{ "metadata": { "name": "NYPD-Crash" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# NYPD Crash Data\n", "\n", "The New York Police Department make vehicle collision data available as PDFs. The [NYPD Crash Data Band-Aid](http://nypd.openscrape.com/) site [scrapes](http://blog.accursedware.com/nypd-crash-data-band-aid/) this data and kindly makes it available in a structured manner. The [data](http://nypd.openscrape.com/data/) is available as CSV files and JSON.\n", "\n", "Let's see what we can make of this data.\n", "\n", "First, we'll load it. The URL for the CSV file is . First, let's read the file. (Note: though it says it's a CSV file, it's actually a TSV file -- TAB separated values)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "\n", "# From Pandas 0.12 onwards, you can just use a single line:\n", "# data = pd.read_csv('http://nypd.openscrape.com/data/collisions.csv.gz', compression='gzip', sep='\\t')\n", "\n", "# But for older versions, we need to download the file first.\n", "import os.path\n", "import urllib\n", "\n", "# Let's download it only if it does not already exist. Save ourselves some bandwidth.\n", "if not os.path.exists('collisions.csv.gz'):\n", " urllib.urlretrieve('http://nypd.openscrape.com/data/collisions.csv.gz', 'collisions.csv.gz')\n", "\n", "data = pd.read_csv('collisions.csv.gz', compression='gzip', sep='\\t')\n", "data" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 230138 entries, 0 to 230137\n",
        "Data columns (total 68 columns):\n",
        "borocode                          230138  non-null values\n",
        "precinct                          230138  non-null values\n",
        "year                              230138  non-null values\n",
        "month                             230138  non-null values\n",
        "lon                               228297  non-null values\n",
        "lat                               228297  non-null values\n",
        "street1                           230138  non-null values\n",
        "street2                           230138  non-null values\n",
        "collisions                        230138  non-null values\n",
        "persons_involved                  230138  non-null values\n",
        "collisions_with_injuries          230138  non-null values\n",
        "motorists_injured                 230138  non-null values\n",
        "passengers_injured                230138  non-null values\n",
        "cyclists_injured                  230138  non-null values\n",
        "pedestr_injured                   230138  non-null values\n",
        "total_injured                     230138  non-null values\n",
        "motorists_killed                  230138  non-null values\n",
        "passengers_killed                 230138  non-null values\n",
        "cyclists_killed                   230138  non-null values\n",
        "pedestr_killed                    230138  non-null values\n",
        "total_killed                      230138  non-null values\n",
        "ambulance                         999  non-null values\n",
        "bicycle                           7167  non-null values\n",
        "bus                               7846  non-null values\n",
        "fire_truck                        522  non-null values\n",
        "large_com_veh_6_or_more_tires     6417  non-null values\n",
        "livery_vehicle                    5204  non-null values\n",
        "motorcycle                        2678  non-null values\n",
        "other                             11458  non-null values\n",
        "passenger_vehicle                 170780  non-null values\n",
        "pedicab                           31  non-null values\n",
        "pick_up_truck                     6539  non-null values\n",
        "scooter                           199  non-null values\n",
        "small_com_veh_4_tires             7231  non-null values\n",
        "sport_utility_station_wagon       79000  non-null values\n",
        "taxi_vehicle                      14690  non-null values\n",
        "unknown                           35098  non-null values\n",
        "van                               15283  non-null values\n",
        "aggressive_driving_road_rage      1096  non-null values\n",
        "alcohol_involvement               2255  non-null values\n",
        "backing_unsafely                  7844  non-null values\n",
        "cell_phone_hand_held              145  non-null values\n",
        "driver_inattention_distraction    0  non-null values\n",
        "driver_inexperience               35676  non-null values\n",
        "drugs_illegal                     162  non-null values\n",
        "eating_or_drinking                2  non-null values\n",
        "err_confusn_ped_bike_other_ped    0  non-null values\n",
        "failure_to_keep_right             0  non-null values\n",
        "failure_to_yield_right_of_way     15120  non-null values\n",
        "fatigued_drowsy                   344  non-null values\n",
        "fell_asleep                       539  non-null values\n",
        "following_too_closely             12588  non-null values\n",
        "illness                           420  non-null values\n",
        "listening_using_headphones        2  non-null values\n",
        "lost_consciousness                207  non-null values\n",
        "other_electronic_device           5704  non-null values\n",
        "other_uninvolved_vehicle          0  non-null values\n",
        "outside_car_distraction           680  non-null values\n",
        "passenger_distraction             865  non-null values\n",
        "passing_or_lane_usage             8088  non-null values\n",
        "physical_disability               122  non-null values\n",
        "prescription_medication           36  non-null values\n",
        "texting                           2  non-null values\n",
        "traffic_control_disregarded       4183  non-null values\n",
        "turning_improperly                6787  non-null values\n",
        "unsafe_lane_changing              9417  non-null values\n",
        "unsafe_speed                      0  non-null values\n",
        "vehicle_vandalism                 14  non-null values\n",
        "dtypes: float64(49), int64(17), object(2)\n",
        "
" ], "output_type": "pyout", "prompt_number": 1, "text": [ "\n", "Int64Index: 230138 entries, 0 to 230137\n", "Data columns (total 68 columns):\n", "borocode 230138 non-null values\n", "precinct 230138 non-null values\n", "year 230138 non-null values\n", "month 230138 non-null values\n", "lon 228297 non-null values\n", "lat 228297 non-null values\n", "street1 230138 non-null values\n", "street2 230138 non-null values\n", "collisions 230138 non-null values\n", "persons_involved 230138 non-null values\n", "collisions_with_injuries 230138 non-null values\n", "motorists_injured 230138 non-null values\n", "passengers_injured 230138 non-null values\n", "cyclists_injured 230138 non-null values\n", "pedestr_injured 230138 non-null values\n", "total_injured 230138 non-null values\n", "motorists_killed 230138 non-null values\n", "passengers_killed 230138 non-null values\n", "cyclists_killed 230138 non-null values\n", "pedestr_killed 230138 non-null values\n", "total_killed 230138 non-null values\n", "ambulance 999 non-null values\n", "bicycle 7167 non-null values\n", "bus 7846 non-null values\n", "fire_truck 522 non-null values\n", "large_com_veh_6_or_more_tires 6417 non-null values\n", "livery_vehicle 5204 non-null values\n", "motorcycle 2678 non-null values\n", "other 11458 non-null values\n", "passenger_vehicle 170780 non-null values\n", "pedicab 31 non-null values\n", "pick_up_truck 6539 non-null values\n", "scooter 199 non-null values\n", "small_com_veh_4_tires 7231 non-null values\n", "sport_utility_station_wagon 79000 non-null values\n", "taxi_vehicle 14690 non-null values\n", "unknown 35098 non-null values\n", "van 15283 non-null values\n", "aggressive_driving_road_rage 1096 non-null values\n", "alcohol_involvement 2255 non-null values\n", "backing_unsafely 7844 non-null values\n", "cell_phone_hand_held 145 non-null values\n", "driver_inattention_distraction 0 non-null values\n", "driver_inexperience 35676 non-null values\n", "drugs_illegal 162 non-null values\n", "eating_or_drinking 2 non-null values\n", "err_confusn_ped_bike_other_ped 0 non-null values\n", "failure_to_keep_right 0 non-null values\n", "failure_to_yield_right_of_way 15120 non-null values\n", "fatigued_drowsy 344 non-null values\n", "fell_asleep 539 non-null values\n", "following_too_closely 12588 non-null values\n", "illness 420 non-null values\n", "listening_using_headphones 2 non-null values\n", "lost_consciousness 207 non-null values\n", "other_electronic_device 5704 non-null values\n", "other_uninvolved_vehicle 0 non-null values\n", "outside_car_distraction 680 non-null values\n", "passenger_distraction 865 non-null values\n", "passing_or_lane_usage 8088 non-null values\n", "physical_disability 122 non-null values\n", "prescription_medication 36 non-null values\n", "texting 2 non-null values\n", "traffic_control_disregarded 4183 non-null values\n", "turning_improperly 6787 non-null values\n", "unsafe_lane_changing 9417 non-null values\n", "unsafe_speed 0 non-null values\n", "vehicle_vandalism 14 non-null values\n", "dtypes: float64(49), int64(17), object(2)" ] } ], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a lot of values. To get a sense of what's happening here, let's view these values. There are a couple of ways of doing this. One is to explicitly convert to HTML and displaying it using `IPython.display`." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from IPython.display import HTML\n", "HTML(data.head().to_html())" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
borocodeprecinctyearmonthlonlatstreet1street2collisionspersons_involvedcollisions_with_injuriesmotorists_injuredpassengers_injuredcyclists_injuredpedestr_injuredtotal_injuredmotorists_killedpassengers_killedcyclists_killedpedestr_killedtotal_killedambulancebicyclebusfire_trucklarge_com_veh_6_or_more_tireslivery_vehiclemotorcycleotherpassenger_vehiclepedicabpick_up_truckscootersmall_com_veh_4_tiressport_utility_station_wagontaxi_vehicleunknownvanaggressive_driving_road_ragealcohol_involvementbacking_unsafelycell_phone_hand_helddriver_inattention_distractiondriver_inexperiencedrugs_illegaleating_or_drinkingerr_confusn_ped_bike_other_pedfailure_to_keep_rightfailure_to_yield_right_of_wayfatigued_drowsyfell_asleepfollowing_too_closelyillnesslistening_using_headphoneslost_consciousnessother_electronic_deviceother_uninvolved_vehicleoutside_car_distractionpassenger_distractionpassing_or_lane_usagephysical_disabilityprescription_medicationtextingtraffic_control_disregardedturning_improperlyunsafe_lane_changingunsafe_speedvehicle_vandalism
0 3 60 2011 8-73.988165 40.590100 27 AVENUE HARWAY AVENUE 1 2 1 2 0 0 0 2 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 1NaNNaNNaNNaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1 3 60 2011 8-73.988310 40.586507 28 AVENUE CROPSEY AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2 3 60 2011 8-73.985962 40.588771 28 AVENUE HARWAY AVENUE 2 5 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 5NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3 3 60 2011 8-73.984093 40.590566 28 AVENUE STILLWELL AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4 3 60 2011 8-73.988643 40.574282 38 STREET SURF AVENUE 1 1 0 0 0 0 0 0 0 0 0 0 0NaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
" ], "output_type": "pyout", "prompt_number": 2, "text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "The other way is to tell Pandas that we're OK with really long lines, so that it can go ahead and display lots of columns." ] }, { "cell_type": "code", "collapsed": false, "input": [ "pd.set_option('display.max_columns', 100)\n", "pd.set_option('display.line_width', 10000)\n", "data.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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borocodeprecinctyearmonthlonlatstreet1street2collisionspersons_involvedcollisions_with_injuriesmotorists_injuredpassengers_injuredcyclists_injuredpedestr_injuredtotal_injuredmotorists_killedpassengers_killedcyclists_killedpedestr_killedtotal_killedambulancebicyclebusfire_trucklarge_com_veh_6_or_more_tireslivery_vehiclemotorcycleotherpassenger_vehiclepedicabpick_up_truckscootersmall_com_veh_4_tiressport_utility_station_wagontaxi_vehicleunknownvanaggressive_driving_road_ragealcohol_involvementbacking_unsafelycell_phone_hand_helddriver_inattention_distractiondriver_inexperiencedrugs_illegaleating_or_drinkingerr_confusn_ped_bike_other_pedfailure_to_keep_rightfailure_to_yield_right_of_wayfatigued_drowsyfell_asleepfollowing_too_closelyillnesslistening_using_headphoneslost_consciousnessother_electronic_deviceother_uninvolved_vehicleoutside_car_distractionpassenger_distractionpassing_or_lane_usagephysical_disabilityprescription_medicationtextingtraffic_control_disregardedturning_improperlyunsafe_lane_changingunsafe_speedvehicle_vandalism
0 3 60 2011 8-73.988165 40.590100 27 AVENUE HARWAY AVENUE 1 2 1 2 0 0 0 2 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 1NaNNaNNaNNaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
1 3 60 2011 8-73.988310 40.586507 28 AVENUE CROPSEY AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2 3 60 2011 8-73.985962 40.588771 28 AVENUE HARWAY AVENUE 2 5 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 5NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3 3 60 2011 8-73.984093 40.590566 28 AVENUE STILLWELL AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0NaNNaNNaNNaNNaNNaNNaNNaN 2NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4 3 60 2011 8-73.988643 40.574282 38 STREET SURF AVENUE 1 1 0 0 0 0 0 0 0 0 0 0 0NaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN 1NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "output_type": "pyout", "prompt_number": 3, "text": [ " borocode precinct year month lon lat street1 street2 collisions persons_involved collisions_with_injuries motorists_injured passengers_injured cyclists_injured pedestr_injured total_injured motorists_killed passengers_killed cyclists_killed pedestr_killed total_killed ambulance bicycle bus fire_truck large_com_veh_6_or_more_tires livery_vehicle motorcycle other passenger_vehicle pedicab pick_up_truck scooter small_com_veh_4_tires sport_utility_station_wagon taxi_vehicle unknown van aggressive_driving_road_rage alcohol_involvement backing_unsafely cell_phone_hand_held driver_inattention_distraction driver_inexperience drugs_illegal eating_or_drinking err_confusn_ped_bike_other_ped failure_to_keep_right failure_to_yield_right_of_way fatigued_drowsy fell_asleep following_too_closely illness listening_using_headphones lost_consciousness other_electronic_device other_uninvolved_vehicle outside_car_distraction passenger_distraction passing_or_lane_usage physical_disability prescription_medication texting traffic_control_disregarded turning_improperly unsafe_lane_changing unsafe_speed vehicle_vandalism\n", "0 3 60 2011 8 -73.988165 40.590100 27 AVENUE HARWAY AVENUE 1 2 1 2 0 0 0 2 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN 1 NaN NaN NaN NaN 1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", "1 3 60 2011 8 -73.988310 40.586507 28 AVENUE CROPSEY AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN 2 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", "2 3 60 2011 8 -73.985962 40.588771 28 AVENUE HARWAY AVENUE 2 5 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN 5 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", "3 3 60 2011 8 -73.984093 40.590566 28 AVENUE STILLWELL AVENUE 1 2 0 0 0 0 0 0 0 0 0 0 0 NaN NaN NaN NaN NaN NaN NaN NaN 2 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN\n", "4 3 60 2011 8 -73.988643 40.574282 38 STREET SURF AVENUE 1 1 0 0 0 0 0 0 0 0 0 0 0 NaN 1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN 1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a look at where most of the accidents happen. In other words, let's plot the latitudes and longitudes as a heatmap.