First, we need to connect to NewsroomDB and download all shootings and homicides.
In [22]:
import os
import requests
def get_table_data(table_name):
url = '%stable/json/%s' % (os.environ['NEWSROOMDB_URL'], table_name)
try:
r = requests.get(url)
return r.json()
except:
print 'doh'
return get_table_data(table_name)
homicides = get_table_data('homicides')
shootings = get_table_data('shootings')
print 'Found %d homicides and %d shootings' % (len(homicides), len(shootings))
doh
doh
doh
Found 1519 homicides and 11463 shootings
Right now, we're interested in all shootings and homicides for the current month. So filter the lists based on whatever that month is.
In [24]:
from datetime import date, datetime
today = date.today()
homicides_this_month = {}
for h in homicides:
try:
dt = datetime.strptime(h['Occ Date'], '%Y-%m-%d')
except ValueError:
continue
if dt.month == today.month:
if dt.year not in homicides_this_month:
homicides_this_month[dt.year] = []
homicides_this_month[dt.year].append(h)
shootings_this_month = {}
for s in shootings:
try:
dt = datetime.strptime(s['Date'], '%Y-%m-%d')
except ValueError:
continue
if dt.month == today.month:
if dt.year not in shootings_this_month:
shootings_this_month[dt.year] = []
shootings_this_month[dt.year].append(s)
for year in sorted(shootings_this_month.keys(), reverse=True):
try:
s = len(shootings_this_month[year])
except:
s = 0
try:
h = len(homicides_this_month[year])
except:
h = 0
print '%d:\t%d shootings\t\t%d homicides' % (year, s, h)
2016: 257 shootings 47 homicides
2015: 145 shootings 32 homicides
2014: 101 shootings 24 homicides
2013: 190 shootings 44 homicides
2012: 174 shootings 0 homicides
1984: 1 shootings 0 homicides
Now let's find the days without a shooting.
In [12]:
from datetime import date, timedelta
test_date = date.today()
one_day = timedelta(days=1)
shooting_days = {}
for shooting in shootings:
if shooting['Date'] not in shooting_days:
shooting_days[shooting['Date']] = 0
shooting_days[shooting['Date']] += 1
while test_date.year > 2013:
if test_date.strftime('%Y-%m-%d') not in shooting_days:
print 'No shootings on %s' % test_date
test_date -= one_day
No shootings on 2015-02-28
No shootings on 2015-02-24
No shootings on 2015-02-18
No shootings on 2015-02-05
No shootings on 2015-02-02
No shootings on 2015-01-15
No shootings on 2015-01-12
No shootings on 2015-01-07
No shootings on 2014-11-14
No shootings on 2014-05-23
No shootings on 2014-03-26
No shootings on 2014-03-13
No shootings on 2014-02-26
No shootings on 2014-02-17
No shootings on 2014-02-16
No shootings on 2014-02-11
No shootings on 2014-01-23
No shootings on 2014-01-21
No shootings on 2014-01-10
No shootings on 2014-01-06
No shootings on 2014-01-02
And days without a homicide.
