388CicnJ0qVKk94+PH/jbDRKxfOVuH32mu9OXLkED16vMKAAYMICAgkKSmJjRvXM3/+V/Tr\n9xb16gVy6VJ6H/HBgwcyZMhHxMfHM378aNq0aYePTwmuXLnM3LmzcXNzJySkCTdv3mDfvr3UqlUb\ngL59+/HWW69TsWIlmjdvRWTkZYYNG0bjxiFZ3oU2MxgMtG3bnpkzp1O1ajW9kHZ2dsHFxYWtW7dQ\nqVJlYmNjmT//K27duklSUtL/tkkfgz8vr73Zs7/EycmJihUr6dee+S8KQoick4JcCJFJfNR1Kx2z\nwiM51rRpM/n8808ZOPBNkpOTqVatOnPmfI2vb/rxu3btTmpqKl98MZU7d+7QqlUoTZs2t2gj453D\nd999H4PByKhRw4mLi6NmTT/mzJlPkSJFcHd3p0WLVgwe/C6dO79C06bNLfYdNWoMU6dOYujQD4iP\nj6datep89dV8/P1r6ce5+y5lxmWvvdab1NQkRo4cSWTkdXx8SvDmmwP0O6nWEBcZY51jVrz/dncz\nGo1Mnz6LFSuWsXTpYiZOHIutrS01a/ozY8Ycnnwy+H9bahQrVpwWLVrTr19vUlNTad36GQYPTh9l\npU6dAMaMmcj8+XOZNm0yTk7OtGjRSn+WICioMePGfcY338xl1qwZeHl50alTJ15//W09luzuaLdr\n14H587+yeE9tbW2ZNGkakyd/SseObfHxKUHnzq9QvXoNVq1aAUCFCpXy/NqLj49j/PjR3LgRqV97\nHTt2fPA3QojHnKay+vj7GIm0wi+Ou7m7OwIQFZVg5UhyV2HNC/ImN5PJxNWrVzAajbnW5sNwcrLl\n3LlzxMUlPfJjp3f/yJv8XV3T+8zGxCTmSfvWlJ9yM5lMWXb/eFjmvtY5uR7z8vrJbfnpPcttklvB\nU1jzgvyVm59f5WzXyR1yIYQFo9HIE088kS9+eImCx2g0WoxE8l/lp1+mQgiRV+ShTiGEEEIIIaxI\nCnIhhBBCCCGsSApyIYQQQgghrEgKciGEEEIIIaxICnIhhBBCCCGsSApyIYQQQgghrEgKciGEEEII\nIaxICnIhhBBCCCGsSApyIYQQQgghrEgKciGEEEIIIaxICnIhhBBCCCGsSApyIYQQQgghrEgKciGE\nEEIIIaxICnIhhBBCCCGsSApyIYQQQgghrEgKciGEEEIIIaxICnIhhBBCCCGsyKoF+Z49e2jatCkA\nhw4dIiQkhKZNmxIaGsr169cBmDdvHoGBgTRq1Ii1a9cCkJCQQKdOnQgJCaFNmzbcuHEDgD/++IOG\nDRsSHBzM6NGjrZOUEEIIIYQQD8BqBflnn31Gnz59SEpKAmDgwIF8+eWX/Pbbb3Ts2JFPP/2Ua9eu\nMWPGDHbt2sXGjRsZOnQoycnJzJ49m1q1arF9+3a6devG2LFjAXjjjTdYsmQJv//+O3v27OHQoUPW\nSk8IIYQQQogcsVpBXrFiRVauXIlSCoAffvgBf39/AFJSUnB0dGTv3r0EBQVha2uLm5sbFStW5MiR\nI+zcuZPQ0FAAQkND2bJlCzExMSQnJ+Pr6wtA69at2bJli3WSE0IIIYQQIodsrHXgjh07cvbsWf21\nj48PALt27WLmzJns2LGDDRs24O7urm/j6upKVFQU0dHRuLm5ZbvMvPzMmTP3jcPd3TGXMnp4NjZG\nIH/EkpsKa16QN7mZTCbi4hwwGo251ubDMOfm6upg1ThyW2HNCyS3gqiw5gWSW0FUWPOCgpNbvnqo\nc+nSpfTr149169bh5eWFm5sbMTEx+vqYmBg8PDwslme1DCA6OhoPD49HnoMQQgghhBAPwmp3yO+2\naNEi5s6dS1hYGJ6engDUr1+f4cOHk5SURGJiIuHh4dSsWZOgoCDWrVtHYGAg69evJyQkBFdXV+zs\n7Dhz5gy+vr5s2rSJjz/++L7HjYpKyOPM7s98lzU/xJKbCmtekDe5mUwmYmISrX6H3HwXISYm0apx\n5LbCmhdIbgVRYc0LJLeCqLDmBQUnN6sX5JqmkZaWxjvvvEO5cuXo2LEjAE2aNGHUqFEMGDCAxo0b\nk5aWxvjx47G3t6dfv350796dxo0bY29vz+LFiwGYM2cOXbp0wWQy0bp1awIDA62ZmhBCCCGEEPel\nKfNTlY+pyMiY+2+UxwrrneTCmhfk3R3yq1evyB3yPFJY8wLJrSAqrHmB5FYQFda8IH/l5udXOdt1\n+aoPuRBCCCGEEI8bKciFEEIIIYSwIinIhRBCCCGEsCIpyIUQQgghhLAiKciFEEIIIYSwIinIhRBC\nCCGEsCIpyIUQQgghhLAiKciFEEIIIYSwIinIhRBCCCGEsCIbawcghBCicDCZTFy4cD5X23R2tqdc\nuXK52ubDyO3c8kteQoj8QQpyIYQQueLChfOMnL0JRzevXGszIfomn7//LMWKlcy1Nh9GbueWX/IS\nQuQPUpALIYTINY5uXji7l7B2GHmiMOcmhLAu6UMuhBBCCCGEFUlBLoQQQgghhBVJQS6EEEIIIYQV\nSUEuhBAiV3h4uDNjRBf9dVDtsgzpGZJpu5ef9mdYr6f0113b1uaLIW2Z9sEzVC5XFAA3Z3smvtOK\nWaO6UqNGdTRNy/sEsuHo6ECjRoH665zmBVCymCtfjWivv3aws2Fwj8bMGtWVgIA6ODjY513gQogC\nQwpyIYQQ/1nRop7UqlUDO1sjAP1fbEDPDgHcXUcH1ihF/ZqlUSgAKpbxwr+SNwMm/sK4r7fx9ssN\ngfQifcue0/T/ZBExMTEUKeL+SPMxK1rUk1KlvDEY0hPJaV4ALRpUYFjvp3B3cdCXvdCqJmcu3ab/\nJ4s4ceIfKciFEIAU5EIIIXJBcnIKf/55CHOdevT0NaYv3o3Gv5VryWKuPNO4Cgt/Pqgvr1mxOPuO\nXQIg8nYcRqMBN2d7alT4d/nNm7dwcXF6pPmYJSencP78ZfhfvDnNCyA6Lon3Jq8nwyICqpfCZEpj\nypDOlC9fjpiYuEeVihAiH5OCXAghxH8WHR2LUmn66+37z1qsd7C34e2XGzH9+12Y0v69i+zkYEt8\nYor+OiExBWdHO5wd7IhLSAbSJ+UxGq3z6yo9r3/jzWleAHuPXiQpxWSxzN3FHmcnOwZNXMrNmzcp\nUaJonsUuhCg4ZBxyIYQQea5e9VJ4ujkwvE8TXBzt8PJwonNrP+ISU3B0sNW3c3SwJTYhmbjEZJwc\nbLkD2NgYMZnSsm/cirLK68VWNVm26WiW20fHJbH7cPqMnzdu3OSJJ554lOE+VgrzzLGi8JGCXAgh\nRJ77/eA5fj94DgD/St60DanK0o1/UbGMF3061ePHTUcp5umMBsTEJXHs9HXq1yzD6ktn8fLyIi4u\nwboJZCOrvLIrxgGOnrpGA78yHDl6DA8PdxITkx9VqI+dwjxzrCh8pCAXQgiRayw6bShl8ZCj5Xbp\ny09duMlfp67xxYdt0DSNGUv+AGDxusN80KMxrRuVx83NgWvX7uRx5PeTIY8c5JXdrkvWH2HQq0F8\nNbobpYu5cPVqZC7HKTKS2VVFQaGpjJ3jHkORkTHWDgF3d0cAoqLy5x2gh1VY84K8yc1kMnH16hWM\nRmOutfkwXF3TR4SIiUm0ahy5rbDmBfknt7NnI5jw/f5cLYDioq4wtu+TVr8jmdu55Ze88oJcjwVP\nfnnP8kJ+ys3Pr3K26+ShTiGEEEIIIaxICnIhhBBCCCGsSPqQCyGEEKJQ0WdX/X4/JYu58kGPxqQp\nxdlLt/XnFDq1qEHzBhVITjGx5rfj/PZnBPa2Rob1boKLkx0pqSYmfrOdOzGJTBoUCoApNZmaFUsQ\nFRXDtWs3rZmiKGSkIBdCCCFEoVG0qCceHm4kJMQD8MYL9flm9X7+OnmNAa804slaZbkcGU3LhhV4\na8IvaBrMHNaOgyeuEFynHOev3mH+qv08HVSJF1v5MXfFn3wwZQMA7vYJfDO2K9ev37JmiqIQkoJc\nCCGEeIzl9njd1h6r2zy7arFingBULOvFXyevAfDn0YsEVC+FjdHA4X+ukvq/8e3PXr5NtSeKk5Rs\nws3ZHgBnRztSTZYTO73TrQWnTp3B1tY6M8eKwksKciGEEOIxltvjdVt7rO7o6Fhsbf8tb7QM6+IT\nU3B2tCXi0m1eetofB3sbbG2M1KhQnN2Hz7Pz0DleCvVj3qgOuDrZM2jyOn1f31KeODnac+faZYoV\nk4Jc5C4pyIUQQojHXGEerzstw+DOTo52xCYkc+FaFGt+C2fCgFZcvxXLiYhIomOT6Pt8IMu3HGP9\n7/9QvqQnI19vxhtj1wDQvEEFfvr1IE/V9LBSJqIwk1FWhBBCCFFonb5wE/9K3gDUr1GKv/65hpuz\nPU6Otrw7aR3Tv99N2RIehEdE4mBnQ3xiCgBRsYk4Odrq7dSpWoI/Dp+xSg6i8JM75EIIIYQohNJv\njX+1/E/e7fokNjZGzl+5w/YDZwEo4+3OjCFtUUoxb8U+4hNT+Gb1fga9GkS7JlUxGgxM/b+demse\nro7ExFl/chlROElBLoQQQohCJSUllZ079wJw6Xo07/9vlJSMvli8O9Oy67fiGDJ9U5Ztdhm6LHeD\nFCIDKciFEEKIx1ROxusOrFGKrm1rA/D32RvMWroHg6bxxgv1qVTOCxujge9+Psi+Y5f0dsuVK4uX\nV1EuXLhqlbyEKGikIBdCCCEeQzkZr/vgicv06RTIe5PXEROfTOfWfri72NPArwxGo8a7k9bh5e7I\nU/V89YK8Ye0n8PLKnRFbhHhcSEEuhBBCPIZyMl53UnIqEZdu8cYL9fEp5sr63/8hKjaJgOolOXv5\nDmPebIGmwZc/pN9NL1nMlfbN/IiIiMDX9wmr5SZEQSOjrAghhBCPoejoWJT6d0zArMbrdnNxoFaV\nEsxbuY/hX2ymY/MalCruhruLAyWKujJi5haWbvyLD7o3xsHOhrdfbsRnX68nQ7NCiByQglwIIYQQ\nWY7XHROXyD9nb3AnJpHE5FT+OnmVCqWLEB2bxN6jFwH46+Q1Snm7EVC9JJ5uDox+5zkqVaqAs7MT\nRYt6WikbIQoWKciFEEIIkeV43SfP36R8SU9cne0xGDSq+Rbj7JXbHD19jfo1SwPwRGlPrt+MZeeh\n87wx9ifeHvM9J0+eIi4unhs3blszJSEKDKsW5Hv27KFp06YAnDp1iuDgYEJCQujfv7/+Z7R58+YR\nGBhIo0aNWLt2LQAJCQl06tSJkJAQ2rRpw40bNwD4448/aNiwIcHBwYwePdo6SQkhhBAFyr/jdXd7\ntg7TBrfBaDSw/cBZomKTmL96PxPfacWMIW3ZcfAc569EsW7HPwBM/7AN73R5kunfZx5CUAiRc1Z7\nqPOzzz5j0aJFuLi4ADBo0CDGjx9PSEgI/fr1Y82aNTRs2JAZM2awf/9+EhISCA4OpmXLlsyePZta\ntWoxcuRIli5dytixY5k2bRpvvPEGq1atwtfXlzZt2nDo0CFq165trRSFEEKIfC0n43Vv2xfBtn0R\nFstSTWlMyTBpzt3u3ImSIQ+FeABWu0NesWJFVq5cqd8JP3DgACEhIQA8/fTTbNmyhT///JOgoCBs\nbW1xc3OjYsWKHDlyhJ07dxIaGgpAaGgoW7ZsISYmhuTkZHx9fQFo3bo1W7ZssU5yQgghhBBC5JDV\nCvKOHTtiY/PvDfqMT3q7uroSFRVFdHQ07u7uWS53c3PLdlnG5UIIIYQQQuRn+WYccoPh388G0dHR\neHh44ObmRkxMjL48JiYm0/KslmVs437c3R1zMYuHY2NjBPJHLLmpsOYFeZObyWQiLs4Bo9GYa20+\nDHNurq4OVo0jtxXWvCD/5ObsbJ8n7drYGAplbvkhLyi8uRXm6zG35ZefIXmhoOSWb0ZZqVOnDtu2\nbQNg/fr1hISEUL9+fXbs2EFSUhJRUVGEh4dTs2ZNgoKCWLduncW2rq6u2NnZcebMGZRSbNq0Se8C\nI4QQQgghRH71n++QHzt2DKPRSNWqVR9qf01Ln4rg888/p0+fPiQnJ1O9enWef/55NE1jwIABNG7c\nmLS0NMaPH4+9vT39+vWje/fuNG7cGHt7exYvXgzAnDlz6NKlCyaTidatWxMYGHjf40dFJTxU3LnJ\nfJc1P8SSmwprXpA3uZlMJmJiEq1+h9x8FyEmJtGqceS2/JSXyWTiwoXzudaes7M95cqVIz4+Jdfa\nfBhxcUl50m5qaprV37e8yC0/5AWFN7fCfD3mtvz08zG3FZTcclyQK6WYOHEi//zzD99++y1paWm0\nbduWDRvSn8hu0aIFK1eu1EdNyYny5cuza9cuACpVqkRYWFimbXr37k3v3r0tljk6OrJs2bJM2zZo\n0IDdu2XoJSFE/nbhwnlGzt6Eo5tXrrSXEH2Tz99/lmLFSuZKe0IIIR6tHBfkkydPZvjw4bRu3RqA\nZcuWsWHDBp5//nlq1KjBp59+yieffMKkSZPyLFghhCgsHN28cHYvYe0whBBC5AM5LsgXLFhAhw4d\nWLlyJQBLly7F0dGRBQsW4OTkRGxsLMuXL5eCXAghhBBCiAeQ44L8zJkzDBo0CIDk5GR+/fVXmjRp\ngpOTEwBVq1blypUreROlEOKxk1f9rIUQQoj8JscFuaenJ3fu3AEgLCyM2NhYnnnmGX396dOn8fb2\nzv0IhRCPJelnLYQQWZMbFoVPjgvyRo0aMXPmTHx9fRk3bhw2NjZ07NiR5ORkfv75Z2bNmkXHjh3z\nMlYhxGOmsPaz1jSNEf2fpWwpb0ymNGYu/QOAd7o8icmUxqXr0Uz/fjeppjSeDq5Mm8aVMaUpvl97\nmL1HL+rtlPF254shbXimz1RrpSKEsAK5YVH45Lggnzp1KqGhofpwhJ999hklSpQgLCyMF154gWrV\nqjF69Oi8jFUIIQqFcuVKc+pqIgM/W0up4m4M79MEkymNWUv3EB4RSfd2dXi2SVXC/oygQ9Nq9B/3\nE/Z2Nkz94BkOhF8m1ZSGk4Mtr78