\n", "\n", "I didn't quite know how to plot a 2D heatmap, but as with all things in life, Google and StackOverflow are your friends. This led to which provided this function:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "heatmap, xedges, yedges = np.histogram2d(data['lon'], data['lat'], bins=50)" ], "language": "python", "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "cannot convert float NaN to integer", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mheatmap\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mxedges\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myedges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhistogram2d\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'lon'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'lat'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m50\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32mD:\\anaconda\\64\\lib\\site-packages\\numpy\\lib\\twodim_base.pyc\u001b[0m in \u001b[0;36mhistogram2d\u001b[1;34m(x, y, bins, range, normed, weights)\u001b[0m\n\u001b[0;32m 609\u001b[0m \u001b[0mxedges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0myedges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbins\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfloat\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 610\u001b[0m \u001b[0mbins\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mxedges\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0myedges\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 611\u001b[1;33m \u001b[0mhist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0medges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mhistogramdd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbins\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnormed\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mweights\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 612\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mhist\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0medges\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0medges\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 613\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32mD:\\anaconda\\64\\lib\\site-packages\\numpy\\lib\\function_base.pyc\u001b[0m in \u001b[0;36mhistogramdd\u001b[1;34m(sample, bins, range, normed, weights)\u001b[0m\n\u001b[0;32m 356\u001b[0m \u001b[0mmindiff\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdedges\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 357\u001b[0m \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0misinf\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmindiff\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 358\u001b[1;33m \u001b[0mdecimal\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mlog10\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmindiff\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m6\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 359\u001b[0m \u001b[1;31m# Find which points are on the rightmost edge.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 360\u001b[0m on_edge = where(around(sample[:,i], decimal) == around(edges[i][-1],\n", "\u001b[1;31mValueError\u001b[0m: cannot convert float NaN to integer" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We get an error when plotting latitude and longitude. This looks like it's because some of the values are NaN. Let's get rid of those." ] }, { "cell_type": "code", "collapsed": false, "input": [ "locations = data[['lon', 'lat']].dropna()\n", "locations" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 228297 entries, 0 to 230137\n",
        "Data columns (total 2 columns):\n",
        "lon    228297  non-null values\n",
        "lat    228297  non-null values\n",
        "dtypes: float64(2)\n",
        "
" ], "output_type": "pyout", "prompt_number": 7, "text": [ "\n", "Int64Index: 228297 entries, 0 to 230137\n", "Data columns (total 2 columns):\n", "lon 228297 non-null values\n", "lat 228297 non-null values\n", "dtypes: float64(2)" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can create the 2D histogram and plot it." ] }, { "cell_type": "code", "collapsed": false, "input": [ "heatmap, xedges, yedges = np.histogram2d(locations['lon'], locations['lat'], bins=50)\n", "plt.imshow(heatmap, extent=[xedges[0], xedges[-1], yedges[0], yedges[-1]])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's clustered around the corner. Most likely because there are a few outliers. Could we clean up these outliers? Maybe we can restrict ourselves to 40.5 - 41 longitude and -79 to -78.5 latitude. Let's plot the distribution of the data and see what it looks like." ] }, { "cell_type": "code", "collapsed": false, "input": [ "locations['lon'].hist()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "output_type": "display_data", "png": 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ncOnSJZw7dw7f+973EBERobhyZN/sv9Ibb7yBVatWKagav2/219bWIiEhAfHx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\nZNr/AyKZlbz2n0BWAAAAAElFTkSuQmCC\n" } ], "prompt_number": 9 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Not very helpful. Let's increase the number of bins, and the size of the images going forward." ] }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = 15, 5\n", "locations['lon'].hist(bins=100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "output_type": "display_data", "png": 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LFysvL09dXV2SpL179+rw4cN65ZVX5PF4tHPnTuXk5GhsbEwLFy7UuXPnri+U\nmT8AAADgOsz8RZc5n/kLBAIqKyuTy+UKNn6SVFhYqJqaGklSTU2N1qxZEzxeV1en0dFRdXd3y+fz\nye12Kzk5WfHx8Wpra1MgEFBtba1Wr1497r327dun/Pz8aV8QAAAAAGC8kM3fr371K73++us6dOiQ\nsrOzlZ2drZaWFpWXl2v//v1KT0/XW2+9FbzT53K5VFRUJJfLpZUrV6qqqiq4JbSqqkqbN2+W0+lU\nWlqaPB6PJKmsrEx/+MMf5HQ69aMf/Sh49xDRYfyWBZiEfM1GvuYiW7ORr8m8VheAMBZy5u8v/uIv\ndPny5QlfO3DgwITHn3vuOT333HPjji9btkzvv//+uONf+tKX1NDQEKoUAAAAAMA0TWnmLxww8wcA\nAABcj5m/6DLnM38AAAAAgMhH8wfLMXdgNvI1G/mai2zNRr4m81pdAMIYzR8AAAAARAFm/gAAAIAI\nxcxfdGHmDwAAAAAQEs0fLMfcgdnI12zkay6yNRv5msxrdQEIYzR/AAAAABAFmPkDAAAAItStn/mL\nkzQ27uhdd83XRx8N3LxQzIqZ9kQ0fwAAAECEsuIDXyZ+jb+r3wp84AsiHnMHZiNfs5GvucjWbORr\nMq/VBSCM0fwBAAAAQBRg2ycAAAAQodj2GV3Y9gkAAAAACInmD5Zj7sBs5Gs28jUX2ZqNfE3mtboA\nhDGaPwAAAACIAsz8AQAAABGKmb/owswfAAAAACAkmj9YjrkDs5Gv2cjXXGRrNvI1mdfqAhDGaP4A\nAAAAIAow8wcAAABEKGb+ogszfwAAAACAkGj+YDnmDsxGvmYjX3ORrdnI12ReqwtAGKP5AwAAAIAo\nwMwfAAAAEKGY+YsuzPwBAAAAAEKi+YPlmDswG/majXzNRbZmI1+Tea0uAGGM5g8AAAAAogAzfwAA\nAECEYuYvujDzBwAAAAAIieYPlmPuwGzkazbyNRfZmo18Tea1ugCEsZDN36ZNm2Sz2ZSZmRk8NjAw\noIKCAqWnp2v58uUaHBwMvlZRUSGn06mMjAy1trYGj7e3tyszM1NOp1Pbtm0LHh8ZGdG6devkdDqV\nk5OjU6dOzda1AQAAAAA+E7L5e/rpp9XS0nLdscrKShUUFOjkyZPKz89XZWWlJKmzs1P19fXq7OxU\nS0uLtm7dGtyTumXLFlVXV8vn88nn8wXfs7q6WklJSfL5fNq+fbt27Ngx29eIMJebm2t1CZhD5Gs2\n8jUX2ZoOobIwAAAM/ElEQVSNfE2Wa3UBCGMhm7+HH35Y8+fPv+5Yc3OzSkpKJEklJSVqbGyUJDU1\nNam4uFhxcXFyOBxKS0tTW1ub+vr6NDQ0JLfbLUnauHFj8Jxr32vt2rU6ePDg7F0dAAAAAEDSNGf+\n+vv7ZbPZJEk2m039/f2SpN7eXtnt9uDP2e12+f3+ccdTUlLk9/slSX6/X6mpqZKk2NhYJSQkaGBg\nYHpXg4jE3IHZyNds5GsusjUb+ZrMa3UBCGOxM32DmJiYzz5idu6VlpbK4XBIkhITE5WVlRXctnD1\nlxhr1qxZs2bNeubrq8KlHtazu74qXOphPbP157ySOiTl3nAs95rvNYW1pvV6uPz/YdK6o6Mj+Pkq\nPT09mqkpPeevp6dHjz/+uN5//31JUkZGhrxer5KTk9XX16e8vDydOHEiOPtXXl4uSfJ4PNq1a5cW\nL16svLw8dXV1SZL27t2rw4cP65VXXpHH49HOnTuVk5OjsbExLVy4UOfOnRtfKM/5AwAAAK7Dc/6i\niyXP+SssLFRNTY0kqaamRmvWrAker6ur0+joqLq7u+Xz+eR2u5WcnKz4+Hi1tbUpEAiotrZWq1ev\nHvde+/btU35+/rQvBgAAAAAwsZDNX3FxsR566CF98MEHSk1N1Wuvvaby8nLt379f6enpeuutt4J3\n+lwul4qKiuRyubRy5UpVVVUFt4RWVVVp8+bNcjqdSktLk8fjkSSVlZXpD3/4g5xOp370ox8F7x4i\neozfsgCTkK/ZyNdcZGs28jWZ1+oCEMZCzvzt3bt3wuMHDhyY8Phzzz2n5557btzxZcuWBbeNXutL\nX/qSGhoaQpUBAAAAAJiBKc38hQNm/gAAAIDrMfMXXSyZ+QMAAAAARBaaP1iOuQOzka/ZyNdcZGs2\n8jWZ1+oCEMZo/gAAAAAgCjDzBwAAAEQoZv6iCzN/AAAAAICQaP5gOeYOzEa+ZiNfc5Gt2cjXZF6r\nC0AYo/kDAAAAgCjAzB8AAABgsfj4BRoaOj/ha3fdNV8ffTQw4WvM/EWXmfZENH8AAACAxUI1cTf7\nezDNX3ThA18Q8Zg7MBv5mo18zUW2ZiNfk3mtLgBhjOYPAAAAwAzFKiYmZsKv+PgFVheHz7DtEwAA\nALCYCds+p1M/vhi2fQIAAAAAQqL5g+WYOzAb+ZqNfM1FtmYjX5N5rS4AYYzmDwAAAACiADN/AAAA\ngMWY+cNUMPMHAAAAAAiJ5g+WY+7AbORrNvI1F9majXxN5rW6AIQxmj8AAADgFoiPX3DTZ+EBtwIz\nfwAAAMAtMJP5PGb+IM28J4qdxVoAAAAAzLpY7g5iVrDtE5Zj7sBs5Gs28jUX2ZqNfCPNmK7cVZvo\n60beW1cWIg7NHwAAAABEAWb+AAAAgFsgfObz5uI1Zv5uBZ7zBwAAAAAIieYPlmPuwGzkazbyNRfZ\nmo18Tea1ugCEMZo/AAAAAIgCzPwBAAAAtwAzf5gpZv4AAAAAACHR/MFyzB2YjXzNRr7mIluzka/J\nvFYXgDAWNs1fS0uLMjIy5HQ69fzzz1tdDm6hjo4Oq0vAHCJfs5GvucjWbOQ7d+LjFygmJmbCr1uD\nbHFzYdH8Xbp0SX/3d3+nlpYWdXZ2au/everq6rK6LNwig4ODVpeAOUS+ZiNfc5Gt2ch37gwNndeV\n2beJvm4FssXNhUXzd/ToUaWlpcnhcCguLk5PPvmkmpqarC4LAAAAAIwRFs2f3+9XampqcG232+X3\n+y2sKDz99Kc/vek2gpiYGPX29lpd4rT09PRYXQLmEPmajXzNRbZmI1+T9VhdAMJYWDzq4T/+4z/U\n0tKiPXv2SJJef/11tbW16cc//nHwZ27dPmkAAAAACE8zad9iZ7GOaUtJSdHp06eD69OnT8tut1/3\nM2HQowIAAABAxAqLbZ8PPPCAfD6fenp6NDo6qvr6ehUWFlpdFgAAAAAYIyzu/MXGxurll1/WihUr\ndOnSJZWVlem+++6zuiwAAAAAMEZY3PmTpJUrV+qDDz7Q//zP/+i73/2upCufAup2u5Wdna0HH3xQ\n77zzTvDnKyoq5HQ6lZGRodbWVqvKxgw8+eSTys7OVnZ2tr785S8rOztbkjQ6Oqqnn35aS5cuVVZW\nln75y19aXCm+qJtl+8knn6i4uFhLly6Vy+VSZWWlxZViOm6W77/9278Fj2dnZ+u2227T8ePHLa4W\nX8TNspWk48eP6xvf+Ibuv/9+LV26VCMjIxZWium4Wb49PT26/fbbg69t3brV4koxHZP9+ZWkDz/8\nUHfeead+8IMfWFQhputm2R49ejR4fOnSpaqvrw/5XmFx5+9mnn32WX3ve9/TihUr9Oabb+rZZ5/V\noUOH1NnZqfr6enV2dsrv9+vRRx/VyZMnNW9e2PSymIK6urrg9//4j/+oxMRESdKePXs0b948HT9+\nXOfOndPKlSv1zjvv8KE/EeRm2V49fvz4cQ0PD8vlcumpp57Svffea0mdmJ6b5bt+/XqtX79ekvSb\n3/xGTzzxhJYuXWpJjZiem2U7NjamDRs26PXXX1dmZqbOnz+vuLg4q8rENN0sX0lKS0vTsWPHrCgL\ns2SyfCXp29/+th577LFbXRZmwc2yzczMVHt7u+bNm6ezZ8/q/vvv1ze/+U3ddtttN32vsG7+Fi5c\nqAsXLki68jDSlJQUSVJTU5OKi4sVFxcnh8OhtLQ0HT16VDk5OVaWi2kKBAJqaGjQoUOHJEldXV3K\ny8uTJN19991KTEzUu+++qwcffNDKMjENN2a7cOFCXbx4UZcuXdLFixf1R3/0R4qPj7e4SkzXjfle\n69///d/15JNPWlAVZsON2ba2tmrp0qXKzMyUJM2fP9/K8jBDk/3ZReSbKN/GxkZ95Stf0Z/8yZ9Y\nWBlm6sZsb7/99uBrw8PDSkhImLTxk8Jo2+dEKisr9Q//8A+699579Z3vfEcVFRWSpN7e3us+DZTn\nAka2t99+WzabTV/96lclSX/+53+u5uZmXbp0Sd3d3Wpvb9eZM2csrhLTcWO2K1asUHx8vBYuXCiH\nw6HvfOc74/5lEpHjxnyv1dDQoOLiYguqwmy4MVufz6eYmBh5PB4tW7ZML774osUVYiYm+rPb3d2t\n7Oxs5ebm6siRIxZWh5m6Md+PP/5YL7zwgnbu3GltYZixif7sHj16VEuWLNGSJUv0wx/+MOR7WH7n\nr6CgQGfPnh13/F/+5V+0e/du7d69W0888YR+9rOfadOmTdq/f/+E78OWwPB0s3y///3v6/HHH5ck\n7d27V0899VTwtU2bNqmrq0sPPPCAFi9erIceeijkv2Lg1ptOtq+//rqGh4fV19engYEBPfzww8rP\nz9eXv/zlW1Y3pmY6+V7V1tamO+64Qy6Xa87rxBc3nWw//fRTHTlyRO+++65uv/125efna9myZXrk\nkUduWd2Ymunku2jRIp0+fVrz58/Xe++9pzVr1ui3v/2t7rrrrltWN6ZmOvnu3LlT27dv1x133MGj\n08LYdP+763a79dvf/lYnTpyQx+NRbm6uEhISbv4/FAhjd911V/D7y5cvB+Lj4wOBQCBQUVERqKio\nCL62YsWKwK9//etbXh9m7tN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} ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "locations['lat'].hist(bins=100)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "output_type": "display_data", "png": 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JEycUDAbl9/uVkZGhlJQUtbW1KRwOa8eOHVqxYkXkmKamJknS7t27VVxcPKETQmIM/MYC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\nsjJyzPXvtWrVKh0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vvfXWkGO5jybfRPKRuIfiYaSMOjs7tXjxYi1YsECnT5/WnXfeqY8+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\nxa/itAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 11 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hmm... might have been nice to see those side by side. Fortunately, Pandas has some good documentation on subplots: " ] }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axes = plt.subplots(nrows=1, ncols=2, sharey=True)\n", "locations['lon'].hist(bins=100, ax=axes[0])\n", "locations['lat'].hist(bins=100, ax=axes[1])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "output_type": "display_data", "png": 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Jkyef9/X+JUdXWmVlpYLBoCQpJSVFeXl5KiwslPTxbJ7txNrulyh54rFdWFiYUHniud0v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\nZk0AAAAASUVORK5CYII=\n" } ], "prompt_number": 12 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's get rid of the outliers." ] }, { "cell_type": "code", "collapsed": false, "input": [ "coords = locations[(locations['lon'] < -73.5) & (locations['lon'] > -74.5) &\n", " (locations['lat'] < +41.0) & (locations['lat'] > +40.5)]\n", "coords" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 228292 entries, 0 to 230137\n",
        "Data columns (total 2 columns):\n",
        "lon    228292  non-null values\n",
        "lat    228292  non-null values\n",
        "dtypes: float64(2)\n",
        "
" ], "output_type": "pyout", "prompt_number": 13, "text": [ "\n", "Int64Index: 228292 entries, 0 to 230137\n", "Data columns (total 2 columns):\n", "lon 228292 non-null values\n", "lat 228292 non-null values\n", "dtypes: float64(2)" ] } ], "prompt_number": 13 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can be plotted the same way." ] }, { "cell_type": "code", "collapsed": false, "input": [ "heatmap, xedges, yedges = np.histogram2d(coords['lon'], coords['lat'], bins=50)\n", "plt.imshow(heatmap, extent=[xedges[0], xedges[-1], yedges[0], yedges[-1]])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "output_type": "display_data", "png": 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CbwvRD/PVusz8eevAYeAIcGPUHwFuCNph4FDQNlzzptL1YN2hYD9/rENuG3//3k8YKstO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\nqu89cHOdl7Zyc+T/aHv1ciS4fec738F9992Ht7/97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} ], "prompt_number": 14 }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a bit fuzzy. Nor does it look like New York. Let's flip the longitude axis and increase the bins. We can also change the [color scales](http://matplotlib.org/users/image_tutorial.html), so let's do that." ] }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = [10,10]\n", "heatmap, xedges, yedges = np.histogram2d(-coords['lon'], coords['lat'], bins=500)\n", "plt.imshow(heatmap ** .5, cmap='YlOrBr', aspect=1.5, extent=[xedges[0], xedges[-1], yedges[0], yedges[-1]])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 15, "text": [ "" ] }, { "output_type": "display_data", "png": 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mNYj3OuHwHDJyL3r6T5Gj/4UJoon3AAHaegqp2CI+2CeKe7hszk+yaimIoGyu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\nuLuLDS0dt8QgyBuLxUsjbTue5xgrDod3QeIUVtClx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URSQ+CnnffYgFVTkoNGpy+eg94d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gZdOIVpX8TBC0GwBS97GC3OEOjZipYmDRMUqEWLU8jFyUsgBh13Unn6/QTXTyJX/QqaOwmt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ZRh+B0ZOQWkkwM0YYL+IlIxC7CqnvfHmvOYfjDYoTL291/OjTKbF+zEzGwHod/Ff+Tk0a\nzVFUM3ssobgyj8wehHSfLQeNPox0vh0J4ujCCUsdbt6Ijj9oZfD6Plg4DrNHzESv/QqoZM3xt7Jg\nFZnyQnW8OoOsvdGaRIuTKDnAR1otMVmijWjuOFoJkGXvsm1md5tXSN0ac62dP2DCqrBgI6aFYdAK\n0nsVfts5tu/CCFqTg9o4Utdnz5PPIkXQZBcSqbdsmEiDNUaWxtHpx6FhLdL3AcgP21LPSyE/al44\nCJJaCQg6sRWyg0R6z4fUUhh8gGB+mrDzbUTXXQvFeYL991E4PEyitR1pXIkGC898Xg1g7hDEG54y\n6iN3AklvQL3A4gdmD0KkBkk2Qscl1sw7fKdZ4McbbYJFikjzYrPND0soPtS02oh6ptrTEl8DsWZo\nOQ8Sz+z9kYaz4Oe4uuro45YcHkkiqWVQ74PnowsLBCP9eB0bSa7ZCxMPW0NrugtJ11E8PIRUoGbN\nUnRyAApjhPEmgoYu0EYIJpHOd5hRYyRtMQBBBQ2guPtu4puWI2s/CtFWQNGhx5geyxLf9xOi7/9D\nvGQaD2DmELr3Nkg1UBkvEN30Mbz1a2FhCMZ3oUNb0OFjyOr3ICvejs6eRPu3Uhnch/ZvIV6XpefK\nS5GzPgAVQbo2oAe/gx75LtG6Lto/9HvWUzb2OLrny9C0BmpqiZxxhfU/Pf73qLQjSzbT9P7//NJe\nXw7HaYYTL291ynlLjga7cYXV4MPiLFqaNqfdVwFJr3/qcz3wZcSLIPFetLgDMsOw/CoonDRfikrW\nMo7Kk+jkIzB3HGneCG2brOcje8Kcf1svMiGRH4Dm9UjvcrsZ50dtfLvl0qcPIMiZgKoUbFqJCHry\nu5AZg/b1aLALZo9DGCJLrrdlofxRKIwgPVeYr0lYsORpEaT1Epg/YCZ56RWIJtD++5A116Bj25BV\nN9r1zA9X+2tmka4+q0iM/BhZVnWcLs9ZtStiBn7PIiwAik5tR9IroPUSyE+jYw9BdgBpuxAa15oD\nrhSJvfu/Y+5kUYhB/Pw1xHqfINzxNbzNH0JSa2DhJCTqqj4wE+jx26BpmfnfeBF0ftDCGVGk4Wyo\nM38b7f+mNQpH09ZL49eguRFYqFZMll4IWkO4MIkk4nZOfgJJr7QpMAC/DnmZ7q1y7m/Y6+f4v8Hg\nwxDzyWfyREZOEE5ME73uv6PlCBKN46+9xvqR5g4RVBRJtRCMHISR3Xh9lzF5LGD6ge1sYApv4y9C\nvNkmnbIDaPEkkl6FFx6m/pd+D/WK4DcTjB7Biwi69R849OPjnPcX30KSdZAbJcgs4A3cBoEia3+F\nxMV9kB2HhRPoiXtgZC80dOJf+hmItqGTxwgObiE4vAV/7dVErv4MeuS7aLQRnZ7Cyw+hA/fb0uaa\nS2B+EmaOo4VZ6P8BNK9CNn2eyvAh/O1/Cx2taCmB94t/CPHUy7q+DsfphGvYfYvzjIbd3HELKazt\ng9GH0PlBZMWHT81+x+6Bfd9H1nwUndyBNK+BjgvQwTvs3Xz7Zrup99+BFmeRFe+1vo35fRBtsfHt\nbD86+wTS8+4nn9WiCwa+De1nI/XnVg2/QjTzuDkBJ5tsuSEMIL0YqV0FGrUx3eZzLTMnKKK7/gkS\nPrLkFyDZZWIoLFhQn9RAZcpEUxi15ZPJRyxfqG450nGFLdHkxtCB7yDrPmtCoTyP5g/A+C5kxU0Q\nFNDRH0M0gbRcAl78Zy5SgM7vsXHyZJ8tr2iA7v0XJL0IFl1iYi2zDz3xE/Mx6X07GhaeQ3RWzc8y\nA+i2P4M1V0K5CEfuQ97+p+jJ70O8HmpazbNHomaul65WiEoLSMdlKDkk1m6TYbP7kMXvQaNRmNoF\n5SzF3TuR9guIX/pxE5ZhwRp1c4M2vfazURMvlkq+Os1jAk+HvgfFMXb/7ddZ/LZlpCki53yK2Xu+\nQywxTs2Z51vjd/O56PggnLyb2RNZwqbN1C1ZQjB2jOSl7zHx1XAGIiU0Mw6Dt0H3uWaTn1qNHvwK\nrPo0FLNk/ux6apd0EfnYN8HzCRbm8KMeuvPPmLnzAdI3/QORzj47Vg3R+/8EmEDO/BQ0ChR/TgAA\nIABJREFUn2XLPYDuuoXSI9+EM95PfPNHn16qDYqU926h/MD/JrnpKuS837DX6fge9L4/RgOfSpAm\n9pF/tMb0coHJL76f1i9ueXnX1OF4g+OmjRzPi87vt2bK2qV2EwzL1ggaFs2W/xQ1+elPfh/aOkyU\nxFrR8fuQmm6oW47mjtkxJXth5B509D5bgvDjUNODdF4JuSF0+N9tTHjRe+1JS9PoyF1I+2Xowf8N\nK663KkNxHorTyNIbrbIwfDvSdhlEatEdNxPufRTvyj9GOs8ABD34JUsobt5oyxLzByB7DEmtgNQK\nGH0ArSxY0OHYw+jEI9B1DhBHms43ATX6I0gtRZovsmW54gz62BeRi/4Eq4z46BN/iaz+jPltPMd1\n1uwBqMxVfVcaTfDNHbB4hMYz0CPfgbknYOk1tjwn8lNmYz9TxQlzVkkqzsL0QcjPwPA+aGiGjvOQ\nRe976nE69iNzRE4stxwjMM+XMA+xWoteiDaYl0/mMLLkvXZzVtDj3wWdh0XXIDNHbWKt+53wZHL0\nyzRD08f/ENnwX2w5Ewhv/VVkzZmEMR9pWIrXcDZ65Fvo1G5y248QqYsTX73CrkklB1PTaOdlyOI1\n1rdT0wW5k1TmU5T33EV803uobP0X4u/+r+YInWyFxrVQqqH4pV8m1piEM87E2/gHltgN7P3Yeay6\npJPo+/4XmmhBIrbsqo/9D8gOQCGLbPiP0HG+ea/s/SpEA8jPQnIxdKyF8Qcg2YNILbrry1C/Hrng\nP5kxnReBiX3oT/6b5Uq988/tYhQz6Lc+AT2L4W1/ikTjz3fZHI7TGideHM/LU5WXmOX64NfB8FZz\nPl31wac3LM+ixRFbdnil+8wdRoKY9VlkjyA1PeY1MvEIkuxEK3NQmbXxZD+N9v8QirPIyvfCwgA6\ncq8tPyy73pZhZrbD3CCke6yHJ5JGavvQoe9Cy9pqBSaw3KPSvC2FRBvQiXut+TeMQm0LOrsDwqxF\nIyS7rTG3/zYk0QxtZ4PEoDJtkz6xdut1mdkB8Rak6RxArHl19C7zfem+xvo/Tt4BeNavk2wx87zH\n/gg583PV0dVnLxfp7HbztInUgcTQiQdhfCvSdiGaHYX5o0/lGxF9MnX7Ba+6hVbmB9DMURNMQ/dB\n02roeBeZv7uJ9HXXWCRAtNtMB3NHzBwvkrAqRqwHHfg+RJNIx+XmOVMYgUQT5KZtiqxuGTp2v02A\ntV5g1Z7ncPJ9ka8UNH8Yhu6Funak/Wom/uImGs9qwe9eDfEE0nax+b54vp3jwknCvQ8j81NI7yJY\ndT1MnoDRB2DVe5BYynqFWtdZzk9R0dhi5PhtaMsKvN6r0b1fRdZ+lOCHf0CgKSKX3ID4AhSgVGDh\ntm9SyhSovfHPiDc12PSY56Pb/5Lc1q0krvp1mypShXgD+HHKd/8t0tRFZO0Vdk28KPgx8vf/M5qd\np+aqT0ExY7/HRAOUpggO/YDKgSeIX/1Ze13XtFCaOMnRP/kMa/7gf0E0aiLL4XiT4sSL43l5Srw8\nmadSswTm9ttSTduFP7Vh2aox/quwnh5kwUtYbwERtDRjlZFYswkDP27hkNF6SC23kdWpnWhlygy8\n5gdBapDuK6w3QwITC3VrzStmdjvEWpBEj1nyR+vR8XuRxg1Wzi8M24TJ9F6k5zqIN6Oj98DhHyHL\nr4P2syE/iFbmzKwu0WU3oYVjltNTuxRyJ9GJhyDagHRcaiJjYj86sAVZd121YuGhJ+4ALSPd74J4\nk1n2N/QhZR8aVqAT94MGVk3x4rbM1HGpveuO1Nh4+GNfQtpWQNNim4LKDkLDGrPrj9X/3MuNliBY\nAPXQ2V1V9+GyHUulDEMDBIt/ET/ciSz7kE00BUUkvdpeH/FGNDcKI3uRtvPQRBSJNZgIy52AeCcS\nabDpoWgdFGcAfXU8RcIsOnwn0nYx4U/+XyqLLifa3o7E1Zpr4+2W9XPkViiO27k2XAAjT5B5bAv+\nivOo7amH/Dhh1oO6NXgtDdbs3boWciOEhUbKj/0riYt/Cd11K+TGoGsDpJvRuZN453wGPfhPNkY9\n+ARBvIkw3kZ0wzVIzXIQn+y//j6JTVeDn8JrW4EkUuixb0NpEmam0bpVyJKLkVSLndfQFnTwfsLk\nElh0KX7LIvv+yE508C5YtgkSS9FsFq9jJcydJLzvL6C+lVzblaRWv5DrtcPx5sD5vDieF4l3QDCP\nVmbBT1sNQASkaLlEEoFIszWfVjKvjnjxa6E8gXgJNMwj0TRanLKbtZYtkiDZZQF6pRw0bYDmDejR\nH8PYIbx115gp29Q2qGlBEr1WHVDfsoUiCTO9izah+/4ZFp1vgiNa9eYYvhNp2QStbzOX2JG7Lcag\n7zpoWAmlMbQ4ZpMxycUwdxCdHEZqusz3ZXiXmX51nmeipZJHZ3ZB6CE9m22SKDOMHvw+suJiG0GO\nN6ETD4MWkFgb1DZXqyuL7Jgkgo7dC6FNORFNw/DdFofQ2AnNa6A8hiRbIb3CvGWiP8f5WEvW8OvV\nms9OWIJI0oTjzE4LqYx0QPQEfvkAjB2CviSS6EaPfB0NyuawHK1HJI3m7kYzB6GYNBO0ZBfi19vv\nM1L79H7jja/8NaIBOrbFPs9PoqMPIcsvJda7Ej10J9rYhHS8AzQH4RxEfJAGqOuFYhaK4yTWX0Vl\nfp5KrpZIzyVILkc4WyKcmsNvaUWnh5CmJcj0owSlWabu30LzmZvR0XuhqQ1qG6DpTBa+9ZfUdmaQ\njdehJIh0XQyxFKoZdOc/kT04RHTpRryOs6yBF2Dw32HqcWjfhNStR+qXWUr18IOU9j2A1HURXXwZ\nfqobGqrCJTuIlkeQ3ottTD/ZhdQB8yMWnbHmGqQmTarLCReHw4mXtzqROtAi4kftxgY2eVHNaLGK\nSwEtj9m78fhLHPF9PryYhd8VFsCLIKmlUJhC/CgalGwqKNkN5Wl0djfi1yLt56MzR9CwYF4jkZ6q\n70q99TXM76+azDVbH83MDlg4jESvgJrFlsKM2qhxTY9lJfX/AKlpgLrlwDH05BakcZkt2cSazeY/\nd9xuzslOmB9Gs4MWPpleZZEHmf0QZJH0OuujGbkHyc0ijX1Vv5ksnLzbmmxTiyDaDIBE0lCzCMSj\n8vBX8ZcstxDFSC0M3mV5RHVLzaJ+4mEIppGWC6B+1Yu8yAKo9apUAx2ldqk1+ZbnkMbNdp0SNchk\ngCaH0OO3IUuuQxpWovNH0ViDjaknGpDuS81x1o/a8obEIF778w7ipaMBOn8AiTWhu/4ZWfd+6wnq\nORtO3g6RClBB930H/DLSfS7ScRHBvh8h+UHEz0NzD7H6pXh7H4HRo0jXSiSehIkfockatLMN8nNo\nfhhJ+MTOfh/BVBZNJaFtKcQ8wlyOhb33EatTMzhsXAd+AY3VQmEGBu4HzeG3LyW24QokWUfu3q8T\nbxL8+gak6zKLoUi0wsD96LE7kUQdXssypHk19Ky3BPL+25BkDzQsRhpXVF+LP0UkjrSsgmWXvfrX\n2uE4TXHixWHvnLVo78yDefAEYo1WCQkrto0XQ7yX27vwXPusLneEZau+JBZBpQiUzbsFtTJ9xIPZ\nXWi0FWm5AEl6loxcswhaNtsxF0ftXy8ODWfYVMfU4+aku+gKSC6Bo/8O6Yg9rvlsGH4ITSTt/Bo3\nmAiZP2ROq7FmUM9GsssZS4muXUwwOgQDd+B1roKODZA9aUs4ibRlLBFDT9wLZMx2v91SutEKKlIN\nKgxg/GFou9CWxEpjMHPE3F0b1kMyTWXvnfgyBY1nIOqjYw9AXTc0LLHfC0BxwqpisReocki0WnEp\nPP11tMmagOvXQazdjieYt76VZe+C6cO2xNS0CqYr6IE7kfaVVtlo6gPElrS8uP2OXnVCKE/A3H6r\n7owcg0vOtf6c/BZ09hAsuw6COZg+AIVJ89NZmLTpqXg9NK9EMzMwvIviyEGYn6NY9iAaJzHzBNrQ\nhZc9DrF6wrlZgpNDeJ2t+IUZSrsfJbZirV0rPwpkSVz6H2D6EAz+BNIpGH8EJo/C6AFYexWJniXk\nd/yQeGMCspPQ0Ait50Cy3WIH5g6iI1ssa6jrBiIr10DmGIw9iBbHzW060WkiJ9FqVbvBrWi8GW/F\nJTYh54SLw/EMnHhxWAVE4hBm7UYX5FBVxE8AvtnxR1qePcr7KiBEUfGtMTS1xIIcfR+VKFIYteWg\nmm7LnClO2U0l0mTHUhhFtQC5AahdhqRXQW7QJj7yY8iidwNqIYGTB6DpYkSSUBhDZw8jy2+A5nNh\nah8azkHdEqRrlb3zH/qxVXfaL7KKlJYJBx+AmRG8ZedD/qSZ5wUVJL2OMDOOHn8Qz5+DRZsg0QuT\nj5vHS3oF0n2FTaCEFXSh6s8ytROVBZjvJ3LRr8B8P8wsEA7uwNv0UTzJouOPQcMSpPsyqO01X5gg\nZz0bXgz4OUs0T92En6RiS1OpFVCeAT+G+PXownakfqPFJVA2kzk/BrnAcph0As0PWURBJIUke63y\n8mqjgYV3hhV0+G7wPZjeg07tR4cfRTbcgEgCnTuArL4WnX6U4vG9RIojeEvPQCLNEEsTjk3B+Aj5\nkUm8uh4kMw+VfqRSIVgYpq4lCTU9qCwjmA9A9lIamkRaWqzCFvXxwoD0ldfD1BzSuAY98m3QPhje\nbsGS9c0QlND936Z0LCC2uI2aSz4OqQ6YOQiTR9HiSaAAzYuRtk1QvxKmj6GTO8DLm1/O4nfatF9h\nysbtiwV0ZA9hapGJF4fD8SyceHEYXsJK834Koq1IkKk2eYrZ3Nf0nhLxQu0y67Mpj0OYNzGzcBhJ\n9aFagcICUrcYXTiGLhxCGjciXVebb8jUI1DbDYEgsQ7IHrdejsY1yKJrIcyZuVp5HLngc4Cgh74M\nDUuRNR8xP44wj448aDeQul5z2c0PwcIk0rEZ/Bpz7w0XiLSmoPXtSKIZnT+MJDsg1gETBwhHDlEZ\nHSJx+aegOAmZIyY82jeae2/mKJo9ChJBln3QxrqH74au85G+D5sHzPFvw3yB2CW/DhKgu7+OrPwQ\nNFtQJpWMTXxFG+1m97IQFEG0ghaHEVWoWwtt56EnH4bCNNLwaUSSaPZBvIs+Zk7Ds+PWmtO4AqIv\nokn4pRKWLTspkoTMIOSzMHMAGprQgW8jS34JPb4bqV2OFkbg5GOElQZEcuQfu5vk+quI1faiR34E\n4RzesneCnyM1V8Q74wPE16xDj/yYhYd+TFiagzIwO4CfrBC56lNQyhM7P2KZTGERnd5pDtMLo+i2\nr8HZb4e+t1uEgaZg1cWQm7JKz/jd1L/rs0hNk00MlefRE/fB6BFk/Uch3WYZX34EZo6gR++F+h6k\n6+1Vk8IYzA/A1B60PIus+CjelX/AyxsqdzjeGrhpI0eVEMpT9m+0FZ760xnaJJKcWp2rpROIV2ve\nMtOPm5DSAC1WTcT8FFocsqbieDfM91uS9LIP2g0vd8IaXtN9NrkTFmzM1k8iiRXWd4Ki9/8RctF/\ng0gUHb8HqV9uy0qqtr/+b1nuTv0q89OY3QOZJwCQlvNguhoe2HctWsyhh+9CDn0HFm9Czv6ELREM\n3W7VlkXXVeMEptEj30A2fh5LcJ5EMzurUQc5qzJMPwLZEaT3PWixAsdugYljyMbPQFOfBT5SQmpX\n2tLPy7/StsQWBkCADv8QWfT+p38clqxyldmJpNaYEd/MPqT9cgvsPFUUptBD/wgtq2HwERg8Dudd\nA/MnbGppYDusMHdhOq6Bme2UH7mDyCW/hte2gvKP/wovXcLrWW1eNoRWOUpvsCmz6rlr/z0w+pA9\nVykLI4/bktnoMWi0aABa1iM916CZndbbUs5a5pGGSNNF9n+hdAJinRBU0OPfhOwJyE6TPzZELJ0g\nsulz0LQSKgF67Lswd8CiE6bHkd4rYek70APfhbk90NIFuVnAt1H11s2n7jo7HKcRblTa8fOpzNq/\n4lW9Pao3qmDORobji07p7p8hXgDN7EfEsxtpWLZmWID5Q9Yw23E5zB605tjF70bH70eWfOjJJ0Nz\nB6E4hzS9rSpKvg5hwWz5vRg6fAd4HtJyMUTq0OmHITdswifRYU/zwF/YOG3nIsSvsZK++JBeCyi5\n+2+lPLSf+o/8EeYxchwdvA2II2s/YzEFh79iyyxrf922KefQn/wG8s4v2dj28X+FmQPI+v9izdMo\nC//zP5C87nfxe9YBimYPVc3q+p5q9n3ZBFl0bjssjCAdF0Gsm5/2mdG5bebjklyNzu8xXx8v8cr2\n+WIpTqOP/REMj8AFN9iS4cg2GBuEs94HKNJ2JYUvfxIvN0z0fX8E4/dZo/eaT1nAZv9d0LoGErUw\ntR+OH4TWlVZRKedg8ZkwcwL8JqR5jVXdznifjebn59CT95pfUFAwUTN1ALo22aj81H6rCtUvsXFw\nLwETu5CNv29ePkGOO77wz5x3RTdty5rttXtyBDn/c0jf2+365gcQL4bu/iGE88g5v2w9Ow6H41k4\n8eJ4EVRfBsH80+IlzFYnVU6d0+7Tuw/QwhDi10Ks1ZpcZ3bZu92aNlQDpGaZHVthxMrrdWtMwIw9\niKz4ZRtJDotmgle7ulox8tAjXzYhs+pTEK1Dj33dfFeiKesbKU+gJ++y8enaJej8E5AfQZJLmfzu\nvxDrXUVdTxSJ1MDiK2H/HYSPfw1ddDHe+R9Hkik48Sg6cB9ywacBMZEw9D0IA2TZRwFFj30NivPI\nypsgnkZ3/wlkhpFzfg+Sbejev7JKTO/7kYZl4EfQmW02iRJvqf4OXsFiQnkOzexFGs+zCktpGJ14\nHOm8BGJdUDqJVmaQ5Cp0eiuU5pCGNZBYZL0zpxKt2NJhRdC9fwNzU7DheqTpbeidvwYrL4R9D0Pv\nMui7EQa+Y5XCwhzUNBH2DyFLzsBbciEar0NirSApc/wdf8T8fhqXQ8Ni9Oh2GN6DrDobms9C2i7G\nKmIj6MiPoH4l0nguEMDCIauclHN2/ZtWQaIRhh+GzCx0rkZWfMJec8klFHMQjft4fvX3FAZVE8En\np/cCQKrN6QrRBK/od+pwvIlx4sXx4tHARAsK+NbAG215bfYdFtHSmAkYAZ0/ZOZntX3WlBuUoX4t\nVGbQfD94dYjUVGMCmkyI+DXmPCs+On6fjZmmqkIm2Q4IOvQtpPOdNtY8+bAFByombLJHoDKDJHrR\n/vupzAxYbmLHmdD1Nlg4gg7fC7EuG4VlHp3cCtEmpP5MqOuE2WPo4duR9R+ueuZE0AP/aC61q37V\nhMrRW5DOqttqbQ964ruQOWauvOnl5ho8sQPpuMR8XbxXQTxoYM3KC0dsuSzIowv9SNNFZgTX/QtA\ngB74J2TZB8w/Jd4Nfg3PGRr5swQZwHvpXkC5MfTA/wftayDVi0TbbTy8cAhpvxrmBtDH/gySSaui\njA4ha98PiUa0/1ak42J013cgUYGVV9kYd6UEfhyJNIGfQuf2QWncnHinj0PNYsJSDcHIEWJX/Ve7\nPKN7CLd8EW/JYqhfBB3nwMhWZMl7TYSIV/XJ8aG0AEEFYjUQb3562u1lxh84HI5n48SL46WhFSDE\n3hGGp2aq5PkIck9XeYIsZPrtxl3XZ1b0XgSS3Wi2H3InkObNMP44evjfkXN/tTo+3ICO3wsRH6nb\nAIk2dH4vAJJaC8UJNHscpvY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hyeWvzzVxOByOtwiuYddxehIWbAIp0gTlOTSzBxKNkB+F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\n8973vheAO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} ], "prompt_number": 15 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Summary statistics\n", "\n", "Let's put together a news report on what's happened so far. We'll ask basic questions like:\n", "\n", "1. How many collisions where there?\n", "2. How many people were injured?\n", "3. How many were killed?\n", "\n", "Then let's start breaking this up monthwise." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# How many collisions?\n", "data.collisions.sum()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 16, "text": [ "337930" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "# How many were injured?\n", "data.total_injured.sum()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 17, "text": [ "92768" ] } ], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "# How many were killed?\n", "data.total_killed.sum()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 18, "text": [ "431" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "# Let's break this up by month.\n", "data.groupby(['year', 'month'])['collisions', 'total_injured', 'total_killed'].sum()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
collisionstotal_injuredtotal_killed
yearmonth
20118 14196 4013 14
9 14388 4104 11
10 14934 4184 20
11 14094 4084 14
12 14503 4063 23
20121 13166 3516 15
2 12194 3266 13
3 13888 3858 15
4 13839 3958 18
5 15115 4099 27
6 15214 4105 21
7 14142 4053 21
8 14205 3928 22
9 13819 3924 21
10 14152 3837 18
11 13332 3410 13
12 14345 3877 22
20131 13092 3387 25
2 12174 2995 17
3 13848 3539 18
4 13809 3731 13
5 15583 4217 12
6 15177 4262 17
7 14721 4358 21
\n", "
" ], "output_type": "pyout", "prompt_number": 19, "text": [ " collisions total_injured total_killed\n", "year month \n", "2011 8 14196 4013 14\n", " 9 14388 4104 11\n", " 10 14934 4184 20\n", " 11 14094 4084 14\n", " 12 14503 4063 23\n", "2012 1 13166 3516 15\n", " 2 12194 3266 13\n", " 3 13888 3858 15\n", " 4 13839 3958 18\n", " 5 15115 4099 27\n", " 6 15214 4105 21\n", " 7 14142 4053 21\n", " 8 14205 3928 22\n", " 9 13819 3924 21\n", " 10 14152 3837 18\n", " 11 13332 3410 13\n", " 12 14345 3877 22\n", "2013 1 13092 3387 25\n", " 2 12174 2995 17\n", " 3 13848 3539 18\n", " 4 13809 3731 13\n", " 5 15583 4217 12\n", " 6 15177 4262 17\n", " 7 14721 4358 21" ] } ], "prompt_number": 19 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, it's good to be able to see what this looks like." ] }, { "cell_type": "code", "collapsed": false, "input": [ "data.groupby(['year', 'month'])['collisions', 'total_injured', 'total_killed'].sum().plot(subplots=True, kind='line', figsize=(15,9))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 20, "text": [ "array([,\n", " ,\n", " ], dtype=object)" ] }, { "output_type": "display_data", "png": 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Hq1evcOzYMcyZMwdqamoSW+idfJ2ypfWqgy4BJYQQBcIYQ25u7meLuY+3lZaWokWLFmjZ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c+ePZGSklKlDFFRUWjdurWwrK2tDQ8PD3Tp0gUqKioYN24c8vPzyz1WUVERf/31l7D87ZTTqKgo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\nAMycORNdu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oXw8HA0btwY7dq1w61bt9CsWbNS59CcZUIIV4qKimBoaAgfHx/06dNHYvXe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\nahAIBJWeo379+gAAFRUV8Z/L2iUlJZ/M32OMifv79/F16tQRnxPAJ+csO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} ], "prompt_number": 20 }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Breaking up into details\n", "\n", "We can now ask questions around: are there specific boroughs or precincts that are more prone to accidents than others." ] }, { "cell_type": "code", "collapsed": false, "input": [ "data.groupby('borocode')['collisions'].sum().order().plot(kind='barh', figsize=[10,3])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 21, "text": [ "" ] }, { "output_type": "display_data", "png": 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} ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "data.groupby('precinct')['collisions'].sum().order().plot(kind='barh', figsize=[10,15])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 22, "text": [ "" ] }, { "output_type": "display_data", "png": 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A0pr/VUquYe30Yf30Yf3k4/XBW1hYGCwWC8rLywEAubm5iImJwZQpU3Dw4EEA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\nNm9CCCGEEAHkP8BHTmstPDFlAAAAAElFTkSuQmCC\n" } ], "prompt_number": 22 }, { "cell_type": "markdown", "metadata": {}, "source": [ "What do the numbers mean? A careful look at the [scraper source code](https://github.com/talos/nypd-crash-data-bandaid/blob/master/bandaid/process_collisions.py#L315) reveals that these are actually the precinct names -- with a few exceptions.\n", "\n", "- 14 is [Midtown South](http://www.nyc.gov/html/nypd/html/precincts/precinct_014.shtml)\n", "- 18 is [Midtown North](http://www.nyc.gov/html/nypd/html/precincts/precinct_018.shtml)\n", "- 22 is [Central Park](http://www.nyc.gov/html/nypd/html/precincts/precinct_022.shtml)\n", "\n", "Let's do that mapping:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "precinct = data['precinct'].unique()\n", "precinct" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 23, "text": [ "array([ 60, 61, 62, 63, 66, 67, 68, 69, 70, 71, 72, 73, 75,\n", " 76, 77, 78, 79, 81, 83, 84, 88, 90, 94, 40, 41, 42,\n", " 43, 44, 45, 46, 47, 48, 49, 50, 52, 1, 5, 6, 7,\n", " 9, 10, 13, 17, 19, 20, 22, 23, 24, 25, 26, 28, 30,\n", " 32, 33, 34, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109,\n", " 110, 111, 112, 113, 114, 115, 120, 122, 123, 14, 18, 121], dtype=int64)" ] } ], "prompt_number": 23 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's create a mapping function." ] }, { "cell_type": "code", "collapsed": false, "input": [ "def precinct_name(number):\n", " if number == 14:\n", " return 'Midtown South'\n", " elif number == 18:\n", " return 'Midtown North'\n", " elif number == 22:\n", " return 'Central Park'\n", " elif number % 10 == 1 and number % 100 != 11:\n", " return '%dst precinct' % number\n", " elif number % 10 == 2 and number % 100 != 12:\n", " return '%dnd precinct' % number\n", " elif number % 10 == 3 and number % 100 != 13:\n", " return '%drd precinct' % number\n", " else:\n", " return '%dth precinct' % number" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "markdown", "metadata": {}, "source": [ "This needs to be applied to collisions by precinct." ] }, { "cell_type": "code", "collapsed": false, "input": [ "data.groupby('precinct')['collisions'].sum().order().rename(precinct_name).plot(kind='barh', figsize=[10, 15])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 25, "text": [ "" ] }, { "output_type": "display_data", "png": 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edDaxBNXevXvh7++PTp06Cds6d+4sPJ45cyZCQkIa3J/bovLYcPwJuF7mjLl+\n5o25fqaP9Y+bvr+ttIm0hXHdlpW2kI/Yxly/po/1j1tFW9QpU6ZQYmKiwbb8/Hzh8UcffURhYWFE\nxG1ROZoSKhvIQczB9eP6iaV2aOjXSqukUqmsnYKocf1MZ6mfRTvLToEbd+fOHfz3v/9FaGiowfbF\nixdDJpPBz88Phw8fxscffwyA26KyplBaOwGRU1o7AZFTWjsBEVNaOwFR4zvTzcP1sz2tZjF/bovK\nGGMPGm58wpgteCAX829J4lt3VMLBwcHBcY/gtqeG6l4vyJqP62d7bOLGqZZQWlpq7RSahY8OmI4X\nZDYP1888XD/Tce0YYwYscqWrETNmzKDOnTsLNxrpbd++nby9vcnOzo5SU1Pr7XflyhVq3769wc1R\nK1asEB7XvXnJGmbOnEnZ2dnN3q+4uJg2bNhg9DnA6itqc3BwcNz3kEo7mvuVyxizQYDIb5yaMWMG\n9u3bV2+7r68vdu7ciWHDhhndb8GCBRgzZozBtpUrV1okx8aWrjLm888/x5NPPtns/YqKirBhw4Z7\nvMLqv084ODg47mtwhyjGWHO02CR16NCh6Nix/vVDffr0gZeXl9F9du3ahR49esDb21vYFhMTg4qK\nCigUCkybNg0SiQRarRazZs2Cj48PnnnmGVRWVtZ7r4iICMyePRsDBgxA7969sWfPHgC6dqbjxo3D\n8OHDERwcjPLyckRGRmLQoEHo168fUlJSAABarRZvvPEGfH194efnh/Xr1wPQ3Q2YlpYGQNd69e23\n34ZcLkdAQABu3rwJALhx4wYmTJgAuVwOuVyOo0ePIiYmBpcuXYJCoTBoocruB7W1ExA5tbUTEDm1\ntRMQLb4m0DxcP/Nw/WyPzd44VVZWhr///e+IjY012B4XF4d27dohPT0dmzdvBhHhwoULmDdvHn79\n9Vc4OzsjOTm53vtJJBLk5eXhxIkT2LNnD2bPno2qqioAQHp6OpKTk6FSqfD+++9j+PDh+OWXX3Do\n0CEsWrQI5eXl2LRpE/Ly8pCZmYnMzExMnTpVeF+98vJyBAQEICMjA8OGDcPnn38OAHj11VcRFBSE\njIwMpKWloW/fvoiPj0fPnj2Rnp6O+Ph4C1WRMcYYY0ycbPbGqdjYWLz++ut4+OGHG72J6PHHH4dM\nJgMA+Pv7N9gBYfLkyQCAXr16oUePHjh79iwkEgmCg4OFdqX79+/H7t27sWrVKgBAVVUV8vLycPDg\nQcyZMwdEz/E9AAAgAElEQVR2drp5vbGjwo6OjsKlCf7+/jhw4AAAQKVS4auvvgKga8/aoUMHFBYW\nNlKBCACefzzmjlPNG+u32Uo+Yhvrt9lKPmIb67fZSj62Nb5XR5u6XX+s3VFHjGOuH9evpcb6xw9U\nx6l73eSkVCoNbpwaOnQoeXp6kqenJzk7O9Ojjz5K69evJyIiJyenBt9z1apVFBsbW+/9IyIiKCEh\nQRgPGzaMMjMzKTEx0aBTlL+/P50/f77e/n/961/pwIED98y7bl5JSUkUERFBRESdOnWiqqqqJtcC\nAMHqnV84ODg47nfA6HceY0zcLPWzbWfZKXDz6P6dOkeOHEFOTg5ycnLw2muv4a233sLcuXMBAA4O\nDs2+yYmIkJSUBCLCpUuXcPnyZfTp08fgMwHgmWeewdq1a4Vxeno6ACA4OBgbN26EVqsFoLvxqamG\nDx+Ozz77DIDu2tbS0lJRNRcQH7W1ExA5tbUTEDm1tRMQLb4m0DxcP/Nw/WxPi01Sw8LCEBgYiPPn\nz8Pd3R0JCQkAgJ07d8Ld3R3Hjh3DmDFjMGrUqEbfa9asWZDJZMKNU3cv1G9s4X6JRILu3btj4MCB\nGD16NDZu3AhHR8d6+7/zzjuoqamBTCaDj48Pli1bBgCYOXMmunfvDplMBrlcjm+++cboZ9R9rB+v\nWbMGKpUKMpkM/fv3x5kzZ+Di4oIhQ4bA19eXb5xijDHGGLtLq2mLOmPGDISEhCA0NNTaqTRKfN2x\nGGOscVJpR5SWNnY9PmNMbCzVFtVmb5xq7VrJ3w6MMcYYY0bZ1DWplpSQkCCKo6jMfHxdkXm4fubh\n+pmOa2cerp95uH62p8UmqZGRkejSpQt8fX0NthcWFiI4OBheXl4YOXIkiouLAQCVlZUICwuDTCaD\nt7c34uLihH0++OAD4XFubm6992xJL730Es6cOdPs/UpKSoSbqYzRX9PK0fwICgqyeg5iDq5f66pf\nhw6PmvMVyBhjFtNi16T+8MMPcHJywvTp03H69Glhe3R0NFxdXREdHY34+HgUFRUhLi4OiYmJ+M9/\n/oNvvvkGFRUV8Pb2xuHDh9G9e3eDO+Nzc3MREhJi8J6m0mg0aNOmZa6AuFfeEokEAJ/uZ4y1BMtc\nS8YYaz0kEst8j7TYkdSG2qKmpKQgPDwcABAeHo5du3YBAP7yl7/gzp070Gq1uHPnDtq2bQupVMpt\nURljjDHGWgOLrL7aAGML2Ds7OwuPa2trDcYvvPACderUidq3b0+ff/65sP3uxfzbtGlDmZmZREQ0\nefJk+uqrr+p9dkREBI0aNYqIiC5cuEBubm5UWVlJCQkJ5ObmRkVFRUREtGTJEmH/oqIi8vLyojt3\n7tCGDRto0qRJpNVqiYiosLCQiAwX85dIJPT9998TEVF0dDS9//77Qk5r1qwhIiKtVkslJSWUm5vL\ni/lbLFQ2kIOYg+vXuuqHe3xrtyyVSmXtFESN62cerp/pLPU9YlN39+uvkQKAr776ChUVFbh27RoK\nCwsxdOhQjBgxAp6envX247aoPDYcZ9hYPmIbc/3MG4utfrobRqzdZpHHPOaxeMb6xw98W9TevXvT\ntWvXiIgoPz+fevfuTUREc+bMoc2bNwuvi4yMpKSkJCLitqgcHBwc9y9g9HuIMcaaylLfI3aWnQI3\nbty4cfjiiy8AAF988QXGjx8PAOjTpw8OHToEALhz5w6OHTuGPn36AOC2qIwxxhhjD7oWm6Q21BY1\nJiYGBw4cgJeXFw4dOoSYmBgAwMsvv4zq6mr4+vpi4MCBiIyMhI+PDwBui8oao7Z2AiKntnYCIqe2\ndgKiVfdUIms+rp95uH62h9ui2iBjk2zGGLMEW2pVqq5zbSxrPq6febh+prPUElQ2deMU+1Mr+duB\nMcYEPEEwD9fPPFw/29Nip/sb6ji1aNEiPPnkk/Dz80NoaChKSkqE51auXIknnngCffr0wf79+4Xt\npnScslRbVEt1nGKMMcYYa9UscjuWEUeOHKG0tLR6d7Tv379fWHt08eLFtHjxYiIiysrKIj8/P6qu\nrqacnBzq2bMn1dbWEtG97+43R01NzX15n6Zo/O5+Dg4ODsuFVNqxxb7vmorXqTQP1888XD/TASK/\nu7+hjlPBwcHC2qODBg3C1atXAQDfffcdwsLC4ODgAE9PT/Tq1Qu//PJLK+o4ZfXfYSIOlQ3kIObg\n+rWG+t2+3fQVShhjzCosMvVtQGNHPceOHUtff/01ERHNmzfPoHPU3/72N0pOTiYi7jjFwcHBYX6g\nwe9ixhhrDkt9n1h9nVS9FStWwNHREVOnTm32vve741RcXBwUCgWCgoIMOk69/PLLzeo4pc9DpVJh\nzpw5AP7sOKX7b8oYY4wxxoyxibv7ExMT8e9//xsHDx4Utj322GP47bffhPHVq1fx2GOPGd2/bdu2\nwmN7e3tUVFQ06XP1Sz21b9/eYPu3336LJ554ot7rG5tYOjg4CI/t7OwMGg40f1IaAW6Laur4E3C9\nzBlz/cwbi6V+f4xspM2iUqk0WKfSFvIR25jrx/VrqbH+8QPfFnXv3r3k7e1Nt27dMtiuv3GqqqqK\nLl++TD169BBunOrYsaNwk1NT26KGh4fT6NGjqba2li5evEhubm5UVVVFCQkJBm1R33zzTYNxWloa\nERH94x//oIkTJ5JGoyEi46f7G2qL+vzzz9Mnn3xCREQajYZKSkqooKCAPDw8jNYJ4NP95oXKBnIQ\nc3D9Wkf9YPT7x5r4xhXzcP3Mw/UznaW+T+wsOwX+U0Mdp6KiolBWVobg4GAoFArMnTsXAODt7Y3J\nkyfD29sbo0aNwoYNG4Qjn9xxit2b0toJiJzS2gmInNLaCYiW/mgNMw3XzzxcP9vDHadskG5y2yr+\nszDGrMYyHWIYY62PpTpOtdiRVNZcEg4ODg6LhVRa/+ZPa6t7vRtrPq6febh+tscmbpxqCfrLC8SC\nj3CYTq1W82kbM3D9zMP1Y4yx+6PFjqQ21Ba1sLAQwcHB8PLywsiRI1FcXGzwfF5eHpycnLB69Wph\nmyltUS2F26LaHp4gmIfrZx6un+m4dubh+pmH62d7Wuya1B9++AFOTk6YPn06Tp8+LWyPjo6Gq6sr\noqOjER8fj6KiIsTFxQnPT5w4Efb29hg4cCAWLlwIAJBKpbh9+zYA3SQ1JCTE4D1NpdFo0KZNyxxc\nvlfexm78Yoyx5pBKO6K0tNDaaTDGWgHRX5PaUFvUlJQUhIeHAwDCw8Oxa9cu4bldu3ahR48e8Pb2\nFrZxW1SOxkNlAzmIObh+D0L9xNj2lK8JNA/XzzxcP9tj9Runbty4gS5dugAAunTpghs3bgAAysrK\n8Pe//x2xsbEGr4+Li0O7du2Qnp6OzZs3g4hw4cIFzJs3D7/++iucnZ2RnJxc73MkEgny8vJw4sQJ\n7NmzB7Nnz0ZVVRUAID09HcnJyVCpVHj//fcxfPhw/PLLLzh06BAWLVqE8vJybNq0CXl5ecjMzERm\nZqbQGavuUc/y8nIEBAQgIyMDw4YNw+effw4AePXVVxEUFISMjAykpaWhb9++iI+PR8+ePZGeno74\n+Pj7XlfGGGOMMTGz+iS1rrpri8bGxuL111/Hww8/3Ogh5Mcf57aorC6ltRMQOaW1ExA5pbUTEC2+\nJtA8XD/zcP1sj9Xv7u/SpQuuX7+Orl274tq1a+jcuTMA4Pjx40hOTkZ0dDSKi4thZ2eHdu3aCYv9\n18VtUXnMYx7z+O7xHyMbaaPIYx7z+MEZ6x8/8G1RFy1aRHFxcUREtHLlSlq8eHG9/WJjY2n16tXC\nmNuictw7VDaQg5iD6/dg1A9Gv19sGbelNA/XzzxcP9NZ6vvGzrJT4D811BY1JiYGBw4cgJeXFw4d\nOoSYmJhG34vbojLGGGOMPdi4LaoN4raojDHzcdtTxljLsNQSVFa/JpU1hNdKZYyZzhbbnjLGWHO0\nmiOpYmKpv0haC7VaLVzkzZqP62cerp/puHbm4fqZh+tnOtEv5t+Q4uJiTJw4EU8++SS8vb3xyy+/\nAACmTJkChUIBhUKBxx9/HAqFAgCQmZmJvXv3CvvHxsYatExtSfn5+Zg0aZJJ+x4+fBhHjx69zxkx\nxhhjjD0YrH66f/78+Rg9ejR27NgBjUaDO3fuAAC2bdsmvOaNN94Q1jFNT09HamoqRo0aBeD+thDV\narWwt7dv8uu7deuGpKQkkz5LpVJBKpUiICDA6PPcGpUxZiqxtkTlo1jm4fqZh+tne6x6ur+kpAQK\nhQKXL19u8DVEBA8PD6hUKri7u6NXr16orKzEY489hiVLluDMmTPIy8vD5cuXkZeXh9deew1RUVH1\n3sfJyQmzZs3C/v370bVrV2zduhWurq5QKpVQKBT48ccfMXXqVAwbNgwLFy5EWVkZXF1dkZiYiK5d\nu+LixYuYPXs2CgoKYG9vjx07dkAikSAkJASnT59GYmIiUlJSUFFRgUuXLmHChAlCJ6l9+/bhrbfe\nglarRadOnfDPf/4TgwcPhr29PTp16oR169bhqaeeEnLlG6cYY+bhS4YYYy3HYpcpWmRhqyZKT0+n\ngQMHUkREBCkUCpo5cybduXPH4DWHDx+m/v37C+PExESKiooSxsuWLaPAwECqrq6mgoICcnFxEdYy\nrUsikdCWLVuIiOjdd98V1kJVKpX0yiuvEBFRTU0NBQQEUEFBARERbd26lSIjI4mIaODAgbRr1y4i\nIqqqqqLy8nKDNVoTEhKoR48eVFpaSpWVleTh4UFXr16lmzdvkru7O+Xm5hIRUVFRERHVX/u1LoDX\nSX0w1qkUa3D9xF8/NOer2GbwOpXm4fqZh+tnOkt951j1mlSNRoO0tDTMnTsXaWlpaN++PeLi4gxe\n880332Dq1KnCmIigq4eORCLB2LFj4eDgABcXF3Tu3Bk3btyo91l2dnaYMmUKAODFF1/Ejz/+KDyn\n33727FlkZWVhxIgRUCgUWLFiBf73v/+hrKwM+fn5eO655wDo2p+2a9eu3mcMHz4cUqkUbdu2hbe3\nN3Jzc3Hs2DEMGzYMHh4eACBctqD/tzDGGGOMsfqsek2qm5sb3NzcMGDAAADAxIkTDSapGo0GO3fu\nRFpamrDN2LWajo6OwmN7e3uDdqTGEJHB++jbohIR+vbti59//tng9bdv327Sv+fu9qwajcaMa0sj\nwG1RTR3rt9lKPmIb67fZSj5iG+u3WTufP0Y20kaxKWOlUmlT+YhtzPXj+rXUWP/4gWqLaszQoUPp\n3LlzRKQ7dR8dHS08t3fvXlIqlQavT05OpvDwcGEcGxtLq1atEsY+Pj505cqVep8jkUho69atRET0\n3nvv0auvvkpEutP9J0+eJCLdafxevXrR0aNHiYiourqasrKyiIho8ODBwun+yspKo6f767ZTHTt2\nLB0+fJhu3bpF7u7ulJOTQ0REv//+OxERrV69mpYtW2a0JgCf7ufg4DAn0NBXLmOM3XeW+s6xs+wU\nuHHr1q3DCy+8AD8/P5w6dQpvvvmm8Ny2bdsQFhZm8PqgoCBkZ2dDoVBg+/btAJp2J3z79u1x/Phx\n+Pr6Qq1WY+nSpcJz+v0dHR2xY8cOLF68GHK5HAqFQlgmavPmzVi7di38/PwwZMgQ4ZIC/b7G2rMC\ngKurKzZt2oTQ0FDI5XLh3xMSEoKdO3dCoVDgp59+anK9WFOorZ2AyKmtnYDIqa2dgGjVPUrDmo/r\nZx6un+1pNYv5S6XSJp+2tza+u99cahieemXNowbXzxxqWL9+4ry7X61WC6cVWfNx/czD9TOdpe7u\nbzWT1A4dOqC0tNTaaTQJr5HKGDOHWNdJZYyJE09SWxFui8oYY4wxsXhg26I2JjIyEl26dIGvr2+j\nr7VGq9Fly5bh4MGDJu37wQcf3OdsGMDXFZmL62cerp/puHbm4fqZh+tne6zeFrUxM2bMQFRUFKZP\nn97oaxtrNdoYjUaDNm2aV5Lly5eb9FkAsHLlSoMbxeriU/6MPTj49DtjjDWfzR9JHTp0KDp27Fhv\n+9q1a9G3b1/4+flh6tSpuHLlCjZu3IiPP/5YaHNaV2xsLKZNm4bAwEB4eXnhn//8JwDdX05Dhw7F\nc889Bx8fH9TW1mLRokUYOHAg/Pz8sGnTJuE94uPjIZPJIJfLhcllREQEkpOTAQCenp6IjY2Fv78/\nZDIZzp07BwAoKyvDjBkzIJPJ4Ofnh2+//RZLlixBRUUFFAoFpk2bZuRfThwcHA9I3L5dBNY4vmnF\nPFw/83D9bI/NH0ltSHx8PHJzc+Hg4IDS0lJ06NABs2fPhlQqxYIFC4zu8+uvv+LYsWMoKyuDQqHA\nmDFjAADp6enIysqCh4cHNm3aBGdnZxw/fhxVVVV46qmnMHLkSJw5cwYpKSk4fvw4HnroIRQXFwMw\nXHpKIpGgU6dOSE1NxWeffYZVq1bh888/x3vvvYeOHTvi1KlTAIDi4mKEhobi008/RXp6egtUizHG\nGGNMXGz+SGpDZDIZpk6diq+//hr29vbC9oYu3JVIJHjuuefQtm1buLi4ICgoCMePH4dEIsHAgQOF\ntqX79+/Hl19+CYVCgcGDB6OwsBAXLlzAwYMHERkZiYceegiAYXvTukJDQwEA/fr1EzoxHDx4EK+8\n8orwmob2ZfeL2toJiJza2gmInNraCYgWXxNoHq6febh+tke0R1L37NmDI0eOYPfu3VixYgVOnz7d\n7Pews9PN0fVtUfU+/fRTBAcHG2z7z3/+06Q71/StUe9uz9r8u94iwG1RTR1n2Fg+Yhtz/cwbN1S/\nP0Y20taQxzzmMY9NHesfP/BtUZuibvtRIqLa2lqhzWh1dTV169aNiouL79lqdNmyZSSXy6myspIK\nCgqoe/fudO3aNVKpVDR27FjhdZs2baLx48dTTU0NERGdO3eO7ty5Q/v27aPAwEAqLy8nIqLCwkIi\nIoqIiKDk5GQiIvL09BTanp44cUJo6RoTE0Ovvfaa8BlFRUVERNSxY0fhc+oCQLB6W0UODo77F2j2\n9x5jjImFpb7j7Cw7BTZfWFgYAgMDcf78ebi7uyMhIQFarRbTpk2DTCZDv379MH/+fDzyyCP3bDUq\nkUggk8kQFBSEgIAALF26FF27dq3XznTmzJnw9vZGv3794Ovrizlz5kCr1eKZZ57BuHHj0L9/fygU\nCqxevfqeedd937fffhtFRUXw9fWFXC4X/hKZNWsWZDJZAzdOMcYYY4y1Xq1mMf/ly5fDyckJCxcu\ntHYqjeK2qOZS489Traz51OD6mUON+vXjBh1NoVarhdOKrPm4fubh+pnOUov5i/aaVFOIa+1RMeXK\nGLsXqbT+MnqMMcburdUcSRUTbovKGGOMMbF4YNuiNtT2tLCwEMHBwfDy8sLIkSOFdUkzMzOxd+9e\n4XWxsbGNXh9qKfn5+Zg0aZJJ+zbWwlV/TSsHB4ftR4cOj5r6NcIYY6wBVp+kzpgxA/v27au3PS4u\nDsHBwTh//jyGDx+OuLg4ALqF9//9738Lr5NI7t9pca1W26zXd+vWDUlJSSZ9lkqlws8//3yPVxCH\nyaGygRzEHFy/5kbdjlJ1l2hhzcO1Mw/XzzxcP9tj9UlqQ21PU1JSEB4eDgAIDw/Hrl27UFNTg6VL\nl2Lbtm1QKBTYvn07ACA7OxtBQUHo2bMn1q1bZ/RznJycsGDBAvj4+GDEiBEoKCgAoFv76/XXX8eA\nAQOwdu1apKamQqlUon///nj22Wdx/fp1AMDFixcxYsQIyOVy+Pv7IycnB7m5ucIR4MTERISGhmLU\nqFHw8vLC4sWLhc/et28f/P39IZfLERwc3GgLV8YYY4yxVs8iC1s1093roBIROTs7C49ra2uFcWJi\nIkVFRQnPLVu2jAIDA6m6upoKCgrIxcWFNBpNvc+QSCS0ZcsWIiJ69913ad68eUREpFQq6ZVXXiEi\nopqaGgoICKCCggIiItq6dStFRkYSEdHAgQNp165dRERUVVVF5eXlBnknJCRQjx49qLS0lCorK8nD\nw4OuXr1KN2/eJHd3d8rNzSWiP9dIjY2NpdWrVxutBwCC1dd15ODgaHqgyd93jDH2oLHUd6Ao7u7X\nX/cFAEQEXT3+fG7s2LFwcHCAi4sLOnfujBs3bqBbt24G72FnZ4cpU6YAAF588UWhfSkAYfvZs2eR\nlZWFESNGANCd/u/WrRvKysqQn5+P5557DgDg6OhoNM/hw4dDKpUCALy9vZGbm4vCwkIMGzZMaLta\ntyVq3X9HfRHgjlM85rGYxn+MbKQjDI95zGMeW2qsf9wqOk4ZO5Lau3dvunbtGhER5efnU+/evYlI\nd8RSfxSUSHdEctWqVcLYx8eHrly5Uu8z7O3tSavVEhHRpUuXSKFQEJHuSGpqaioREZ06dYoCAgLq\n7VtaWkpubm73zPvuvMaOHUtqtZp2795NL7zwQr197867LoCPpJoXKhvIQczB9Wt+QPj5ValURn+u\nWeO4dubh+pmH62c6S00n7Sw7BTbduHHj8MUXXwAAvvjiC4wfPx4A0KFDB9y+fbvZ71dbWyvc5LRl\nyxYMHTpUeE5XX6B37964desWjh07BgCoqalBdnY2pFIp3Nzc8N133wEAqqqqUFFR0ehnSiQSDB48\nGEeOHBH+2igsLAQASKVSk/4djDHGGGOtgdUnqcbangJATEwMDhw4AC8vLxw6dAgxMTEAgKCgIGRn\nZxvcONWUO/zbt2+P48ePw9fXF2q1GkuXLhWe0+/v6OiIHTt2YPHixZDL5VAoFMIyUZs3b8batWvh\n5+eHIUOG4MaNGwb71r0koS5XV1ds2rQJoaGhkMvlCAsLA4B7tnBl5lJaOwGRU1o7AVHTnxZjzce1\nMw/XzzxcP9vTahbzF9ORy/u5rBZjzPKk0o4oLS20dhqMMWYVEskDuph/SxHbxI+IOEwMlUpl9RzE\nHFy/5kfdCWrdGwtY83DtzMP1Mw/Xz/a0mklqaWmptVNgjDHGGGNNZPXT/cXFxZg5cyaysrIgkUjw\nr3/9C4MHDwYArFu3Dhs2bIC9vT3GjBmD+Ph4ZGZmIj8/H6NGjQKga4sqlUqxcOHCFs89Pz8f8+fP\nN6nr1OHDh+Ho6IiAgIB6z4ntqC9jrRmf6meMtXaWOt1v9XVS58+fj9GjR2PHjh3QaDS4c+cOAF3b\n0JSUFJw6dQoODg64desWAF1b1NTUVGGSer/botrb2zf59ea2RZVKpUYnqTqt4lJhxkTv9m3+o5Ix\nxizBqqf7S0pK8MMPPyAyMhIA0KZNGzzyyCMAgM8++wxLliyBg4MDAKBTp06orq7mtqisCdTWTkDk\n1NZOQNT4ujbTce3Mw/UzD9fP9lh1kpqTk4NOnTphxowZ6NevH1566SWUl5cDAC5cuIAjR45g8ODB\nUCqVOHnyJBwdHfHee+/h+eefR3p6OiZPngwiwtmzZ7F//34cP34cy5cvh1arrfdZ5eXlGDBgAH79\n9Vc8/fTTWL58OQDdkdiamhqcOHECUVFRiIqKQnJyMk6ePIkZM2bgrbfeAgC88MILiIqKQkZGBo4e\nPYquXbvW+4zMzExs374dp0+fxrZt2/C///0Pt27dwqxZs/Dtt98iIyMDSUlJ8PDwwOzZs7FgwQKk\np6fjqaeesmCVGWOMMcbEx6qn+zUaDdLS0vDpp59iwIABeO211xAXF4d3330XGo0GRUVFOHbsGE6c\nOIHJkyfj8uXLwt20etwWlcf1x/pttpKP2Mb6bbaSj62PdUdg6q6xWHdsK20MxTBWKpU2lY/Yxlw/\nrl9LjfWPH+i2qNeuXSNPT09hfOTIERozZgwRET377LOkVquF53r27Em3bt3itqgcHBw2FjD6c8wY\nY62Fpb4H7Sw7Bb63rl27wt3dHefPnwcAHDx4EH379gUAjB8/HocOHQIAnD9/HjU1NXB1deW2qKwJ\n1NZOQOTU1k5A1OoeaWDNw7UzD9fPPFw/22PVSSqgW2bqhRdegJ+fH06dOoU333wTABAZGYnLly/D\n19cXYWFh+OKLLwBwW1TGGGOMsdbA6uukthQxHbnkdVIZEw9eJ5Ux1to9sOukthSxTfxayd8OjDHG\nGGNGWf10P6DrOjVx4kQ8+eST8Pb2xi+//AIASEpKQt++fWFvb4+0tLR7vkdJSQk+++yzBp+3RFvU\n1NRUzJ8/36R9v/vuO5w5c+Y+Z8QAvq7IXFw/83D9TMe1Mw/XzzxcP9tjE0dSG+o65evri507d+Ll\nl19u9D2KioqwYcMGzJkzx+Q8amtrYWfX9Hm7v78//P39TfqsnTt3IiQkBE8++aTR58V25Jex1ohP\n9TPGmOVY/UjqvbpO9enTB15eXvX2ycrKwqBBg6BQKCCXy3Hx4kXExMTg0qVLUCgUBt2eACA3Nxd9\n+vTBiy++CG9vb0yaNEm4O9/T0xMxMTHw9/dHUlIS9u/fj8DAQPj7+2Py5MnChPnEiRMYMmQI5HI5\nBg0ahLKyMqjVaoSEhAAAYmNjERkZabTz1Zdffgk/Pz/I5XJMnz4dR48exe7du7Fo0SIoFApcvnzZ\nSGWIg4PDxuP27SLcTb+eIGs+rp15uH7m4frZHqsfSa3bdSozMxP+/v5Ys2YNHn744Qb32bhxI+bP\nn4+pU6dCo9FAo9EgPj4eWVlZSE9PN7rP+fPnkZCQgICAAPztb3/Dhg0bsHDhQkgkEri6uiI1NRUF\nBQX461//ioMHD6Jdu3aIj4/HRx99hJiYGEyZMgVJSUnw9/dHWVkZ2rVrZ/QzVCoVSktL0bt3b8yd\nOxdnz57FihUrcPToUTz66KMoLi6Gs7Mzxo0bh5CQEIOmAowxxhhjTMfqR1L1Xafmzp2LtLQ0tG/f\nHnFxcffcJyAgAB988AH+/ve/Izc3Fw899FCjNxq5u7sjICAAgK7j1I8//ig8p+84dezYMWRnZyMw\nMBAKhQJffvkl8vLycO7cOXTr1k04te/k5AR7e3uD95dIJBgzZoxB56vr16/j0KFDmDx5Mh599FEA\nzapCjxsAACAASURBVOk4xUyntnYCIqe2dgKixte1mY5rZx6un3m4frbH6kdS3dzc4ObmhgEDBgAA\nJk6c2OgkNSwsDIMHD8b333+P0aNHY+PGjXj88cfvuU/dazyJyGDcvn174XFwcDC2bNlisO/p06eb\n9G+p2y7V3t4eGo3mnssy3Pu60whwW1RTxxk2lo/Yxly/5ozvbhuYkZFhMLaVNoY85jGPeXy/xvrH\nD3RbVL2hQ4fSuXPniIho2bJlFB0dbfC8UqmkkydPCuPLly8Lj9944w1as2YN/f777+Th4WH0/XNy\nckgikdDRo0eJiOhvf/sbffTRR0RE5OnpSb///jsREd28eZO6d+9OFy9eJCKisrIyOn/+PFVXV1OP\nHj3oxIkTRKRrk6rRaEilUtHYsWOFvI21Z83KyiIvLy/hMwoLC4mIKCoqihISEozmC4Bg9VaPHBwc\njQca+XZjjLEHn6W+C+0sOwVumoa6Tu3cuRPu7u44duwYxowZg1GjRgEAtm/fDh8fHygUCmRlZWH6\n9Ol49NFHMWTIEPj6+ta7cQrQtTxdv349vL29UVJSIqwCUPdoZqdOnZCYmIiwsDD4+fkhMDAQ586d\ng4ODA7Zt24aoqCjI5XI888wzqKysNOgy1VDHKW9vb7z11lt4+umnIZfLsXDhQgDA888/jw8//BD+\n/v4N3DjFGGOMMdZ6tYqOU7m5uQgJCWnyaXtr0012H/j/LBakxp+nZlnzqcH1a6r6l/Oo1Wrh1Bhr\nHq6debh+5uH6mY47TplJfOuOii1fxlofqbSjtVNgjLEHVqs4kio2lvqLhDHGGGPsfrPUvKXFrkmN\njIxEly5d4Ovra7C9sLAQwcHB8PLywsiRI1FcXAwA+Prrr6FQKISwt7fHqVOnAAAffPCBsH9ubm69\n92xJL730kkntTRtr48oYY4wx1pq12JHUH374AU5OTpg+fbrBtaHR0dFwdXVFdHQ04uPjUVRUVG8J\nql9//RXjx4/HxYsXAQBSqRS3b98GcH+vN9VoNGjTpmWugLhX3uK7NIGx1slYW1S+rs10XDvzcP3M\nw/UzneiPpA4dOhQdO9a/fislJQXh4eEAgPDwcOzatavea7Zs2YKwsDAAQExMDCoqKqBQKDBt2jRI\nJBJotVrMmjULPj4+wp33d4uIiMDs2bMxYMAA9O7dG3v27AEAJCYmYty4cRg+fDiCg4NRXl6OyMhI\nDBo0CP369UNKSgoAQKvV4o033oCvry/8/Pywfv16ALq1w9LS0gDoFvl/++23IZfLERAQgJs3bwIA\nbty4gQkTJkAul0Mul+Po0aP3bOOqQxwmh8oGchBzcP2aGsbaojLGGLtPLLKwVQNycnLIx8fHYJuz\ns7PwuLa21mCs17NnT8rKyhLGTk5OBu/Zpk0byszMJCKiyZMn01dffVXvPSIiImjUqFFERHThwgVy\nc3OjyspKSkhIIDc3NyoqKiIioiVLlgj7FxUVkZeXF925c4c2bNhAkyZNIq1WS0R/rneqVCopNTWV\niIgkEgl9//33REQUHR1N77//vpDTmjVriIhIq9VSSUkJ5ebm1quFHgCC1dd/5ODgaDxg9GeYMcZa\nE0t9F9rEOql6xtYa/eWXX/Dwww/D29u7wf0ef/xxyGQyAIC/v3+DHRAmT54MAOjVqxd69OiBs2fP\nQiKRIDg4WGhXun//fsTFxUGhUCAoKAhVVVXIy8vDwYMH8fLLL8POTlcyY0eFHR0dMWbMmHp5qFQq\nYV1WOzs7dOjQAbr/powxxhhjzBirL0HVpUsXXL9+HV27dsW1a9fQuXNng+e3bt2KqVOn3vM92rZt\nKzy2t7dHRUVFkz5bPyGu2xYVAL799ls88cQT9V7f2MTSwcFBeGxnZweNRtPkfeuLALdFNXX8Cbhe\n5oy5fs0Z39028JNPPoFcLrd620Ixjuu2XLSFfMQ25vpx/VpqrH/8QLVFNXa6f9GiRRQXF0dERCtX\nrqTFixcLz2m1WnrssccoJyfHYJ+OHTtSTU2N0fdctWoVxcbG1vvs8PBwGj16NNXW1tLFixfJzc2N\nqqqqKCEhgebNmye87s033zQYp6WlERHRP/7xD5o4cSJpNBoiMn66v+5lCElJSRQREUFERM8//zx9\n8sknRESk0WiopKSECgoKGmzjCvDpfvNCZQM5iDm4fk0P1Pv5ValURn+uWeO4dubh+pmH62c6S00n\n7Sw7Bf5TWFgYAgMDcf78ebi7uyMhIQGA7kaoAwcOwMvLC4cOHUJMTIywz5EjR9C9e3d4enoavNes\nWbMgk8mEG6fuvkTA2N3xEokE3bt3x8CBAzF69Ghs3LgRjo6O9fZ/5513UFNTA5lMBh8fHyxbtgwA\nMHPmTHTv3h0ymQxyuRzffPON0c+o+1g/XrNmDVQqFWQyGfr3748zZ87AxcXlnm1cmTmU1k5A5JTW\nTkDU9EccWPNx7czD9TMP18/2tJrF/P8/e/ceF2WV/wH880CiFhAu3hPBdMG4DDMMgoDSEKKZd8pr\nmsjLNS01y0zMEsxKfIWtt3LFdiFtS8NLaZar4Yw/7yhX77cgajFSQRFBEPj+/pidR8YZ1JlhmBn4\nvl+v89o5z8zzPIevy3Q4zznnO2XKFAwbNgzR0dGWbspDcVpUxmwFJ95gjDGb34KKGUrgwoWLlRd9\naVHrz9lihuHYmYbjZxqOn/Wx+MKppqKZXmAreHTGeCqVih/bmIDjxxhjzBo02UhqQ2lR09LS4OPj\nA3t7e3FTfECdkalt27ZiWtTXXntNfI/TorIH4Q6WaTh+puH4GY9jZxqOn2k4ftbH4mlRz507Bzs7\nO7z66qtYvnw5AgICADw4bSinRWWMNQV9aU8ZY4xps/k5qQ2lRe3duzc8PT0f+TqcFpXLw4vSCtpg\ny4XjpynGpD3leW3G49iZhuNnGo6f9bHqhVP5+fmQyWRQKBQ4ePAgACAxMRFt27ZFdnY2Nm7cCCLC\nxYsXMXPmTJw6dQouLi7YunWrzrUEQUBhYSGOHz+OXbt2Yfr06aiqqgIAZGdnY+vWrVAqlfjwww8R\nGRmJY8eOYd++fZg3bx4qKiqQnJyMwsJC5ObmIjc3V0wwUH/Us6KiAiEhIcjJyUF4eDjWr18PAJg9\nezYiIiKQk5ODrKws+Pj4YNmyZejZsyeys7OxbNkyc4eSMcYYY8ymWO3Cqa5du+K3335Du3btkJWV\nhZEjR+LMmTNwdHTU+WyPHo2bFnXnzp1ISkoCAK20qDNmzDAoLerevXsBqNOifvXVVwDupUUtKeFH\niOajsHQDbJzC0g2waTyvzXgcO9Nw/EzD8bM+VttJdXBwgIODAwAgICAAPXv2xIULF8Q5q/VxWlSu\nc53r5qpbSxpCrnOd61y3lrrmdbNPi6qhUCjoxIkTYv3q1atiCtLLly/TU089RaWlpUTEaVG5PKwo\nraANtlw4fvcK9P6OPginVjQex840HD/TcPyMZ67upJ15u8D3NJQWdfv27XBzc8PRo0cxZMgQDB48\nGACwf/9++Pv7QyaTYfTo0Vi3bp34SJ7TojLGGGOMNW+cFtUKcVpUxqwFpz1ljLGHMdcWVFY7J5Xx\nXqmMWZq+tKeMMcaaRosZSbUl5vqLpKVQqVTiJG9mOI6faTh+xuPYmYbjZxqOn/FsfjN/fc6fPy+m\nPZXJZHjyySexatUqAEBJSQmioqLg6emJgQMH4saNGwCA3Nxc/PTTT+I1EhISsHz5cou0v6ioCKNH\njzbq3P379+PIkSON3CLGGGOMsebBakZS6+rq8NRTTyEjIwNubm5455130L59e7zzzjtYtmwZSktL\nkZiYiNTUVGRmZmL16tUAgMWLF8PR0RFz5841uQ21tbWwt7c3+TqPIiEhAU5OTnrbzWlRGbMOnBaV\nMcYezlwjqVbTSd2zZw8++OADMbNU7969sX//fnTq1Al//PEHFAoFTp48iZ49e+LOnTt46qmnsGDB\nApw9exaFhYX45ZdfUFhYiDlz5mDWrFk613d0dMS0adOwZ88edO7cGZs2bUL79u2hUCggk8lw8OBB\nTJgwAeHh4Zg7dy7Ky8vRvn17pKamonPnzrh06RKmT5+Oa9euwd7eHlu2bIEgCBg2bBhOnjyJ1NRU\n7NixA5WVlbh8+TJGjRolZpLavXs3Fi5ciNraWnTo0AFffPEF+vbtC3t7e3To0AGrV69Gv379xLby\nwinGrAVPvWGMsYcx2zRFs2xsZYQpU6bQZ599JtZdXFzE13V1dWI9NTWVZs2aJb4XHx9PoaGhVF1d\nTdeuXSNXV1dxL9P6BEGgr7/+moiIPvjgA3EvVIVCQa+//joREd29e5dCQkLo2rVrRES0adMmio2N\nJSKioKAg+u6774iIqKqqiioqKrT2aE1JSaGnn36aysrK6M6dO+Tu7k6///47/fnnn+Tm5kYFBQVE\nROJerwkJCbR8+XK9sQB4n1TTitIK2mDLheN3r8Cg7zEi3mvRFBw703D8TMPxM565upNWsbq/uroa\nO3fubDCHff09R4kI6njce2/o0KFo1aoVXF1d0bFjRxQXF6Nr165a17Czs8PYsWMBABMnTtTaikpz\n/Ny5czh9+jQGDBgAQP34v2vXrigvL0dRURFGjBgBAGImrPtFRkbCyckJAODt7Y2CggKUlJQgPDwc\n7u7uACDu9ar5WRhjjDHGmC6r6KT+9NNPkMvl6NChg3hM85i/c+fOuHLlCjp27Njg+fU7jfb29lrp\nSPUhIq15n5q0qEQEHx8fHD58WOvzt27deqSf4/70rDU1NSbML40Bp0U1tq45Zi3tsbW65pi1tMey\ndUPTBmqOWTptoS3WFQqFVbXH1uocP45fU9U1r5tVWtSGjB07llJTU7WOzZs3jxITE4mIaOnSpTR/\n/nwiItq6dStNnjxZ/FxCQgIlJSWJdV9fX/r111917iEIAm3atImIiJYsWUKzZ88mIu10rFVVVdSr\nVy86cuQIERFVV1fT6dOniYiob9++4uP+O3fu6H3cXz+d6tChQ2n//v109epVcnNzo/z8fCIiun79\nOhERLV++nOLj4/XGA+DH/Vy4WEfBg766GGOMkfm+K+3M2wV+uNu3b+Pnn3/WyQQVFxeHvXv3wtPT\nE/v27UNcXBwAICIiAmfOnIFMJsO3334L4NFWwz/xxBPIyMiAn58fVCoVFi1aJL6nOd/BwQFbtmzB\n/PnzIZVKIZPJxG2iNm7ciFWrVsHf3x9hYWEoLi7WOldfelYAaN++PZKTkxEdHQ2pVIrx48cDAIYN\nG4bt27dDJpPh0KFDBsWMPYzK0g2wcSpLN8Cm1R9pYIbh2JmG42cajp/1sZrV/ebm5OT0yI/tLY1X\n95tKBe1H18wwKnD8NAxfsaqq96ifGYZjZxqOn2k4fsZr9ltQmZuzszPKysos3YxHwvukMmYdeJ9U\nxhh7OO6ktiCcFpUxxhhjtsLm06LGxsaiU6dO8PPz0zreUPpTAMjLy0NISAh8fX0hkUhQXV0NAPj4\n44/FzxQUFOhcsyn97W9/w9mzZw0+7+bNm1i7dm2D72vmuHLhwqVpirPzX0z5KhDxvDbjcexMw/Ez\nDcfP+jRZJ3XKlCnYvXu3zvHExERERUXhwoULiIyMRGJiIgCgpqYGkyZNQnJyMk6dOoX9+/fjscfU\nO2YtXbrULG182NZV+qxfvx7PPPOMweeVlpbi888/f8AniIvRRWkFbbDl0jLjd+tWKRhjjFmPJuuk\n9u/fH+3atdM5vmPHDkyePBkAMHnyZHz33XcA1GlSJRKJOErarl072NnZIS4uDpWVlZDJZJg0aRIE\nQUBtbS2mTZsGX19fDBo0CHfu3NG5T0xMDKZPn44+ffrAy8sLu3btAgCkpqZi+PDhiIyMRFRUFCoq\nKhAbG4vg4GAEBARgx44dANQb+7/99tvw8/ODv78/PvvsMwDqvcOysrIAqFOvvvfee5BKpQgJCcGf\nf/4JACguLsaoUaMglUohlUpx5MgRxMXF4fLly5DJZJg/f35jhprxoh8TKSzdAJvGCy+Mx7EzDcfP\nNBw/62PxLaiKi4vRqVMnAOoN/DVbO124cAGCIOD555+HXC7HJ598AkA98tq2bVtkZ2dj48aNICJc\nvHgRM2fOxKlTp+Di4oKtW7fq3EcQBBQWFuL48ePYtWsXpk+fjqqqKgBAdnY2tm7dCqVSiQ8//BCR\nkZE4duwY9u3bh3nz5qGiogLJyckoLCxEbm4ucnNzMWHCBPG6GhUVFQgJCUFOTg7Cw8Oxfv16AMDs\n2bMRERGBnJwcZGVlwcfHB8uWLUPPnj2RnZ3dYKYtxhhjjLGWyioyTmlo5oYB6kfvBw8exIkTJ9C2\nbVtERkZCLpfjueee0zmvR48ekEgkAAC5XN5gBoQxY8YAAHr16oWnn34a586dgyAIiIqKEtOV7tmz\nBzt37kRSUhIAoKqqCoWFhUhPT8eMGTNgZ6fu1+sbFXZwcMCQIUPEduzduxcAoFQq8dVXXwFQp2d1\ndnZGScnDVgzHgDNOGVtfAY6XKfWWGr//1UzMyLJixQpIpVKLZ4SxxXr9OYHW0B5bq3P8OH5NVde8\nblYZp+pnaNLw8vKiK1euEBFRUVEReXl5ERHRpk2btDJLLVmyRMws5ejo2OA1k5KSKCEhQefeMTEx\nlJKSItbDw8MpNzeXUlNTtTJFyeVyunDhgs75L774Iu3du1fnuEKhoMzMTJ12paWlUUxMDBERdejQ\ngaqqqh4aCw0ABItn2rHlorSCNthyaanxg97fR0MplcpGuU5LxLEzDcfPNBw/45mrO2ln3i7www0f\nPhxffvklAODLL7/EyJEjAQADBw7EyZMnUVlZiZqaGuzfvx/e3t4AgFatWhm8yImIkJaWBiLC5cuX\n8csvv6B3795Qx/aeQYMGYdWqVWI9OzsbABAVFYV169ahtrYWgHrh06OKjIwUV/LX1tairKzMppIL\n2B6FpRtg4xSWboBN04w4MMNx7EzD8TMNx8/6NFkndfz48QgNDcWFCxfg5uaGlJQUAA2nP23Xrh3e\neust9OnTBzKZDHK5HIMHDwYATJs2DRKJRFw4VX9eKKB/M3xBENC9e3cEBQXhhRdewLp16+Dg4KBz\n/vvvv4+7d+9CIpHA19cX8fHxAICpU6eie/fukEgkkEql+Oabb/Teo/5rTX3lypVQKpWQSCQIDAzE\n2bNn4erqirCwMPj5+fHCKcYYY4yx+7SYzfynTJmCYcOGITo62tJNeSh9nWzGmHk1VnYplUrFIzJG\n4tiZhuNnGo6f8QTBPJv5W9XCKXZPC/nbwSz4i8Y0HD/GGGPWoMWMpNoSc/1FwhhjjDHW2MzVbzHr\nnFRDU6Hu3bsXgYGB4txNpVJp8D0dHR0bpe2PIjMzE2+88YZR537//fcPTKdq6RSRXLg099JYaVAZ\nY4yZh1k7qYamQu3QoQN++OEH5OXl4csvv8SkSZMMvqcgGD+fs66uzqDPy+VyrFy50qh7bd++HWfO\nnHnAJ4iL0UVpBW2w5dIy4meuNKj19xFkhuHYmYbjZxqOn/UxayfV0FSoUqkUnTt3BgB4e3ujsrIS\nd+/eBdBwytH8/HyEhIRAIpHgvffe09uOgoIC9O7dGxMnToS3tzdGjx6NyspKAICHhwfi4uIgl8uR\nlpaGPXv2IDQ0FHK5HGPGjMHt27cBAMePH0dYWBikUimCg4NRXl4OlUqFYcOGAQASEhIQGxuLiIgI\n9OzZE6tXrxbvv2HDBvj7+0MqleKVV17BkSNHsHPnTsybNw8ymQy//PKLybFmjDHGGGtWzLL7aj36\nNq13cXERX9fV1WnVNdLS0igqKkqsC4JAP/zwAxERvfPOO/Thhx8SEdGwYcNo48aNRET02WefaW2o\nX78NgiDQ4cOHiYgoNjZWTAzg4eFBn3zyCRERXb16lcLDw6miooKIiBITE+mDDz6g6upq6tGjB504\ncYKIiG7dukU1NTWkVCpp6NChREQUHx9PYWFhVF1dTdeuXSNXV1eqqamhU6dOkaenJ12/fp2IiEpL\nS4lInVxg69atemMGgGDxjc25cGnuBQ18azHGGDOEub5PLb66XzM/rL7Tp0+L+6dqNJRy9PDhw9i+\nfTsAYOLEiQ3uOerm5oaQkBDxc6tWrcLcuXMBAGPHjgUAHD16FGfOnEFoaCgAoLq6GqGhoTh//jy6\ndu0KuVwOQP+8V0EQMGTIELRq1Qqurq7o2LEj/vjjD+zbtw9jxozBX/6inv+mSb8KAOp/14bEgNOi\ncp3r5qz/r2YlaQa5znWuc91W6prXNp8W1ZBUqEREv/32G3l6eoqjnhoNpRzVjFgSEd28ebPBkVR3\nd3exnp6eTqNGjSIi9UiqZpRz586dNH78eJ3z8/LyKCwsTOd4/ZHUhIQEcXSWiMjX15cKCgpo9erV\ntHDhQp1zeSTVnEVpBW2w5dJS4ge9v3+m4tSKxuPYmYbjZxqOn/HM9X1qZ94usH4NpUK9ceMGhgwZ\ngmXLlomjng8TFhaGTZs2AQD+/e9/N/i5wsJCHD16FADw9ddfo3///jqfCQ4OxqFDh3D58mUAwO3b\nt3Hx4kX07t0bV65cwYkTJwAAt27dEtOjaqj/jbQJgoDnnnsOaWlpKClRbxKuSafq5OSEsrKyR/oZ\nGWOMMcZaGrN2Ug1NhbpmzRpcvnwZixcvhkwmg0wmw7Vr1wA8OOXoZ599BolEgqKiogZX93t5eeGz\nzz6Dt7c3bt68iRkzZuhct0OHDkhNTcX48ePh7+8vPupv1aoVNm/ejFmzZkEqlWLQoEG4c+eOVjv0\nTVsA1AvAFi5ciGeffRZSqVScYjBu3Dh88sknkMvlvHCq0Sks3QAbp7B0A2ya5rEYMxzHzjQcP9Nw\n/KxPi9jMv6CgAMOGDcPJkyct3ZRHYso2WoyxR9NYaVAZY6ylEwQb3Mzfmthax4+IuBhZlEqlxdtg\ny6WlxM9cHdT6CwuYYTh2puH4mYbjZ31aRCfVw8MDeXl5lm4GY4wxxhh7RFbxuL+2thaBgYHo1q0b\ndu7cCUA9Z/P8+fMA1AuqXFxckJ2djdzcXBQVFWHw4MEA1JvoOzk5iXM9m1JRURHeeOMNpKWlGXzu\n/v374eDgoHeBmK2N+jJmTfgxPmOMNS1zPe63+D6pgHrxk7e3N27duiUe06zYB4C3335b3F80Ozsb\nmZmZYie1MTt0tbW1sLe3f+TPd+3a1agOKgAolUo4OTk9YBcDi//twJhNunWL/8hjjLHmwOKP+3//\n/Xf8+OOPmDp1qt5eOBHh22+/xfjx41FdXY1FixZh8+bNkMlk+PbbbwEAZ86c0ZuOtD5HR0e89dZb\n8PX1xYABA8RdAxQKBd5880306dMHq1atQmZmJhQKBQIDA/H888/jjz/+AABcunQJAwYMgFQqhVwu\nR35+PgoKCuDn5wcASE1NRXR0NAYPHgxPT0+tpAK7d++GXC6HVCpFVFQUfv31V6xbtw5///vfIZPJ\ncPDgwUaNKVNZugE2TmXpBtg0ntdmPI6daTh+puH4WR+Lj6S++eab+OSTTxrcM/TAgQPo1KkTevbs\nCQBYsmQJMjMzsWrVKgDqx/3nzp2DSqVCWVkZvLy88Nprr+mMiFZUVKBPnz749NNPsWTJEixevBir\nV6+GIAi4e/cujh8/jpqaGoSHh2Pnzp1wdXXF5s2bsXDhQvzzn//Eyy+/jHfffRcjRoxAdXU1amtr\nUVxcrHWP3Nxc5OTkwMHBAV5eXpg9ezYcHBwwbdo0HDhwAO7u7uLUhenTp8PJyQlvvfWWGaLKGGOM\nMWbbLNpJ/eGHH9CxY0fIZLIG/4L55ptvMGHCBLGuWZmrIQgChg4dqpWOtLi4GF27dtW6jp2dnZj+\ndOLEiYiOjhbf0xw/d+4cTp8+jQEDBgBQP/7v2rUrysvLUVRUhBEjRgBQp2jVJzIyEk5OTgDU+6MW\nFBSgpKQE4eHhcHd3B8BpUZumrjlmLe2xtbrmmLW0x9C6ekTEUmkDLX1/W64rFAqrao+t1Tl+HL+m\nqmte23xa1AdZsGABdevWjTw8PKhz5870+OOP06RJk8T37969S506daL//ve/4rHU1FSaOXOmWNeX\njvTXX3/VuZe9vT3V1tYSEdHly5dJJpMREZFCoaDMzEwiUqc/DQkJ0Tm3rKyMunXrpnO8fsrXlJQU\nrXYNHTqUVCoV7dy5k15++WWdc+9vd30Ap0XlwsX4Ar2/V4wxxszDXN+7dubtAj/Yxx9/jN9++w35\n+fnYtGkTnnvuOWzYsEF8/+eff8YzzzyjNSrq5OSktcDqUdXV1YmLnO5Pi6qOrzor1dWrV8X0qXfv\n3sWZM2fg5OSEbt264fvvvwcAVFVVobKy8qH3FAQBffv2xf/93/+Jf21o0qMa+3OwR6GydANsnMrS\nDbBp9UcamGE4dqbh+JmG42d9LNpJvd/9K/U3b96M8ePHax2LiIjAmTNntBZOPcoK/yeeeAIZGRnw\n8/ODSqXCokWLdO7r4OCALVu2YP78+ZBKpZDJZDhy5AgAYOPGjVi1ahX8/f0RFhYmzkd9WFrU9u3b\nIzk5GdHR0ZBKpeLPM2zYMGzfvh0ymQyHDh16pPgwxhhjjLUUVrFPalOwpZFL3ieVMePxPqmMMda0\nmvU+qU3B1jp+LeRvB8YYY4wxvSzyuP/8+fOQyWRiefLJJ8UtpebNm4dnnnkG/v7+iI6Oxs2bNw26\ndmpqKmbNmqVzvKEtrkwVHx+P9PR0o879+OOPG7k1DOB5Rabi+JmG42c8jp1pOH6m4fhZH4uMpHp5\neSE7OxuAekHTU089hVGjRgEABg4ciGXLlsHOzg5xcXFYunQpEhMTm6RdNTU1eOwxw0KyePFio++3\ndOlSvPvuu3rfs7WRX8YsjR/zM8ZY82LxhVM///wzevbsCTc3NwBAVFQU7OzUzQoODsbvv/8O4MEZ\nnVJSUuDl5YXg4GAcPnxY730SEhIwadIkhIaGwtPTE1988QUA9V9O/fv3x4gRI+Dr64u6ujrM0/Om\n5gAAIABJREFUmzcPQUFB8Pf3R3JysniNZcuWQSKRQCqVip3LmJgYbN26FQDg4eGBhIQEyOVySCQS\nnD9/HgBQXl6OKVOmQCKRwN/fH9u2bcOCBQtQWVkJmUyGSZMm6WkxceHCxYBy61YprIFmP0FmOI6d\naTh+puH4WR+Lz0ndtGmT1mb99f3rX//SWt2vL6OTnZ0dEhISkJWVBWdnZ0RERCAgIEDv9U6dOoWj\nR4+ivLwcMpkMQ4YMAQBkZ2fj9OnTcHd3R3JyMlxcXJCRkYGqqir069cPAwcOxNmzZ7Fjxw5kZGSg\nTZs2uHHjBgDtVf2CIKBDhw7IzMzE2rVrkZSUhPXr12PJkiVo164d8vLyAAA3btxAdHQ01qxZI44o\nM8YYY4yxeyw6klpdXY2dO3di9OjROu999NFHcHBwEDuwgiCIGZ1at24tZnQ6duwYFAoFXF1d0apV\nK4wdO1bvoiNBEDBixAi0bt0arq6uiIiIQEZGBgRBQFBQkJgRas+ePdiwYQNkMhn69u2LkpISXLx4\nEenp6YiNjUWbNm0AaGeOqk+TySogIEDcGzU9PR2vv/66+JmGzmWNRWXpBtg4laUbYNN4XpvxOHam\n4fiZhuNnfSw6kvrTTz9BLpejQ4cOWsdTU1Px448/6ixIat26tfja3t4eNTU1OnM3DVkVr5lW8MQT\nT2gdX7NmDaKiorSO/ec//3mka2vaqGmfMe1SiwGnRTW2nmNl7bG1uq3G7381C6cNzMnJsej9uc51\nrnPd3HXN62adFnXs2LGUmpqqdeynn34ib29vunr1qtZxfWlH9+/fT1euXCF3d3e6fv06VVdXU79+\n/bQ+pxEfH09SqZTu3LlD165do+7du9OVK1dIqVTS0KFDxc8lJyfTyJEj6e7du0REdP78ebp9+zbt\n3r2bQkNDqaKigoiISkpKiIgoJiaGtm7dSkREHh4edP36dSIiOn78OCkUCiIiiouLozlz5oj3KC0t\nJSKidu3aifepDwDB4qkluXCxtYJH+dphjDHWyMz1/Wtn3i5ww27fvo2ff/5ZfDyuMWvWLJSXlyMq\nKgoymQyvvfYagIYzOnXu3BkJCQkICQlBv3794OPjo/dzgiBAIpEgIiICISEhWLRoETp37qxz3alT\np8Lb2xsBAQHw8/PDjBkzUFtbi0GDBmH48OEIDAyETCbD8uXLH/jz1b/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iYjB9+nSthVMa\nDaVOFQQBQUFBePHFF+Hv74+XXnoJAQEB4nsaUVFRmDBhAkJCQiCRSDBmzBiUl5fD29sbCxcuxLPP\nPgupVKqVtaqh3QA0x6dOnYru3btDIpFAKpXim2++AaBOifr888/zwimzUFm6ATZOZekG2LT6j8OY\nYTh2puH4mYbjZ32sdguqxpSamorMzEysXr3a0k15JLwFlalUuDefkRlOBeuLn+1sQaVSqcT5W8ww\nHDvTcPxMw/EzXovbzL8xNTTCat1srb2MmY8tpUPl/8gZj2NnGo6faTh+1qdFjKTaGk6LyhhjjDFb\n0aw386+trYVMJsOwYcPEY++//764eX5kZCR+++23R7qWQqEQ90BtCmFhYUadl5ubi59++qnB9zWj\nv1y4tPTi7Nz0KY9NwfPajMexMw3HzzQcP+tjFZ3UlStXwtvbG4Jw7xH3O++8g9zcXOTk5GDkyJHi\n5vj11dTU6BzT/IfNGJoV+IY4dOiQUffKzs7Gjz/++IBPEBeji9IK2mDLxbrid+vWvd00GGOMtRwW\n76T+/vvv+PHHHzF16lStoWInJyfxdXl5Odq3bw9AvQhq+PDhiIyMRFRUFO7cuYNx48bB29sb0dHR\nqKys1Dvk7OHhgfnz50MikSA4OBiXL18GcG+3gL59+2L+/Pm4fPkyBg8ejMDAQISHh4tpVouLizFq\n1ChIpVJIpVIcPXoUAODo6Ajg3oTr0aNH45lnnsHEiRPFex8/fhxhYWGQSqXo27cvysrKsGjRImze\nvBkymQxpaWmNHNWWTmHpBtg4haUbYNN4XpvxOHam4fiZhuNnfSy+cOrNN9/EJ598onfP0IULF2Lj\nxo1o27YtMjIyxOPZ2dk4efIkXFxc8Omnn8LR0RFnzpzByZMnERAQoHckVRAEuLi4IC8vDxs3bsSc\nOXOwc+dOAEBRURGOHDkCQRAQGRmJdevWoVevXjh27Bhee+01pKenY/bs2YiIiMD27dtRV1eH8vJy\n8boaOTk5OHPmDLp06YKwsDAcPnwYgYGBGDduHL799lvI5XKUl5ejbdu2WLJkCTIzM7Fq1arGDilj\njDHGmM2zaCf1hx9+QMeOHSGTyfTOBfnoo4/w0UcfITExEXPmzEFKSgoA9X6mmtSkBw4cwBtvvAEA\n8PPzg0QiafB+48ePBwCMGzcOb775JgB1J3P06NEQBAHl5eU4cuQIRo8eLZ5TXV0NAFAqlfjqq68A\nAHZ2dnB2dta5flBQELp27QoAkEqlyM/Ph5OTE7p06QK5XA7g3sgrET1kknEMOC2qsfUV4HiZUre2\n+GlvDWMtaQEbqq9YsQJSqdRq2mNL9fr/HbCG9thanePH8WuquuZ1s06LumDBAurWrRt5eHhQ586d\n6fHHH6dJkybpfO7XX38lHx8fIiJKSUmhmTNniu+NHDmS9u3bJ9YDAgK00qZqeHh4UH5+PhERVVdX\nU/v27YmIKCYmhrZs2UJERDdv3qQuXbrobWuHDh2oqqpK57ijoyMRESmVSho6dKh4fObMmZSamkon\nT56ksLAwnfNSU1O1fo76ABAsnobSlovSCtpgy8Xa4ge9vyfWSqlUWroJNotjZxqOn2k4fsYz1/e0\nnXm7wA/28ccf47fffkN+fj42bdqE5557Dhs2bAAAXLx4Ufzc999/D5lMpvca4eHh+PrrrwEAp06d\nQl5eXoP327x5s/i/oaGhOu87OzujR48e2LJlCwCAiMTrRUZGYu3atQDUC6weJaWpIAjw8vLClStX\ncOLECQDArVu3UFtbCycnJzH1K2tsCks3wMYpLN0Am6YZcWCG49iZhuNnGo6f9bFoJ/V+9ed3Lliw\nAH5+fpBKpVCpVFi+fLn4mfqfmzFjhpi6ND4+HoGBgQ1ev7S0FP7+/li9ejX+/ve/673vv//9b/zz\nn/+EVCqFr68vduzYAUC9A4FSqYREIkFgYCDOnj2rc66+ubCtWrXC5s2bMWvWLEilUgwaNAhVVVWI\niIjAmTNneOEUY4wxxpgeLWYz/x49eiAzMxN/+Yv177lo7BZajDVHTk7tUFZWYulmPDJVvfmzzDAc\nO9Nw/EzD8TOeIHBaVJPYWsevhfztYBb8RWMajh9jjDFr0GJGUm2Juf4iYYwxxhhrbObqt1h8TurK\nlSvh5+cHX19frFy5UjxeUlKCqKgoeHp6YuDAgbhx4wYA3XSiCQkJ4nzVplZUVKS1XZUh9u/fjyNH\njjT4vqVTUXLhYoliaylQGWOMmY9FO6mnTp3CF198gePHjyM3Nxc//PCDmAkqMTERUVFRuHDhAiIj\nI5GYmAhAN52oIDTeY3xD06J27drV6EVPSqUShw8ffsAniEszSetpe8Vy8WsOKVDr7yPIDMOxMw3H\nzzQcP+tj0U7quXPnEBwcjDZt2sDe3h7PPvsstm3bBgDYsWMHJk+eDACYPHkyvvvuO9y9e1crnei3\n334LADhz5gwiIiLQs2dPrF69Wu+9HB0d8dZbb8HX1xcDBgzAtWvXAKi3nHjzzTfRp08frFq1CpmZ\nmVAoFAgMDMTzzz+PP/74AwBw6dIlDBgwAFKpFHK5HPn5+SgoKICfnx8AdbrW6OhoDB48GJ6enpg/\nf7547927d0Mul0MqlSIqKgq//vor1q1bh7///e+QyWQ4ePCgeQLMGGOMMWarzLL76iM6e/YseXp6\n0vXr1+n27dvUt29fmj17NhERubi4iJ+rq6sT66mpqTRr1izxvfj4eAoNDaXq6mq6du0aubq6Uk1N\njc69BEGgr7/+moiIPvjgA3EjfYVCQa+//joREd29e5dCQkLo2rVrRES0adMmio2NJSKioKAg+u67\n74iIqKqqiioqKig/P598fX2JSJ1k4Omnn6aysjK6c+cOubu70++//05//vknubm5UUFBARERlZaW\nEhFRQkICLV++XG9cABAsvoE6Fy6WKDD4e4Qxxphlmeu726Kr+3v37o358+dj4MCBeOKJJyCTyWBv\nb6/zOc18NQAg0k4nKggChg4dilatWsHV1RUdO3ZEcXGxmJ5Uw87ODmPHjgUATJw4EdHR0eJ7muPn\nzp3D6dOnMWDAAADqx/9du3ZFeXk5ioqKMGLECACAg4OD3p8nMjISTk5OAABvb28UFBSgpKQE4eHh\ncHd3BwAxnavmZ2lYDDgtKtdbYt1a0v5xnetc5zrX9dc1r5t1WtT7LViwgNauXUtERF5eXnTlyhUi\nIioqKiIvLy8i0k2LmpCQQElJSWLd19eXfv31V51r29vbU21tLRERXb58mWQyGRGpR1I1aVTz8vIo\nJCRE59yysjLq1q2bzvH7R1Lrt2vo0KGkUqlo586d9PLLL+uce3+76wN4JNW0orSCNthysWT8oPd3\nwpZwakXjcexMw/EzDcfPeOb67rYzbxf44f78808AQGFhIbZv344JEyYAAIYPH44vv/wSAPDll19i\n5MiRANSpS41JJ1pXVycucvr666/Rv39/8T11fAEvLy9cvXoVR48eBQDcvXsXZ86cgZOTE7p164bv\nv/8eAFBVVYXKysqH3lMQBPTt2xf/93//J/61UVKi3pSc06IyxhhjjDXM4p3Ul156CT4+Phg+fDg+\n//xzODs7AwDi4uKwd+9eeHp6Yt++fYiLiwMArXSimoVTj7LC/4knnkBGRgb8/PygUqmwaNEi8T3N\n+Q4ODtiyZQvmz58PqVQKmUwmbhO1ceNGrFq1Cv7+/ggLC0NxcbHWufWnJNTXvn17JCcnIzo6GlKp\nFOPHjwcADBs2DNu3b4dMJsOhQ4eMih1riMLSDbBxCks3wKZpHosxw3HsTMPxMw3Hz/q0mM38bWnk\nsjG31WLMlthaClTGGGPNeDP/pmJrHT8i4mJkUSqVFm+DLRdLxq85dFDrLyxghuHYmYbjZxqOn/Vp\nsk5qbGwsOnXqJO4rqpGWlgYfHx/Y29sjKytL672lS5fir3/9K3r37o09e/aIxz/++GPxdf29Sh+k\nrKzMxJ9Av7/97W84e/aswefdvHkTa9euNUOLGGOMMcZsX5M97j9w4AAcHR3xyiuv4OTJk+Lxc+fO\nwc7ODq+++iqWL1+OgIAAAOoN+idMmIDjx4/jv//9LwYMGICLFy9CEAStR/cFBQUYNmyY1jWNVVNT\ng8cea5pduR7Ublsb9WXMVPyYnzHGbJfNP+7v378/2rVrp3O8d+/e8PT01Dn+/fffY/z48WjVqhU8\nPDzQq1cvHDt2DHFxcaisrIRMJsOkSZMgCAJqa2sxbdo0+Pr6YtCgQbhz547O9WJiYjB9+nT06dMH\nXl5e2LVrFwB1pqjhw4cjMjISUVFRqKioQGxsLIKDgxEQEIAdO3YAUO+Z+vbbb8PPzw/+/v747LPP\nAKgnWmtGgB0dHfHee+9BKpUiJCRE3LmguLgYo0aNglQqhVQqxZEjRxAXF4fLly9DJpNpZae6h7hw\naTGlOaRDZYwx1risdk5qUVERunXrJta7deuGoqIiJCYmom3btsjOzsbGjRtBRLh48SJmzpyJU6dO\nwcXFBVu3btW5niAIKCwsxPHjx7Fr1y5Mnz4dVVVVAIDs7Gxs3boVSqUSH374ISIjI3Hs2DHs27cP\n8+bNQ0VFBZKTk1FYWIjc3Fzk5uaKW2XVH/WsqKhASEgIcnJyEB4ejvXr1wMAZs+ejYiICOTk5CAr\nKws+Pj5YtmwZevbsiezsbCxbtsycoWyBVJZugI1TWboBNo3ntRmPY2cajp9pOH7Wx2o7qYbo0aMH\nJBIJAEAulzeYAWHMmDEAgF69euHpp5/GuXPnIAgCoqKixExQe/bsQWJiImQyGSIiIlBVVYXCwkKk\np6fj1VdfhZ2dOmT6RoUdHBwwZMgQnXYolUrMmDEDgDrzlbOzs1mGxRljjDHGmguLpkXTXhbPAAAg\nAElEQVR9kKeeegq//fabWP/999/x1FNP6f1s69atxdf29vaPtNE+cG8U9IknntA6vm3bNvz1r3/V\n+fzDOpatWrUSX9vZ2aGmpuaRz9UVA06Lamxdc8xa2mNrdc2xpr7//2pWkvbP2LrmmLW0x5bqCoXC\nqtpja3WOH8evqeqa180qLWr9NKL3UygUdOLECbF++vRp8vf3p6qqKvrll1/o6aefprq6OiIiateu\nHd29e1fvNZOSkighIUHn+pMnT6YXXniB6urq6NKlS9StWzeqqqrSSWf67rvvatWzsrKIiOgf//gH\nvfTSS1RTU0NERCUlJWK7NWlVHR0dxfPS0tIoJiaGiIjGjRtHK1asICKimpoaunnzJl27do3c3d31\nxgIAAcSFSwsq0Pu7wBhjzPqZ6zvczrxd4HvGjx+P0NBQXLhwAW5ubkhJSQEAbN++HW5ubjh69CiG\nDBmCwYMHAwC8vb0xZswYeHt7Y/Dgwfj888/Fkc9p06ZBIpGIC6fuXw2vb3W8IAjo3r07goKC8MIL\nL2DdunVwcHDQOf/999/H3bt3IZFI4Ovri/j4eADA1KlT0b17d0gkEkilUnzzzTd671H/taa+cuVK\nKJVKSCQSBAYG4uzZs3B1dUVYWBj8/PwaWDjFjKeydANsnMrSDbBp9UcamGE4dqbh+JmG42d9WkzG\nqSlTpmDYsGGIjo62dFMeSt25bRH/LGaigvaja2YYFZo+fubZvsQSVPUe9TPDcOxMw/EzDcfPeOba\ngspq56Qy3iuVtRxOTroLEW0V/0fOeBw703D8TMPxsz4tZiTVlpjrLxLGGGOMscZm85v5G5oWNSMj\nAzKZDDKZDBKJBJs3bxbfMyYtqrlwWlTrw/OKTMPxMw3Hz3gcO9Nw/EzD8bM+Tfa4f8qUKZg1axZe\neeUVreN+fn7Yvn07Xn31VZ3jmZmZsLOzwx9//AFfX1+89NJLsLe3x9KlS/Huu+82ehuNSYuq2bDf\nUKWlpfj888/F/VPvx6lRWUvCaVEZY4zdr8lGUg1Ni9q2bVtx4/zKyko8+eSTsLOz47SoXLg0w9Kc\n0qLyvDbjcexMw/EzDcfP+jRZJ9UYGRkZ8PHxgY+PDz799FMIgsBpURljjDHGWgCr7qQGBQXh9OnT\nyMrKwhtvvIGysjK9n+O0qEybytINsHEqSzfApvG8NuNx7EzD8TMNx8/62MQWVL1790bPnj1x8eJF\nyOVynfc5LSrXtes5VtYeW6tbKn7/q1lJ2j9j6zk5OVbVHq5znetcb+y65nWLTYuan58vpj4tKCgg\nNzc3unnzJhFxWlQuXJpfgd7fBcYYY9bPXN/hdubtAt9jaFrUAwcOQCqVQiaTYfTo0UhOToazszMA\nTovKGGOMMdbctZjN/Dktakuiwr1HycxwKjR9/JpPAguVSiU+GmOG4diZhuNnGo6f8TgtaovD+6Sy\nlqM5pUVljDHWOFrMSKot4bSojDHGGLMVzTYtaklJCaKiouDp6YmBAwfixo0bAB6cFvVBUlNTMWvW\nrEZvf0Pi4+ORnp5u1Ln107syxhhjjLF7mmwk9cCBA3B0dMQrr7yCkydPisffeecdtG/fHu+88w6W\nLVuG0tJSJCYmorKyEq1bt9ZKi1pcXAx7e3ut69bV1Yl7lwLqTmpmZiZWr15tcBuNSYtqCicnJ9y6\ndUvnOKdEZS1Jc0uJyvPajMexMw3HzzQcP+PZ/EhqQ2lRd+zYgcmTJwMAJk+ejO+++w6A/rSomg6q\no6Mj3n77bTHFaEpKCry8vBAcHIzDhw/rvX9CQgImTZqE0NBQeHp64osvvgCg/j9l//79MWLECPj6\n+qKurg7z5s1DUFAQ/P39kZycLF5j2bJl4ur+d999F4A63aomw5WHhwcSEhIgl8shkUhw/vx5AEB5\neTmmTJkCiUQCf39/bNu2DQsWLNBK76qLuBhdlFbQBlsuTRu/5pQSlTHGWOOx+MKp4uJidOrUCQDQ\nqVMnFBcXi+9lZGRgypQpyM/P19ryqaKiAn379kVSUhKuXLmCCRMmICsrC87OzoiIiEBAQIDee506\ndQpHjx5FeXk5ZDKZmB0qOzsbp0+fhru7O5KTk+Hi4oKMjAxUVVWhX79+GDhwIM6ePYsdO3YgIyMD\nbdq0Eacl1N9qShAEdOjQAZmZmVi7di2SkpKwfv16LFmyBO3atUNeXh4A4MaNG4iOjsaaNWuQnZ3d\n+EFt8RSWboCNU1i6ATaNR2KMx7EzDcfPNBw/69NkI6mP4v49SxtKi2pvb48XX3wRAHDs2DFERETA\n1dUVrVq1wtixY/UOOQuCgBEjRqB169ZwdXVFREQEMjIyIAgCgoKC4O7uDkCdFnXDhg2QyWTo27cv\nSkpKcPHiRaSnpyM2NhZt2rQBADGN6v00W1wFBASImRjS09Px+uuvi59p6FzGGGOMMaZm8ZHUTp06\n4Y8//kDnzp1x5coVdOzYUecz96dFbdOmjdboZf1OqSFzIjTTCe5Pi7pmzRpERUVpHfvPf/7zSNfW\npGi1t7fntKgWq68Ax8uUelPHT3sumLWk/TO2vmLFCkilUqtpjy3V66dctIb22Fqd48fxa6q65nWz\nT4s6b948SkxMJCKipUuX0vz588XPNpQWtX760aKiInJ3d6fr169TdXU19evXTyutqUZ8fDxJpVK6\nc+cOXbt2jbp3705XrlwhpVJJQ4cOFT+XnJxMI0eOFO99/vx5un37Nu3evZtCQ0OpoqKCiO6lRY2J\niaGtW7cSEZGHhwddv36diIiOHz9OCoWCiIji4uJozpw54j1KS0uJSDu9a30ACBZPU2nLRWkFbbDl\n0tTxwyN8e9gOpVJp6SbYLI6daTh+puH4Gc9c3+N25u0C39NQWtS4uDjs3bsXnp6e2LdvH+Li4gAA\nBw8ebDAtav0pAV26dEFCQgJCQkLQr18/+Pj4NJgWVSKRICIiAiEhIVi0aBE6d+6sM8Vg6tSp8Pb2\nRkBAAPz8/DBjxgzU1tZi0KBBGD58OAIDAyGTybB8+fIH/rz1r/vee++htLQUfn5+kEql4l8i9dO7\nssaksHQDbJzC0g2waZoRB2Y4jp1pOH6m4fhZnxazmf/ixYvh6OiIuXPnWropD8VpUVnLwskrGGPM\nltn8FlTWwLb2HxW4cGkRpbmlRK0/Z4sZhmNnGo6faTh+1sfiC6eaSnx8vKWbYBAeWTKeqt4iHGY4\njh9jjDFrYPHH/Tdu3MDUqVNx+vRpCIKAlJQUBAcH4/3338eOHTsgCAJcXV2RmpoKNze3h15PoVBg\n+fLlkMvlTdB6ICwsDIcOHTL4vNzcXBQVFWHw4ME679nWiC9jxmlumaYYY6ylaraP+9944w288MIL\nOHv2LPLy8tC7d28A6nSpubm5yMnJwciRI7F48WKdc+tv8aRx/0IoQ9TW1hp8jjEdVECdQODHH398\nwCeIC5dmXTjTFGOMsQexaCf15s2bOHDgAGJjYwEAjz32GJ588kkA6rz2GuXl5Wjfvj0AIDU1FcOH\nD0dkZCSioqJw584djBs3Dt7e3oiOjkZlZaXe3ryHhwfmz58PiUSC4OBgXL58GYA6ren06dPRt29f\nzJ8/H5cvX8bgwYMRGBiI8PBwMbVpcXExRo0aBalUCqlUiqNHjwJQp2gF7j0iHT16NJ555hlMnDhR\nvPfx48cRFhYGqVSKvn37oqysDIsWLcLmzZshk8mQlpbW2KFt4VSWboCNU1m6ATaN57UZj2NnGo6f\naTh+1seic1Lz8/PRoUMHTJkyBbm5uZDL5Vi5ciUef/xxAMDChQuxceNGtG3bFhkZGeJ52dnZOHny\nJFxcXPDpp5/C0dERZ86cwcmTJxEQENDgFlQuLi7Iy8vDxo0bMWfOHOzcuRMAUFRUhCNHjkAQBERG\nRmLdunXo1asXjh07htdeew3p6emYPXs2IiIisH37dtTV1aG8vFy8rkZOTg7OnDmDLl26ICwsDIcP\nH0ZgYCDGjRuHb7/9FnK5HOXl5Wjbti2WLFmCzMxMrFq1ypwhZowxxhizSRbtpNbU1CArKwtr1qxB\nnz59MGfOHCQmJuKDDz4AAHz00Uf46KOPkJiYiDlz5oh7q0ZFRYmpRQ8cOIA33ngDAODn5weJRNLg\n/caPHw8AGDduHN58800A6k7m6NGjIQgCysvLceTIEYwePVo8p7q6GgCgVCrx1VdfAVBnqtLs2Vpf\nUFAQunbtCgCQSqXIz8+Hk5MTunTpIs6R1Yy8EtFD5m/EAPD432vOOGVYXXPMWtpja3XNMXPf7381\nK8mg0lh1zTFraY8t1etn/bGG9thanePH8WuquuZ1s8o4db8rV66Qh4eHWD9w4AANGTJE53O//vor\n+fj4EBFRSkqKVkapkSNH0r59+8R6QEAAZWZm6lzDw8OD8vPziYiourqa2rdvT0TqjFFbtmwhIqKb\nN29Sly5d9La1Q4cOVFVVpXNck/3q/sxVM2fOpNTUVDp58iSFhYXpnJeamqo3MxYR/W/SnqWzDnHh\nYu4Cvf//Z4wxZlvM9X1uZ94u8IN17twZbm5uuHDhAgDg559/ho+PDwDg4sWL4ue+//57yGQyvdcI\nDw/H119/DQA4deoU8vLyGrzf5s2bxf8NDQ3Ved/Z2Rk9evTAli1bAABEJF4vMjISa9euBaBeYFVW\nVvbQn08QBHh5eeHKlSs4ceIEAODWrVuora2Fk5MTbt269dBrMGOoLN0AG6eydANs2v+zd+dxTZ3Z\n/8A/gYJjJWhFrSIUXEYUWRKDC1AZGKBqBa1MrWstVcdRW1y/LVo7gjq22ooLjNOfth0ZbS2K1oWO\nOm4JrQqDIlvBpSK4lLpQF0RkP78/MrklJAgkhCRy3q/X82qem9x7H05BHu597jl1rzSw5uHY6Yfj\npx+On+kx6iQVAOLi4jBlyhR4enoiOzsbH3zwAQBg6dKlamVEVWVI6z+9P2fOHJSWlsLV1RVRUVHw\n8vJq8Fz379+Hp6cn4uLisGHDBmF73eN9/fXX+PLLLyGRSODm5oaDBw8CADZt2gS5XA4PDw94eXnh\nwoULGvtqWwtrZWWFXbt2ISIiAhKJBCNGjEBFRQUCAgKQl5fHD04xxhhjjGlh9DypraVXr15IT09H\n586djT2URnFZVNY2cDlUxhh7FhgqT2qbqThlfgnyzW28jDXPs1YOlTHGWMsy+u3+1nL16lWzuIqq\nQkTcdGxyudzoYzDn1lrxe1arTfG6Nt1x7PTD8dMPx8/0GO1KqrOzM2xtbWFpaQkrKyshD+p7772H\n7777DtbW1ujTpw+2bdsmJPhvivj4eKSnpyMuLs5QQ1cTFRUFPz8/BAYGNnvfjz76SFiDW5/5Xfll\nrOm4JCpjjLHGGG1NakNrRI8dO4bAwEBYWFhgyZIlAIA1a9Y0+bj6TFKrq6vx3HOtN29v6Al/XpPK\nnn28HpUxxp4VhlqTatTb/dq+oODgYFhYKIc1dOhQ3Lx5E4By8hkWFoZRo0ahX79+iIyMFPbZtm0b\nXFxcMHToUJw5c0bruaKjo/Hmm2/Cx8cH/fr1wxdffAFAeXl/+PDhGDt2LNzc3FBbW4v33nsPQ4YM\ngaenJ7Zu3SocY+3atfDw8IBEIhGugIaHh2Pv3r0AlFeHo6OjIZPJ4OHhIZRULS0txdtvvw0PDw94\nenri22+/xdKlS/HkyRNIpVK8+eab+oaSMcYYY+yZYrTb/SKRCEFBQbC0tMRf/vIX/PnPf9b4zD//\n+U+hShQAZGVlITMzE9bW1nBxccG8efNgYWGB6OhonD9/Hra2tggICMCgQYO0nvPHH39EamoqSktL\nIZVKMXr0aADKMqu5ublwcnLC1q1b0alTJ6SlpaGiogIvv/wyXnnlFVy4cAEHDx5EWloafve73+HB\ngwfC16G6NS8SidC1a1ekp6fjs88+w7p16/D5559j1apVeOGFF4Scqw8ePEBYWBj+/ve/IyMjo0Xj\nygD1akms+RTg+OlOUafaFGsejp1+OH764fiZHqNNUk+fPo0ePXrg7t27CA4ORv/+/TF8+HDh/dWr\nV8Pa2hqTJ08GoJwABgYGQiwWAwBcXV1RWFiIu3fvwt/fH3Z2dgCACRMmCMUB6hKJRBg7dizatWuH\ndu3aISAgAGlpaejUqROGDBkCJycnAMDRo0eRk5MjJPQvKSnBTz/9hBMnTmD69On43e9+BwBCWdb6\nwsLCAACDBg3Ct99+CwA4ceKEUEjgafuqCweXRdW1n2li4zG3fmvF7389Eynz11L9zMxMkxoP97nP\nfe63dF/1+pkui6oSHR1N69atE/rbtm0jHx8fevLkibCtfhnRkJAQUigUtH//fpo2bZqwfdOmTVrL\njUZHR1NUVJTQnzZtGh08eJAUCoVaOdM//elPdPToUY