In [13]:
from datetime import date, timedelta
test_date = date.today()
one_day = timedelta(days=1)
homicide_days = {}
for homicide in homicides:
if homicide['Occ Date'] not in homicide_days:
homicide_days[homicide['Occ Date']] = 0
homicide_days[homicide['Occ Date']] += 1
while test_date.year > 2013:
if test_date.strftime('%Y-%m-%d') not in homicide_days:
print 'No homicides on %s' % test_date
test_date -= one_day
No homicides on 2016-03-25
No homicides on 2016-03-24
No homicides on 2016-03-23
No homicides on 2016-03-22
No homicides on 2016-03-21
No homicides on 2016-03-20
No homicides on 2016-03-19
No homicides on 2016-03-17
No homicides on 2016-03-16
No homicides on 2016-03-06
No homicides on 2016-03-05
No homicides on 2016-03-03
No homicides on 2016-02-29
No homicides on 2016-02-28
No homicides on 2016-02-25
No homicides on 2016-02-23
No homicides on 2016-02-15
No homicides on 2016-02-12
No homicides on 2016-02-10
No homicides on 2016-02-09
No homicides on 2016-02-06
No homicides on 2016-01-22
No homicides on 2016-01-19
No homicides on 2016-01-15
No homicides on 2016-01-12
No homicides on 2016-01-10
No homicides on 2016-01-03
No homicides on 2015-12-31
No homicides on 2015-12-30
No homicides on 2015-12-28
No homicides on 2015-12-21
No homicides on 2015-12-19
No homicides on 2015-12-18
No homicides on 2015-12-15
No homicides on 2015-12-14
No homicides on 2015-12-09
No homicides on 2015-12-07
No homicides on 2015-12-02
No homicides on 2015-11-24
No homicides on 2015-11-20
No homicides on 2015-11-19
No homicides on 2015-11-16
No homicides on 2015-11-15
No homicides on 2015-11-13
No homicides on 2015-11-10
No homicides on 2015-11-08
No homicides on 2015-11-04
No homicides on 2015-10-30
No homicides on 2015-10-29
No homicides on 2015-10-28
No homicides on 2015-10-27
No homicides on 2015-10-22
No homicides on 2015-10-20
No homicides on 2015-10-15
No homicides on 2015-10-05
No homicides on 2015-10-03
No homicides on 2015-10-02
No homicides on 2015-10-01
No homicides on 2015-09-12
No homicides on 2015-09-11
No homicides on 2015-09-09
No homicides on 2015-09-05
No homicides on 2015-08-28
No homicides on 2015-08-18
No homicides on 2015-08-10
No homicides on 2015-08-08
No homicides on 2015-08-04
No homicides on 2015-08-03
No homicides on 2015-07-29
No homicides on 2015-07-23
No homicides on 2015-07-22
No homicides on 2015-07-19
No homicides on 2015-07-16
No homicides on 2015-07-14
No homicides on 2015-06-26
No homicides on 2015-06-24
No homicides on 2015-06-22
No homicides on 2015-06-19
No homicides on 2015-06-15
No homicides on 2015-06-11
No homicides on 2015-06-09
No homicides on 2015-06-02
No homicides on 2015-05-27
No homicides on 2015-05-26
No homicides on 2015-05-22
No homicides on 2015-05-19
No homicides on 2015-05-17
No homicides on 2015-05-16
No homicides on 2015-05-12
No homicides on 2015-05-11
No homicides on 2015-05-08
No homicides on 2015-05-06
No homicides on 2015-05-04
No homicides on 2015-05-02
No homicides on 2015-04-27
No homicides on 2015-04-22
No homicides on 2015-04-16
No homicides on 2015-04-14
No homicides on 2015-04-13
No homicides on 2015-04-12
No homicides on 2015-04-09
No homicides on 2015-04-06
No homicides on 2015-04-05
No homicides on 2015-03-23
No homicides on 2015-03-18
No homicides on 2015-03-17
No homicides on 2015-03-14
No homicides on 2015-03-13
No homicides on 2015-03-12
No homicides on 2015-03-11
No homicides on 2015-03-10
No homicides on 2015-03-06
No homicides on 2015-03-05
No homicides on 2015-03-04
No homicides on 2015-03-01
No homicides on 2015-02-28
No homicides on 2015-02-27
No homicides on 2015-02-26
No homicides on 2015-02-24
No homicides on 2015-02-23
No homicides on 2015-02-18
No homicides on 2015-02-17
No homicides on 2015-02-14