QSHKKydrpCCGsoLDesHhc5XhioLJly3L48GH++OMPzp07x3vv\nvQdA3bp1WbZsGfv376d06dJ5FqgQQhQWLi4u7Dl8BoBL16Mp6uFE+VKehEdEAnD89HX8K/lQpXxR\njp2+jilNEZ+YwuXIGJ4o7QnAwC5PMn/VfpKkIBdCiALvgWbqtLW1pX79+pQsWZJr166RlJSEm5sb\nzz//PA4O+XtKUiGEyC+io2N4sm5FAKr5FsPNxZ5bUfH4VUp/Dqehfxkc7W1wcrAlLiFZ3y8+MQVn\nRztebVubPUcvEHHpNvDvBGtCCCEKpgeaqfPkyZN8+OGHbNy4kcTERDZv3ozBYODDDz9k8uTJNG7c\nOK/iFEI8ZrLqZ/1Sa388/zdLqo+XC8fPXGfC/O10bF6dJvV8Adh79CKL1h7GztbIkJ4huLs6kJCY\nwsdfLLdmOhbOn79IvMGDKe8/zbHT17l0LZqx88Lo3bEeXdsY+OvUNVyc7IhPTMHJwVbfz8nBltj4\nZJrXr0DknThCgypTxM2RqcNe4s7VCCtmJIQQ4r/IcUF+8uRJGjRogKZpPP300/p45Eajkb///ptW\nrVqxdetWGjVqlGfBCiEeH3f3sx7W+yneHP8zAM6OdkweFMrsZXvxKepCs/pP8NaEXwCY+sEz/H7w\nPAHVS3Lm4i0WrT3MU/V86fFcEBBvxYz+5enpzrZd55j/03Eql/Oiqm8x6lYrycT524iJT6Z/5wbs\nO3aZExGRvNa+LrY2BmxtjJT1cSfi0m16jFyht7Vw3PMMHLeEj3s1tGJGQohHKasbFreiEni3axAu\nTnagwWff7uDazVjahlQhNKgSSsGS9UfYdfg8Tg62DOkVgpO9LTY2RqZ9u87aKT32clyQDx06FEdH\nRw4cOIDRaNQL8saNGxMeHk5QUBCffPIJGzZsyLNghRCPj/R+1seBf/tZOznYEp+YQvd2dVj923Hu\nxCRiiNMYOn2Tvp/RaCAl1USNCsVZuvEvAP48epFXQltz9uQxq+Ryt9jYeF4MDeQ1Z2eSU1KZsnAn\nZUu48+m7oaSkmvg74gab/zgFwOqtx5ny/jMYDBrfrN5PqinNsjFlhQSEEFaV1YPhZy7eYsueU+w4\ncA7/yj6UL+lBVGwiL7byo8fIFTja2zLno3bsOnyeTi1qcOD4ZVb/Fk6p4m4M6dmay2f/tnZaj7Uc\nF+Rbt25l0KBBeHt7c+PGDYt1JUqUoH///kycODHXAxRCPJ7M/az3nzxINd9iuLs64GBng52tkdpV\nSjBr6R4A0tIUMfHp/az7dgrk1PmbXLoebdH/OiEpBWcne6vlcreUlBQGjl9iMULClRsx7PnrYqZt\n104vZB8AACAASURBVO88yfqdJ7Ntq9tHyzMX6UKIQi2rGxaO9jacuXiLie+04trNWGYt3aM/X+Jo\nb4uTgy1pKv0T/Iotx0hJTf+5YWM0kJScap1EhC7HD3UmJSVRpEiRbNcbjUYSEhJyJSghhDh//iLx\nCUlMef9pnqxdlkvXoomJT6Zx3fJs3XvaYltbGyNDe4XgYG/DF4t3A/yv/7UdkP7LKDYu8ZHnIIQQ\neSGrB8O9vVyIiUtmyPRNXL8VR+dQPxKTUwnbd4b5Hz/HzGHPsnprOJD+8zEl1YSnmyMf9gxhzg9h\nVsxGwAMU5LVq1WLNmjVZrktNTWXx4sX4+/vnWmBCiMebp6c7+46dY9Dk9ew4cJabUQmkpJqoW60k\nfx69ZLHt6P7NOX3hll6MAxw7fZ36fulDsdavWZpD4RceafxCCJFXsrphER2XxO4j6bN3/nHkApXL\nFaXaE8Wo6lucrsN+pMvQZQTVLkvlckUBKF/Sk08HtuabVfs4fEJ+PlpbjrusDBs2jPbt29OlSxfa\nt28PQEREBGvWrGHSpEns37+fZcuW5VmgQojHi2U/axNT/28nAKWKu3HlRoy+XVDtsvhV8sZoNBBY\nM70An79yHz9vO8HgHo2Z8v7TpKSmMWLqMt57qbZVchFCiNyU1YPhEZdu08CvNL/uOYN/ZR/OXr6D\no70tySmpere22IRknB1tKVvCnRGvN2HMV2GcvXzbytkIeICCvG3btsyfP5933nmHJUuWANCnTx8A\nHBwcmDJlCs8//3zeRCmEeOxk1c8aoO/o1Ravdx46T9u3/y/LNsbOC9P/HxedP0ZYEUKI/+ruGxZT\nFu4k1ZTGe92CeDakKrEJyYz/ehvxiSnUrVaSL4a0JS1NcfTUNQ6euMLH/ZphazTy5ksNAIiKisYU\ne8XKWaUzmUxcuHA+19pzdrb/f/buPCyqsn8D+H1mYVgHXMDccc01VzBFQCIVteXNrV41t7BySX01\nNZefmpqalr1qpdWrZu5WlpqSS4gk5L4rKoooLiAuwIDADDPP7w9zcgR0Rmc4CPfnurhynnPm8P12\nZoZ7zjxzDqpXr2637TmKTech79+/P7p27YodO3bgwoULMBqN8PX1Rfv27VG+fHlH1UhEREREfyvs\ngMVHD5xx6r7/bTiYb2zqokiL21np1zHj3Tb2LfIJJSVdxuRF2+GiLWeX7WVn3MLnH74Kb+9Kdtme\no9gUyAFAq9WiW7dujqiFiIiIiEo5F225fG82SjqrA7kQAitWrMCOHTtw/fp1mEwFn2YrMjKywHEi\nIiIiIsrP6kA+adIkzJo1C05OTvD29oZSqcy3zv3zXRIRERERkXWsDuTLly9Hhw4dsGHDBri6ujqy\nJiIiIiKiUsPqQJ6RkYHu3bszjBMRERGRQ0iShP8b8iqqVa4Ao9GEr9btRcKVe6dmfL+HP5KS07Hl\nz7MAgFeCnkdYQB0IAayJOI7YY/+cnaVqBU8s+KgLOg/6QpY+bGX1hYHCwsI4P5yIiIiIHKZ69SrI\nyTVg5JwtmLciBqP7toXWTYNPPmiPF1+oCgEBAHDWqNCzQ2MM/3QLPpq/HYN7+pu34eqsxns9/KA3\nGOVqw2ZWHyFfsGAB2rdvj169euGNN96Aj49PgXPGg4KC7FogEREREZUO7u7u2HfsNADg6o0MlPdy\nRfkyrvhh8xH4NaoCCX9nz3u5HC4aNVyd1RDin22M7N0GS345hI+HhBZx9U/O6kCelJSE9PR0rF27\nFmvXri1wHUmSYDQ+O+9GnoTRaERiYoJdt+nu7oxatWrZdZtUOtj7AgrAs3MRBSIiKnkyMnRo07w2\nDsUfQf0a3vD0cEZaRg5uZ2Sbr8YMADn6POw6kIAlU9+AQiFhTcRxAMDbrzTFvpNJuHj13jSXZ+WE\nI1YH8qFDhyItLQ1jxoxBnTp1oFLZfArzEiExMQEj5m6Cq6eP3bZ5N/0GlnzcExUqVLXbNql0sPcF\nFIBn5yIKRERU8ly+fAV3FV6Y92EnnLpwA1dTMqC7m5tvvQY1fVC/pg/6TPgRkgTMGt4Bpy7cQKh/\nLaSmZSEsoC7Kal3wxYS3kJZ8UYZObGN1qj558iSmTJmCcePGObKeZ4Krpw/cy1SWuwwiAKXzAgpE\nRFQylSnjid2xl7Bk02nUrV4Oz/t6w5CX/9o3zhoV9IY85BnvLcvM1sPNRY3+k382r/PDJ90x8pM1\nmPrOi0VW/5OyOpBXqVKlwHOPExERERHZQ2bmXfQM88MANzfoDUZ8sSLGYvn9L3UejruG5vUrYcFH\nr8BkEjh5PgVHzlzHQys/M6wO5GPHjsWUKVPQqVMnNGzY0JE1EREREVEpZDAYMHLmmgI/+V3521GL\n2//bcPCR2+o76SfzEfTizupAfuzYMSgUCjRp0gS1atVChQoVCpxHzlMjEhERERFZz+pAvnnzZqhU\nKlSpUgW5ubm4fDn/mR2elW+yPi1JAoa/2RSVvd1hMgl8+eMxSBLwQc+mEAK4mpqJhev/eRendXPC\nnA8CMWxuJPKMAt1CaqN5vXtfCnV3cYKnmwrXr1ySqx16xkkSMLpvAKpU8IRJCHyxIgYSJIzqGwAh\nBK6kZGDe3x/5dWpbF10C68JoEli15Rj2n7wCAFgzuyeu3MgAAByLSwBgkKsdIiKiUsfqQJ6YmOjA\nMp4tLRtWhbOTCuO+3IMmdbzRt3N9GIwmrNtxDofP3sCoXs3hV78CDsSloNnz3ujXpQE83TXm+/+8\n6zx+3nUeAPB/A1vhqzX7MSCstlzt0DPO/4WacNao8Z+5W9GsXkUM/FcL5OWZsGrrMRw8dRXjBgah\nVeMqOHfpFv4VUh9DPtkEjZMKX4zpjEOnr6JCOXfEX76FyV//AQDISr+OGe+2kbkrIiKi0sPqK3XS\nP/R6I1yd772XcXNWwWA0QW8wwsPNCQDgolGZ5yyZTMCkRbHIuqvPt53WjStCd1ePw6evFF3xVOLk\n6vPg5qIGALi5OCEvz4RcQx60bvfeBLpq1MjLM6Geb3mcunADRpPA3RwDrqXqUKtqWdSpXh7lvFwx\n5z9hmDHsZVStWFbOdoiIiEqdQo+Qh4SEYNKkSQgNDTXftmZKSmmYQ37i/HU4qZRYNC4UWjc1pi3Z\nh7w8E6a91xpvvlwXWdkGnLhwCwBwLD610O10f6kO5qx49BcSyD7sfUGn4nQxpxNnk+CkUmLpx12h\nddfg/77aCYPBhNkjO6B35ybIzNbjeHwyglr4Iiv7nzeGd3MMcHNxwq20u1gTcRx7jlxCw1o+mDL0\nNSRfPidjR0RERKVLoYH84sWLyMzMtLj9OKVlDvm/OzVDXOJtrIiIQzlPZ8wcHABJkjDuyz24ciMT\nndv44p3XGuKbX04Uuo2qFTyQlW1Ayu27RVh56WXvCzoVp4s59X6tNU5duIFlGw+jvJcrPhvVCZIC\nGDV3Ky4np+PV4Hp4r7s/Dp6+Cldntfl+rs5q6LL0uJycBuPfn+icunAD5cu4I9m+F/8kIiKiRyg0\nkD88Z/zChQs8D/nfnDVq3M2596W3zGwDlAoJTk5KZOfmAQBuZ+Sinu+jP/ZvWscbB+NSHF4r/aOk\nXtDJ5cHH4109FEoJzk4q89jt9LtoUMsHZy6mYsDrzaFWKaBWKVHtOU9cun4Hb7/SDLq7ufhx+0nU\nrFIGKbcy5GyHiIio1LH6S51NmjTBoEGDMGLECEfW80xYG3EEE9/vgtlD20KplLB8axwysvT4qJ8f\nDAYTDEYTvlxvea7Mh89NX8nbDUfOFT6dhchaqzbvxeQPumPeh52gUiqw9JdDSM/MweT3QqA3GGHI\nM2Heihik6XLwa+RpzPuwMxQKCUt/PQRDnglrfz+Oj94Jgn+jKjAaTZixaDPee7We3G0RERGVGlYH\n8vj4eLi6ujqylmdGVrYeM7/fn2/8UfPFB83caXH7UdNZiGyReTcXHy/O/92NI2e25BuLiIlHREy8\nxdjdHAMmf/WH+XZW+m37F0lERESFsvosKx07dsSGDRuQm5vryHqIiIiIiEoVq4+QN23aFF988QUq\nVaoEf39/+Pj4FDinfOnSpXYtkMhexg4IQfUqPuaLOV1Nvfel5eBmldGlbU2MXfgnAKBzQA2EtqwK\nIYBfos4j5vg1KCTgndcaoXZVL6iUCvzvpz1ytkJEREQliNWBfMaMGQCArKwsbNu2rdD1niaQm0wm\nhIeH49y5c1AoFPjuu++gVCrRv39/KBQKNGrUCF999RUkScJ3332Hb7/9FiqVCpMmTUKXLl2QnZ2N\nPn36IDU1FR4eHli+fDnKly//xPVQyeHpqUW2DuaLOb3dqT5m/3AANSt74mX/6ub1tG5O6NTaFyM+\n3wUntRJfj30JMcevIaRlVSiVCoz7cg/Kap3hX7eMjN0QERFRSWL1lBWTyWTVz9PYvn07srKysGfP\nHkyePBkTJkzA6NGjMXPmTERHR0MIgY0bNyI5ORkLFy5EbGwstm3bhvHjx0Ov12PRokVo0qQJoqOj\n0bdvX/ObCCKTyQQ3l3sXbnJzvnfhJg9XNd7uVB/fbTyB+yfszMjSY/jnu2ASQFmtM3IN9x7TzZ73\nwa30bEx+pxWG9WiCmKOJ8jRCREREJY5NV+pMT0/H4sWLLc5PvmTJEixcuBDZ2dlPXYyLiwvS09Mh\nhEB6ejqcnJxw6NAhBAUFAQA6deqEnTt34sCBAwgICIBarYZWq0Xt2rVx/PhxxMTEICwsDAAQFhaG\nnTt3PurXUSmi02XCSX3vYk5DezTBbzEJGP5mMyzZdBI5f5+u8j4h7k1bmTs8EFGHkgDcO3L+XDk3\nTFuyDz/vOo9xA0PkaIOIiIhKIKunrFy6dAmhoaFISEiAn58fWrRoAQCIiYnB999/j2+++Qa7du2C\nt7f3ExcTEBCAnJwc1KtXD7du3cLmzZsRHR1tXu7h4YH09HRkZGTA09OzwHGtVmsx9jieni421eju\n7mzT+tZSqZQ211LcqVT3vmNQHPqqUaMKdhxIwrpdB1HO0xlLJ3VA8q0sDO72ApxUSlSt4IF3XmuI\nJZtOAQC2xlzEtr8SMXVQa5y6eAsZWXrzeeNPJdxClQrNkJqcadfejEYjsrKcbTrfv5ubxm6//0Eq\nlQIeHo55rFvLEb0Vh76AktsbH4+2KQ59ASW3Nz4ebVMc+gJKdm+PYvUR8o8++gjp6enYsWOHOYwD\n9+aM//nnn0hJScH48eOfqpg5c+YgICAAZ8+exdGjR9G3b18YDAbz8oyMDHh5eUGr1UKn05nHdTpd\nvvH7Y0TAvavI3r9sfGa2Aal37uKDz3Zh4qJYzFl5EEkpOizZdAqVvd0xvp8fAMBoEjDkGWEyCZy+\neBst61cAAPhW1CLllq7Q30VERERkC6uPkEdFRWH06NEIDQ3NtywgIAAjRozA4sWLn6qYrKws8xHu\nMmXKIC8vD82aNcPu3bsRHByMiIgIhIaGwt/fHxMnTkRubi5ycnIQFxeHRo0aISAgAFu3boWfnx8i\nIiLMU10eJT3dtqk2mZk5T9Tb4+TlGW2upbi7f/S4OPR16dI1NKhVAW1b1DVfzEmfd29+uIR/Ltx0\nNTUTF6+lY+4HgRAADsal4PTF2zh3+Q4Gd2uCuR8EAgA+W7YDI3