39Fy9eTJ9//rnG9vDwcNq7dy8RKUuv/vrr\nr0REdPbsWfL39yciIplMRj/99JPGvqqSqvUBXBaV27PeoPV7nzHGmPkx1L/pFoadAmtXVlYmPDD0\n+PFjHD16FO7u7gCAI0eO4NNPP8WBAweEq5ZQfvUaxxGJRBg6dCiSk5Nx7949VFVVNVi9iYhw4MAB\nVFRU4Ndff4VCocDgwYM1jjtixAj84x//QHV1NQDg8uXLKCsrQ3BwMLZt24YnT54AUFavaqrg4GBs\n3rxZ6KuWClhZWQnnYYwxxhhjvzHKJPX27dsYPnw4JBIJhg4dipCQELzyyisAgIiICJSWliI4OBhS\nqRRz584FoFkOVaV79+6Ijo6Gt7c3Xn75ZQwcOFDr50QiETw8PBAQEABvb28sX74c3bt31zjuzJkz\n4erqikGDBsHd3R1z5sxBTU0NRowYgTFjxsDLywtSqVQo09qQusf98MMPcf/+fbUyrwAwa9YseHh4\n8INTLU5h7AGYOYWxB2DW6t4OY83DsdMPx08/HD/T02bKoq5YsQI2NjZYvHixsYfSKM6Ryp51z3Ke\nVIVCIazfYs3DsdMPx08/HD/dcVnUFmBOk7828rcDY88c/iWnO46dfjh++uH4mZ42cyXVnBjqLxLG\nGGOMsZb2TCbzB5QPEb3++usYMGAAXF1dkZqaCgBIS0vDkCFDIJVKMXjwYJw9exaAMlfq4cOHhf2j\no6MbXR9qKEVFRRg/frxO+yYnJyMlJaXB91VrWrlxexabrW3nBr/3zR2va9Mdx04/HD/9cPxMj9En\nqfPnz8err76KCxcuIDs7GwMGDAAAvP/++1i1ahUyMjKwcuVKvP/++wCUifcPHTok7C8Stdwt/Jqa\nmmZ93t7evsFsAo2Ry+UNVsdSIm46N7kJjMGcm+Hj9+hR07NjMMYYa5uMOkl9+PAhfvjhB0yfPh0A\n8Nxzz6Fjx44AgB49euDhw4cAlFdbe/bsiaqqKixfvhy7du2CVCrF7t27AQB5eXkICAhAnz59EBcX\np/VcNjY2WLRoEdzc3BAUFITi4mIAyjUoCxcuxODBgxEbG4v09HT4+/vDy8sLI0eOxK1btwAAV65c\nQVBQECQSCWQyGQoKClBYWCikznpa2dYjR45AJpNBIpEgODgY165dw5YtW7BhwwZIpVKcOnXKANFt\ny/yNPQAz52/sAZg1XtemO46dfjh++uH4mSCDZF9tooyMDBoyZAiFh4eTVCqlmTNn0uPHj4mIqLCw\nkBwcHMjR0ZF69uxJ169fJyJlUv+IiAjhGFFRUeTj40OVlZVUXFxMdnZ2VF1drXEukUhEO3fuJCKi\nlStXCgn//f396Z133iEioqqqKvL29qbi4mIiIkpISKDp06cTEdGQIUNo//79RERUUVFBZWVlVFBQ\nQG5ubkSkLEDQu3dvKikpofLycnJycqKbN2/SnTt3yNHRkQoLC4mI6P79+0SkLC4QExOjNS4ACEZP\nts6NmyEbdP1ngzHGmIkx1L/pRn26v7q6GufPn8ff//53DB48GAsWLMCaNWuwcuVKzJgxA7GxsRg3\nbhwSExMxffp0HDt2DEQEZTyURCIRQkJCYGVlBTs7O3Tr1g23b9+Gvb292rksLCwwYcIEAMDUqVOF\n8qUAhO0XL15Ebm4ugoKCAChv/9vb26O0tBRFRUUYO3YsAMDa2lrr16OtbOu9e/fg5+cnlF2tWxK1\n7tehKRxcFlXX/kZwvPTpt1b8/tczkTJ/LdXfuHEjJBKJyYzHnPp11wSawnjMrc/x4/i1Vl/1+pku\ni/rLL7+Qs7Oz0P/+++9p9OjRREQkFouF7bW1tWRra0tEyiuWdcue1i+p6ubmRteuXdM4l6WlJdXU\n1BARUX5+PkmlUiJSXklNT08nIqLs7Gzy9vbW2LekpIQcHBw0tte/kqqtbGtSUhJNmTJFY9/6464L\n4Cup+jW5CYzBnFtrxA9av/efBXK53NhDMFscO/1w/PTD8dOdof5NtzDsFPjpunfvDkdHR1y+fBkA\ncOLECQwcOBAA0LdvXyQnJwMATp48iX79+gEAbG1thZKqzVFbWys85LRz504MHz5ceE8ZX8DFxQV3\n794VMgxUVVUhLy8PYrEYDg4OOHDgAACgoqJCKI/6NCKRCMOGDcP3338v/LVx754ygblYLNbp62BN\n4W/sAZg5f2MPwKyprjiw5uPY6Yfjpx+On+kx6iQVAOLi4jBlyhR4enoiOzsbH3zwAQBg69ateP/9\n9yGRSPDhhx9i69atAICAgADk5eWpPTjVlCf8O3TogLS0NLi7u0OhUGD58uXCe6r9ra2tsWfPHkRG\nRkIikUAqlQpponbs2IHY2Fh4enrC19cXt2/fVttXlVqnvi5dumDr1q0ICwuDRCLBpEmTAAChoaHY\nt28fpFIpTp8+rVPsGGOMMcaeVW0mmb85XblsybRajJkiLovKtOHY6Yfjpx+On+5EIi6Lqhdzm/i1\nkb8dDIL/odEPx48xxpgpMIkrqTU1NfDy8oKDgwOSkpIAKCtLzZ49G48fP4azszO+/vpriMViZGVl\noaioCKNGjQKgrDglFouxePHiVh93UVER5s+fr1NC/+TkZFhbW8Pb21vjPUP9RcIYY4wx1tIMNW8x\n+ppUANi0aRNcXV3VrnbOnDkTn3zyCbKzszFu3Dh8+umnANpOxSljl63kxq0l27NcBpUxxphhGH2S\nevPmTRw6dAgzZ85Um4X/9NNPwhP4QUFB2Lt3bxurOEXcTLis57PdWj5+bakMat08gqx5OHb64fjp\nh+Nneoy+JnXhwoX49NNPUVJSorZ94MCBOHDgAMaOHYvExETcuHEDVlZWWLVqFdLT0xEbGwtAebv/\n4sWLUCgUKCkpgYuLC+bOnQtLS0u145WVlWHw4MFYv349Vq1ahRUrViAuLg4ikQhVVVU4e/Ysqqur\n4efnh6SkJNjZ2WHXrl1YtmwZvvzyS0yZMgUffPABxo4di8rKStTU1AhP+KtkZWUhMzMT1tbWcHFx\nwbx582BtbY1Zs2bhhx9+gJOTEx48eIBOnTph9uzZEIvFWLRokWEDzBhjjDFmhox6JfW7775Dt27d\nIJVKNdYy/POf/8Q//vEPeHl5obS0VKjyRNS0ilP11a84VffqpbaKU1KpFKtXr8bPP/+steJU+/bt\nNc6hqjjVrl07oeJUamqqjhWnmO78jT0AM+dv7AGYNX7oTHccO/1w/PTD8TM9Rr2SeubMGRw8eBCH\nDh1CeXk5SkpKMG3aNGzfvh0uLi74z3/+AwC4fPky/v3vfzd4nLplSi0tLVFdXf3U8xIRRKLf1rJ2\n6NBB2D5w4ECNtaJNTV3Vrl07jXHUPU/zhIPLonL/2er/r2ciZf24z33uc5/7uvVVr5/psqh1KRQK\nCgkJEfp37twhIqKamhp68803adu2bUREtHfvXnrrrbeEzzW1LKpIJKKEhAQiIlq1ahXNmzePiJRl\nUc+dO0dERBUVFdS3b19KSUkhIqLKykrKzc0lIqJhw4bR/v37iYiovLycysrKGi2LmpycTHfv3iVH\nR0cqKCggIqJff/2ViIhiYmIoKipKaywAEIxeGtOcW2uU9XyWmyHih0b+BXh2cGlF3XHs9MPx0w/H\nT3eG+jfewrBT4Oape9Xxm2++gYuLCwYMGAAHBweEh4cD4IpTjDHGGGNtgUnkSW0N5ldxqk38b2Ft\nBuf+ZYyxZ5VIxBWn9KL72lBjMbfxMtYwsfgFYw+BMcaYmTGp2/2GVD/FlakjIm46NrlcbvQxmHMz\nRPxKSu4Z+0eq1dR9sIA1D8dOPxw//XD8TE+rTVKnT5+OF198UUh+r5KYmIiBAwfC0tIS6enpwvZj\nx47By8sLHh4e8PLyglwuF9776KOPhNd1E+obw5///GdcuHCh2fs9fPgQn332mQFGxBhjjDFm/lpt\nTeoPP/wAGxsbTJs2DTk5OcL2ixcvwsLCAn/5y18QExODQYMGAQAyMzPRvXt3dO/eHbm5uRgxYgRu\n3rwJQH19aWFhIUJDQ9WOqavq6mo891zrrIB42rjNb2kCY+rE4hfa1NVTxhhrywy1JrXVrqQOHz4c\nL7yguS6tf//+6Nevn8Z2iUSC7t27AwBcXV3x5MkTVFZWYsmSJXjy5AmkUinefPNNiEQi1NTUYNas\nWXBzc8OIESNQXl6ucbzw8HDMnj0bgwcPhouLi5B3NT4+HmPGjEFgYCCCg4NRVlaG6dOnY+jQoRg0\naBAOHjwIAKipqcH//d//wd3dHZ6enti8eTMAZe6w8+fPA1CWXv3www8hkUjg7e2NO3fuAABu376N\ncePGQSKRQCKRICUlBUuWLEF+fj6kUqlaCdXfEDduZtvaUhlUxhhjhmEWa1L37t0LmUwGa2trrFmz\nBu3bt0dGRgZ27NgBIsJPP/2Ed999Fz/++CM6deqEvXv3ahxDJBLh+vXrOHv2LP79739j9uzZqKio\nAABkZGRg7969kMvl+Nvf/obAwED897//xcmTJ/Hee++hrKwMW7duxfXr15GVlYWsrCxMnjxZOK5K\nWVkZvL29kZmZCT8/P3z++ecAgHnz5iEgIACZmZk4f/48Bg4ciLVr16JPnz7IyKuOis8AACAASURB\nVMjA2rVrWyGKbYnC2AMwcwpjD8Cs8bo23XHs9MPx0w/Hz/SY/NP9ubm5WLJkCY4dO9bgZ3r16gUP\nDw8AgEwma7ACwhtvvAEA6Nu3L3r37o2LFy9CJBIhODhYKFd69OhRJCUlYd26dQCAiooKXL9+HSdO\nnMCcOXNgYaGc12u7KmxtbY3Ro0cL41CNWS6X46uvvgKgLM9qa2uLe/f4VihjjDHGWENMepJ68+ZN\nhIWFYceOHejVq1eDn6tfjvTJkydNOr7qKqiqLKrKt99+i9///vcan29svYWVlZXw2sLCQq08a/PX\naoSDy6Lq2ldtM5XxmFtftU3f4/2vZyJl/Fqrr9pmKuMxp76/v79Jjcfc+hw/jl9r9VWvn6myqHXL\niNbnX6c8KRHR/fv3ycPDg/bt26fx2RdeeIGqqqq0HnPdunUUHR2tsc9bb71Fr776KtXW1tKVK1fI\nwcGBKioqNMqZfvDBB2r98+fPExHR//t//49ef/11qq6uJiKie/fuCeNOT08nIiIbGxthv8TERAoP\nDyciookTJ9LGjRuJiKi6upoePnxIxcXF5OTkpDUWAAggbtzMuEHr9zZjjLFnj6H+zbcw7BT4N5Mm\nTYKPjw8uX74MR0dHbNu2DQCwb98+ODo6IjU1FaNHj8aoUaMAAH//+9+Rn5+PFStWQCqVQiqVori4\nGAAwa9YseHh4CA9O1X8aXtvT8SKRCC+99BKGDBmCV199FVu2bIG1tbXG/n/9619RVVUFDw8PuLm5\nISoqCgAwc+ZMvPTSS/Dw8IBEIsE333yj9Rx1X6v6mzZtglwuF9JpXbhwAXZ2dvD19YW7u3sDD04x\n3SmMPQAzpzD2AMxa3SsNrHk4dvrh+OmH42d62kxZ1LfffhuhoaEICwsz9lAaxWVR9aWA+q1r1jwK\n6B+/tlsGVVHnVj9rHo6dfjh++uH46Y7LorY5nCuVma+2XAaVf8npjmOnH46ffjh+pqfNXEk1J4b6\ni4QxxhhjrKWZfTL/p6mpqYFUKkVoaKiw7d69ewgODka/fv3wyiuv4MGDBwCArKwsHD58WPhcdHQ0\nYmJiWn3MAFBUVITx48frtG9ycjJSUlJaeEQM4HVF+uL46YfjpzuOnX44fvrh+Jkek5ikbtq0Ca6u\nrmoPHq1ZswbBwcG4fPkyAgMDsWbNGgDKxPuHDh0SPteSJURramqa9Xl7e3skJibqdC65XI4zZ840\n+L7qwStuzW8BAQFGH4M5N33iZ2vbWaefB8YYY6w+o9/uv3nzJsLDw7Fs2TKsX78eSUlJAJTlUpOT\nk/Hiiy/i1q1b8Pf3R05ODvr06YPy8nL07NkTS5cuxYULF3D9+nVcvXoV169fx4IFCxAREaFxHhsb\nG8yaNQtHjx5F9+7dkZCQgC5dusDf3x9SqRSnTp3C5MmT4efnh8WLF6O0tBRdunRBfHw8unfvjitX\nrmD27NkoLi6GpaUl9uzZA5FIhNDQUOTk5CA+Ph4HDx7EkydPkJ+fj3HjxgmVpI4cOYJly5ahpqYG\nXbt2xRdffIFhw4bB0tISXbt2RVxcHF5++WVhrCIRPzjFzBUvVWGMsbZGJDLQv/0GSWzVDK+//jqd\nP3+eFAoFhYSECNs7deokvK6trRX68fHxFBERIbwXFRVFPj4+VFlZScXFxWRnZyfkMq1LJBLRzp07\niYho5cqVQi5Uf39/euedd4iIqKqqiry9vam4uJiIiBISEmj69OlERDRkyBDav38/ERFVVFRQWVmZ\nWo7Wbdu2Ue/evamkpITKy8vJycmJbt68SXfu3CFHR0cqLCwkImX+VyKi6OhoiomJ0RoTgPOkcjPX\nhmb9/DPGGDN/hvq336i3+7/77jt069YNUqkUyq9RO9WtRAAgIrXPikQihISEwMrKCnZ2dujWrRtu\n376tcQwLCwtMmDABADB16lScOnVKeE+1/eLFi8jNzUVQUBCkUilWr16Nn3/+GaWlpSgqKsLYsWMB\nKMuftm/fXuMcgYGBEIvFaNeuHVxdXVFYWIjU1FT4+fnByckJAITyq6qvhRmCwtgDMHMKYw/ArPG6\nNt1x7PTD8dMPx8/0GDUF1ZkzZ3Dw4EEcOnQI5eXlKCkpwbRp07B9+3bhNn/37t3xyy+/oFu3bg0e\nx9raWnhtaWmpVo5UGyISJr3Ab2VRiQgDBw7UWCv66NGjJn099cuzVldXq52necLBZVF17Wea2HjM\nra9f/EylbJ+x+pmZmSY1Hu5zn/vcb+m+6vUzVRb1aRT1bve/9957tGbNGiIi+vjjjykyMpKIiPbu\n3UtvvfWW8Lno6Ghat26d0Hdzc6Nr165pHF8kElFCQgIREa1atYrmzZtHROrlWCsqKqhv376UkpJC\nRESVlZWUm5tLRETDhg0TbveXl5drvd1ft5xqSEgIJScn0927d8nR0ZEKCgqIiOjXX38lIqKYmBiK\niorSGguAb/dzM9eGxn7UGWOMPWMM9W+/RWOT2KtXrzZpW0uoe9VxyZIlOHbsGPr164eTJ09iyZIl\nAICAgADk5eVBKpVi9+7dGvs1pEOHDkhLS4O7uzsUCgWWL1+ucV5ra2vs2bMHkZGRkEgkkEqlQpqo\nHTt2IDY2Fp6envD19RWWFKj2rbskoa4uXbpg69atCAsLg0QiwaRJkwAAoaGh2LdvH6RSKU6fPt3s\nWDHGGGOMPcsafbpfKpUiIyNDbZtMJkN6erpBB9bSxGJxk2/bGxs/3a8vBX67Fc2aTwHd48dP9ysU\nCuHWGGsejp1+OH764fjpzlBP9ze4JvXChQvIy8vDw4cP8e2334JIuY6zpKQE5eXlLT4QQ9N9baix\nmNt4GWvb5VAZY4y1rAavpB44cAD79u1DUlISxowZI2wXi8WYOHEifHx8Wm2QbY3B8o0xxhhjjLUw\nQ81bGr3dn5KSAm9v7xY/scrHH3+Mr776ChYWFnB3d8e2bdvUnpKPiYnBe++9h+LiYnTu3BlZWVko\nKirCqFGjACjLoorFYixevNhgY2xIUVER5s+fr1PVqeTkZFhbW2uNrfld9WVtmVj8AkpK7hl7GIwx\nxozEUJPURh+c+uyzz/DgwQOhf//+fUyfPr1FTl5YWIjPP/8c58+fR05ODmpqapCQkCC8f+PGDRw7\ndkzIMQq0nbKoyjWp3HRrchMYgzm35sXv0aP7YL+pm6KFNQ/HTj8cP/1w/ExPo5PU7OxstQT0L7zw\nAs6fP98iJ7e1tYWVlRXKyspQXV2NsrIy9OzZU3h/0aJF+OSTT4R+ZWUlli9fjl27dqk93Z+Xl4eA\ngAD06dMHcXFxWs9lY2ODRYsWwc3NDUFBQSguLgagzP21cOFCDB48GLGxsUhPT4e/vz+8vLwwcuRI\n3Lp1CwBw5coVBAUFQSKRQCaToaCgAIWFhXB3dwcAxMfHIywsDKNGjUK/fv0QGRkpnPvIkSOQyWSQ\nSCQIDg7GtWvXsGXLFmzYsEEoycoYY4wxxupoLEeVh4eHkNuTSJnnU5UbtCVs2bKFbGxsqGvXrjR1\n6lRh+/79+2nBggVEROTs7CyMgcuicuNmag3N/rlnjDH27DDU74FGK04tXrwY3t7eeOONN0BESExM\nxLJly1pkgpyfn4+NGzeisLAQHTt2xPjx4/H1119j3Lhx+Oijj3Ds2LG6k2nhv6rXQMNlUe3t7dXO\nVb8salhYmPCetrKogPL2v729vdayqNqoyqICEMqi3rt3T8eyqOHgilPcN4++euoWU6mIwn3uc5/7\n3DdMX/XaJCpO/fjjjxQbG0txcXFCBaaWkJCQQDNmzBD627dvp7lz51JOTg5169aNnJ2dydnZmZ57\n7jlycnKiW7duaVR2amrFKUtLS6qpqSEiovz8fJJKpUSkvJKanp5ORETZ2dnk7e2tsW9JSQk5ODho\nbG+s4pRCoaCkpCSaMmWKxr71x10XwFdS9WtyExiDObfmxg9av4/bKrlcbuwhmC2OnX44fvrh+OnO\nUL8HLJoyke3fvz/CwsIQGhoKGxsbXL9+vUUmyP3790dqaiqePHkCIsLx48fh6uoKNzc33L59GwUF\nBSgoKICDgwPOnz+PF198Eba2tjol5a+trRUectq5cyeGDx8uvKeML+Di4oK7d+8iNTUVAFBVVYW8\nvDyIxWI4ODjgwIEDAICKigo8efKk0XOKRCIMGzYM33//vfDXxr17yqegzam4AGOMMcZYa2t0khoX\nF4cXX3wRwcHBCAkJwejRozF69OgWObmnpyemTZsGLy8veHh4AABmzZql8bm6T/BzWVTWOH9jD8DM\n+Rt7AGZNdVuMNR/HTj8cP/1w/ExPo3lS+/Tpg7S0NNjZ2bXWmAzCnK5ccllUZl64+ARjjLVlRsuT\n+tJLL8HW1rbFT9zazC9BvogbN7NoXApVXd0HC1jzcOz0w/HTD8fP9DT6dH+vXr0QEBCA0aNHC0+1\ni0QiLFq0yOCDa0klJSXGHkKz8JUp3SnqPGnOmo/jxxhjzBQ06UpqUFAQKisrUVpaikePHrXobfNL\nly5BKpUKrWPHjoiNjQUAJCYmYuDAgbC0tGy0gMDDhw/x2Weftdi4miI9PR3z58/Xad8DBw7gwoUL\nDb6vWuPKrfktICDA6GMw12Zr25knqHri+OmOY6cfjp9+OH6mp9E1qa2ptrYWPXv2RFpaGhwdHXHx\n4kVYWFjgL3/5C2JiYjBo0KAG9y0sLERoaChycnL0Or+FRZMSHugtPDwcoaGh+NOf/qTxnkgkAq9J\nZcbB60sZY4w1j0jUymtSVVcIQ0NDNdqYMWNafCAAcPz4cfTp0weOjo4AlCmq+vXrp/G53NxcDB06\nFFKpFBKJBFeuXMGSJUuQn58PqVSqVpIUUE5g+/fvj6lTp8LV1RXjx48XUkg5OztjyZIlkMlkSExM\nxNGjR+Hj4wOZTIY33ngDjx8/BgCcPXsWvr6+kEgkGDp0KEpLS6FQKBAaGgoAiI6OxvTp07WWZ92+\nfTs8PT0hkUgwbdo0pKSkICkpCe+99x6kUimuXr1qkHi2XQpjD8Cs8bos/XD8dMex0w/HTz8cP9PT\n4JrUadOmAVBWnKpPeaWv5SUkJGDy5MmNfm7Lli2YP38+Jk+ejOrqalRXV2Pt2rXIzc1FRkaG1n0u\nX76Mbdu2wdvbGzNmzMA//vEPLF68GCKRCF26dEF6ejqKi4vxpz/9CSdOnED79u2xdu1arF+/HkuW\nLMGECROQmJgImUyG0tJStG/fXus55HI5SkpK4OLigrlz5+LixYtYvXo1UlJS0LlzZzx48ACdOnXC\nmDFjEBoaqlb5ijHGGGOMKTU4SZXJZAAALy8vtG/fHpaWlgCUpULLy8tbfCCVlZVISkrC2rVrG/2s\nt7c3Vq9ejZs3byIsLAx9+/Zt9DKzo6MjvL29ASjLosbGxgoTcFVZ1NTUVOTl5cHHx0cYk4+PDy5d\nugR7e3shJjY2NhrHF4lEGD16tFp51lu3buHkyZN444030LlzZwBcFrV1+qptpjIec+urPzxlKmX4\nzKWv2mYq4zGnvr+/v0mNx9z6HD+OX2v1Va+NXhZ1yJAh9OjRI6FfUlKitXSovvbv308jRozQ+p5/\nndKlKlevXqXY2Fj6/e9/TydPnlQrUVpfQUEBOTk5Cf0TJ07QuHHjiIjI2dmZfv31VyIiSkpKokmT\nJmnsn52dTb6+vhrb5XI5hYSEEJH28qyFhYUUFxdHy5Yt09g3PDyc9u7dq3W8AJdF5WasBq3fk4wx\nxlhDDPW7w6KxSWxFRYXalUOxWIyysrIWnyx/8803QjUmbZQxUCooKECvXr0QERGBsWPHIicnp9Fy\nqdevXxfKndYvi6oydOhQnD59Gvn5+QCAx48f46effkL//v3xyy+/4Ny5cwCAR48eoaampsHxqYhE\nIvzxj39EYmKiUA71/v37AJRxNLe0WOZDYewBmLW6fymz5uP46Y5jpx+On344fqan0Ulqhw4dkJ6e\nLvTPnTundT2mPh4/fozjx49rrM/ct28fHB0dkZqaitGjR2PUqFEAgN27d8PNzQ1SqRS5ubmYNm0a\nOnfuDF9fX7i7u2s8OAUALi4u2Lx5M1xdXfHw4UPMmTMHgPr62q5duyI+Ph6TJk2Cp6encKvfysoK\nu3btQkREBCQSCUaMGIHy8nIhbY/qONrW6rq6umLZsmX4wx/+AIlEIiwxmDhxIj799FPIZDJ+cIox\nxhhjrJ5GU1CdPXsWEyZMgL29PQDgl19+wa5du+Dl5dUqA2wJLZGeqjUZ6sE0xhojFr+AkpJ7xh4G\nY4wxM2KoFFSNVpwaPHgwLl26hEuXLoGI0L9/f1hZWbX4QAzN3CZ+hvifzRhjjDFmLhq93f/48WOs\nWbMGmzZtgru7OwoLC/Hdd9+1xthajLOzM7Kzs409DNZKeF2Rfjh++uH46Y5jpx+On344fqan0Unq\n22+/DWtra5w5cwYAYG9vj2XLlrXoIGpqaiCVSoXE+HXFxMTAwsJCePAoKysLhw8fFt6Pjo5GTExM\ni46nqYqKijB+/Hid9k1OTkZKSkqD7xu7PKY5Ny6Lqluzte2s648CY4wx1uIanaTm5+cjMjIS1tbW\nAJQPUrW0TZs2wdXVFSKR+i35Gzdu4NixY3BychK2ZWRk4NChQ0K//j76qP/EfmPs7e2RmJio07nk\ncrkw8deOuHFr1fbokTLzhCofHtMNx093HDv9cPz0w/EzPY1OUtu1ayeUEAWUk9Z27dq12ABu3ryJ\nQ4cOYebMmRrrMBctWoRPPvlE6FdWVmL58uXYtWsXpFIpdu/eDQDIy8vTWo60LhsbGyxatAhubm4I\nCgpCcXExAOU35cKFCzF48GDExsYiPT0d/v7+8PLywsiRI3Hr1i0AwJUrVxAUFASJRAKZTIaCggIU\nFhbC3d0dABAfH4+wsDCMGjUK/fr1U8swcOTIEchkMkgkEgQHB+PatWvYsmULNmzYAKlUilOnTrVY\nPBljjDHGngmNJVL9z3/+Q35+ftSlSxeaNGkSvfTSS3Ty5MkWS9T6+uuv0/nz50mhUAiJ8YmUyf0X\nLFhAROoJ9+Pj4ykiIkL4XFRUFPn4+FBlZSUVFxeTnZ0dVVdXa5xHJBLRzp07iYho5cqV9O677xKR\nslDAO++8Q0REVVVV5O3tTcXFxURElJCQQNOnTyciZVGD/fv3ExFRRUUFlZWVqRUQ2LZtG/Xu3ZtK\nSkqovLycnJyc6ObNm3Tnzh1ydHSkwsJCIiK6f/8+ESmT/8fExGiNCQCC0ZO6m3OTm8AYzLGBiJRF\nKpjuOH6649jph+OnH46f7powndTJU5/ur62txf3797F3714hEf6mTZvQtWvXFpkgf/fdd+jWrRuk\nUqnaguWysjJ89NFHOHbsWN3JtPBf1WtAebs/JCRErRzp7du3hZRZKhYWFkL506lTp6rlZFVtv3jx\nInJzcxEUFARAefvf3t4epaWlKCoqwtixYwFAWPpQX2BgIMRiMQBlftTCwkLcu3cPfn5+wpIFLova\nGv1MExuPufSVMjOV8TN22T1z7XP8uM997j/rfdVro5dFHTRokEFmx0RES5cuJQcHB3J2dqbu3bvT\n888/T2+++Sbl5ORQt27dyNnZmZydnem5554jJycnunXrFm3btk24CkqkvRzptWvXNM5laWlJNTU1\nRESUn59PUqmUiNRLrmZnZ2st+VpSUkIODg4a2+tfSa07rpCQEFIoFJSUlERTpkzR2Lf+uOsC+Eoq\nN2M0aP1+ZIwxxp7GUL8/LBqbxAYHB2PdunW4ceMG7t27J7SW8NFHH+HGjRsoKChAQkIC/vjHP2L7\n9u1wc3PD7du3UVBQgIKCAjg4OOD8+fN48cUXGy1/2pDa2lrhIaf6ZVGV8VVWpbp7965w1biqqgp5\neXkQi8VwcHDAgQMHAChLxdZdp9sQkUiEYcOG4fvvvxf+2lDFTiwW6/R1MMYYY4y1BY1OUhMSErB5\n82b4+flBJpMJzRAaelK/7vaAgADk5eWpPTjVlCf8O3TogLS0NLi7u0OhUGD58uUax7e2tsaePXsQ\nGRkJiUQCqVQqpInasWMHYmNj4enpCV9fX9y+fVttX1Uan/q6dOmCrVu3IiwsDBKJBJMmTQIAhIaG\nYt++fZBKpTh9+nSj42fNoTD2AMxa3ds5rPk4frrj2OmH46cfjp/pabQs6pMnT7B582acOnUKFhYW\nePnllzFnzhy0b9++tcbYIszpymVLptVirKlUJVEVCoWw/og1H8dPdxw7/XD89MPx051IZJiyqI1O\nUsePHw9bW1tMnToVRISdO3fi4cOHOucHNRZbW1uUlJQYexhNYqj/2YwxxhhjLc1Q85ZGb/fn5ubi\nyy+/REBAAP74xz/iiy++QG5ubouc/NKlS5BKpULr2LEjYmNjAQB//etf4enpCYlEgsDAQNy4caNJ\nx/T390d6errGdkNNUH19fXXar37lLMYYY4wx9ptGJ6mDBg1SK9+ZmpraYmtSXVxckJGRgYyMDKSn\np+P555/HuHHjAADvv/8+srKykJmZiddeew0rVqzQ2L+6ulpjW0NrQ5uiuRWnAOi8nrR+5az6jF0i\nk9uz3Z5WApXXZemH46c7jp1+OH764fiZnkYnqefOnYOvry+cnJzg7OwMHx8fnDt3Du7u7vDw8Gix\ngRw/fhx9+vSBo6MjAAj5RgGgtLQUXbp0AaCs7DRmzBgEBgYiODgY5eXlmDhxIlxdXREWFoYnT55o\nveTs7OyMyMhIeHh4YOjQocjPzwcAhIeHY/bs2Rg2bBgiIyORn5+PUaNGwcvLC35+frh06RIA4Pbt\n2xg3bhwkEgkkEomQAcDGxgbAb2tZxo8fjwEDBmDq1KnCuc+ePQtfX19IJBIMGzYMJSUlapWztC+d\nIG46N7kJjMG0m6oEKmOMMWaqnprMH1CW9GwNCQkJmDx5stq2ZcuWYceOHWjfvj3S0tKE7RkZGcjJ\nyUGnTp2wfv162NjYIC8vDzk5ORg0aBBEIs0rqSKRCJ06dUJ2djZ27NiBBQsWICkpCQBQVFSElJQU\niEQiBAYGYsuWLejbty/++9//Yu7cuThx4gTmzZuHgIAA7Nu3D7W1tSgtLRWOq5KZmYm8vDz06NED\nvr6+OHPmDLy8vDBx4kTs3r0bMpkMpaWlaN++PVatWoX09HRheQNrSf7GHoBZ4wcH9MPx0x3HTj8c\nP/1w/ExPo5NUZ2dngw+isrISSUlJWLt2rdr21atXY/Xq1VizZg0WLFiAbdu2AVDmblVVbvrhhx8w\nf/58AGj06q4q/dPEiROxcOFCAMpJ5vjx4yESiVBaWoqUlBSMHz9ebWwAIJfL8dVXXwFQVq+ytbXV\nOP6QIUOESlcSiQQFBQUQi8Xo0aOHsERCdeWViPjhKMYYY4yxBjQ6SW0Nhw8fhkwma7Dc6uTJk/Hq\nq68K/Q4dOqi9r8tkr+4V0Oeffx6AMuF/p06dkJGRoXWfxs7Trl074bWlpSWqq6u1XtWtf37twsFl\nUXXtbwTHqyn9//Xqlb3buHEjJBKJ0cvumWuf46d7v+6aQFMYj7n1OX4cv9bqq14bvSxqa5gwYQLF\nx8erbbt8+bLwOjY2lqZOnUpEmuVH169fTzNnziQiopycHHruueeEMqd1OTs705o1a4iIaMeOHTRm\nzBgiIgoPD6c9e/YIn/Px8aHExEQiIqqtraWsrCwiIpo4cSJt3LiRiIiqq6vp4cOHRERkY2NDRERy\nuZxCQkKE47z77rv0r3/9iyorK6l379509uxZIlKWWK2urqa9e/fSW2+9pTUeAAhGL5Fpzk1uAmMw\n9YYGfx7lcnmD77HGcfx0x7HTD8dPPxw/3RlqOmlh2Clw4x4/fozjx48jLCxMbfvSpUvh7u4OiUQC\nhUKBmJgYAJpP78+ZMwelpaVwdXVFVFQUvLy8GjzX/fv34enpibi4OGzYsEHYXvd4X3/9Nb788ktI\nJBK4ubnh4MGDAIBNmzZBLpfDw8MDXl5euHDhgsa+2q6OWllZYdeuXYiIiIBEIsGIESNQUVGhVjnL\n3HLOmj5/Yw/ArKn+Yma64fjpjmOnH46ffjh+pqfRZP7Pil69eiE9PR2dOzecesdUKCe7beJ/CzMa\nLhjBGGOsZYhERkrm/6xofA2oqRFx42awJha/gIbUXXPEmo/jpzuOnX44fvrh+Jkek3hwqjVcvXrV\n2ENoFr7KpTuFQsG3bRhjjDEzZxK3+2tqauDl5QUHBwchd2l0dDS++OIL4Yn/jz/+GCNHjkRWVhaK\nioowatQo4XNisRiLFy9u9XEXFRVh/vz5Oq0pTU5OhrW1Nby9vTXeM9Rlc8YYY4yxlmaoeYtJXEnd\ntGkTXF1d8ejRI2GbSCTCokWLsGjRIrXPqkqoqiapLXkbv6amBpaWlk3+vL29vc4PPcnlcojFYq2T\nVKBlvy7WtonFL6Ck5J6xh8EYY4w1i9HXpN68eROHDh3CzJkzNWbh9fuVlZVq5UR3794NAMjLy0NA\nQAD69OmDuLg4reexsbHBokWL4ObmhqCgIBQXFwNQPs23cOFCDB48GLGxsUhPT4e/vz+8vLwwcuRI\n3Lp1CwBw5coVBAUFQSKRQCaToaCgAIWFhXB3dwegLNcaFhaGUaNGoV+/foiMjBTOfeTIEchkMkgk\nEgQHB+PatWvYsmULNmzYAKlUilOnTmkZMXHTuclNYAym05pbApXXZemH46c7jp1+OH764fiZHqNP\nUhcuXIhPP/0UFhaaQ4mLi4OnpydmzJiBBw8ewNraGqtWrcLEiRORkZGBN954A0SEixcv4ujRo0hL\nS8OKFStQU1OjcayysjIMHjwYP/74I/7whz9gxYoVAJRXLKuqqnD27FlEREQgIiICe/fuxblz5/D2\n229j2bJlAIApU6YgIiICmZmZSElJQffu3TXOkZWVhd27dyMnJwe7du3Czz//jLt372LWrFn49ttv\nkZmZicTERDg5OWH27NlYtGgRMjIy8PLLL7dwVBljjDHGzJtRJ6nfffcdWytpmwAAIABJREFUunXr\nBqlUqnHVdM6cOSgoKEBmZiZ69OghrDklUi8nKhKJEBISAisrK9jZ2aFbt264ffu2xrksLCwwYcIE\nAMDUqVPVrl6qtl+8eBG5ubkICgqCVCrF6tWr8fPPP6O0tBRFRUUYO3YsAMDa2hrt27fXOEdgYCDE\nYjHatWsHV1dXFBYWIjU1FX5+fnBycgIAoZyr6mthhuBv7AGYNX7oTD8cP91x7PTD8dMPx8/0GHVN\n6pkzZ3Dw4EEcOnQI5eXlKCkpwbRp07B9+3Z069ZN+NzMmTMRGhra4HGsra2F16pypE9DRGprPlVl\nVokIAwcOxJkzZ9Q+X3et7NM0pyxq48IBOP/vNZdF5b4+ffWMB6ZSVo/73Oc+97lvnn3V6zZRFpWI\nSKFQqJUVLSoqEl6vX7+eJk2aRESkUU40Ojqa1q1bJ/Td3Nzo2rVrGscXiUSUkJBARESrVq2iefPm\nERGRv78/nTt3joiIKioqqG/fvpSSkkJERJWVlZSbm0tERMOGDaP9+/cTEVF5eTmVlZVRQUEBubm5\nEZFmudaQkBBKTk6mu3fvkqOjIxUUFBAR0a+//kpERDExMRQVFaU1FgAIRi+bac5NbgJjMKWGp/3o\naeDSgPrh+OmOY6cfjp9+OH66M9R00sKwU+DmqXvVMTIyEh4eHvD09ERycrJQxrRuOVHVg1NNuVrZ\noUMHpKWlwd3dHQqFAsuXL9c4r7W1Nfbs2YPIyEhIJBJIpVKkpKQAAHbs2IHY2Fh4enrC19dXWFKg\n2rd+uVaVLl26YOvWrQgLC4NEIsGkSZMAAKGhodi3bx+kUilOnz7d7FgxxhhjjD3LTCJPamsQi8VN\nvm1vbFwWlbUszrvLGGPMcJ7pPKmtwfzyjprbeJmpeloJVMYYY8xUmdTtfkMqKSkx9hCahYi46djk\ncrnRx2BKrbmJ/OsujGfNx/HTHcdOPxw//XD8TI9RJ6mXLl2CVCoVWseOHREbGwtAmRZKtb1Xr16Q\nSqUAlLlIDx8+LBwjOjoaMTExRhl/UVERxo8fr9O+ycnJwnpXxhhjjDGmzmTWpNbW1qJnz55IS0uD\no6Oj2nv/93//h06dOuHDDz9EfHw80tPThcpSK1asgI2NjZBHVR/NLYuqj+joaIjFYq3jNr+lCcxU\ncUlUxhhjhmaoNakmc7v/+PHj6NOnj8YElYiwe/duTJo0icuicuPWzNbckqiMMcaYySAT8fbbb9Pm\nzZs1ticnJ5OXl5fQj4+Pp4iICKEfFRVFPj4+VFlZScXFxWRnZ0fV1dUaxxGJRLRz504iIlq5cqWQ\n09Tf35/eeecdIiKqqqoib29vKi4uJiKihIQEmj59OhERDRkyRMiTWlFRoTVPau/evamkpITKy8vJ\nycmJbt68SXfu3CFHR0cqLCwkIqL79+8TkTK/a0xMjNZYACCAuOnc5CYwBlNpaOqPoIBzBeqH46c7\njp1+OH764fjpzlDTSZN4ur+yshJJSUlYu3atxnvffPMNJk+eLPSJlA+DqDRUFtXe3l7tOPXLooaF\nhQnvaSuLCihv/9vb22sti6qNqiwqAKEs6r1797gsKmOMMcZYM5nEJPXw4cOQyWTo2rWr2vbq6mrs\n27cP58+fF7ZpW6/JZVG5r95XbTOV8Ri339yyd6ptxi67Z6591TZTGY859f39/U1qPObW5/hx/Fqr\nr3rdJsqiTpgwgeLj4zW2Hz58mPz9/dW2cVlUbtya06D1e4wxxhhrKYb6XWNh2Clw4x4/fozjx4+r\n3X5X2bVrl1BGVIXLorLGKYw9ALNW9y9l1nwcP91x7PTD8dMPx8/0mEwKKkPjsqhtiQLqt/7bsuan\nBVHUuVXNmo/jpzuOnX44fvrh+OnOUCmo2swk1dbW1myqTnGeVNZSOE8qY4wxQ+NJahtiqP/ZjDHG\nGGMt7ZlM5v+0sqhZWVnw9vaGh4cHxowZI9yqbytlUVVrXLlx06fZ2nZu9vcmr8vSD8dPdxw7/XD8\n9MPxMz1GnaS6uLggIyMDGRkZSE9Px/PPP49x48YBAGbOnIlPPvkE2dnZGDduHD799FMAQEZGBg4d\nOiQcQyRquVvjNTU1zfq8vb09EhMTdTqXXC7XSHWljrjp3OQmMAbTaFxxijHGmLkymdv9R48excqV\nK4USoZ06dcKDBw8AADdu3MDIkSORmZmJPn36oLy8HD179sTSpUtx4cIFXL9+HVevXsX169exYMEC\nREREaBzfxsYGs2bNwtGjR9G9e3ckJCSgS5cu8Pf3F0qTTp48GX5+fli8eDFKS0vRpUsXxMfHo3v3\n7rhy5Qpmz56N4uJiWFpaYs+ePRCJRAgNDUVOTg7i4+Nx8OBBPHnyBPn5+Rg3bpxQnODIkSNYtmwZ\nampq0LVrV3zxxRcYNmwYLC0t0bVrV8TFxeHll18WxqqceJvE/xZm9njpCGOMMcMSiQz0u8Ygia10\nUL8sqo+Pj5CXNCYmhsRiMRFxWVRu3JrX0OyfRcYYY6w5DPW7xiQqTmkri/rPf/4T8+bNw6pVqzBm\nzBihqhRRWymLGg6uOKVrfyM4Xr/1m1tRZOPGjZBIJEavaGKufY6f7v26awJNYTzm1uf4cfxaq696\n3SYqTu3fv59GjBjR4PuXLl2iIUOGEJFmZaemVpyytLSkmpoaIiLKz88nqVRKRMorqenp6URElJ2d\nTd7e3hr7lpSUkIODg8b2xipOKRQKSkpKoilTpmjsW3/cdQF8JVW/JjeBMZhKg9bvsaeRy+XN3of9\nhuOnO46dfjh++uH46c5Q00kLw06Bm+abb77RqCx19+5dAEBtbS3+9re/Yc6cOQCU+U51ScpfW1sr\nPOS0c+dODB8+XHhPGV/lg1x3795FamoqAKCqqgp5eXkQi8VwcHDAgQMHAAAVFRV48uRJo+cUiUQY\nNmwYvv/+e+GvjXv3lDkrzam4gPnxN/YAzJrqL2amG46f7jh2+uH46YfjZ3qMPkltqCzqN998AxcX\nFwwYMAAODg4IDw8HwGVRGWOMMcbaApN5ut/QzOnKJT/dry8F+GqqCpdFbW0cP91x7PTD8dMPx093\nhnq63yQenGoNLZlPtXWY23iZKRKLXzD2EBhjjDGdtJkrqebEYPnGGGOMMcZamKHmLUZdk3rjxg0E\nBARg4MCBcHNzE0qiAsoHjIKDg9GvXz+88sorQmJ/LovKjdvTmy6lUBljjDFTY9RJqpWVFTZs2IDc\n3FykpqZi8+bNuHjxIgBgzZo1CA4OxuXLlxEYGIg1a9YA4LKo3JrS5CYwBuM1fUuh1s2Dx5qP46c7\njp1+OH764fiZHqNOUrt37w6JRAJAWbZ0wIAB+PnnnwEABw8exFtvvQUAeOutt7B//35UVVVh+fLl\n2LVrl9rT/Xl5eQgICECfPn0QFxen9Vw2NjZYtGgR3NzcEBQUhOLiYgDKlBMLFy7E4MGDERsbi/T0\ndPj7+8PLywsjR47ErVu3AABXrlxBUFAQJBIJZDIZCgoKUFhYCHd3dwBAfHw8wsLCMGrUKPTr1w+R\nkZHCuY8cOQKZTAaJRILg4GBcu3YNW7ZswYYNG4SSrIwxxhhjrA6DZF/VQUFBAb300kv06NEjIiLq\n1KmT8F5tba3Q57Ko3Lg11tDsnz/GGGNMV4b6vWMST/eXlpbi9ddfx6ZNm2BjY6PxvmqtHQAQcVlU\nY5fZ5L6p99VTqZhKGT3uc5/73Of+s9FXvX7my6JWVlbSK6+8Qhs2bFDb7uLiQr/88gsRERUVFZGL\niwsRcVlUbk1pchMYgzEbtH5fNRWXBtQPx093HDv9cPz0w/HTnaGmkxaGnQI3OkHGjBkz4OrqigUL\nFqi9N2bMGPzrX/8CAPzrX//Ca6+9BoDLojLGGGOMtQVGnaSePn0aX331FeRyOaRSKaRSKY4cOQIA\nWLJkCY4dO4Z+/frh5MmTWLJkCQAui8qawt/YAzBrqts6TDccP91x7PTD8dMPx8/0tJlk/uZ05bIl\n02qxtkcsfgElJfeMPQzGGGNthEj0DCbzb03mNvEjIm46NrlcbvQxGLPpO0GtuzCeNR/HT3ccO/1w\n/PTD8TM9bWaSWlJSYuwhMMYYY4yxJjL67f6PP/4YX331FSwsLODu7o5t27ahXbt2+Otf/4qDBw9C\nJBLBzs4O8fHxcHR0bPR4/v7+iImJgUwma4XRA76+vjqtKc3KykJRURFGjRql8Z65XfVlxsO39hlj\njBnbM3m7v7CwEJ9//jnOnz+PnJwc1NTUICEhAQDw/vvvIysrC5mZmXjttdewYsUKjf2rq6s1tjX0\nAFNTNLcsKgCdH3qqX95VE3Hj1mjTtwQqY4wxZqqMOkm1tbWFlZUVysrKUF1djbKyMvTs2RMAhKT4\ngDLZf5cuXQAoy4+OGTMGgYGBCA4ORnl5OSZOnAhXV1eEhYXhyZMnWmfzzs7OiIyMhIeHB4YOHYr8\n/HwAQHh4OGbPno1hw4YhMjIS+fn5GDVqFLy8vODn54dLly4BAG7fvo1x48ZBIpFAIpEIaapUxQcU\n/0uePn78eAwYMABTp04Vzn327Fn4+vpCIpFg2LBhKCkpUSvvqkqNxVqKwtgDMGu8Lks/HD/dcez0\nw/HTD8fP9Bi14lTnzp2xePFivPTSS2jfvj1GjBghVHsCgGXLlmHHjh1o37490tLShO0ZGRnIyclB\np06dsH79etjY2CAvLw85OTkYNGiQ1iupIpEInTp1QnZ2Nnbs2IEFCxYgKSkJAFBUVISUlBSIRCIE\nBgZiy5Yt6Nu3L/773/9i7ty5OHHiBObNm4eAgADs27cPtbW1KC0tFY6rkpmZiby8PPTo0QO+vr44\nc+YMvLy8MHHiROzevRsymQylpaVo3749Vq1ahfT0dMTGxhoqvIwxxhhjZsuok9T8/Hxs3LgRhYWF\n6NixI8aPH4+vv/4aU6ZMAQCsXr0aq1evxpo1a7BgwQJs27YNABAcHCyUF/3hhx8wf/58AIC7uzs8\nPDwaPJ8qR+nEiROxcOFCAMpJ5vjx4yESiVBaWoqUlBSMHz9e2KeyshIAIJfL8dVXXwFQlli1tbXV\nOP6QIUOEcqwSiQQFBQUQi8Xo0aOHsEZWdeVV9SR2w8LBZVF17au2mcp4DNtv6bJ3qm3GLrtnrn3V\nNlMZjzn1/f39TWo85tbn+HH8Wquvev1Ml0VNSEigGTNmCP3t27fT3LlzNT537do1GjhwIBFplh99\n7bXX6OTJk0J/0KBBQpnTupydnamgoICIlKVYu3TpQkRE4eHhtGfPHiIievjwIfXo0UPrWLt27UoV\nFRUa221sbIhIWU4tJCRE2P7uu+9SfHw85eTkkK+vr8Z+8fHxal9HXQAIIG7cmtCg9XuIMcYYay2G\n+l1kYdgp8NP1798fqampwjrS48ePw9XVFQDw008/CZ87cOAApFKp1mP4+flh586dAIAff/wR2dnZ\nDZ5v165dwn99fHw03re1tUWvXr2wZ88eAAARCccLDAzEZ599BkD5gFVTUlqJRCK4uLjgl19+wblz\n5wAAjx49Qk1NjVkVFzA/CmMPwKzV/UuZNR/HT3ccO/1w/PTD8TM9Rp2kenp6Ytq0afDy8hJu08+a\nNQsAsHTpUri7u0MikUChUCAmJgaA5tP7c+bMQWlpKVxdXREVFQUvL68Gz3f//n14enoiLi4OGzZs\nELbXPd7XX3+NL7/8EhKJBG5ubjh48CAAYNOmTZDL5fDw8ICXlxcuXLigsa+2tbBWVlbYtWsXIiIi\nIJFIMGLECFRUVKiVd+UHpxhjjDHG1Bk9T2pr6dWrF9LT09G5c2djD6VRnCeVNRXnSWWMMWZshsqT\natQHp1qTuU382sjfDowxxhhjWhn1dv+lS5cglUqF1rFjRyElU1paGoYMGQKpVIrBgwfj7NmzAJSV\nmg4fPiwcIzo6WlgK8DRXr15t8auoRUVFapkAmiM5ORkpKSktOh6mxOuK9MPx0w/HT3ccO/1w/PTD\n8TM9Rr2S6uLigoyMDABAbW0tevbsiXHjxgFQVpxatWoVRowYgcOHD+P999+HXC5HRkYG0tPThXKi\nLXmFtKamBpaWlk3+vL29vc7rSeVyOcRiMby9vbW+b25Xflnr4Vv8jDHG2gKjXkmt6/jx4+jTpw8c\nHR0BAD169MDDhw8BAA8ePEDPnj1RVVWlVqlp9+7dAIC8vDwEBASgT58+iIuL03p8GxsbLFq0CG5u\nbggKCkJxcTEAZe6vhQsXYvDgwYiNjUV6ejr8/f3h5eWFkSNH4tatWwCAK1euICgoCBKJBDKZDAUF\nBSgsLIS7uzsAZSWssLAwjBo1Cv369UNkZKRw7iNHjkAmk0EikSA4OBjXrl3Dli1bsGHDBkilUpw6\ndUrLiIkbN63N0KVQVfnwmG44frrj2OmH46cfjp8JMkhiKx28/fbbtHnzZqFfWFhIDg4O5OjoSD17\n9qTr168TkTK/aEREhPC5qKgo8vHxocrKSiouLiY7Ozuqrq7WOL5IJKKdO3cSEdHKlSuFHKX+/v70\nzjvvEBFRVVUVeXt7U3FxMREp87hOnz6diIiGDBlC+/fvJyKiiooKKisro4KCAnJzcyMiZf7W3r17\nU0lJCZWXl5OTkxPdvHmT7ty5Q46OjlRYWEhERPfv3ycioujoaIqJidEaCwAEo+ff5Ga6Dbr8iDHG\nGGMGYajfSyZxJbWyshJJSUlq6ztnzJiB2NhYXL9+HRs2bMD06dMBAETqlZpEIhFCQkJgZWUFOzs7\ndOvWDbdv39Y4h4WFBSZMmAAAmDp1qtrVS9X2ixcvIjc3F0FBQZBKpVi9ejV+/vlnlJaWoqioCGPH\njgUAWFtbo3379hrnCAwMhFgsRrt27eDq6orCwkKkpqbCz88PTk5OACBUylJ9LcwQFMYegFnjdVn6\n4fjpjmOnH46ffjh+pscknu4/fPgwZDIZunbtKmxLS0vD8ePHAQCvv/46Zs6c2eD+1tbWwmtLS0tU\nV1c/9XxEpLbms0OHDsL2gQP/P3v3HhdVtfYB/DcQaEcg76mp0OUFRWD2AIJ4hRQvJ2/hpbyT+fpq\nhZnmvRT1Y1lKKnTqSJ0k7Xg079oxj2QznryCIxfFWyp4CTW8ACIgMDzvH9PsZhxQmM0we+D5fj7r\n06y9Z++9eJBmzV5rr6cTjhw5YvL+qi6636BBA7N2WD63NBKcFtXSeqrM2lPTdf3/TK2V9i41NbVG\nz1ff6hw/rnOd63W9bnhdp9OiGrz22muUkJBgsk2lUpFGoyEiop9++okCAwOJiGjbtm00YcIE8X3R\n0dG0cuVKse7j40NXrlwxu4ZCoaBNmzYREdHSpUtp2rRpRKQf7j9x4gQR6YfxX3rpJTp69CgR6dOn\nZmRkEBFRly5dxOH+4uLiCof7jdOcDhw4kA4ePEg5OTnUrl07MSXrnTt3iIgoJiaGFi1aVGE8AB7u\n5/K4gsf9OTHGGGO1ylqfSw7W7QI/2YMHD/DTTz8hIiLCZHt8fDxmz54NQRDwwQcfID4+HgBMMjUZ\nHpyqyt3KRo0aISkpCb6+vtBoNFi4cKG4z3C8s7Mztm7dijlz5kAQBKhUKnGZqA0bNiA2NhZKpRLd\nunUTpxQYjn00E5ZB8+bNER8fj4iICAiCgFGjRgEABg0ahB07dkClUuHw4cPVihljjDHGWF1XbzJO\nubq6VnnY3tb0nd168WuxEg2Mh8brHutk9jDQGE0lYNXH8bMcx04ajp80HD/LccYpiexv3VF7ay+r\nLa6uTWzdBMYYY8zq6s2dVHtirW8kjDHGGGM1zVr9FpvPSV2zZg18fX3h4+ODNWvWmO2PiYmBg4MD\n7t7VZ9ixNC2qNXBaVMYYY4wx67BpJ/X06dP4+uuvkZycjLS0NPzwww+4dOmSuP/atWtITEwU1xgF\ngJSUFOzdu1es13Ra1OqQmhb10aWujBkexOLCxc2tqUX/xixlvMQIqz6On+U4dtJw/KTh+MmPTTup\n586dQ3BwMBo2bAhHR0f06tUL27dvF/fPmDEDn376qVgvKSnhtKhcqlDUMmhDzRVrp0FljDHGZMkq\nC1tV0dmzZ8nT05Pu3LlDDx48oC5duojrl+7cuZOmT59OREQeHh7i+qKcFpVL/Suw6O+LMcYYqw3W\n+pyy6dP9HTp0wJw5c9C3b180atQIKpUKjo6OKCoqwkcffYTExETxvfoY6P9reA1Unha1TZs2Jtd6\nNC2q8bqsFaVFBfTD/23atKkwLWpFDGlRAYhpUe/evctpURljjDHGqsnmS1BNnDgREydOBADMnz8f\n7du3x6VLl5CVlQWlUgkAuH79OgICAnD8+PEKz8FpUbluWl+NuhUv0/X7rJ32bvXq1RAEweZp9+y1\nzvGzvG48J1AO7bG3OseP41dbdcPrOp8W9datW0REdOXKFerQoQPl5eWZvcd4uJ/TonJ5clHLoA01\nWVDZn49VqNXqWr1eXcPxsxzHThqOnzQcP8tZ63PKwbpd4CcbPnw4OnXqhMGDB+OLL76Am5ub2XuM\n70ZyWlT2ZKG2boBdM3xjZpbh+FmOYycNx08ajp/81JvF/DktKrNfnNyBMcaYfCkUdXQx/9pi+dxQ\nW1Fw4QJAUetpUI3nHLHq4/hZjmMnDcdPGo6f/Nj8wanakp+fb+smVAvfObOcxughI8YYY4zZJ1kM\n9+t0OgQGBqJt27bYs2cPACApKQnvvPMOSktL8dRTT+GLL75A586dkZaWhuzsbAwYMACAPi2qq6sr\nZs6cWevtzs7OxrvvvmtR1qmDBw/C2dkZISEhZvusdducMcYYY6ymWavfIos7qWvWrIG3t7fJnNHZ\ns2dj6dKl6NevH3788UfMnj0barUaKSkp0Gq1Yie1JofxdTodHB0dq/x+qWlRXV1dK+ykAjX7czH7\n5eraBPn5d23dDMYYY6zW2XxO6vXr17F3715MmjTJpBfeunVr5OXlAQByc3Px3HPPobS0lNOicqlC\nUcugDTVTbJESledlScPxsxzHThqOnzQcP/mx+Z3U9957DytWrDCbM7p8+XJ0794d77//PsrLy3H0\n6FE4OTlh6dKl0Gq1iI2NBaAf7j937hw0Gg3y8/Ph5eWFt956y+yOaGFhITp37ozPPvsMS5cuxeLF\nixEXFweFQoHS0lIkJyejrKwMPXv2xJ49e9CsWTNs3rwZCxYswD/+8Q+MGTMG8+fPx5AhQ1BSUgKd\nTicuQ2WQlpaG1NRUODs7w8vLC9OmTYOzszMmT56MX375Be7u7sjNzUXjxo0xZcoUuLq6YsaMGdYN\nMGOMMcaYHbJpJ/WHH35Ay5YtoVKpzL7BvPnmm4iNjcWrr76KLVu2YOLEiUhMTAQRp0VlTxJq6wbY\nNX7oTBqOn+U4dtJw/KTh+MmPTTupR44cwe7du7F3714UFxcjPz8f48ePx/r165GUlISffvoJgH7B\n/0mTJlV6Hk6LyvW6XJdLGjyuc53rXOc61w00mnqQFtVAo9HQwIEDxbpKpSKNRkNERD/99BMFBgYS\nEadF5VKVopZBG2qq4El/OjWOUwNKw/GzHMdOGo6fNBw/y1nrs8rBul3g6jG+6xgfH4/Zs2dDEAR8\n8MEHiI+PB8BpURljjDHG6gNZrJNaGzgtKrNPvGYuY4wxeavT66TWBvtbd9Te2susobZTojLGGGNy\nIavhfmuyx7SoXCwrarXa5m2oqWKLhfyNJ8az6uP4WY5jJw3HTxqOn/zItpOam5uL4cOHo2PHjvD2\n9sbx48cB6BfNv3Hjhvg+Dw8P3L1rm4w8a9euxYYNGyw6dvXq1SgqKqp0v2GOK5fql7CwMJu3QWpx\nc2tq6T9LxhhjrE6Q7ZzUCRMmoFevXpg4cSLKysrw4MEDPPPMMwgLC8PKlSsREBAAAHj++edx4sQJ\nNGvWTNL1DGGorWkBj2u3vg2y/LWwWsNzURljjNkHhcI6n1myvJOal5eHX375BRMnTgQAPPXUU3jm\nmWewdetWnDhxAmPGjIG/vz+Ki4sBAHFxcQgICICfnx/Onz9vdr6EhAQMGTIEYWFh8PT0xJIlSwAA\nWVlZ8PLywoQJE+Dr64tr165hxYoVCAoKglKpRHR0tHiO9evXQ6lUQhAETJgwAYA+21VMTAwA/Rpi\nc+fORXBwMLy8vMRUpzqdDu+//z58fX2hVCrx+eefIy4uDtnZ2QgLC0Pv3r2tFkfGGGOMMXsly05q\nZmYmWrRogTfeeAP+/v743//9XxQWFmL48OEIDAzExo0bcfLkSTRs2BAA0KJFC2i1WkydOhUrV66s\n8JzJycnYvn070tPTsWXLFmi1WgDAxYsX8fbbb+P06dM4d+4cLl68iKSkJKSkpECr1eKXX35BRkYG\nli1bBrVajdTUVKxZswaA6bJTCoUCOp0Ox48fx+rVq7F48WIA+qW0rl69irS0NKSlpWHMmDGIiopC\nmzZtoNFocODAAWuHsx7S2LoBdo3nZUnD8bMcx04ajp80HD/5keXT/WVlZTh58iQ+//xzdO7cGdOn\nT8fy5cvFO6CP3lI2pDj19/fH9u3bKzxn37590aRJE/H9hw4dwtChQ+Hu7o6goCAAwP79+7F//36o\nVCoAwIMHD3Dx4kU8ePAAI0eORNOm+nmCxqlNK2uHIQvDgQMHMHXqVDg46L8PGNrwZJHgjFOW1lNl\n1h5L63/UajmjSGpqaq1er67VOX5c5zrX63rd8LreZJwyduPGDfLw8BDr//3vf+mVV14hIn2GKK1W\nK+7z8PAQszglJydTaGio2fkSEhJMslR9+OGHFBsbS1lZWWLGKCKimTNn0tq1a82Oj4uLowULFpht\nj46OppiYGLN25eTkiO0fNmwYJSYmmh1r3O5HAZxxigsq/LfBGGOMyY21PrMcrNsFtkyrVq3Qrl07\nXLhwAYD+bmSnTp0A6Bflr+5yUkSExMRE3Lt3D0VFRdi1axe6desGfVz/1K9fP3zzzTd48OABAOC3\n335DTk4OXn75ZWzZskVcReDevXsm536c8PBwrF27FjqdzuRYS37YGvXbAAAgAElEQVQOxhhjjLH6\nQpadVED/MNSYMWOgVCqRnp6O+fPnAwAiIyMxZcoUkwenDIzniD66PSgoCMOGDYNSqcTw4cPh7+8v\n7jMIDw/H6NGjERISAj8/P4wcORIFBQXw9vbGggUL0KtXLwiCgJkzZ5qcuyKG7ZMmTUL79u3h5+cH\nQRDwr3/9CwAwefJk9O/fnx+csgqNrRtg14yHc1j1cfwsx7GThuMnDcdPfmS7BFVNSkhIgFarRVxc\nnK2bUiW8BJVUGvw5v9Ne2W4JKo1GI84/YtXH8bMcx04ajp80HD/LWWsJqnrRSf3222+h1WoRGxtr\n66ZUSW2t1crky9W1iU2yTTHGGGPVxZ3UesRav2zGGGOMsZpWZxfzfzT96bFjxwAAd+/eRXh4ODw9\nPdG3b1/k5uYCANLS0vDjjz+KxxsvqF/bsrOzMWLECIuOPXjwII4ePVrpflun5eRSf1Oh8rwsaTh+\nluPYScPxk4bjJz8276S+++67+Otf/4qzZ88iPT0dHTt2BAAsX74c4eHhuHDhAnr37o3ly5cDAFJS\nUrB3717xeIWi5obGDU/gV1WbNm2wZcsWi66lVqtx5MiRx7yDuFhc1DJoQ/XL/ft/rhrBGGOM1Xc2\nHe7Py8uDSqXC5cuXzfZ16NABBw8exLPPPoubN28iNDQUp06dwosvvoji4mI899xzmDdvHs6ePYur\nV6/i8uXLuHr1KqZPn46oqCiz87m4uGDy5MnYv38/WrVqhU2bNqF58+YIDQ2FSqXCoUOHMHr0aPTs\n2RMzZ85EQUEBmjdvjoSEBLRq1QoXL17ElClTcPv2bTg6OmLr1q1QKBQYNGgQTp06hYSEBOzevRtF\nRUW4dOkSXn31VXzyyScAgH379mHBggXQ6XRo0aIFvv76a3Tp0gWOjo5o0aIF4uLi0L17d7Gt+o43\nD/fXPzzNgzHGmP1RKKz0+WWV1VerKCUlhYKCgigyMpJUKhVNmjSJHjx4QEREjRs3Ft9XXl4u1hMS\nEigqKkrct2jRIuratSuVlJTQ7du3qVmzZlRWVmZ2LYVCQRs3biQioiVLltA777xDRPpF+N9++20i\nIiotLaWQkBC6ffs2ERFt2rSJJk6cSEREQUFBtHPnTiIievjwIRUWFlJmZqaYDGDdunX0wgsvUH5+\nPhUXF5O7uztdv36dfv/9d2rXrh1lZWUREdG9e/eIyDQRwKMAXsy/fhab/jkyxhhjFrHW55dN06I+\nKf2pgWHOHgAQEfTx+HPfwIED4eTkhGbNmqFly5a4desW2rRpY3IOBwcHvPbaawCAsWPHiilMAYjb\nz507h4yMDPTp0weAfvi/TZs2KCgoQHZ2NoYMGQIAcHZ2rvDn6d27N1xdXQEA3t7eyMrKwt27d9Gz\nZ0+4u7sDME2pavxzmIsEp0W1tL4a9hmvP2o2Tnu3evVqCIJg87R79lrn+FleN54TKIf22Fud48fx\nq6264XWdTov6uPSnXl5edOPGDSIiys7OJi8vLyLS37E03AUl0t+RXLlypVj38fGhK1eumF3L0dGR\ndDodERFdunSJVCoVEZmmM01PT6eQkBCzY/Pz86lt27Zm2x+9k2rcroEDB5JGo6E9e/bQmDFjzI59\ntN3GAL6TKq2oZdAGS4pN/xxFarXa1k2waxw/y3HspOH4ScPxs5y1Pr8crNsFfrzHpT8dPHgwvv32\nWwD6dU6HDh0KAHBzc8P9+/erfa3y8nLxIaeNGzeiR48e4j76446ml5cXcnJyxBUGSktLcebMGbi6\nuqJt27bYtWsXAODhw4coKip64jUVCgW6dOmC//73v+K3DUNqVVdXV4t+DlYVobZugF0zfGNmluH4\nWY5jJw3HTxqOn/zYtJMKVJ7+dO7cuUhMTISnpyd+/vlnzJ07FwAQFhaGM2fOQKVS4fvvvwdQtSf8\nGzVqhKSkJPj6+kKj0WDhwoXiPsPxzs7O2Lp1K+bMmQNBEKBSqcRlojZs2IDY2FgolUp069YNt27d\nMjnWeEqCsebNmyM+Ph4REREQBAGjRo0CAAwaNAg7duyASqXC4cOHLYodY4wxxlhdVW8W87enO5c1\nuawWsx9yyTKl0Wj4joIEHD/Lceyk4fhJw/GznLWe7rfpg1O1yd46fvXku4NV8P9oGGOMMftXb+6k\n2hOrrTfGGGOMMVbDrNVvsemc1OLiYgQHB0MQBHh7e2PevHlm74mJiYGDg4P4wBGnReVSF4pcUqAy\nxhhjcmXTTmrDhg2hVquRmpqK9PR0qNVqHDp0SNx/7do1JCYmimuMApwWlUtViloGbXh8kXMKVON1\n8Fj1cfwsx7GThuMnDcdPfmz+dP9f/vIXAEBJSQl0Oh2aNv3zDtOMGTPw6aefivWSkhIsXLgQmzdv\nNnm6/8yZMwgLC8OLL76IuLi4Cq/j4uKCGTNmwMfHB3369MHt27cB6JeceO+999C5c2fExsZCq9Ui\nNDQUgYGB6N+/P27evAkAuHjxIvr06QNBEBAQEIDMzExkZWXB19cXAJCQkICIiAgMGDAAnp6emDNn\njnjtffv2ISAgAIIgIDw8HFeuXMHatWuxatUqMSUrY4wxxhgzYpXVV6tBp9ORUqkkFxcXmjVrlrh9\n586dNH36dCIi8vDwoDt37hARp0XlUleKzf/0GGOMsRphrc80mz/d7+DggNTUVOTl5aFfv37QaDQI\nCgrCRx99hMTERPF99MeEXCJOiyqfNJ5cl1b/oyaTNHdc5zrXuc51rlelbnhdp9OiPmrJkiW0YsUK\nOnXqFLVs2ZI8PDzIw8ODnnrqKXJ3d6ebN29yWlQuVShqGbTBfu+kcmpAaTh+luPYScPxk4bjZzlr\nfaY5WLcL/Hi3b99Gbm4uAKCoqAiJiYlQqVTw8fHBrVu3kJmZiczMTLRt2xYnT57Es88+y2lRGWOM\nMcbqAZt2Um/cuIGXX34ZgiAgODgYgwYNQu/evc3eZ/wEP6dFZU8WausG2DXDsA6zDMfPchw7aTh+\n0nD85KfeLOZvT3cua3JZLSZPckmByhhjjEmlUNTBxfxrk711/OiPB8S4VL+o1Wqbt+FJRc4dVOOJ\n8az6OH6W49hJw/GThuMnP7LopOp0OqhUKgwaNMhke1xcHDp27AgfHx9x3VFLM07l5+fXbKNh3YxT\njDHGGGP1mc2XoAKANWvWwNvb22Q4Xq1WY/fu3UhPT4eTkxNycnIA6DNOabVaDBgwAEDNZ5xydHSs\n8vulZpxydXVFSEhIhfvt7c4vqx45D/fzvCxpOH6W49hJw/GThuMnPza/k3r9+nXs3bsXkyZNMpnP\n8OWXX2LevHlwcnICALRo0aKeZZwiLnW4yDktKmOMMSYLZGPDhw+nkydPkkajoYEDB4rbBUGgRYsW\nUXBwMPXq1YuSk5OJiDNOcalKUcugDU8qNv/TqxSvFSgNx89yHDtpOH7ScPwsZ63PNJsO9//www9o\n2bIlVCqV2YTlsrIy3Lt3D8eOHUNycjJGjhyJy5cviw+eGNTdjFOMMcYYY/WXTTupR44cwe7du7F3\n714UFxcjPz8f48ePx/r169G2bVuxI9m5c2c4ODiIQ/SPMu40Ojo6oqys7LHXJSKTOZ+NGjUSt3fq\n1AlHjhwxeX9Vl65q0KCBWTssn1saCU6LamndsE0u7ams/kdNJmnujOdjaTQa2bTH3uqGbXJpjz3V\nQ0NDZdUee6tz/Dh+tVU3vK43aVE1jwz3//3vf6eFCxcSEdH58+epffv2RES0bds2mjBhgvi+qqZF\nVSgUtGnTJiIiWrp0KU2bNo2I9MP9J06cICL9MP5LL71ER48eJSKikpISysjIICKiLl26iMP9xcXF\nFQ73P5oW9eDBg5STk0Pt2rWjzMxMIiK6c+cOERHFxMTQokWLKowFeLi/HhTZ/OkxxhhjkljrM83B\nul3g6jG+6zhx4kRcvnwZvr6+GDVqFL799lsAnHGKVYXG1g2wa8bflFn1cfwsx7GThuMnDcdPfjjj\nlAzpO7v14tdiJRqYDv3LkXWyc9QEjdFQNas+jp/lOHbScPyk4fhZzloZp+pNJ9XNzc0qC/pbA6+R\nWvfJeZ1UxhhjrDq4k1qPWOuXzRhjjDFW06zVb7H5nNTc3FwMHz4cHTt2hLe3N44dOwZAn/40JCQE\nfn5+GDx4sDhUb2laVGvgtKjyxPOKpOH4ScPxsxzHThqOnzQcP/mxeSf13XffxV//+lecPXsW6enp\n6NixIwBg0qRJ+PTTT5Geno5XX30VK1asAKBPi7p3717x+JpOi1odUtOiPrrUlTHDg1hcql/CwsJs\n3obHFTe3phb9m2GMMcbqE5sO9+fl5UGlUuHy5ctm+xo3bozc3FwAwLVr19C/f3+kpqbixRdfRHFx\nMZ577jnMmzcPZ8+exdWrV3H58mVcvXoV06dPR1RUlNn5XFxcMHnyZOzfvx+tWrXCpk2b0Lx5c4SG\nhoqpSUePHo2ePXti5syZKCgoQPPmzZGQkIBWrVrh4sWLmDJlCm7fvg1HR0ds3boVCoUCgwYNwqlT\np5CQkIDdu3ejqKgIly5dwquvvopPPvkEgD4t6oIFC6DT6dCiRQt8/fXX6NKlCxwdHdGiRQvExcWh\ne/fuYlv5wam6jqdzMMYYqzusNk3RKgtbVVFKSgoFBQVRZGQkqVQqmjRpEj148ICIiLp27SquSxoT\nE0Ourq5ExGlRudSFYtM/O8YYY6xGWetzzabD/WVlZTh58iTeeustnDx5Eo0aNcLy5csBAN988w2+\n+OILBAYGoqCgQMwqRVS1tKiPejQt6qFDh8R9FaVFValUWLZsGX777bcK06I+/fTTZtcwpEVt0KCB\nmBb12LFjnBa11mls3QC7xvOypOH4WY5jJw3HTxqOn/zYNC1q27Zt0bZtW3Tu3BkAMHz4cLGT6uXl\nhf/85z8AgAsXLuDf//53pefhtKhcN62nyqw9j9ZN1+OTS5o7Qz01NVVW7bG3OseP61znel2vG17X\n+bSoPXr0oPPnzxORfuh+9uzZRET0+++/ExGRTqejcePG0bp164iI06JyqQvF5n92jDHGWI2x1uea\ng3W7wE8WFxeHMWPGQKlUIj09HfPnzwcA/Otf/4KXlxc6duyItm3bIjIyEgCnRWWMMcYYqw/qzWL+\nnBa1PtHAeGhdfuT9dL/GaCoCqz6On+U4dtJw/KTh+FnOWk/323ROam2yfG6ordhbe1lVubo2sXUT\nGGOMMdmrN3dS7YnV1htjjDHGGKth1uq32HxOqoeHB/z8/KBSqRAUFCRuv3v3LsLDw+Hp6Ym+ffuK\nC/tzWlTGGGOMsbrP5p1UhUIBjUaDlJQUJCUliduXL1+O8PBwXLhwAb179xaXpuK0qFzstdhLOlTj\nJUZY9XH8LMexk4bjJw3HT35s3kkFKl7Ufvfu3ZgwYQIAYMKECdi5cydKS0uxcOFCbN682eTp/jNn\nziAsLAwvvvgi4uLiKryGi4sLZsyYAR8fH/Tp0we3b98GoF/767333kPnzp0RGxsLrVaL0NBQBAYG\non///rh58yYA4OLFi+jTpw8EQUBAQAAyMzORlZUFX19fAEBCQgIiIiIwYMAAeHp6Ys6cOeK19+3b\nh4CAAAiCgPDwcFy5cgVr167FqlWrxJSsFUSFi8VFLYM2mJf79++BMcYYY1VklYWtquH5558nQRAo\nICCA4uPjxe2NGzcWX5eXl4t1TovKxX6Lzf/cGGOMsRpnrc83mz/df/jwYbRu3Ro5OTkIDw9Hhw4d\n0KNHD5P3GK9BSlS1tKht2rQxOcejaVEjIiLEfRWlRQX0w/9t2rSpMC1qRQxpUQGIaVHv3r3LaVEZ\nY4wxxqrJ5p3U1q1bAwBatGiBV199FcnJyejRoweeffZZ3Lx5E61atcKNGzfQsmXLSs/BaVG5blpf\nDXnG64+aTNLaVVZfvXo1BEGQTXvsrc7xs7xuPCdQDu2xtzrHj+NXW3XD6zqdFvXBgweUn59PREQF\nBQXUtWtX+s9//kNERLNmzaLly5cTEdHHH39Mc+bMISJOi8qlKkUtgzbY73C/Wq22dRPsGsfPchw7\naTh+0nD8LGetzzcH63aBH+/WrVvo0aMHBEFAcHAwBg4ciL59+wIA5s6di8TERHh6euLnn3/G3Llz\nAXBaVFYVobZugF0zfGNmluH4WY5jJw3HTxqOn/zUm8X8OS0qsz1O0sAYY6zuUSjq6GL+tcXyuaG2\nouBSx4q9pEM1nnPEqo/jZzmOnTQcP2k4fvJj8wenakt+fr6tm1AtfMfNchqNhodtGGOMMTtn8+H+\njz/+GN999x0cHBzg6+uLdevWoUGDBkhKSsI777yD0tJSPPXUU/jiiy/QuXNnpKWlITs7GwMGDACg\nT4vq6uqKmTNn1nrbs7Oz8e6771qUdergwYNwdnZGSEiI2T77u+vLnsTVtQny8+/auhmMMcZYjauT\nw/1ZWVn46quvcPLkSZw6dQo6nQ6bNm0CAMyePRtLly5FSkoKlixZgtmzZwOoP2lRIYMMSVxqrnC2\nKcYYY6x6bNpJdXNzg5OTEwoLC1FWVobCwkI899xzAPTrp+bl5QEAcnNz8dxzz9WztKjMchpbN8Cu\n8bwsaTh+luPYScPxk4bjJz82nZPatGlTzJw5E+3bt8fTTz+Nfv36idmeli9fju7du+P9999HeXk5\njh49CicnJyxduhRarRaxsbEA9MP9586dg0ajQX5+Pry8vPDWW2/B0dHR5FqFhYXo3LkzPvvsMyxd\nuhSLFy9GXFwcFAoFSktLkZycjLKyMvTs2RN79uxBs2bNsHnzZixYsAD/+Mc/MGbMGMyfPx9DhgxB\nSUkJdDqduAyVQVpaGlJTU+Hs7AwvLy9MmzYNzs7OmDx5Mn755Re4u7sjNzcXjRs3xpQpU+Dq6ooZ\nM2bUTrAZY4wxxuyITTuply5dwurVq5GVlYVnnnkGI0aMwD//+U+MGTMGb775JmJjY/Hqq69iy5Yt\nmDhxIhITE+tRWtRIcMYpS+uGbXJpj6H+R00mGUMqqxu2yaU99lY3bJNLe+ypHmqU9UcO7bG3OseP\n41dbdcPrOp1xatOmTfTmm2+K9fXr19Nbb71FRESurq7i9vLycnJzcyMi88xOVc045ejoSDqdjoiI\nLl26RCqVioj0Gae0Wi0REaWnp1NISIjZsfn5+dS2bVuz7U/KOKXRaGjPnj00ZswYs2MfbbcxgDNO\n1b1iH9mmGGOMseqy1mecg3W7wI/XoUMHHDt2DEVFRSAi/PTTT/D29gYAvPTSSzh48CAA4Oeff4an\npycA/TxWSxblLy8vFx9y2rhxI3r06CHuoz/uaHp5eSEnJwfHjh0DAJSWluLMmTNwdXVF27ZtsWvX\nLgDAw4cPUVRU9MRrKhQKdOnSBf/973/Fbxt37+qf8Lan5AL2R2PrBtg142/KrPo4fpbj2EnD8ZOG\n4yc/Nu2kKpVKjB8/HoGBgfDz8wMATJ48GQAQHx+P2bNnQxAEfPDBB4iPjwfAaVEZY4wxxuoDm6+T\nWlvs6c4lp0WtizglKmOMsbrJWuuk1puMU/a3QL69tZc9jr2kRGWMMcbkwqbD/bXJHtOicrGsqNVq\nm7fh0WJP2aZ4XpY0HD/Lceyk4fhJw/GTH9l2UtesWQNfX1/4+PhgzZo14vZvv/0WN27cEOseHh7i\nw0i1be3atdiwYYNFx65evfqxD18Z5rhyqX4JCwuzeRvc3Jpa+s+KMcYYY5DpnNTTp09j1KhRSE5O\nhpOTE/r374+///3vePHFFxEaGoqYmBgEBAQAAJ5//nmcOHECzZo1k3RNQxhqa1rA49rNc1LrAp6D\nyhhjrH6w1pxUWd5JPXfuHIKDg9GwYUM4OjqiV69e2L59O7Zt2watVosxY8bA398fxcXFAIC4uDgE\nBATAz88P58+fNztfQkIChgwZgrCwMHh6emLJkiUAgKysLHh5eWHChAnw9fXFtWvXsGLFCgQFBUGp\nVCI6Olo8x/r166FUKiEIAiZMmABAn+0qJiYGgH6h27lz5yI4OBheXl5iqlOdTof3338fvr6+UCqV\n+PzzzxEXF4fs7GyEhYWhd+/e1gwlY4wxxphdkmUn1cfHB7/88gvu3r2LwsJC/Pvf/8b169cxbNgw\nBAYGYuPGjTh58iQaNmwIAGjRogW0Wi2mTp2KlStXVnjO5ORkbN++Henp6diyZQu0Wi0A4OLFi3j7\n7bdx+vRpnDt3DhcvXkRSUhJSUlKg1Wrxyy+/ICMjA8uWLYNarUZqaqo4/cB42SmFQgGdTofjx49j\n9erVWLx4MQD9UlpXr15FWloa0tLSMGbMGERFRaFNmzbQaDQ4cOCAtcNZD2ls3QC7xvOypOH4WY5j\nJw3HTxqOn/zI8un+Dh06YM6cOejbty8aNWoElUoFR0dHcf+jt5QNKU79/f2xffv2Cs/Zt29fNGnS\nRHz/oUOHMHToULi7uyMoKAgAsH//fuzfvx8qlQoA8ODBA1y8eBEPHjzAyJEj0bSpfp6hcWrTytph\nWLz/wIEDmDp1Khwc9N8HDG14skhwWlRL66kyac8fNZmksatqPTU1VVbtsbc6x4/rXOd6Xa8bXtfp\ntKhVNW/ePPryyy+JyDSNKRGRh4cH3blzh4iIkpOTKTQ01Oz4hIQEmjBhglj/8MMPKTY2lrKyssS0\npkREM2fOpLVr15odHxcXRwsWLDDbHh0dTTExMWbtysnJIQ8PDyIiGjZsGCUmJpoda9zuR4HTotaB\nYhd/Wowxxphk1vrMc7BuF9hyv//+OwDg6tWr2LFjB0aPHg1Avyh/dZeTIiIkJibi3r17KCoqwq5d\nu9CtWzezO7L9+vXDN998gwcPHgAAfvvtN+Tk5ODll1/Gli1bxFUE7t27Z3LuxwkPD8fatWuh0+lM\njrXk52CMMcYYqy9k20kdPnw4OnXqhMGDB+OLL76Am5sbACAyMhJTpkwxeXDKoLLUpAqFAkFBQRg2\nbBiUSiWGDx8Of39/cZ9BeHg4Ro8ejZCQEPj5+WHkyJEoKCiAt7c3FixYgF69ekEQBMycOdPk3BUx\nbJ80aRLat28PPz8/CIKAf/3rXwD06V/79+/PD05ZhcbWDbBrxsM5rPo4fpbj2EnD8ZOG4yc/slyC\nqqYlJCRAq9UiLi7O1k2pEvvLjsUe5eraxK4W8Dem0WjE+Ues+jh+luPYScPxk4bjZzlrLUFVLzqp\n3377LbRaLWJjY23dlCqx1i+bMcYYY6ymcSe1HuFOKmOMMcbshd0v5j9x4kQ8++yz8PX1Ndk+a9Ys\ndOzYEUqlEhEREcjLywMAJCUlQaVSQaVSwc/PD5s3b67SdRISEhAVFVXj7a/MokWLLF7r9KOPPqp0\nn63TenKpv+lQeV6WNBw/y3HspOH4ScPxk59a66S+8cYb2Ldvn9n2vn37IiMjA2lpafD09MTHH38M\nAPD19YVWq0VKSgr279+Pt99+W3xC3lh5eXmNtbGsrKzaxyxevNjih58MP2vFiIvFRW2za9+//+fK\nD4wxxhizXK11Unv06FHhQvbh4eHiQvfBwcG4fv06AODpp58WtxcVFeGZZ54RF/R3cXHB+++/D0EQ\ncPToUaxbtw5eXl4IDg7GkSNHKrx+dHQ0xo0bh65du8LT0xNff/01AP03px49emDIkCHw8fFBeXk5\nZs2aJaZGjY+PF8/xySefiE/pz58/H4B+tYFt27YBADw8PBAdHW2WorWgoABvvPEG/Pz8oFQqsX37\ndsybNw9FRUVQqVQYN26c5PgyY6G2boBd4wcHpOH4WY5jJw3HTxqOn/zIKuPUN998g1GjRon1pKQk\nvPHGG8jMzBSXbgKAwsJCdOnSBStXrsSNGzcwevRonDx5Em5ubggLCxOXl3rU6dOncezYMRQUFECl\nUuGVV14BAKSkpCAjIwPu7u6Ij49H48aNkZSUhIcPH6J79+7o27cvzp49i927dyMpKQkNGzZEbm4u\nAPPUqIYUrV9++SVWrlyJr776CkuXLkWTJk2Qnp4OAMjNzUVERAQ+//xzpKSkWCWWjDHGGGP2TDad\n1GXLlsHZ2VlctB8AgoKCkJGRgXPnzqF///4ICwuDm5sbHB0dMWzYMADA8ePHERYWhmbNmgEAXnvt\nNVy4cMHs/AqFAkOGDEGDBg3QoEEDhIWFISkpCY0bN0ZQUBDc3d0B6FOjnjp1Clu3bgUA5Ofn49df\nf8WBAwcwceJENGzYEEDVUqMaUrQeOHDAZE5tZceaigSnRbW0vhq2jJdc0tZZWl+9ejUEQZBNe+yt\nzvGzvG48J1AO7bG3OseP41dbdcPrOpUWNTMz0yQNqcG6deuoa9euVFRUVOmxL7/8Mp04cYKIiFxc\nXMTtO3fupPHjx4v1NWvW0DvvvGN2fHR0NC1atEisjx8/nnbv3k0ajYYGDhwobh82bBjt37/f7PiZ\nM2fSV199ZbY9MjKStm3bRkSVp2gNCAigX3/91exY45/DGMBpUaUVtQ2vbf/pUNVqta2bYNc4fpbj\n2EnD8ZOG42c5a332OVi3C/xk+/btw4oVK7Br1y7xLiUAZGVliQ8yXblyBb/++iv+53/+x+z4oKAg\nHDx4EHfv3kVpaSm2bNlS4XWICLt27cLDhw9x584daDQadO7cucLUqF988YV47QsXLqCwsBDh4eFY\nt24dioqKAJimRn2S8PBw/O1vfxPrhqkCTk5OFj2sxZ4k1NYNsGuGb8zMMhw/y3HspOH4ScPxk59a\n66SOGjUKXbt2xYULF9CuXTusW7cOABAVFYWCggKEh4dDpVLhrbfeAgAcOnQIgiBApVJhxIgRiI+P\nF1OjGmdkat26NaKjoxESEoLu3bujU6dOlaZG9fPzQ1hYGEJCQrBw4UK0atXKZE4poE9j6u3tDX9/\nf/j6+mLq1KnQ6XTo168fBg8ejMDAQKhUKsTExDz25zU+7wcffIB79+7B19cXgiCIt8snT54MPz8/\nfnCKMcYYY+wR9WYx/8WLF8PFxQUzZ860dVOeiNOi2i97TipTuyEAACAASURBVIdqoNFo+I6CBBw/\ny3HspOH4ScPxs5y1FvOXzYNTtcGeOn/15LuDVfD/aBhjjDH7Z9M7qdeuXcP48ePx+++/Q6FQYPLk\nyZg2bRoA/bqmX3/9NVq0aAFAv/B9//79kZaWhuzsbAwYMEB8n6urq03ukGZnZ+Pdd9+tdB7s4xw8\neBDOzs4ICQkx28dpURljjDFmL+rknVQnJyesWrUKgiCgoKAAAQEB6Nu3Lzp06ACFQoEZM2ZgxowZ\nJsekpKRAq9WKndSavDuq0+nEhAFV0aZNG4s6qACgVqvh6upaYScVsK+7vuxPdWG4nzHGGJMDmz7d\n36pVKwiCAECfRapjx4747bffxP2P9spLSkqwcOFCbN68GSqVCt9//z0A4MyZMwgLC8OLL76IuLi4\nCq/l4uKCGTNmwMfHB3369MHt27cB6J/me++999C5c2fExsZCq9UiNDQUgYGB6N+/P27evAkAuHjx\nIvr06QNBEBAQEIDMzExkZWXB19cXAJCQkICIiAgMGDAAnp6emDNnjnjtffv2ISAgAIIgIDw8HFeu\nXMHatWuxatUqqFQqHDp0qIIWV5x2k0tVitpm164LaVGN18Fj1cfxsxzHThqOnzQcP/mx+RJUBllZ\nWUhJSUFwcLC4LS4uDkqlEm+++SZyc3Ph7OyMpUuX4vXXX0dKSgpGjhwJIsK5c+ewf/9+JCUlYfHi\nxdDpdGbnLywsROfOnXH69Gn06tULixcvBqC/Y1laWork5GRERUUhKioK27Ztw4kTJ/DGG29gwYIF\nAIAxY8YgKioKqampOHr0KFq1amV2jbS0NHz//fc4deoUNm/ejN9++w05OTmYPHkytm/fjtTUVGzZ\nsgXu7u6YMmUKZsyYgZSUFHTv3t1KUWWMMcYYs0+y6KQWFBRg+PDhWLNmDVxcXAAAU6dORWZmJlJT\nU9G6dWtxzikRmdxhVSgUGDhwIJycnNCsWTO0bNkSt27dMruGg4MDXnvtNQDA2LFjTe5eGrafO3cO\nGRkZ6NOnD1QqFZYtW4bffvsNBQUFyM7OxpAhQwAAzs7OePrpp82u0bt3b7i6uqJBgwbw9vZGVlYW\njh07hp49e4oZrYyzTfG8U2sJtXUD7Bo/dCYNx89yHDtpOH7ScPzkx+ZP95eWlmLYsGEYO3Yshg4d\nKm5v2bKl+HrSpEkYNGhQpedwdnYWXzs6Oj5xgXwiMpnz2ahRI3F7p06dcOTIEZP3379/v0o/S4MG\nDczaYfnc0khwWlT7rMslbR3Xuc51rnOd69aoG17XqbSojyovL6dx48bR9OnTzfZlZ2eLrz/77DMa\nNWoUERFt27aNJkyYIO6Ljo6mlStXinUfHx+6cuWK2fkUCgVt2rSJiIiWLl1K06ZNIyKi0NBQMd3q\nw4cP6aWXXqKjR48SEVFJSQllZGQQEVGXLl1o586dRERUXFxMhYWFJmle161bZ5KOdeDAgXTw4EHK\nycmhdu3aUWZmJhGRmDY1JibGJE2rMYDTokornBZVCk4NKA3Hz3IcO2k4ftJw/Cxnrc8+B+t2gR/v\n8OHD+O6776BWq6FSqaBSqbBv3z4AwJw5c+Dn5welUomDBw9i1apVAICwsDCcOXPG5MGpqtytbNSo\nEZKSkuDr6wuNRoOFCxeK+wzHOzs7Y+vWrZgzZ46Y7ero0aMAgA0bNiA2NhZKpRLdunUTpxQYjn00\nc5VB8+bNER8fj4iICAiCgFGjRgEABg0ahB07dkClUuHw4cMWxY8xxhhjrK6qNxmnXF1dqzxsb2v6\nzm69+LXUQbzGLWOMsfqlTq6TWpvsb91Re2svA/TrpDLGGGNMOpsO99em/Px8WzehWuiPVQy4VL+o\n1WqbXbsuLORvPDGeVR/Hz3IcO2k4ftJw/ORHNp1UnU4HlUpl8hT/li1b0KlTJzg6OuLkyZOPPT4v\nLw9ffvmltZtpQqvV4t1337Xo2F27duHs2bM13CLGGGOMsbpBNnNSP/vsM2i1Wty/fx+7d+8GoF+3\n1MHBAf/3f/+HmJgY+Pv7V3p8VlYWBg0ahFOnTlnchvLycjg41E6/PTIyEoMGDcKwYcPM9tnf1IS6\njVOdMsYYY5Wz1pxUWdxJvX79Ovbu3YtJkyaZ/JAdOnSAp6en2fszMjIQHBwMlUoFQRBw8eJFzJ07\nF5cuXYJKpTJJSQroO7AdOnTA2LFj4e3tjREjRqCoqAgA4OHhgblz5yIgIABbtmzB/v370bVrVwQE\nBGDkyJF48OABACA5ORndunWDIAgIDg5GQUEBNBqNeOc3OjoaEydOrDA96/r166FUKiEIAsaPH4+j\nR49iz549mDVrFlQqFS5fvlxBVCpOu8ml9ktdSHXKGGOM2R2SgeHDh9PJkydJo9HQwIEDzfaHhoaS\nVqsV61FRUfTPf/6TiIhKS0upqKiIsrKyxDVLH5WZmUkKhYKOHDlCREQTJ04U11b18PCgFStWEBFR\nTk4O9ezZkwoLC4mIaPny5bRkyRIqKSmh559/XlxP9f79+1RWVkZqtVps76JFi6hbt25UUlJCt2/f\npmbNmlFZWRmdPn2aPD09xfVR7927R0REkZGRtG3btgrbC/A6qdKKuobPJ4s/k1rDawVKw/GzHMdO\nGo6fNBw/y1nrc9Lmd1J/+OEHtGzZEiqVqsq3ikNCQvDRRx/h008/RVZWFho2bPjEY9u1a4eQkBAA\nladFPXbsGM6cOYOuXbtCpVJh/fr1uHr1Ks6fP482bdogICAAAODi4gJHR0eT8ysUCrzyyism6Vlv\n3ryJn3/+GSNHjkTTpk0BcFpUxhhjjLGqsPkSVEeOHMHu3buxd+9eFBcXIz8/H+PHj8f69esrPWbU\nqFHo0qULfvjhB/z1r3/F2rVr8fzzzz/2OsbzPIkqTosKAOHh4di4caPJsVWd51pRetbHzdN4/NzT\nSHBaVEvrhm01dz6NRmPzNHS1Va9vPy/HTz710NBQWbXH3uocP45fbdUNr+t0WtRHaR4z3G8Yaici\nunz5svj6/fffpzVr1tCdO3fI3d29wvMahvsN6U7ffPNN+uyzz4hIP9xvGIr//fffqX379nTx4kUi\nIiooKKALFy5QSUkJvfDCC5ScnExERPn5+RUO91eUnjUjI8NkuP/u3btEpJ+ysG7dugrbCx7ul1mR\n1Z8JY4wxJivW+px0sG4XuPqM7y7u2LED7dq1w7Fjx/DKK69gwIABAIDvv/8ePj4+UKlUyMjIwPjx\n49G0aVN069YNvr6+Zg9OAYCXlxf+9re/wdvbG3l5eZg6darZ9Vq0aIGEhASMGjUKSqUSXbt2xfnz\n5+Hk5ITNmzcjKioKgiCgX79+KC4uNkmFWllaVG9vbyxYsAC9evWCIAiYOXMmAOD111/HihUrEBAQ\nUMmDU8xyGls3wK4Zf1Nm1cfxsxzHThqOnzQcP/mRzRJU1lQTy1PVJk6LKpUGpkP/UtWvVKcao6Fq\nVn0cP8tx7KTh+EnD8bOctZagqjed1MGDByM9Pd3WTakSXidVXnidVMYYY6xy3EmtR6z1y2aMMcYY\nq2l1cjH/ilKhzpo1Cx07doRSqURERATy8vKqdc6EhARERUXVdFMrtWjRIhw4cMCiYz/66KMabg0D\neF6RVBw/aTh+luPYScPxk4bjJz827aSuWbMG3t7eJsPbffv2RUZGBtLS0uDp6YmPP/641tpTVlZW\n7WMWL16M3r17W3S9x/1shgexuFS/hIWF1ch53NyaWvR7ZYwxxph0NuukVpYKNTw8HA4O+mYFBwfj\n+vXrAPR3SCMiIjBgwAB4enqaPMG/bt06eHl5ITg4GEeOHKnwetHR0Rg3bhy6du0KT09PfP311wD0\n35x69OiBIUOGwMfHB+Xl5Zg1axaCgoKgVCoRHx8vnuOTTz6Bn58fBEHA/PnzAQCRkZHYtm0bAH2K\n1ejoaAQEBMDPzw/nz58HABQUFOCNN96An58flEoltm/fjnnz5qGoqAgqlQrjxo2roMXEhdOh2gQ/\nOCANx89yHDtpOH7ScPzkx2aL+b/33ntYsWIF8vPzK33PN998g1GjRon1tLQ0pKamwtnZGV5eXpg2\nbRocHBwQHR2NkydPws3NDWFhYfD396/wfKdPn8axY8dQUFAAlUqFV155BQCQkpKCjIwMuLu7Iz4+\nHo0bN0ZSUhIePnyI7t27o2/fvjh79ix2796NpKQkNGzYELm5uQBMl55SKBRo0aIFtFotvvzyS6xc\nuRJfffUVli5diiZNmogPbuXm5iIiIgKff/45UlJSaiSejDHGGGN1iU3upFYlFeqyZcvg7OyM0aNH\nA9B3AHv37g1XV1c0aNAA3t7eyMrKwvHjxxEaGopmzZrByckJr732WoXnVCgUGDJkCBo0aIBmzZoh\nLCwMSUlJUCgUCAoKgru7OwBg//79WL9+PVQqFbp06YK7d+/i119/xYEDBzBx4kQ0bNgQgGl6U2MR\nEREAAH9/fzETw4EDB/D222+L76nsWFZTNLZugF3jeVnScPwsx7GThuMnDcdPfmxyJ/VJqVATEhKw\nd+9esweSGjRoIL42TjtqrDpPlxmmFRinRQWAzz//HOHh4Sbb/vOf/1Tp3IY2GtpnSbv0IsFpUS2t\np9bQ+f6oySQNXW3VU1NTZdUee6tz/LjOda7X9brhdZ1Pi6p5JBXqjz/+SN7e3pSTk2PyvnXr1tE7\n77wj1gcOHEgHDx6kGzdukLu7O925c4dKSkqoe/fuJu8zWLRoEQmCQMXFxXT79m1q37493bhxwyS1\nKRFRfHw8DR06lEpLS4mI6Pz58/TgwQPat28fde3alQoLC4noz/SmkZGRtG3bNiIyTbGanJxMoaGh\nREQ0d+5cmj59uniNe/fuERFRkyZNxOsYAzgtqjyKzf88GGOMMdmz1uelg3W7wFVjfDc0KioKBQUF\nCA8Ph0qlwltvvSW+p6JF7lu1aoXo6GiEhISge/fu6NSpU4XvUygU8PPzQ1hYGEJCQrBw4UK0a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Jw/mJw/npnyYfpJqZmcHIyAj5+fkoKSlBfn4+evToAQDo168fbGxsqmyTkpICNzc3KJVKKBQK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\nb9lpuxWD1R7nJw7npzvOThzOTxz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} ], "prompt_number": 25 }, { "cell_type": "markdown", "metadata": {}, "source": [ "So Central Park looks safe. But what if it's because no one lives there? In other words, what's the number of accidents per capita?\n", "\n", "First, we'll need the number of people in each precinct. A search leads us to which leads us to the Google Fusion Table with [NYC census data](https://www.google.com/fusiontables/DataSource?dsrcid=767562). Aggregating this by precinct, we get the population by precinct which I'm reading below." ] }, { "cell_type": "code", "collapsed": false, "input": [ "from cStringIO import StringIO\n", "population = pd.read_table(StringIO('''precinct\tpopulation\n", "1\t66679\n", "5\t52568\n", "6\t62226\n", "7\t56355\n", "9\t76443\n", "10\t50180\n", "13\t93640\n", "14\t20651\n", "17\t79126\n", "18\t54066\n", "19\t208259\n", "20\t102624\n", "22\t25\n", "23\t73106\n", "24\t106460\n", "25\t47405\n", "26\t49508\n", "28\t44781\n", "30\t60685\n", "32\t70942\n", "33\t77645\n", "34\t112375\n", "40\t91497\n", "41\t52246\n", "42\t79762\n", "43\t172122\n", "44\t146441\n", "45\t120833\n", "46\t128200\n", "47\t152374\n", "48\t83266\n", "49\t114712\n", "50\t101720\n", "52\t139307\n", "60\t104278\n", "61\t159645\n", "62\t181981\n", "63\t108646\n", "66\t191382\n", "67\t155252\n", "68\t124491\n", "69\t84480\n", "70\t160664\n", "71\t98429\n", "72\t126230\n", "73\t86468\n", "75\t183328\n", "76\t43694\n", "77\t96309\n", "78\t61099\n", "79\t90263\n", "81\t62722\n", "83\t112634\n", "84\t48196\n", "88\t51421\n", "90\t116836\n", "94\t56247\n", "100\t47913\n", "101\t67065\n", "102\t144008\n", "103\t105803\n", "104\t170190\n", "105\t188582\n", "106\t122441\n", "107\t151107\n", "108\t113200\n", "109\t247354\n", "110\t172634\n", "111\t116431\n", "112\t112277\n", "113\t120132\n", "114\t202766\n", "115\t171576\n", "120\t175876\n", "122\t194822\n", "123\t98032\n", "'''))\n", "\n", "population.sort('population').head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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precinctpopulation
12 22 25
7 14 20651
47 76 43694
17 28 44781
15 25 47405
\n", "
" ], "output_type": "pyout", "prompt_number": 26, "text": [ " precinct population\n", "12 22 25\n", "7 14 20651\n", "47 76 43694\n", "17 28 44781\n", "15 25 47405" ] } ], "prompt_number": 26 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Precinct #22 looks suspiciously low. That's Central Park, if you remember. But presumably no one lives in Central Park.\n", "\n", "Let's merge this data into the accidents by precinct. We'll start with the list of collisions:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "collisions = pd.DataFrame({'collisions': data.groupby('precinct')['collisions'].sum().order()})\n", "collisions.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
collisions
precinct
22 144
121 219
100 1294
30 1501
101 1523
\n", "
" ], "output_type": "pyout", "prompt_number": 27, "text": [ " collisions\n", "precinct \n", "22 144\n", "121 219\n", "100 1294\n", "30 1501\n", "101 1523" ] } ], "prompt_number": 27 }, { "cell_type": "markdown", "metadata": {}, "source": [ "To merge the population data, let's ensure that it has the same index:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "population = population.set_index('precinct')\n", "population.head()" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
population
precinct
1 66679
5 52568
6 62226
7 56355
9 76443
\n", "
" ], "output_type": "pyout", "prompt_number": 28, "text": [ " population\n", "precinct \n", "1 66679\n", "5 52568\n", "6 62226\n", "7 56355\n", "9 76443" ] } ], "prompt_number": 28 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that they have the same index, let's just assign the columns. Pandas automatically takes care of aligning the indexes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "collisions['population'] = population['population']\n", "collisions" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 77 entries, 22 to 17\n",
        "Data columns (total 2 columns):\n",
        "collisions    77  non-null values\n",
        "population    76  non-null values\n",
        "dtypes: float64(1), int64(1)\n",
        "
" ], "output_type": "pyout", "prompt_number": 29, "text": [ "\n", "Int64Index: 77 entries, 22 to 17\n", "Data columns (total 2 columns):\n", "collisions 77 non-null values\n", "population 76 non-null values\n", "dtypes: float64(1), int64(1)" ] } ], "prompt_number": 29 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Did you notice that `population` only has 77 values, whereas the dataset has 77 precincts? Which is the missing one?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "collisions[collisions['population'].isnull()]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
collisionspopulation
precinct
121 219NaN
\n", "
" ], "output_type": "pyout", "prompt_number": 30, "text": [ " collisions population\n", "precinct \n", "121 219 NaN" ] } ], "prompt_number": 30 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can't be helped. We just don't have the data for the [121st precinct](http://www.nyc.gov/html/nypd/html/precincts/precinct_121.shtml). Let's move on, and plot the rest." ] }, { "cell_type": "code", "collapsed": false, "input": [ "(collisions['collisions'].astype(float) / collisions['population']).rename(precinct_name).order().plot(kind='barh', figsize=[10, 15])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 31, "text": [ "" ] }, { "output_type": "display_data", "png": 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R/v37ydfXl/Ly8ojo/8tZhoSE0Pbt24mo8pKc4eHhNHXqVOke2dnZRERkZ2cn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\nsSbHg07GGGOMMdbk/j/PK2v8WwyMHAAAAABJRU5ErkJggg==\n" } ], "prompt_number": 31 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Which looks ridiculous, of course. Let's ignore Central Park, as hope that the accidents happening there are because of people *passing through* rather than the 25 people that live there. So if we remove those..." ] }, { "cell_type": "code", "collapsed": false, "input": [ "precincts = collisions.drop([22, 121])\n", "(precincts['collisions'].astype(float) / precincts['population']).rename(precinct_name).order().plot(kind='barh', figsize=[10, 15])" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 32, "text": [ "" ] }, { "output_type": "display_data", "png": 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HA95vqv26ft9/9mykzGBdyhLaUjwN1T958qRNxcPfd/32pfJ9G183yjKjTk5O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\n" } ], "prompt_number": 32 }, { "cell_type": "markdown", "metadata": {}, "source": [ "... we would be rather worried about the [17th Precinct](http://www.nyc.gov/html/nypd/html/precincts/precinct_017.shtml)." ] } ], "metadata": {} } ] }