No homicides on 2015-02-12
No homicides on 2015-02-11
No homicides on 2015-02-07
No homicides on 2015-02-06
No homicides on 2015-02-05
No homicides on 2015-02-03
No homicides on 2015-01-28
No homicides on 2015-01-26
No homicides on 2015-01-22
No homicides on 2015-01-19
No homicides on 2015-01-15
No homicides on 2015-01-12
No homicides on 2015-01-11
No homicides on 2015-01-10
No homicides on 2015-01-07
No homicides on 2015-01-02
No homicides on 2015-01-01
No homicides on 2014-12-30
No homicides on 2014-12-29
No homicides on 2014-12-24
No homicides on 2014-12-20
No homicides on 2014-12-18
No homicides on 2014-12-14
No homicides on 2014-12-07
No homicides on 2014-12-06
No homicides on 2014-12-04
No homicides on 2014-12-02
No homicides on 2014-12-01
No homicides on 2014-11-29
No homicides on 2014-11-27
No homicides on 2014-11-26
No homicides on 2014-11-24
No homicides on 2014-11-23
No homicides on 2014-11-20
No homicides on 2014-11-14
No homicides on 2014-11-12
No homicides on 2014-11-11
No homicides on 2014-10-30
No homicides on 2014-10-25
No homicides on 2014-10-21
No homicides on 2014-10-20
No homicides on 2014-10-17
No homicides on 2014-10-15
No homicides on 2014-10-13
No homicides on 2014-10-01
No homicides on 2014-09-24
No homicides on 2014-09-23
No homicides on 2014-09-16
No homicides on 2014-09-15
No homicides on 2014-09-12
No homicides on 2014-09-07
No homicides on 2014-09-03
No homicides on 2014-09-02
No homicides on 2014-08-28
No homicides on 2014-08-23
No homicides on 2014-08-22
No homicides on 2014-08-13
No homicides on 2014-08-09
No homicides on 2014-08-08
No homicides on 2014-08-07
No homicides on 2014-07-30
No homicides on 2014-07-28
No homicides on 2014-07-27
No homicides on 2014-07-26
No homicides on 2014-07-17
No homicides on 2014-07-16
No homicides on 2014-07-10
No homicides on 2014-06-29
No homicides on 2014-06-20
No homicides on 2014-06-16
No homicides on 2014-06-14
No homicides on 2014-06-11
No homicides on 2014-06-08
No homicides on 2014-06-02
No homicides on 2014-05-28
No homicides on 2014-05-23
No homicides on 2014-05-20
No homicides on 2014-05-15
No homicides on 2014-05-13
No homicides on 2014-05-12
No homicides on 2014-05-08
No homicides on 2014-05-07
No homicides on 2014-05-02
No homicides on 2014-04-29
No homicides on 2014-04-22
No homicides on 2014-04-21
No homicides on 2014-04-17
No homicides on 2014-04-16
No homicides on 2014-04-14
No homicides on 2014-04-12
No homicides on 2014-04-10
No homicides on 2014-04-08
No homicides on 2014-04-06
No homicides on 2014-04-04
No homicides on 2014-04-03
No homicides on 2014-04-02
No homicides on 2014-03-30
No homicides on 2014-03-29
No homicides on 2014-03-27
No homicides on 2014-03-24
No homicides on 2014-03-23
No homicides on 2014-03-17
No homicides on 2014-03-13
No homicides on 2014-03-09
No homicides on 2014-03-08
No homicides on 2014-03-07
No homicides on 2014-03-06
No homicides on 2014-03-04
No homicides on 2014-03-03
No homicides on 2014-02-26
No homicides on 2014-02-25
No homicides on 2014-02-23
No homicides on 2014-02-19
No homicides on 2014-02-18
No homicides on 2014-02-17
No homicides on 2014-02-16
No homicides on 2014-02-15
No homicides on 2014-02-11
No homicides on 2014-02-08
No homicides on 2014-02-02
No homicides on 2014-01-30
No homicides on 2014-01-27
No homicides on 2014-01-24
No homicides on 2014-01-23
No homicides on 2014-01-21
No homicides on 2014-01-18
No homicides on 2014-01-14
No homicides on 2014-01-13
No homicides on 2014-01-12
No homicides on 2014-01-10
No homicides on 2014-01-09
No homicides on 2014-01-07
No homicides on 2014-01-04
No homicides on 2014-01-02
No homicides on 2014-01-01
Let's get the latitudes and longitudes of every murder in 2015 (Manya Brachear asked).