s0tmtvRqMROl2OTUfIs7IccxrS\nvDwTdDrHPNat5YjeikNfQMntjY9H2xSHvoCS2xsfj7YpDn0BJbu3R7E6kGdlZUGjKfxjBA8PD9y+\n/XQXFBkzZgwGDBiAwMBAGAwGzJo1Cy1atMCgQYOg1+vRoEEDdO/eHZIkYfjw4QgMDITJZMLMmTOh\n0WgwePBg9OvXD4GBgdBoNFi9evVT1UMlh9FoxORFv8O9TOV8y27cyTaf8hAA1u44h7U7zlmsk2cU\nWPjA1Vcz79xyXLFERERUqlgdyJs1a4bly5djyJAh+YK5wWDAqlWr0KRJk6cqxsvLC7/88ku+8aio\nqHxj4eHhCA8PtxhzcXHB+vXrn6oGIiIiIqKiZHUg/+ijj9ClSxe8+OKLGDRoEOrUqQNJknD+/Hks\nW7YMhw4dwsaNGx1ZKxERERFRiWN1IO/UqRNWr16NUaNGYdiwYRbLvL298cMPP+CVV16xe4FERERE\nRCWZ1YEcAN566y307NkThw4dQmJiIoxGI6pVqwY/Pz+o1WpH1UhEREREVGLZFMgBQKFQwM/PD35+\nfo6oh4iIiIioVLHpSp1ERERERGRfDORERERERDJiICciIiIiklGhgXzLli1ITk4uylqIiIiIiEqd\nQgN5r169sHXrVvPtkJAQ/PHHH0VSFBERERFRaVFoIBdCIDo6GllZWQCA3bt3IyUlpcgKIyIiIiIq\nDQoN5N27d8cPP/wADw8PKBT3VuvTpw8UCkW+H6VSaf4vERERERFZr9DzkC9atAjNmzfH8ePHodfr\n8cMPPyAwMBA1atQodGOSJDmkSCIiIiKikqrQQK7RaDBs2DDz7R9++AHvvvsuevfuXSSFERERERGV\nBlZfqdNkMpn/nZKSgkuXLsHJyQlVqlRB+fLlHVIcEREREVFJZ9N5yA8ePIhWrVqhYsWKePHFF9G8\neXP4+PigdevWOHDggKNqJCIiIiIqsaw+Qn7ixAmEhIRACIH33nsP9erVg8lkwtmzZ7Fy5UqEhIRg\n3759aNiwoSPrJSIiIiIqUawO5JMmTYKbmxv27duH6tWr51vm5+eHqVOn4scff7R7kUREREREJZXV\nU1aio6MxdOjQfGEcAKpUqYIhQ4YgKirKnrUREREREZV4Vgfy3NxcaLXaQpd7eHiYLyJERERERETW\nsTqQN23aFKtXr0ZeXl6+ZQaDAatXr0bjxo3tWhwRERERUUln9RzycePG4Y033kBgYCBGjx6N559/\nHgAQFxeHefPm4eDBg1i3bp3DCiUiIiIiKomsDuSvv/46Fi5ciLFjx6Jnz54Wy5ydnTFv3jz06NHD\n7gUSEREREZVkVgdyABg6dCjeeust/PHHH7h48SKEEKhRowbat2+PsmXLOqpGIiIiIqISy6ZADgDl\nypXLd4ScSgaj0YjExAS7bc/d3Rm1atWy2/aIiIiISiKbAzmVXImJCRgxdxNcPX3ssr276Tew5OOe\nqFChql22R0RERFQSMZCTBVdPH7iXqSx3GURERESlBgN5MSBMJiQmJiIzM8du2/T1rQmlUmm37RER\nERGRY1gdyI1GIwOeg2TrUjEn9ne4eXvYZXtZqTrMeW0aatWqY5ftEREREZHjWB3ImzRpgkGDBmHE\niBGOrKfUcvP2gEclL7nLICIiIqIiZnUgP3/+PFxdXR1ZCxUDvTo3R9uWdaFSSPgt5iLOXb6DD3o2\nhRDA1dRMLFx/FAAw6PVGqF+jHLJzDQCAGUv3wyQEPuzdAu4uahiMJnyyeKucrRARERE9E6wO5B06\ndMCGDRvQt29faDQaR9ZEMtFq3dGglhpjF/4JjZMS3UJqo3k9H6zbcQ6Hz97AqF7N4Ve/Ag7EpaBW\nFS9M/iYWmdkG8/1fDayJ+KQ0rN95Di+1rIq3OjWTsRsiIiKiZ4PVgbxp06b44osvUKlSJfj7+8PH\nx6fAOeVLly61a4FUdDw9tTh85ComDvCHi0aFZb+dwisBNeHh5gQAcNGokGc0QZKASuXd8EHPpvDy\n0GD7vsv448BlbP4zAZJ0b1s+ZVygy9IBUMvXEBEREdEzwOpAPmPGDABAVlYWtm3bVuh6DORPpqff\n62hTzw9KhRLb4nej6XMN4OmsBQD4uJfHuZsJWLB3KbrUfQmtq7UEABy5dhI/n94KN7UrhrXqB1cn\nV+Tm6TFvy9dPVINKpULd6t74ZPkBPFfWFf/3Tit8tvIQpr3XGm++XBdZ2QacuHALGrUSm/ck4Nfd\nF6BUSJg5OADnk+7gUrIOQgAz3m+Das95YMxnG+FXu7Hd/h8RERERlURWB3KTyeTIOkq15g19Ub9i\nHfzfH59Bo3TCa/U6YP7ee29sXNUumBLyHyw/8iN83MojoLofJuz4FAAw7aXR2H/1KIJ9X8SZmxew\n8cx2NPJ5Hu+36wfctL2OvLw8HDyVBJNJ4NrNLBjyTBjVqznGfbkHV25konMbX7zzWkN8++sJbP4z\nAYY8EwwAjp2/iRqVPHEpWQcAmLQ4FpW93fHxkDDcSb1qr/9NRERERCWS4knuZDKZkJKSgtzcXHvX\nUyq1alILiTcvY0zAexgXOAQHrx03L3uz0auIiN+F9Fwdbt69jU92LzQvUyqUMBgNqKJ9DkeTTwMA\nzt5KQOMq9Z+oDp0uE36NqgEAymqdoVEr4eykQnZuHgDgdkYu3FzUqOztjk+HBUKSAKVCQoMaZXH+\nShq6v1QHIS2qAABy9Hkw8k0cERER0WPZdGGg+Ph4jBs3Dtu2bUNOTg527NgBhUKBcePG4bPPPkNg\nYKCj6izRvLRuqFLBE5/FfosKbuUxNnAw/hPxMbQaDzSs8DyWHVkPADAJE7L0dwEAbzfpiot3kpCc\nmYrEtCtoWekFXPr7v86qJ/vSbVpaBi7eBj4fEQRJkrBow3EIAXzUzw8GgwkGowlfrj+K1LRsRB5M\nwtwPgmA0mfDHgSRcuZGJHfsv4T9vNcfL/tWgkCR8ujQSg19/sjcHRERERKWF1YE8Pj4erVq1giRJ\n6NSpEzZs2AAAUCqVOHv2LDp06IDIyEi0bt3aYcWWVOm6u7hxKREmYcL1zBswGA3w0LjjxarNsOfS\nfot11QoVBvv3xV1DNv53aA0A4Je4bRjYrCemhvwHh6+fRGrmrSeu5duf9sL9jySLsWPxqfnW2xh9\nARujL1j2kanH1P/tNd/OvJMCgIGciIiI6FGsnrIyfvx4uLi44PTp01i8eLF5PDAwEHFxcahYsSI+\n/vhjhxRZ0h2Lu4SWvk0AAGWcPeGkckJmbhYaV6iHI9dPWaw7pu1gJKYlmcM4ADTwroOdCXswddcX\nSMm8iZNXzxRp/URERET05Kw+Qh4ZGYlRo0ahQoUKuHnT8huDFStWxJAhQzB79my7F1gaxByOR+sO\nWsx8eRwkScKSQ2shIFDRowJuZP7z/9qvchM08K4NlUKJps81BACsObER1zKSMbRVP0CSkJWbhTmb\nvsR/mr0vVztEREREZAOrA3lubi7Kli1b6HKlUons7Gy7FFUaLd2zBh4JERZjH/4+3eL2gavH0Ofn\nEQXef3Lk5+Z/63J09i+QiIiIiBzC6ikrTZo0wcaNGwtclpeXh9WrV+OFF1546oJmzZqFNm3awM/P\nD8uXL8f58+fRtm1bBAUFYciQIRBCAAC+++47+Pn5oXXr1tiyZQsAIDs7G926dUNQUBC6dOmS70g+\nEREREVFxY3UgnzBhAnbu3InevXsjMjISAHDx4kVs3LgR7dq1w6FDhzB69OinKiYqKgp//fUXYmNj\nERUVhYSEBIwePRozZ85EdHQ0hBDYuHEjkpOTsXDhQsTGxmLbtm0YP3489Ho9Fi1ahCZNmiA6Ohp9\n+/Y1X8yIiIiIiKi4snrKyiuvvIIlS5ZgxIgRWLPm3hcKBw0aBABwdnbGvHnz0L1796cqZvv27Wjc\nuDH+9a9/ISMjA3PnzsWSJUsQFBQEAOjUqRO2b98OpVKJgIAAqNVqqNVq1K5dG8ePH0dMTAzGjRsH\nAAgLC8P06dMf9euIiIiIiGRn03nI+/fvj65du2LHjh24cOECjEYjfH190b59e5QvX/6pi0lNTUVS\nUhJ+++03JCQk4NVXXzVPUQEADw8PpKenIyMjA56engWOa7Vai7HH8fR0salGd3dnm9aXi7u7c7Ho\nTaVS2lyHIzwLvRmNRmRlOUOpVFp9Hze3Jzvn/OOoVAp4eMj7WHdEb8WhL6Dk9sbHo22KQ19Aye2N\nj0fbFIe+gJLd26PYFMgBQKvV4o033kBqaipUKhXKlStnt2LKly+P+vXrQ6VSoW7dunB2dsbVq/9c\nej0jIwNeXl7QarXQ6f754qJOp8s3fn+MiIiIiKg4symQnz59GpMnT8a2bduQlZUFAPDy8sJrr72G\nGTNmoEqVKk9VTNu2bTF//nyMGjUK165dw927dxEaGordu3cjODgYERERCA0Nhb+/PyZOnIjc3Fzk\n5OQgLi4OjRo1QkBAALZu3Qo/Pz9ERESYp7o8Snq6bWeGyczMedL2ilRmZk6x6C0vz2hzHY7wLPRm\nNBqh0+XYdIQ8KyvXbr//QXl5Juh08j7WHdFbcegLKLm98fFom+LQF1Bye+Pj0TbFoS+gZPf2KFYH\n8oMHD6Jdu3bQ6/Xo3LkzatasCSEEzp07h5UrVyIiIgKxsbGoVavWExfTpUsXREdHw9/fHyaTCV9/\n/TV8fX0xaNAg6PV6NGjQAN27d4ckSRg+fDgCAwNhMpkwc+ZMaDQaDB48GP369UNgYCA0Gg1Wr179\nxLUQPYowmZCYmGjXoG80GuHs7GJTICciIqJnn9WBfNy4cdBqtfjzzz/zhe6TJ0+iXbt2GDVqVKGn\nRrTWp59+mm8sKioq31h4eDjCw8MtxlxcXLB+/fqn+v1kP44IrQDg61tT9tCarUvFnNjf4ebtYbdt\nZqZkYPSLQ1GrVm27bZOIiIiKP6sD+d69ezF58uQCj4A3atQII0eO5JU6yYIjQmtWqg5zXpuGWrXq\n2G2bT8rN2wMelez3PQVhMtltW0RERPTssDqQe3l5IS8vr9DlHh4ecHNzs0tRVHLYO7QSERERlTRW\nXxho6NCh+O9//4tTp07lW3b16lXMnz8f7777rl2LIyIiIiIq6Qo9Qj5gwABIkmS+LYRATk4OmjVr\nhrCwMNSrVw+SJCExMRFbt26Fs7OzxTnDiYiIiIjo8QoN5MuXLy/0Tr/99ht+++03i7GsrCzMnDmT\nl6unUmV2h/G4q7936sMbWTex6cwOvO/XBwLAdV0KFh9YCQDoUjcUgb7+MBgN+D0+CjGXD5q34Ve5\nCV6s2hyf/PS5HC0QERGRzAoN5CZ+wYzsxNrQ2r9ZDzxfvhayDffOyjJnzyLk5OVi8auzcE2XkROe\n8wAAIABJREFUAgA4eSkOKCYPTbVSDQCYFvVf89iI1u/g59MROJZ8Gh+06o/mFRsh9e5tBPu2wvid\nn0KChNkdxuNEyllk5OrQv1kPvPBcfSTeuSJXG0RERCQzm6/USWQLa0Pr4esnUaNMNczYvQBZ+rvm\ndSu4eyPhzmXM2bMIAKC7loYprccUbROFqOldDRqlEyYEfQClQoG1JzZBb9TDQ3Pvy83OamfkmYyo\n7PEcTqXGw2gyAgCS0q+hbrkaOHjtOM7evID9V46ifa1AOVshIiIiGVkdyIUQWLFiBXbs2IHr168X\negQ9MjLSbsXRs8/a0CpBQkV3b7zfsg88nT0QeTEWURf/Qs0y1VDWxQuT242E3qjH19uWytzRP3IM\nudh0Zgd2XYzFc+7emBA0DPP3LsX4oGHo2qAT7uqzcTo1Hj5u5fCvBh2hUWmgVqjwfLmaOHj1GADg\nr6TDaOAt/ykciYiISD5WB/JJkyZh1qxZcHJygre3d4EXZnnwS6BEgPWh1UnlhIj4KPx2dicUCiWm\nhIzEhduXcCc7Hb/E/Y59V47g+fI1MabTUNxJzJC7LQDA1TvXobt0b3pNcmYqMvV3MbJ1OKb88Tmu\n6pLRoXYQ+jbthqWH12FbfBQmBg3Dzbt3EH/7IjJyM2WunoiIiIoLqwP58uXL0aFDB2zYsAGurq6O\nrIlKEGtD67LD67E1fhcMpjzAlIdTKWfh61UFe68cgenvqR5nbyagnFsZ3EHxCOTtG7bD89XrYMnh\ntSjj7AlntQZKhQLZeff6vZOdjufL1YSHkxtc1C6YHPk5XNTOmBE6BvG3LspcPRERERUXVgfyjIwM\ndO/enWGcbGJtaK3o4YORrd/BuO2zoJAkPO9dG1GJe9G9QWdk6u9i89kdqO5VGTd0t2Tu6B/bTu5C\n09qNMTVkFABg0f4VcFZpMCrgXRiMBhiMefjm4Ero9Fmo5FEBM18eBxMEVh77BTl5uebtiL9/iIiI\nqHSyOpCHhYUhMjIS4eHhjqyHShhrQ+utu3ewO3EfZrw8BkaTEbsv/oWrGcn49cw2DG81AM0qNoRJ\nmDAvYhHC678tc1f3mIQJX+77Pt/4iZQz+cb+d2hNoduJS41HXGq8PUsjIiKiZ4jVgXzBggVo3749\nevXqhTfeeAM+Pj4FzhkPCgqya4H0bLMltG459we2nPvDYizbkINP/z7DCgDo0tLsXiMRERGRnKwO\n5ElJSUhPT8fatWuxdu3aAteRJAlGo9FuxRERERERlXRWB/KhQ4ciLS0NY8aMQZ06daBS8RTmRERE\nRERPy+pUffLkSUyZMgXjxo1zZD1ERERERKWKwtoVq1SpUuC5x4mIiIiI6MlZHcjHjh2LL774AqdO\nnXJkPUREREREpYrVU1aOHTsGhUKBJk2aoFatWqhQoUKB88gjIyPtWiARERERUUlmdSDfvHkzVCoV\nqlSpgtzcXFy+fDnfOgWdBpGIiIiIiApndSBPTEx0YBlERERERKWT1XPIiYiIiIjI/qw+Qh4SEvLI\nKSlCCEiSxDnkREREREQ2sDqQX7x4EZIkQQhhHjMajbh58yZyc3NRvXp1NGrUyCFFEhERERGVVE89\nhzwvLw+bNm1CeHg4xowZY6+6iIiIiIhKhaeeQ65SqdC1a1cMGjSIV/EkIiIiIrKR3b7UWbt2bRw9\netRemyMiIiIiKhXsEshzcnKwatUq+Pj42GNzRERERESlxlOfZSU3NxdnzpzBnTt38PHHH9u1OCIi\nIiKiku6pzrICAEqlEvXq1UOvXr0wZMgQuxdIRERERFSS8UqdREREREQy4pU6iYiIiIhkVOgR8o8/\n/viRV+YszOTJk5+qICIiIiKi0uSRgdxWkiQxkBMRERER2aDQQJ6QkPDYO+t0OkycOBG//fYbVCoV\nRo4cadfiiIiIiIhKukIDua+v7yPvuG7dOowaNQrXr19HQEAAFi1ahEaNGtm7PiIiIiKiEs3mL3Ve\nuHABYWFh+Pe//w29Xo///e9/+PPPPxnGiYiIiIiegNWBXK/XY9q0aWjcuDF27NiBAQMG4MyZMxg4\ncKAj6yMiIiIiKtGsOg95ZGQkhgwZgnPnzqFhw4ZYtGgR2rZt6+jaiIiIiIhKvEceIb9x4wZ69+6N\nl19+GVeuXMHs2bNx5MgRhnEiIiIiIjspNJAvWrQI9erVw5o1a/Daa6/h9OnTGDt2LFQqqy/u+cRu\n3LiBqlWr4ty5czh//jzatm2LoKAgDBkyBEIIAMB3330HPz8/tG7dGlu2bAEAZGdno1u3bggKCkKX\nLl1w8+ZNh9dKRERERPQ0Cg3kQ4cORVpaGgBg06ZNqFGjBpRKJRQKRb6f++NKpfKpCzIYDHjvvffg\n5uYGIQRGjRqFmTNnIjo6GkIIbNy4EcnJyVi4cCFiY2Oxbds2jB8/Hnq9HosWLUKTJk0QHR2Nvn37\nYsaMGU9dDxERERGRIxV6uLtv3742b+xJruz5sDFjxmDw4MGYNWsWAODw4cMICgoCAHTq1Anbt2+H\nUqlEQEAA1Go11Go1ateujePHjyMmJgbjxo0DAISFhWH69OlPXQ8RERERkSMVGsi///77Iizjn9/p\n7e2NDh06YNasWRBCmKeoAICHhwfS09ORkZEBT0/PAse1Wq3F2ON4errYVKO7u7NN68vF3d2ZvT10\nn2eBm5sGHh7W1+rmpnFIHSqVwqY6HMERvRWHvoCS2xsfj7YpDn0BJbc3Ph5tUxz6Akp2b4/i+Anh\nNli2bBkkScLOnTtx9OhR9OvXD6mpqeblGRkZ8PLyglarhU6nM4/rdLp84/fHiIiIiIiKs2IVyHfv\n3m3+d0hICBYvXowxY8Zg9+7dCA4ORkREBEJDQ+Hv74+JEyciNzcXOTk5iIuLQ6NGjRAQEICtW7fC\nz88PERER5qkuj5Kenm1TjZmZOTb3JYfMzBz29tB9ngVZWbnQ6ayvNSsr1yF15OWZbKrDERzRW3Ho\nCyi5vfHxaJvi0BdQcnvj49E2xaEvoGT39ijFKpA/TJIkfP755xg0aBD0ej0aNGiA7t27Q5IkDB8+\nHIGBgTCZTJg5cyY0Gg0GDx6Mfv36ITAwEBqNBqtXr5a7BSIiIiKiRyq2gXzXrl3mf0dFReVbHh4e\njvDwcIsxFxcXrF+/3tGlERERERHZzSMvDERERERERI7FQE5EREREJCMGciIiIiIiGTGQExERERHJ\niIGciIiIiEhGDORERERERDJiICciIiIikhEDORERERGRjBjIiYiIiIhkxEBORERERCQjBnIiIiIi\nIhkxkBMRERERyYiBnIiIiIhIRgzkREREREQyYiAnIiIiIpIRAzkRERERkYwYyImIiIiIZMRATkRE\nREQkIwZyIiIiIiIZMZATEREREcmIgZyIiIiISEYM5EREREREMmIgJyIiIiKSEQM5EREREZGMGMiJ\niIiIiGTEQE5EREREJCMGciIiIiIiGTGQExERERHJiIGciIiIiEhGDORERERERDJiICciIiIikhED\nORERERGRjBjIiYiIiIhkxEBORERERCQjBnIiIiIiIhkxkBMRERERyYiBnIiIiIhIRgzkREREREQy\nYiAnIiIiIpIRAzkRERERkYyKVSA3GAx4++23ERQUhFatWmHz5s04f/482rZti6CgIAwZMgRCCADA\nd999Bz8/P7Ru3RpbtmwBAGRnZ6Nbt24ICgpCly5dcPPmTTnbISIiIiJ6rGIVyFetWgVvb29ER0fj\n999/x9ChQzF69GjMnDkT0dHREEJg48aNSE5OxsKFCxEbG4tt27Zh/Pjx0Ov1WLRoEZo0aYLo6Gj0\n7dsXM2bMkLslIiIiIqJHKlaBvEePHpg2bRoAwGQyQa1W4/DhwwgKCgIAdOrUCTt37sSBAwcQEBAA\ntVoNrVaL2rVr4/jx44iJiUFYWBgAICwsDDt37pStFyIiIiIia6jkLuBBbm5uAACdTocePXpgxowZ\n+PDDD83LPTw8kJ6ejoyMDHh6ehY4rtVqLcYex9PTxaYa3d2dbVpfLu7uzuztofs8C9zcNPDwsL5W\nNzeNQ+pQqRQ21eEIjuitOPQFlNze+Hi0TXHoCyi5vfHxaJvi0BdQsnt7lGJ1hBwAkpKS8NJLL6Fv\n377497//DYXinxIzMjLg5eUFrVYLnU5nHtfpdPnG748RERERERVnxeoIeUpKCjp06ICvv/4aISEh\nAIBmzZph9+7dCA4ORkREBEJDQ+Hv74+JEyciNzcXOTk5iIuLQ6NGjRAQEICtW7fCz88PERER5qku\nj5Kenm1TjZmZOU/UW1HLzMxhbw/d51mQlZULnc76WrOych1SR16eyaY6HMERvRWHvoCS2xsfj7Yp\nDn0BJbc3Ph5tUxz6Akp2b49SrAL5zJkzkZ6ejmnTppnnks+fPx/Dhw+HXq9HgwYN0L17d0iShOHD\nhyMwMBAmkwkzZ86ERqPB4MGD0a9fPwQGBkKj0WD16tUyd0RERERE9GjFKpDPnz8f8+fPzzceFRWV\nbyw8PBzh4eEWYy4uLli/fr2jyiMiIiIisrtiN4eciIiIiKg0YSAnIiIiIpIRAzkRERERkYwYyImI\niIiIZMRATkREREQkIwZyIiIiIiIZMZATEREREcmIgZyIiIiISEYM5EREREREMmIgJyIiIiKSEQM5\nEREREZGMGMiJiIiIiGTEQE5EREREJCMGciIiIiIiGTGQExERERHJiIGciIiIiEhGDORERERERDJi\nICciIiIikhEDORERERGRjBjIiYiIiIhkxEBORERERCQjBnIiIiIiIhkxkBMRERERyYiBnIiIiIhI\nRgzkREREREQyYiAnIiIiIpIRAzkRERERkYwYyImIiIiIZMRATkREREQkIwZyIiIiIiIZMZATERER\nEcmIgZyIiIiISEYM5EREREREMmIgJyIiIiKSEQM5EREREZGMGMiJiIiIiGTEQE5EREREJCMGciIi\nIiIiGTGQExERERHJqMQFcpPJhPfffx9t2rRBSEgILly4IHdJRERERESFKnGB/Ndff4Ver0dsbCxm\nz56N0aNHy10SEREREVGhSlwgj4mJQVhYGACgVatWOHjwoMwVEREREREVrsQF8oyMDGi1WvNtpVIJ\nk8kkY0VERERERIVTyV2AvWm1Wuh0OvNtk8kEhaLw9x1ZWXeQnHw93/hzz1VEpUqV8o3fvZuB1MSj\n0N28bDHu5KqFxtUr3/q5d9Ogv5uRb/zB9bN1t5GVeq/mnPRs5GZk51tfo3WBs6dLvvGC1s++cxd3\nm2TAs4D1r127Vmi/7u7OuJt+w+b6C1s//cZF6I9fQ3rSbZvqBwrv93ZCKi5VugDAkK/+gvbX/X4v\nXbpssd+eZn8B/+wze+yv++vn5Rjg3FAFV1e1eTwlJQWpqTfyre/t7YMKFSrA2VmFu+mpEH+/6dRn\nZ0Cfo8u3vpOzB5xctPnGC1o/Nysdt27VQfXq1fOt/7h67Ln+lStXcfPySejckmyqHyi432zdLdy6\nlQqdLv/+dUT9j1r//n7LzUp76v0FAKa8PEhSa4vHjiPrL2z9+/sst1zaU++v++vrbl1BfHw5i/1W\n1PsLuLfP0lMuQncryab6C+vXmGeAJAmbnu9PU/+j1s/OzrZ4HbGm/kf1m5uVbrHP5NhfAJCVlWZ+\nDbGl/oc9uH627pZ5v8m1v7y9ffK99ltb/4MeXP/BfSbX/rq//oOv/dbW/6h+7+8zne62bPuroPUf\nJgkhxGPXeoZs2LABmzdvxrJly7B3715Mnz4dW7ZskbssIiIiIqIClbhALoTAkCFDcPz4cQDAsmXL\nULduXZmrIiIiIiIqWIkL5EREREREz5IS96VOIiIiIqJnCQM5EREREZGMGMiJiIiIiGTEQE5ERERE\nJCMG8iJy5coVKBQKREdHy13KU2nXrh0UCkWBP19//fVj7z916lTUqVOnCCq1na+vLxQKBRYvXlzg\n8k6dOkGhUGDVqlVFXJn9JScnQ61Wo2HDhnKX8sRK0/66r6S8jjyKLT1GRUVBoVDg2rVrRVCZ7UrC\n8+xBP/zwA/z9/eHu7g6tVou2bdti/fr1cpdlV3q9Hp9//jmaNm0KNzc3eHt7o2PHjvj999+t3kZS\nUhLWrVvnwCqt4+vri9q1ayM7O/+1L9q1a4dBgwbJUNXTu//af//H2dkZtWrVwpgxY5CZmSl3eU+M\ngZxsIkkSevfujeTk5Hw/AwYMkLu8p6ZWq/HTTz/lG799+zYiIyMhSRIkSZKhMvtauXIlatasibi4\nOOzZs0fucp5Yadlf9GwqKc8zAPj222/xwQcfYNiwYTh+/Dj279+Pzp0749///jd++OEHucuzi9zc\nXHTs2BHz5s3D8OHDcerUKURGRqJ58+Z49dVXMX36dKu2M3DgQGzbts3B1VonISEBEyZMyDf+LL82\nSpKEjz76yJw94uLiMGvWLKxduxZhYWEwGAyP30gxxEBONnNxcYGPj0++HxeX/FemfJZIkoTQ0FDs\n3r0bt27dsli2YcMGvPjiiygpZwldvnw53nrrLTRr1gzffvut3OU8kdK0v+jZVBKeZ/d98803ePfd\nd9G3b1/UrFkT9erVw4QJE/D2229jwYIFcpdnF9OmTcORI0cQExODgQMHwtfXF40bN8asWbPwzTff\nYOrUqfjzzz8fux0hRLF47ZEkCTVr1sTChQvx119/yV2OXbm7u5uzR40aNdCzZ09s2rQJf/31F5Yu\nXSp3eU+EgVwGOTk5GDVqFHx9faHRaODj44N33nnH/LHS999/j/r16+Pbb7+Fr68vnJ2dERQUhDNn\nzshc+ePl5uZi9OjRqFSpEjw9PdGuXTvs27cv33qTJ09GuXLlULZsWbz//vsFfqQmhzZt2uC5557D\nL7/8YjH+448/4s033zTfFkJgxowZqFu3LjQaDcqUKYPu3bvj5s2bAO59lO7s7IxPPvkE5cqVQ2ho\naJH28SgHDx7EqVOn0L59e3Tr1g0//fQT0tLSzMvvTz/y9/eHq6sr/Pz8LP4I9e/fH2+++SZCQkLg\n5eWFb775Ro42ANhvfzVt2hTDhg2z2MbSpUtRoUIFGI1GxzdiIyEE+vfvj/bt21uMPzh2/zG4ceNG\n1KtXD87OzmjevDliYmLkKNlm1vRYnFnzPFu9erXFfR4emzt3LqpVqwY3Nzd07doVI0aMQEhISJH1\n8CCVSoU9e/YgIyPDYvyzzz7Dhg0bAAB37tzBwIEDUb58eZQrVw5dunTBuXPnzOv2798fvXr1wpAh\nQ6DValG5cmWrjzo7mslkwqJFi8xB/GEDBw5E3bp18eWXXwIA9u/fj5CQELi7u6Ny5coYN24cjEYj\n+vfvj8jISCxfvhxKpbKIu8ivf//+aNOmDd555x3k5uYWuM7ly5fx1ltvwcfHB1qtFm+88QYuXrwI\n4N4005o1a1qsn5ycDJVKhcjISIfXb4tmzZqhbdu2WLt2LQDg5MmT6NixI9zc3FC1alW8//77SE9P\nN69vMBgwadIkVKtWDe7u7mjbtm2BeaWoMJAXMSEEPvzwQ2zZsgWrV69GfHw8vvzyS6xZs8biCEpC\nQgLWrFmDX375BXv37sXt27fxwQcfyFj5Px71zr9v377Ys2cPfvzxRxw6dAgvvfQS2rVrh/j4ePM6\nFy5cwP79+7F7926sW7cOW7ZswdixY4ui9MeSJAndunXDzz//bB67efMmoqOj0b17d/PY559/jgUL\nFuDLL7/E+fPnsWbNGuzZsweffPKJeR29Xo+oqCgcOHCgWB1B+v777/Hcc8+hbdu26NGjB3JycvJ9\n5Dx+/HgMGjQIR48eRcuWLdGxY0fzCzRwL/B269YN+/fvx7/+9a+ibsHMXvurf//+WL9+PfLy8sz3\nWbFiBXr37l0s/qgWpLCPnB8cMxgMmDZtGpYsWYKjR4/C09PzmZpaZk2PxZU1z7NHWbhwIaZPn47Z\ns2fj6NGj8PX1xZdffilb72PGjMH+/ftRqVIlvP766/j8889x7NgxlC9fHtWqVYPJZELnzp2RnJyM\n7du3IyYmBtWrV0fbtm1x+/Zt83Y2bNiA27dvY9++fZg3bx7mzp2L2bNny9LTg86ePYu0tDS0adOm\n0HWCg4MRGxuLxMREhISEoG7dujh48CBWrlyJFStWYMqUKViwYAECAwPx5ptv4vr160XYQcEUCgWW\nLFmCxMRETJ06Nd9ynU6HgIAApKWlYfv27YiKikJ6ejqCg4ORkZGBfv364dKlS9i7d6/5PmvXrkXl\nypXx0ksvFWEn1mnUqBFOnDiBa9euITg4GE2bNsXRo0fx008/4fTp0+jatat53eHDh2Pp0qX46quv\ncPz4cTRt2hRhYWHmAzVFTlCRSEpKEpIkiaioKLFy5UoRGxtrsTwoKEiEh4cLIYRYtmyZkCRJnDlz\nxrx8/vz5ws3NrUhrLkhwcLBQq9XC3d3d4mfQoEEiPj5eSJIkTp06ZXGfl19+Wbz33ntCCCGmTJki\n3NzcxO3bt83Lly9fLjQajcjOzi7SXh7m6+srPvnkE7Fnzx7h5OQk0tLShBBCLF68WLz88stCCCEk\nSRKrVq0SmzdvFhERERb379u3rwgNDRVCCLFr1y4hSZLYvn170TbxGLm5uaJs2bJi2LBh5rEWLVqI\nhg0bmm9LkiRGjhxpvm00GkXNmjXF+PHjhRBC9OvXT1SqVKnoii6EPfdXSkqKUKvVYvPmzUIIIS5d\nuiQUCoU4duxYEXb0eA++jvTr18/c5339+vUT7du3F0L88xj8/fffzcs3btwoJEkSN2/eLNK6bfEk\nPV69elWOUgtl7fNs1apVFvd7cKx69epiypQpFstbtmwpQkJCHFf4Y8TGxoqePXsKLy8vIUmSkCRJ\nNG/eXJw6dUrs2LFDqFQqkZGRYXGfunXrilmzZgkh7u27ihUripycHPPyyZMnF4vXk5iYGCFJkoiM\njCx0nQkTJgiNRiPGjx8vateuLUwmk3nZb7/9Jr7++mshhBChoaFiwIABDq/5ce6/RgohxNy5c4VK\npRKHDh0SQgjRrl07ER4eLr766ivh7u4u7ty5Y77fzZs3hZubm7mfoKAgMXz4cPPyli1bigkTJhRh\nJ5Ye7OthEydOFGq1WkyaNEn4+flZLLty5YqQJEns3btXZGRkCI1GI5YvX25enpeXJ8aMGSPOnj3r\n0PoLwyPkRez+lyJ1Oh3Gjh2LN954A3Xr1sWePXssPhqXJMnibCRarRZ6vV6Oki1IkoSuXbvi2LFj\nFj8zZszAkSNHAACtWrWCh4eH+Wf37t0W023q1auHMmXKmG+3bNkSer3e4qNNOQUEBMDb2xu//vor\nAGD9+vUW0x8A4JVXXoGnpycmTpyIHj16oHHjxli1ahVMJpPFeg9/1Ce3TZs24c6dOxZHj3v27InT\np08jNjbWPBYcHGz+t0KhQMuWLXHy5EnzWHHqyx77y8fHB507d8bKlSsBAKtWrcILL7yAF154oWib\ncYC6deua/63VagGgWLyWlGTWPs8Kc+vWLVy+fBmtW7e2GG/btq2sc5Nbt26NdevWmY9wT5o0CQkJ\nCejUqRMOHz4Mo9GISpUqWbz+X7x40eL139/fHxqNxny7VatWuH79usVRdDmUK1cOAPJNyXlQWloa\nvL29ceLECbRo0cLi04ouXbpg8ODBAIrnJzijRo1CixYtMGDAAItPAk+dOoX69evDy8vLPFauXDk0\naNDA/Jrfr18/rF+/HkIInDt3DocOHULfvn2LvAdrZGRkwMvLC0eOHMGRI0csHov16tWDJEmIi4vD\n2bNnodfr4e/vb76vUqnEnDlzLF4zixIDuYOkpKTg1KlT5tv3X0SVSiXCw8PRp08fAEC3bt3w66+/\nWgQgAObT+TxIzhfiB2m1WtSsWdPix8fHB05OTgCAvXv3WoT1uLg4c9ABkK+v+6HowRdpud2f85ma\nmorY2FiLj7kAYMaMGejQoQMyMzPRuXNnrFixAn369Mm3j4rbF12///57AMDLL78MtVoNtVpt/gb+\ng3PB1Wq1xf3y8vIs9puzs7Pji7WBPfZX//79sXnzZmRlZWHlypXo379/EXeRX2GvIyqVqsD1H/xD\ne19Bz6vi8loC2KfH4sba59mDHuzrfu8Pv8GXa78lJSVhyJAhuHPnDoB7gdPPzw/Tpk3D+vXrkZSU\nhJycHJQtWzbfwZq4uDh8+umn5m09vF/vH4h6+O9CUatduzYqVKjwyC9tRkdHo02bNlCr1cXqOWQN\nhUKBpUuX4uzZsxZTK11cXArsJS8vz/x3oHv37sjIyEBkZCRWr14Nf39/PP/880VWuy0OHz6MZs2a\nwcnJCR06dMj3eDx37hy6du2a729cccBA7iCfffaZOXQDML+QqdVqLF26FN9++y3mzJmDPn36oG7d\nujh//vwz9wR/2P1z7SYnJ1uE9Xnz5mHjxo3m9c6ePYucnBzz7ZiYGLi6uharo649evTAzp07sWLF\nCoSEhKBs2bLmZUIIzJkzB9OnT8f8+fMxYMAANG3atNgc4S9McnIytm3bhqFDh+Z7kerYsaPFl84O\nHDhgvl9eXh4OHjyIZs2amceK2xEge+yvLl26wM3NDfPnz0d8fDx69+5d1G3kU9jryP03wA8fzXvw\nuxrPipLWo7XPM7VabfEFswf78vT0RLVq1Szm7QLAvn37ZHnuubi4YMmSJfjxxx/zLdNqtZAkCTVq\n1MDt27chhDC/9vv6+mLixIkW55Q/cuSIxRuNvXv3onr16hZHaOWgVCoxfPhwfPfdd7hw4UK+5atW\nrcLp06cxdOhQ1K9fH0eOHLH4m/3tt9+iZcuWRVmyzRo0aIBJkyZh5syZ5h4bNGiAM2fOmJ93wL3v\n4Zw7dw4NGjQAAPMXPX/++Wf8+OOPxfbo+LFjx/DXX3+hT58+aNiwIeLi4lCtWjXz41GhUGDEiBG4\ncuUKateuDZVKZfG3zmQyoW7duvKdW7/IJ8mUEhEREUKhUIg1a9aI8+fPizfffFPUrl32/hg2AAAK\nzUlEQVRbGAwG4enpKfr16yfOnz8vDh8+LHr06CE0Go146623hBD35pCrVCqL7RU0Jofg4GDzXPeC\nvPXWW6JmzZoiIiJCnD9/XkyYMEEolUrzvLwpU6YIpVIpXn/9dXH8+HGxadMm4ePjIyZPnlxULRSq\nevXq5nlpRqNRVKpUSWi1WvH999+b15EkSaxcuVI0aNBAdOzYUZw5c0acPHlSDB06VGg0GvHiiy8K\nIYrn3Na5c+cKpVIpLl++nG9ZZGSkkCRJzJ8/X0iSJDw9PcW6detEXFycGDhwoPDy8hLXrl0TQogC\n5/XKwZ77674RI0YIV1dX8frrrxdpL4Up7HVEiH9eE9auXSsSEhLE1KlThaur6yPnVxfHx6W9e5Sb\nNc+zBQsWiODgYNG0aVNx7NgxcejQIREUFCScnZ3Nc8i/+uorodVqxerVq8XZs2fF+PHjhSRJ4qWX\nXirqloQQQkyaNEm4uLiI6dOnixMnTohz586Jn3/+WdSrV08MHDhQCCFE69atRfPmzUV0dLQ4e/as\nGDhwoHBzcxNxcXFCiHuvHZIkiaFDh4ozZ86IFStWCHd3d/HVV1/J0tPD8vLyxGuvvSYqVqwoli1b\nJhISEsSpU6fElClThJOTk5g2bZoQQoirV68Kd3d3MXToUBEXFye2b98uKlWqZJ7z37VrVxEcHCwu\nXbokYzeWr5H3GQwG0bRpUyFJkhg0aJDIyckRNWvWFB06dBCHDx8Whw4dEqGhoaJq1aoiPT3dfL/t\n27cLDw8P4ezsbPEdMDlUr15dfPTRR+L69evi+vXr4sKFC2LNmjWiWrVqIiQkRJhMJpGcnCy8vLxE\nr169xIkTJ8SBAwdEq1atRL169YTBYBBCCDFy5EhRtWpVsXXrVnHu3DkxePBg4ePjI27cuCFLXwzk\nDjRnzhxRvXp14eLiIoKDg8XJkyeFEEJs27ZNNGrUSDg7O4s6deqI//73v2L27NmiTp06Qoh7f4TU\narXFtgoak0O7du3EoEGDCl2emZkphg0bJp577jnh4uIiWrRoITZt2mRePnXqVNG2bVvx4YcfCq1W\nK7y9vf+/vbsJierr4wD+ndHUcUatsTIHTUVMSSckjd6srPFvqZijmUQQTULZi+VCgl7QMKggN2Yl\nRAulElw1+EKaZi4UKpgwhNBooZaGSosw0Kz09yzCef6TWj096bXx+9l57rlzz50Z7/16POdcOXv2\nrIyPj89F83/o+4kiJ0+eFHd3d4eL0uSkK5vNJuvXrxeNRiOBgYFSWFgod+/eFR8fHxkdHZWWlhZR\nq9XzKigYjUYxm80zbo+OjpaoqChRqVRy+vRpWbt2rWg0GomPj5f29nZ7PYvFYg9ESvqTn9ckm80m\nKpVK7t+/P6fn8iMzXUe+fPkip06dEr1eL97e3nL48GE5d+6cQ1j9/js4H7+XIn/2HJX2K79nRqNR\nOjs7Zdu2beLh4SGhoaFSWVkpYWFhDhM9i4qKxN/fXzQajezdu1fS09Nl586dc3Ea06qoqJDNmzeL\nj4+PuLu7S2RkpBQXF8vXr19F5Nvk6AMHDoherxetVitbtmyRtrY2+/4HDx6UjRs3ypEjR0Sr1UpI\nSIhcv35dqdOZ1sTEhNy6dUvWrVsnXl5e4uvrK0lJSfLw4UOHem1tbbJp0ybx8PCwX1MmJ3k2NzfL\nihUrRKvVyuDgoBKnISIzT35sb2+XRYsW2e/lr1+/ltTUVNHpdLJ48WLJzMyUnp4eh30mJiYkICBA\nMjIy5qTtPxIcHGyfVKxSqcTb21uMRqNcvnx5yvXcZDKJp6en+Pr6SlZWlrx9+9a+fWxsTPLz8+2f\n1fbt2x3udXNNJfKXj5Mgoj9KrVajoqJi3v5bcjbV1dUhOzsb7969m3EMM9FcaGhowJo1a2AwGOxl\nu3btQmBgIG7fvq1gy36fxWJBb28vWlpalG4K0bzDOw4RLXhdXV3o6OjAhQsXkJOTwzBOirtz5w66\nu7tx8+ZN6PV61NXVobm5GU1NTUo3jYhmASd1EtGC19XVhezsbISGhtpXwyBS0o0bNxAWFoakpCSs\nXr0a5eXlqKqqQnx8vNJN+20zPeiJiAAOWSEiIiIiUhB7yImIiIiIFMRATkRERESkIAZyIiIiIiIF\nMZATERERESmIgZyIyAlZLBao1Wq4urri/fv3M9aLjo6GWq3GoUOHZq0tQ0NDGBkZsf8cHx+PkJCQ\nWTseEdHfhoGciMiJiQjq6uqm3dbd3Y2Ojg4AmLXl6Orr6xERETHljwIuf0dE9F8M5ERETiw4OBjV\n1dXTbrNarVi2bNmsHv/Zs2f48OHDrB6DiOhvx0BOROTE0tLS0NTUhE+fPk3ZZrVasXv37jlpBx95\nQUQ0MwZyIiInZjabMTIygkePHjmUDw0N4cmTJ8jIyJiyT2trKxISEuDl5QUvLy+YTCa0trY61AkO\nDsaxY8dw7949REZGQqPRYNWqVSgrK7PXsVgsuHjxIgAgJCQEO3bssG8TETQ2NiI2NhYajQZBQUG4\ndOkSgzsRLUgM5ERETkqlUiEuLg5Lly6dMmyluroaOp0OJpPJobympgbx8fHo6+tDYWEhCgoK8ObN\nG5hMJtTW1jq8dn19PfLy8pCVlYWSkhJotVrk5uaivr4eAHD06FGkp6cDAEpKSnD+/Hn7/gMDA8jM\nzERCQgKuXbuGoKAgFBQUoLS0dLbeDiKiectV6QYQEdHsUavVSElJQW1tLUTEPpnSarUiJSUFbm5u\n9rrj4+M4ceIEAgMDYbPZoNPpAAA5OTmIiorC8ePHkZycDBcXF4gI+vr68OLFC0RFRQH41htvMBhQ\nWVmJpKQkbNiwAUajEVarFWazGStXrrQfa2xsDFVVVUhLSwMA7N+/HwEBAbBarcjLy5urt4eIaF5g\nDzkRkZMzm80YGhrC06dPAQDDw8N4/Pixvfd60vPnz9Hf34/c3Fx7GAcAHx8f5Obmor+/HzabzV4e\nHh5uD+MA4OfnBz8/PwwODv60TVqt1mH8uk6nQ3h4OAYGBn77PImI/lYM5ERETmpyPPY///wDjUaD\nmpoaAMCDBw+gVquRnJzsUL+npwfAt6D9vYiICABAb2+vvWy6FVrc3NwwPj7+07b5+vpOWfpQo9Hg\n8+fPP92XiMjZMJATETk5T09PJCYm2seRW61WJCYmwtPT06HejyZUTkxMAIDDEBe1+vdvIf/PvkRE\nzoZXRCKiBcBsNqOrqwsvX75EQ0PDlOEqwLeVUwCgs7NzyrZXr14BAAIDA2e1nURECxEDORGRk/r3\nkJDU1FS4uLggPz8fo6Oj064/HhMTA39/f5SVleHjx4/28uHhYZSVlcFgMCAmJuZ/aoOLiwsA/NIw\nFiKihYqBnIjISf17CIper0dcXBwaGxuxdetWLFmyZEp9V1dXlJaWoq+vD7GxsSguLsbVq1cRGxuL\ngYEBhzXGf9Xy5csBAMXFxQ7LJs40PIbrkBPRQsRATkTkhFQq1ZRJk2azGSqVatqHAU3as2cPGhsb\nYTAYUFRUhCtXriA0NBQtLS0Overfv/ZM5fv27UNCQgLKy8tx5syZGdv2o3IiImenEnZHEBEREREp\nhj3kREREREQKYiAnIiIiIlIQAzkRERERkYIYyImIiIiIFMRATkRERESkIAZyIiIiIiIFMZATERER\nESmIgZyIiIiISEEM5ERERERECmIgJyIiIiJS0H8AgfcXTxFx5UkAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 85 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "PART 4: Is CPD cooking the books?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, examine what specific crimes are driving this trend. Second, examine the precincts with abnormally lower crime rates." ] }, { "cell_type": "code", "collapsed": false, "input": [ "property_crimes_ts = ['Arson','Burglary','Vehicle_theft','Robbery','Theft']\n", "\n", "ax = ts[property_crimes_ts].resample('M').plot(lw=4)\n", "ax.set_yscale('log')\n", "ax.grid(False,which='minor')\n", "ax.legend(loc='upper center',ncol=5,fontsize=14)\n", "ax.set_ylabel('Number of crimes',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 128, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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p/M7AtXhiaNKmQZnQez2qbkctaks2AJy3dcMgUeaC9TrAeuzwOOsBcO3uh/Xa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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 128 }, { "cell_type": "code", "collapsed": false, "input": [ "lm_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_x['Temperature'] = sinfunc(arange(len(lm_x)),*avg_params)\n", "lm_x['Month'] = lm_x['Date'].apply(lambda x:x.month)\n", "lm_x['Week'] = lm_x['Date'].apply(lambda x:x.week)\n", "lm_x['Weekday'] = lm_x['Date'].apply(lambda x:x.weekday())\n", "lm_x['Time'] = arange(len(lm_x))\n", "lm_x = lm_x.set_index('Date')\n", "\n", "lm_arson = smf.ols('Arson ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_burglary = smf.ols('Burglary ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_robbery = smf.ols('Robbery ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_theft = smf.ols('Theft ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_vehicle_theft = smf.ols('Vehicle_theft ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "\n", "arson_std,lower,upper = wls_prediction_std(lm_arson)\n", "burglary_std,lower,upper = wls_prediction_std(lm_burglary)\n", "robbery_std,lower,upper = wls_prediction_std(lm_robbery)\n", "theft_std,lower,upper = wls_prediction_std(lm_theft)\n", "vehicle_theft_std,lower,upper = wls_prediction_std(lm_vehicle_theft)\n", "\n", "start_date = '2001-01-01'\n", "property_pred2 = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "property_pred2['Arson_prediction'] = lm_arson.predict(lm_x[start_date:])\n", "property_pred2['Burglary_prediction'] = lm_burglary.predict(lm_x[start_date:])\n", "property_pred2['Robbery_prediction'] = lm_robbery.predict(lm_x[start_date:])\n", "property_pred2['Theft_prediction'] = lm_theft.predict(lm_x[start_date:])\n", "property_pred2['Vehicle_theft_prediction'] = lm_vehicle_theft.predict(lm_x[start_date:])\n", "\n", "property_pred2['Arson_observation'] = ts['Arson'].ix[start_date:]\n", "property_pred2['Burglary_observation'] = ts['Burglary'].ix[start_date:]\n", "property_pred2['Robbery_observation'] = ts['Robbery'].ix[start_date:]\n", "property_pred2['Theft_observation'] = ts['Theft'].ix[start_date:]\n", "property_pred2['Vehicle_theft_observation'] = ts['Vehicle_theft'].ix[start_date:]\n", "\n", "property_pred2['Arson_error'] = property_pred2['Arson_observation'] - property_pred2['Arson_prediction']\n", "property_pred2['Burglary_error'] = property_pred2['Burglary_observation'] - property_pred2['Burglary_prediction']\n", "property_pred2['Robbery_error'] = property_pred2['Robbery_observation'] - property_pred2['Robbery_prediction']\n", "property_pred2['Theft_error'] = property_pred2['Theft_observation'] - property_pred2['Theft_prediction']\n", "property_pred2['Vehicle_theft_error'] = property_pred2['Vehicle_theft_observation'] - property_pred2['Vehicle_theft_prediction']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 131 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = property_pred2[['Arson_error','Burglary_error','Robbery_error','Theft_error','Vehicle_theft_error']].ix['2010-1-1':'2014-3-31'].resample('M',np.sum).plot(lw=4)\n", "#ax.set_ylim((-40,40))\n", "ax.set_ylabel('Observed error from predictions',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_title('Most property crimes below predictions since Q2 2013',fontsize=24)\n", "ax.legend(['Arson','Burglary','Robbery','Theft','Vehicle theft'],fontsize=12,ncol=5,loc='upper center')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 141, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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khPPnzyM5OVm0WdbUdAUokJ1zrvZ+Dx06hMDAQCxYsKBCZK4IhPq+ffu22jSP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\nU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3/5y6xfP7deyGcavS2voaopEpEerO70sGOJtYg1pasZinroi2i1s8Nxn6YBLzYXYThS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lsTR0/xXlS9eRBel9630PAXaz7kI915JLdlKenp7erBdw1oIFC7BgwQLJmMlkgkpVE2p8fDxy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\n/wBcdYBIh0hdtAAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 141 }, { "cell_type": "code", "collapsed": false, "input": [ "personal_crimes_ts = ['Assault','Battery','Sexual_assault','Homicide']\n", "\n", "ax = ts[personal_crimes_ts].resample('M',np.sum).plot(lw=4)\n", "ax.set_yscale('log')\n", "ax.grid(False,which='minor')\n", "ax.legend(loc='upper center',ncol=5,fontsize=14)\n", "ax.set_ylabel('Number of crimes',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_ylim((10e0,10e4))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 375, "text": [ "(10.0, 100000.0)" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oOnPgJeYn82XaWso60NsA4G7jxt39ZuFn79Oh13eVer2WN/a/z7GyE61up1aq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\nR0sHyuoqeOvAh01uMjxs3HgoYW6XBNu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3HfYCOxS2lvRcIdCxOpTJKzHNZ5JFrnYMu+oI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\nBEEQBEEQBOEFKNAmCIIgCIIgCC/w/wCD2GukwDNtAgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 375 }, { "cell_type": "code", "collapsed": false, "input": [ "lm_x = pd.DataFrame({'Date':pd.date_range('2001-01-01','2014-12-31')})\n", "lm_x['Temperature'] = sinfunc(arange(len(lm_x)),*avg_params)\n", "lm_x['Month'] = lm_x['Date'].apply(lambda x:x.month)\n", "lm_x['Week'] = lm_x['Date'].apply(lambda x:x.week)\n", "lm_x['Weekday'] = lm_x['Date'].apply(lambda x:x.weekday())\n", "lm_x['Time'] = arange(len(lm_x))\n", "lm_x = lm_x.set_index('Date')\n", "\n", "lm_assault = smf.ols('Assault ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_battery = smf.ols('Battery ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_sexual_assault = smf.ols('Sexual_assault ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "lm_homicide = smf.ols('Homicide ~ Temperature + Time + C(Week) + C(Weekday)',data=ts.dropna()).fit()\n", "\n", "start_date = '2001-01-01'\n", "personal_pred2 = pd.DataFrame(index = pd.date_range(start_date,'2014-12-31'))\n", "personal_pred2['Assault_prediction'] = lm_assault.predict(lm_x[start_date:])\n", "personal_pred2['Battery_prediction'] = lm_battery.predict(lm_x[start_date:])\n", "personal_pred2['Sexual_assault_prediction'] = lm_sexual_assault.predict(lm_x[start_date:])\n", "personal_pred2['Homicide_prediction'] = np.floor(lm_homicide.predict(lm_x[start_date:])) # Minority Effect red ball\n", "\n", "personal_pred2['Assault_observation'] = ts['Assault'].ix[start_date:]\n", "personal_pred2['Battery_observation'] = ts['Battery'].ix[start_date:]\n", "personal_pred2['Sexual_assault_observation'] = ts['Sexual_assault'].ix[start_date:]\n", "personal_pred2['Homicide_observation'] = ts['Homicide'].ix[start_date:]\n", "\n", "personal_pred2['Assault_error'] = personal_pred2['Assault_observation'] - personal_pred2['Assault_prediction']\n", "personal_pred2['Battery_error'] = personal_pred2['Battery_observation'] - personal_pred2['Battery_prediction']\n", "personal_pred2['Sexual_assault_error'] = personal_pred2['Sexual_assault_observation'] - personal_pred2['Sexual_assault_prediction']\n", "personal_pred2['Homicide_error'] = personal_pred2['Homicide_observation'] - personal_pred2['Homicide_prediction']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 378 }, { "cell_type": "code", "collapsed": false, "input": [ "ax = personal_pred2[['Assault_error','Battery_error','Sexual_assault_error','Homicide_error']].ix['2010-1-1':'2014-3-31'].resample('M',np.sum).plot(lw=4)\n", "#ax.set_ylim((-40,40))\n", "ax.set_ylabel('Observed error from predictions',fontsize=18)\n", "ax.set_xlabel('Time',fontsize=18)\n", "ax.set_title('Most personal crimes below predictions since Q2 2013',fontsize=24)\n", "ax.legend(['Assault','Battery','Sexual assault','Homicide'],fontsize=12,ncol=5,loc='upper center')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 379, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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SXornzJmjVZc+5Vt+IFpYWNCSJUuUdLVaTTNnzlTqlxWEx48fkyRJpFKpKD4+Xiu//MIi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FZmQTuU3Oj0snjs2c/gjRHyC4oNeHBdPriuTgQ7OhDs7ICj9Ty0stljt57G2WodzlTrYCgtx1fn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"text": [ "" ] } ], "prompt_number": 379 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Patterns by police district" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we can replicate the claims Bernstein and Isaackson report about the " ] }, { "cell_type": "code", "collapsed": false, "input": [ "# From: http://gis.chicagopolice.org/pdfs/district_beat.pdf\n", "Image(url='http://i.imgur.com/KMMkatm.png')" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "" ], "metadata": {}, "output_type": "pyout", "prompt_number": 256, "text": [ "" ] } ], "prompt_number": 256 }, { "cell_type": "code", "collapsed": false, "input": [ "homicide_df = crime_df[crime_df['Primary Type'] == \"HOMICIDE\"]\n", "\n", "homicide_gb_district_df = pd.DataFrame()\n", "\n", "for year in range(2003,2014):\n", " homicide_gb_district_df[year] = homicide_df[homicide_df['Year'] == year].groupby('District')['ID'].agg(len).ix[:25]\n", "\n", "district_homicide_change_df = pd.DataFrame()\n", "district_homicide_change_df[u'2010\\N{EN DASH}2012 change'] = (homicide_gb_district_df[2012]-homicide_gb_district_df[2010])/homicide_gb_district_df[2010]*100\n", "district_homicide_change_df['2013 change'] = (homicide_gb_district_df[2013]-homicide_gb_district_df[2012])/homicide_gb_district_df[2012]*100\n", "districts = [int(i) for i in list(homicide_gb_district_df.T.columns)]\n", "ax = district_homicide_change_df.plot(kind='bar')\n", "ax.set_xticklabels(districts,rotation=0)\n", "ax.legend(ncol=3,fontsize=15,loc='upper center')\n", "ax.set_ylim((-100,500))\n", "\n", "ax.set_ylabel(\"Percentage change\",fontsize=18)\n", "ax.set_xlabel(\"CPD District\",fontsize=18)\n", "ax.set_title(\"Homicide rates across districts fall\\nin 2013 despite significant increases in recent years\",fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 365, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gaWmJFi1a6DwIfO7cOQwePBi+vr4wNzeHUqlE9erV8dZbb2ndXyqP1alTp7Bv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"text": [ "" ] } ], "prompt_number": 365 }, { "cell_type": "code", "collapsed": false, "input": [ "property_gb_district_df = pd.DataFrame()\n", "\n", "for year in range(2003,2014):\n", " property_gb_district_df[year] = crime_df_gb_property[crime_df_gb_property['Year'] == year].groupby('District')['ID'].agg(len).ix[:25]\n", "\n", "district_property_change_df = pd.DataFrame()\n", "district_property_change_df[u'2010\\N{EN DASH}2012 change'] = (property_gb_district_df[2012]-property_gb_district_df[2010])/property_gb_district_df[2010]*100\n", "district_property_change_df['2013 change'] = (property_gb_district_df[2013]-property_gb_district_df[2012])/property_gb_district_df[2012]*100\n", "districts = [int(i) for i in list(property_gb_district_df.T.columns)]\n", "ax = district_property_change_df.plot(kind='bar')\n", "ax.set_xticklabels(districts,rotation=0)\n", "ax.legend(ncol=3,fontsize=15,loc='upper center')\n", "ax.set_ylim((-30,30))\n", "\n", "ax.set_ylabel(\"Percentage change\",fontsize=18)\n", "ax.set_xlabel(\"CPD District\",fontsize=18)\n", "ax.set_title(\"Property crime rates across districts fall faster\\nin 2013 than previous 3 years combined\",fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 278, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tVB+60KVoHzp0iExNTfkCs1atWhQQEEDGxsZkampKP/zwA//2yA9fEREtXLiQ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"text": [ "" ] } ], "prompt_number": 278 }, { "cell_type": "code", "collapsed": false, "input": [ "personal_gb_district_df = pd.DataFrame()\n", "\n", "for year in range(2003,2014):\n", " personal_gb_district_df[year] = crime_df_gb_personal[crime_df_gb_personal['Year'] == year].groupby('District')['ID'].agg(len).ix[:25]\n", "\n", "district_personal_change_df = pd.DataFrame()\n", "district_personal_change_df[u'2010\\N{EN DASH}2012 change'] = (personal_gb_district_df[2012]-personal_gb_district_df[2010])/personal_gb_district_df[2010]*100\n", "district_personal_change_df['2013 change'] = (personal_gb_district_df[2013]-personal_gb_district_df[2012])/personal_gb_district_df[2012]*100\n", "districts = [int(i) for i in list(district_personal_change_df.T.columns)]\n", "ax = district_personal_change_df.plot(kind='bar')\n", "ax.set_xticklabels(districts,rotation=0)\n", "ax.legend(ncol=3,fontsize=15,loc='upper center')\n", "ax.set_ylim((-30,20))\n", "\n", "ax.set_ylabel(\"Percentage change\",fontsize=18)\n", "ax.set_xlabel(\"CPD District\",fontsize=18)\n", "ax.set_title(\"Personal crime rates across districts fall faster\\nin 2013 than previous 3 years combined\",fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 280, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Jrkh7rSwle9++fVqV7GPHjpGlpSU5OztTUVGRRry4uDi+QCBz9+5d3g9qY9SoUTRgwAA6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"text": [ "" ] } ], "prompt_number": 280 }, { "cell_type": "code", "collapsed": false, "input": [ "(homicide_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1)*100).plot(xlim=(-200,200),kind='kde',colormap='jet',alpha=.75,lw=2)\n", "for i,district in enumerate(districts):\n", " plt.axvline(x=homicide_gb_district_df.T.pct_change().ix[2013][district]*100,c='k')\n", " \n", "plt.legend(districts,title='District',ncol=2,fontsize=12)\n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Year-over-year percentage change in crime',fontsize=18)\n", "plt.title('Homicide changes spread across district distributions',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 368, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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tb9iwIQmCekxqzSEdr127Ru3bt5eH1vL29tY6Vl6vJRHJwwlqDof2008/kSCo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\nVO/lbDyb5tGjR/Dz88PKlSsRHh4O4K+7Pt+pO+p1mTt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"text": [ "" ] } ], "prompt_number": 368 }, { "cell_type": "code", "collapsed": false, "input": [ "(property_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1)*100).plot(kind='kde',colormap='jet',alpha=.75,lw=2)\n", "for i,district in