In [16]:
coordinates = []
for homicide in homicides:
if not homicide['Occ Date'].startswith('2015-'):
continue
# Since the format of this field is (x, y) (or y, x? I always confuse the two) we need to extract just x and y
try:
coordinates.append(
(homicide['Geocode Override'][1:-1].split(',')[0], homicide['Geocode Override'][1:-1].split(',')[1]))
except:
# Not valid/expected lat/long format
continue
In [17]:
print len(coordinates)
484
In [21]:
for coordinate in coordinates:
print '%s,%s' % (coordinate[0].strip(), coordinate[1].strip())
41.87549740076065,-87.71006070077419
41.99511721730232,-87.68506787717342
41.75300158560276,-87.60407656431198
41.715926080942154,-87.6460363715887
41.784969329833984,-87.6525650024414
41.75092315673828,-87.66917419433594
41.87679022550583,-87.74513997137547
41.877763867378235,-87.73800395429134
41.88046216964722,-87.74548664689064
41.90096664428711,-87.72660064697266
41.765151992440224,-87.64943540096283
41.951365023851395,-87.76714414358139
41.790470123291016,-87.6502685546875
41.858261,-87.653007
41.729496002197266,-87.566162109375
41.87741115689278,-87.75500379502773
41.872432708740234,-87.71296691894531
41.681470423936844,-87.62647099792957
41.74011993408203,-87.66717529296875
41.8740838766098,-87.76458531618118
41.883392333984375,-87.7058334350586
41.79697036743164,-87.65287780761719
41.76420249044895,-87.56497532129288
41.76323318481445,-87.64591979980469
41.76974105834961,-87.6594467163086
41.8737678527832,-87.7481918334961
41.75372314453125,-87.61934661865234
41.909419298172,-87.75896742939949
41.83688499033451,-87.72830441594124
41.66349157691002,-87.6197312772274
41.76416493952274,-87.65427343547344
41.96714782714844,-87.71367645263672
42.000484466552734,-87.68230438232422
41.723598,-87.606918
41.752162,-87.710075
41.893756,-87.751396
41.7517248541117,-87.5701063871384
41.7517248541117,-87.5701063871384
41.863189,-87.733283
41.86507,-87.703491
41.815864,-87.689178
41.7883329838514,-87.6843738555908
41.864612,-87.725463
41.8237582594156,-87.61893466115
41.8822418153286,-87.6792857050896
41.797424,-87.654098
41.772445,-87.681236
41.753452,-87.552421
41.7506003379822,-87.6343164592981
41.885379999876,-87.7402201294899
41.753643,-87.669235
41.7471697926521,-87.5747217983007
41.859764,-87.711219
41.7723751813173,-87.6533199101686
41.8022348731756,-87.6111247390509
41.676528,-87.628265
41.850124,-87.624206
41.806934,-87.615257
41.7406647652388,-87.7000091224909
41.712406,-87.619728
41.745491,-87.684371
41.8766983598471,-87.7616140991449
41.902896,-87.75473
41.8837632983923,-87.671847268939
41.920963,-87.776237
41.767269,-87.674026
41.792312040925,-87.6463870704174
41.884784,-87.741485
41.858261,-87.653007
41.776008,-87.594085
41.96297,-87.652587
41.909,-87.772132
41.909,-87.772132
41.97303,-87.727302
41.8789554387331,-87.74515673518181
41.899089,-87.697677
41.74834460020065,-87.55014538764954
41.733249,-87.668205
41.697086,-87.540985
41.877292,-87.756103
41.851821,-87.623313
41.92166022956371,-87.66866616904736
41.67205,-87.651809
41.76690950989723,-87.63725012540817
41.77473,-87.664985
41.751468,-87.674728
41.913973689079285,-87.69482508301735
41.96367636322975,-87.65643060207367
41.84896230697632,-87.6929797232151
41.855155,-87.711807
41.72478340566158,-87.6274674385786
41.831043,-87.679313
41.7702763527632,-87.6833351701498
41.924716,-87.679527
41.75750732421875,-87.59112548828125
41.749046325683594,-87.65093231201172
41.866729736328125,-87.73160552978516
41.866729736328125,-87.73160552978516
41.77719511091709,-87.70217031240463
41.7658805847168,-87.64842987060547
41.7625617980957,-87.64521789550781
41.864230781793594,-87.66014412045479
41.738624572753906,-87.70101165771484
41.90958786010742,-87.67179107666016
41.88096618652344,-87.754638671875
41.88337326049805,-87.7077407836914
41.77137756347656,-87.58293914794922
41.85826873779297,-87.6511001586914
41.9406852722168,-87.72518157958984
41.77930936217308,-87.67772264778614
41.89248275756836,-87.75045013427734
41.72402232885361,-87.5920046120882
41.83072529733181,-87.64519214630127
41.88679151237011,-87.74891182780266
41.98450469970703,-87.69035339355469
41.83580017089844,-87.6504898071289
41.76045608520508,-87.6458511352539
41.749656,-87.624107
41.77372360229492,-87.60977172851562
41.75808334350586,-87.60084533691406
41.86223387718201,-87.71765470504761
41.882877349853516,-87.72782897949219
41.71367645263672,-87.62329864501953
41.691442877054214,-87.6599308848381
41.85919952392578,-87.71537780761719
41.842247009277344,-87.72727966308594
41.72749377787113,-87.66277268528938
41.75651168823242,-87.55228424072266
41.73261260986328,-87.6596908569336
41.73261260986328,-87.6597908569336
41.8937686085701,-87.70669654011726
41.74286651611328,-87.55006408691406
41.90428161621094,-87.75869750976562
41.8889045715332,-87.7496566772461
41.94822311401367,-87.71556091308594
41.88696206562131,-87.63013947168031
42.016894072294235,-87.67357796430588
41.74956130981445,-87.57141876220703
41.86449432373047,-87.73403930664062
41.89308166503906,-87.72199249267578
41.83879852294922,-87.72891235351562
41.75822067260742,-87.63533782958984
41.67595446109772,-87.61658303439617
41.904808044433594,-87.74690246582031
41.756656646728516,-87.67296600341797
41.860450744628906,-87.73269653320312
41.681609228253365,-87.61969707906246
41.680744,-87.626029
41.65723331272602,-87.60255441069603
41.878858879208565,-87.72937193512917
41.87954330444336,-87.72251892089844
41.797088623046875,-87.76766967773438
41.72490879893303,-87.63008259236813
41.90894119441509,-87.72274754941463
41.78593826293945,-87.66525268554688
41.80402755737305,-87.59160614013672
41.78367233276367,-87.65738677978516
41.88867950439453,-87.7520523071289
41.872249603271484,-87.69441223144531
41.770328521728516,-87.5730972290039
41.89345169067383,-87.76100158691406
41.80852800607681,-87.61622093617916
41.868160247802734,-87.69996643066406
41.85676574707031,-87.71356964111328
41.910972,-87.773132
41.819236755371094,-87.60568237304688
41.739749908447266,-87.657958984375
41.742488861083984,-87.6677474975586
41.697601,-87.647758
41.74557113647461,-87.59134674072266
41.90007,-87.69963
41.750492095947266,-87.59996032714844
41.78658150136471,-87.68070191144943
41.67633466422558,-87.61634632945061
42.02060021460056,-87.67182514071465
41.790569,-87.642982
41.882602,-87.720863
41.84855651855469,-87.69306945800781
41.78725051879883,-87.64764404296875
41.74401752650738,-87.60484769940376
41.80069260299206,-87.70258001983166
41.89556635916233,-87.7224538475275
41.890052407979965,-87.7606250345707
41.90552520751953,-87.76318359375
42.00804948806763,-87.65950709581375
41.91335543990135,-87.6630449295044
41.89878836274147,-87.7482620626688
41.761905670166016,-87.61431121826172
41.69164203107357,-87.63048492372036
41.854000091552734,-87.69666290283203
41.85365295410156,-87.72742462158203
41.69097137451172,-87.6280288696289
41.879955,-87.735649
41.8018647283316,-87.6551304012537
41.76494814455509,-87.6591745018959
41.6778206080198,-87.6287005841732
41.735702008009,-87.6324657350779
41.686565,-87.617195
42.01246306300163,-87.67455160617828
41.9670874625444,-87.6629228889942
41.70264311134815,-87.56447106599808
41.80857293307781,-87.67512492835522
41.703178,-87.629547
41.839984,-87.721115
41.748016,-87.589721
41.747959,-87.637001
41.946983,-87.772705
41.876914,-87.703178
41.741107,-87.586074
41.725269,-87.657035
41.790615,-87.656852
41.763603,-87.676414
41.77135527133942,-87.57649272680283
41.74272067844868,-87.56330899894238
41.92124515771866,-87.79170513153076
41.764179,-87.698173
41.788367852568626,-87.61588633060455
41.763920187950134,-87.61506892740726
41.924404,-87.756927
41.733184,-87.604278
41.895946,-87.693428
41.688198,-87.643814
41.78455911576748,-87.61568114161491
41.708343,-87.651741
41.748287,-87.701965
41.762641,-87.589347
41.766128,-87.68975
41.81634195148945,-87.6263053715229
41.76387995481491,-87.5793707370758
41.915016,-87.689941
41.719192,-87.64402
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