enumerate(districts):\n", " plt.axvline(x=property_gb_district_df.T.pct_change().ix[2013][district]*100,c='k')\n", " \n", "plt.legend(districts,title='District',ncol=2,fontsize=12)\n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Year-over-year percentage change in crime',fontsize=18)\n", "plt.title('Decrease in 2013 property crime rates across districts\\nis lower than normal',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 358, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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qoOrPrz7x17Xua+j9ka+Rffv24eTJkxbr/fjjj9izZw927txZqy+J8vW5efNm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xY/NVo9AUL0subgsR77nAkc+UpiAnoCPYkIVAbggB/KGzQO1tdTFYRBYRv57YQeLifgBNKA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\nINOnTxej0SgJC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"text": [ "" ] } ], "prompt_number": 358 }, { "cell_type": "code", "collapsed": false, "input": [ "(personal_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1)*100).plot(kind='kde',colormap='jet',alpha=.75,lw=2)\n", "for i,district in enumerate(districts):\n", " plt.axvline(x=personal_gb_district_df.T.pct_change().ix[2013][district]*100,c='k')\n", " \n", "plt.legend(districts,title='District',ncol=2,fontsize=12)\n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Year-over-year percentage change in crime',fontsize=18)\n", "plt.title('Decrease in 2013 personal crime rates across districts\\nis lower than normal',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 359, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NJUuWYMOGDSXqP+br6wtPT0+kpaVhyZIlZtf54IMP0Lx5c/Tp00dZlpiYCCEE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VEj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\nGg9bt24Vl8slLVu2lKefflqee+456dq1qxiGIW+++eZp+6Ao5zuVpCvKeaK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"text": [ "" ] } ], "prompt_number": 359 }, { "cell_type": "code", "collapsed": false, "input": [ "homicide_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1).apply(np.std,axis=1).plot(kind='kde',colormap='jet',alpha=.75,lw=2)\n", "plt.axvline(x=np.std(homicide_gb_district_df.T.pct_change().ix[2013]),c='k')\n", " \n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Spread of changes in property crime rates across districts',fontsize=18)\n", "plt.title('The spread of changes in homicide rates\\nis less than previous years',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 380, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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7Nup6/vVd3uTJk/HXX3/h3//+N5RKJeLi4qCvr4/nn38e0dHRWLhwYY1jqC6O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vUVjDqsr3hx5ebmIjw8HFFRUXjjjTf45W3pLzpE0t2UgIAAHDhwAABw8OBBBAcHC9bfuHEDgYGB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\nL19u8bw0Xq5p/TXdH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"text": [ "" ] } ], "prompt_number": 380 }, { "cell_type": "code", "collapsed": false, "input": [ "property_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1).apply(np.std,axis=1).plot(kind='kde',colormap='jet',alpha=.75,lw=2)\n", "plt.axvline(x=np.std(personal_gb_district_df.T.pct_change().ix[2013]),c='k')\n", " \n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Spread of changes in property crime rates across districts',fontsize=18)\n", "plt.title('The spread of changes in property crime rates\\nis less than previous years',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 360, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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ExEQZNKF4H91ERD179lSO2dXVlUJCQpQBfZo1a0bDhw8nITRH9Tx27Jgycpqt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\ncSI2b96MWbNmITU1F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"text": [ "" ] } ], "prompt_number": 360 }, { "cell_type": "code", "collapsed": false, "input": [ "personal_gb_district_df.T.pct_change().ix[2004:2012].dropna(axis=1).apply(np.std,axis=1).plot(kind='kde',colormap='jet',alpha=.75,lw=2)\n", "plt.axvline(x=np.std(personal_gb_district_df.T.pct_change().ix[2013]),c='k')\n", " \n", "plt.ylabel('Count of changes',fontsize=18)\n", "plt.xlabel('Spread of changes in personal crime rates across districts',fontsize=18)\n", "plt.title('But the spread of changes in personal crime rates\\ndoes not differ from previous years',fontsize=24)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 361, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sWZdrFfHTLbt8a9OmjZ6bvfj4eHJwcCBJkvR8Jsv9P3v2rNH6ns0/duwY7//S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O89JygUelqOkDHGGHu9BEFA69b10Lp1PaSkZCI29jp+++02kpMzkJycge++uwBv7wbw9W2AZs0s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\nfmz69OkYMmQIfv75Z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"text": [ "" ] } ], "prompt_number": 361 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Miscellaneous" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However extremely warm or cold temperatures can also inhibit these effects as people stay indoors and other temporal variables such as time of day, day of week, holidays, public school sessions, and even lunar cycles may also play a part in the frequency of violent and property crimes. Studying the frequency of crime and weather also invites questions of quality and quantity. Do people more regular crimes of assault escalate into homicide (quality), do some crimes become more prevalent (quantity), or a combination of both?\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "for district in districts:\n", " print district, stats.ttest_1samp(property_gb_district_df.T.pct_change().ix[2004:2012][district].values,property_gb_district_df.T.pct_change().ix[2013][district])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 (array(2.49958818487028), 0.036965750610989556)\n", "2 (array(1.9320619666217416), 0.089435604385737263)\n", "3 (array(3.029995320845064), 0.016309532535531631)\n", "4 (array(3.659662619335382), 0.0064043318278342387)\n", "5 (array(2.988043547833051), 0.017385746993000887)\n", "6 (array(2.1220541176474526), 0.066611874181757777)\n", "7 (array(3.2008277917654024), 0.012596669894569134)\n", "8 (array(2.5599321789598815), 0.033650521707074235)\n", "9 (array(3.2233192017527212), 0.012178397593181151)\n", "10 (array(3.6033030057254525), 0.0069488903957138351)\n", "11 (array(4.500117179430549), 0.0020017821483030965)\n", "12 (array(3.8137447956001562), 0.0051352002942768923)\n", "14 (array(2.6812622289978223), 0.02787143113202083)\n", "15 (array(3.3005706918430535), 0.010849615884006023)\n", "16 (array(3.1951097761227194), 0.012705396548538738)\n", "17 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "(array(3.192121931397842), 0.01276260142020974)\n", "18 (array(3.558512695467989), 0.0074167840073363824)\n", "19 (array(3.3744276527431034), 0.0097215779396347558)\n", "20 (array(3.6846932467414577), 0.0061772362854679921)\n", "22 (array(2.8041955455947374), 0.023048304001622125)\n", "24 (array(2.3816270339460726), 0.044432698598261315)\n", "25 (array(2.4612585369974416), 0.039241673447205083)\n" ] } ], "prompt_number": 281 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }