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Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
How	
  to	
  Allocate	
  the	
  Limited	
  Park	
  Resource	
  of	
  Baltimore	
  City?	
  
One	
  of	
  the	
  central	
  questions	
  of	
  urban	
  planning	
  is	
  “How	
  to	
  allocate	
  the	
  limited	
  resource	
  to	
  
the	
  right	
  place?”	
  This	
  study	
  tried	
  to	
  address	
  the	
  issues	
  that	
  from	
  the	
  author’s	
  work	
  
experience	
  of	
  Patterson	
  Park	
  Master	
  Plan	
  planning	
  process	
  involvement.	
  Patterson	
  Park	
  is	
  
one	
  of	
  the	
  biggest	
  parks	
  with	
  various	
  functions	
  in	
  the	
  Baltimore	
  City.	
  Study	
  of	
  Patterson	
  
Park	
  set	
  a	
  very	
  good	
  example	
  that	
  how	
  the	
  citizens	
  use	
  the	
  park	
  and	
  what	
  kinds	
  of	
  issues	
  
occurs.	
  The	
  top	
  two	
  issues	
  that	
  the	
  park	
  users	
  most	
  concern	
  as	
  follows:	
   	
  
Facility	
  Issue:	
  The	
  park	
  facilities	
  is	
  crpwded	
  especially	
  those	
  for	
  daily	
  used.	
   	
  
Enforcement	
  Issue:	
  Poor	
  enforcement	
  of	
  the	
  park	
  rules.	
  
The	
  target	
  of	
  the	
  study	
  is	
  trying	
  to	
  address	
  these	
  two	
  “bottom	
  to	
  top”	
  issues	
  by	
  using	
  GIS	
  
spatial	
  analysis.	
  The	
  two	
  topics	
  will	
  be	
  discuss	
  respectively.	
   	
  
Part	
  A	
  Facility	
  Issue:	
  Where	
  the	
  Playground	
  Should	
  Go?	
  
Table	
  1:	
  Park	
  Usage	
  of	
  Patterson	
  Park	
  
	
   	
   Activity	
  
Walking	
  Distance	
  
Preference	
  
Peak	
  Hours	
  
Weekdays	
   Weekends	
  
Daily	
  
Activity	
  
	
  
	
  
	
  
	
  
	
  
	
  
	
  
No	
  Facility	
  
Needed	
  
Relaxing	
  
5-­‐10	
  mins	
  
After	
  4	
  pm	
  
Whole	
  day	
  
	
  
Walking	
   After	
  4	
  pm	
  
Running/Jogging	
  
Morning	
  and	
  after	
  
4	
  pm	
  
Facility	
  
Depended	
  
Playground	
   15	
  mins	
   after	
  4	
  pm	
  
Dog	
  Park	
   20	
  mins	
   Ater	
  4	
  pm	
  
Senior	
  Center	
   Driving	
  Distance	
   Whole	
  day	
  
Closed	
  
	
  Recreation	
  Center	
  
Depend	
  on	
  the	
  
Activities	
  
After	
  school	
  
program	
  and	
  
evening	
  class	
  
Weekly	
  
Activity	
  
Facility	
  
Depended	
  
Sport	
  League	
  
Driving	
  Distance	
  
6-­‐9pm	
   Whole	
  day	
  
Ice	
  Rink	
  (Winter)	
   Depend	
  on	
  the	
  reservation	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
Table	
  1	
  indicates	
  the	
  park	
  usage	
  by	
  daily	
  and	
  weekly	
  activities	
  and	
  the	
  peak	
  use	
  hours	
  based	
  
on	
  the	
  one-­‐year	
  seasonal	
  surveys	
  of	
  Patterson	
  Park	
  and	
  various	
  in-­‐depth	
  focus	
  group	
  
interviews.	
  The	
  author	
  will	
  use	
  as	
  playground	
  as	
  an	
  example	
  for	
  the	
  reason	
  that:	
  1.	
  The	
  City	
  
only	
  has	
  run	
  over	
  120	
  playgrounds	
  for	
  the	
  population	
  of	
  622,793	
  (2014	
  census	
  data).	
  Over	
  
5,200	
  people	
  share	
  one	
  playground	
  and	
  still	
  lower	
  than	
  the	
  number	
  suggested	
  by	
  APA	
  
Planning	
  Advisory	
  Service	
  Department.	
  2.Playground	
  is	
  the	
  most	
  heavily	
  used	
  facility	
  on	
  
regular	
  basis.	
  Some	
  park	
  users	
  suggested	
  playground	
  is	
  “very	
  packed”	
  during	
  the	
  peak	
  hours.	
  
It	
  is	
  usually	
  attract	
  the	
  children	
  and	
  students	
  from	
  the	
  area,	
  but	
  sometimes	
  also	
  attract	
  
people	
  from	
  “driving	
  distance”.	
  It	
  will	
  lead	
  the	
  parking	
  issue	
  around	
  the	
  park.	
  3.	
  The	
  other	
  
daily	
  use	
  facility	
  can	
  apply	
  the	
  same	
  method.	
  Therefore,	
  this	
  study	
  will	
  try	
  to	
  find	
  out	
  the	
  
playground	
  allocation	
  within	
  the	
  walking	
  distance.	
   	
  
Data	
  and	
  Study	
  Area	
   	
  
The	
  study	
  area	
  is	
  Baltimore	
  City	
  and	
  used	
  the	
  “block”	
  as	
  the	
  analysis	
  unit	
  since	
  the	
  study	
  will	
  
try	
  to	
  allocate	
  the	
  playground	
  within	
  walking	
  distance.	
  The	
  data	
  sources	
  include	
  
OpenBaltimore	
  and	
  self-­‐collect	
  data	
  from	
  Patterson	
  Park	
  study.	
   	
  
Methodology	
  and	
  Result	
  
The	
  first	
  part	
  of	
  this	
  study	
  is	
  to	
  located	
  playgrounds	
  in	
  the	
  existing	
  parks.	
  The	
  author	
  applied	
  
“Location-­‐Allocation”	
  model	
  to	
  address	
  the	
  facility	
  issue.	
   	
  
	
  
	
  
	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
Figure	
  1	
   	
  
	
  
The	
  first	
  step	
  is	
  to	
  set	
  up	
  demand	
  point	
  and	
  facility.	
  The	
  author	
  used	
  “residential	
  block”	
  as	
  
demand	
  point.	
  Based	
  on	
  the	
  APA	
  guide,	
  the	
  standard	
  size	
  of	
  playground	
  is	
  5,000	
  sq.	
  ft.	
  and	
  
should	
  leave	
  extra	
  space	
  for	
  open	
  space	
  and	
  other	
  facilities.	
  Thus	
  the	
  author	
  only	
  select	
  the	
  
269	
  existing	
  park	
  that	
  larger	
  than	
  15,000sq	
  ft.	
  as	
  the	
  “potential	
  facility”.	
  (See	
  as	
  Figure	
  1)	
   	
  
The	
  self-­‐collect	
  data	
  (see	
  table	
  1)	
  indicate	
  that	
  the	
  park	
  users	
  are	
  preferred	
  to	
  get	
  the	
  park	
  
within	
  15	
  minuets	
  walking	
  distance	
  (0.7	
  mile)	
  thus	
  the	
  author	
  use	
  0.7	
  miles	
  as	
  impedance	
  
cut	
  off.	
   	
   	
  
	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
Figure	
  2	
  
	
  
Figure	
  2	
  showed	
  the	
  result	
  after	
  run	
  the	
  Location-­‐Allocation	
  Model	
  (type:	
  “minimum	
  facility	
  
required”).	
  There	
  are	
  137	
  parks	
  selected	
  as	
  candidate	
  to	
  put	
  playground	
  in	
  order	
  the	
  service	
  
area	
  can	
  are	
  within	
  15	
  minutes	
  walking	
  distance.	
  The	
  purple	
  polygons	
  show	
  the	
  service	
  area.	
  
It	
  is	
  clear	
  to	
  see	
  that	
  lots	
  residential	
  blocks	
  are	
  out	
  off	
  the	
  service	
  area,	
  so	
  cannot	
  access	
  the	
  
playground	
  within	
  15	
  minutes	
  walking	
  distance.	
  Therefore,	
  the	
  second	
  part	
  of	
  the	
  facility	
  
issue	
  is	
  “Where	
  to	
  put	
  a	
  new	
  playground?”	
   	
  
The	
  author	
  also	
  use	
  “Location-­‐	
  Allocation”	
  model	
  to	
  address	
  the	
  question.	
  The	
  author	
  
selected	
  the	
  “playground	
  needed	
  area	
  that	
  have	
  higher	
  population	
  density	
  ((poo	
  density	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
higher	
  than	
  13	
  /acre)	
  as	
  “Solution	
  Area”	
  in	
  order	
  to	
  focus	
  on	
  the	
  area	
  that	
  have	
  higher	
  
needs.	
  The	
  author	
  select	
  “qualified	
  undeveloped	
  area”	
  that	
  larger	
  than	
  15,000sq	
  ft	
  as	
  
potential	
  facility.	
  (see	
  figure	
  3)	
  Figure	
  4	
  indicated	
  the	
  model	
  selected	
  17	
  lots	
  could	
  be	
  put	
  
new	
  playground.	
  The	
  result	
  show	
  that	
  some	
  new	
  playgrounds	
  only	
  can	
  serve	
  few	
  residential	
  
blocks.	
  The	
  author	
  will	
  discuss	
  the	
  result	
  and	
  limitation	
  in	
  the	
  last	
  part.	
  
Figure	
  3	
  
	
  
	
  
	
  
	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
Figure	
  4	
  
	
  
	
  
Part	
  B	
  Enforcement	
  Issue:	
  Where	
  should	
  the	
  Park	
  Ranger	
  go?	
   	
  
Even	
  the	
  city	
  park	
  condition	
  are	
  improving	
  these	
  years,	
  the	
  park	
  users	
  are	
  still	
  brother	
  by	
  
the	
  issues	
  such	
  as	
  “parking	
  without	
  permit”,	
  “littering”,	
  “drug	
  sell”	
  ,	
  “not	
  pick-­‐up	
  dog	
  poop”	
  
and	
  so	
  on.	
  Besides	
  the	
  regular	
  police	
  patrol,	
  another	
  important	
  authority	
  who	
  in	
  charge	
  of	
  
park	
  rule	
  is	
  park	
  ranger.	
  As	
  for	
  the	
  fact	
  that	
  the	
  city	
  has	
  very	
  limited	
  number	
  of	
  park	
  rangers,	
  
it	
  is	
  important	
  to	
  reasonably	
  located	
  the	
  park	
  ranger	
  at	
  the	
  right	
  space	
  during	
  the	
  right	
  time.	
   	
  
Table	
  1	
  indicates	
  that	
  the	
  peak	
  hour	
  of	
  the	
  park	
  will	
  be	
  heavily	
  used	
  after	
  school,	
  it	
  will	
  also	
  
imply	
  the	
  higher	
  chance	
  that	
  someone	
  will	
  break	
  the	
  park	
  rule	
  during	
  that	
  period	
  of	
  time.	
   	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
Therefore,	
  this	
  study	
  will	
  focus	
  on	
  “where	
  should	
  the	
  park	
  ranger	
  go	
  during	
  the	
  peak	
  hours”.	
  
Data	
  and	
  Study	
  Area	
   	
  
The	
  study	
  will	
  focus	
  on	
  the	
  city-­‐wide	
  analysis	
  fist	
  and	
  then	
  close	
  up	
  the	
  study	
  area	
  around	
  
the	
  Patterson	
  Park.	
  The	
  data	
  source	
  is	
  same	
  with	
  part	
  A.	
  
Methodology	
  and	
  Result	
  
Figure	
  5	
  
	
  
The	
  study	
  will	
  use	
  “Hotspot	
  Analysis”	
  to	
  find	
  out	
  the	
  “hot	
  zone”	
  that	
  in	
  need	
  of	
  park	
  
enforcement	
  during	
  the	
  peak	
  hours.	
  Base	
  on	
  the	
  knowledge	
  from	
  Patterson	
  Park	
  study,	
  the	
  
author	
  found	
  the	
  park	
  near	
  the	
  afterschool	
  program	
  and	
  facility	
  are	
  more	
  attract	
  to	
  the	
  park	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
users	
  during	
  the	
  peak	
  hours	
  for	
  the	
  reason	
  that:	
  1.many	
  parents	
  are	
  bring	
  their	
  children	
  to	
  
the	
  park	
  when	
  they	
  off	
  the	
  work.	
  2.	
  Children	
  will	
  join	
  the	
  afterschool	
  program	
  after	
  4	
  pm.	
  
Afterschool	
  program/facility	
  include	
  library,	
  recreation	
  center	
  and	
  the	
  school	
  itself.	
  Figure	
  5	
  
shows	
  all	
  these	
  facilities	
  in	
  the	
  city.	
   	
  
Figure	
  6	
  
	
  
	
  
The	
  author	
  selected	
  “Distance	
  from	
  park	
  to	
  the	
  afterschool	
  program/facility”	
  as	
  variable	
  to	
  
run	
  “Hotspot	
  Analysis”	
  and	
  the	
  result	
  shown	
  as	
  figure	
  6.	
  The	
  park	
  in	
  red	
  indicated	
  in	
  need	
  of	
  
park	
  rangers	
  during	
  the	
  peak	
  hours.	
  As	
  the	
  author	
  mentioned	
  before,	
  another	
  variable	
  to	
  
refine	
  this	
  hotspot	
  map	
  it	
  to	
  check	
  the	
  whether	
  the	
  park	
  has	
  the	
  “attractive	
  point”	
  such	
  as	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
playground,	
  dog	
  park,	
  sport	
  field	
  and	
  so	
  on.	
  What	
  is	
  more,	
  the	
  patrol	
  of	
  park	
  ranger	
  is	
  a	
  kind	
  
of	
  “point	
  to	
  point”,	
  it	
  is	
  necessary	
  to	
  have	
  a	
  closer	
  up	
  to	
  have	
  a	
  detail	
  analysis.	
  
Figure	
  7	
  show	
  the	
  area	
  of	
  the	
  Patterson	
  Park.	
  The	
  author	
  refine	
  the	
  hotspot	
  map	
  by	
  ground	
  
checking	
  and	
  highlight	
  the	
  park	
  within	
  the	
  red	
  area	
  and	
  have	
  the	
  “attractive	
  point”	
  
mentioned	
  above.	
  This	
  map	
  can	
  be	
  a	
  guideline	
  for	
  not	
  only	
  park	
  ranger	
  but	
  also	
  for	
  the	
  
maintenance	
  team	
  to	
  have	
  a	
  better	
  idea	
  to	
  prioritized	
  the	
  park	
  in	
  need	
  of	
  clean	
  up	
  and	
  
maintain.	
   	
   	
  
	
  
Figure	
  7	
  
	
   	
  
	
  
Discussion	
  
In	
  this	
  study,	
  the	
  author	
  was	
  trying	
  to	
  address	
  the	
  issues	
  from	
  the	
  need	
  of	
  users,	
  in	
  other	
  
works,	
  “from	
  the	
  bottom	
  to	
  top”.	
  The	
  GIS	
  spatial	
  analysis	
  is	
  a	
  good	
  tool	
  to	
  address	
  issue	
  on	
  
Yijing	
  He	
  (Urban	
  Planning	
  &	
  Studies	
  Program)-­‐URSP	
  688M	
  Final	
  Project	
  Report	
  
the	
  larger	
  level	
  but	
  have	
  many	
  limitations	
  on	
  the	
  issues	
  on	
  the	
  smaller	
  scale	
  for	
  the	
  reason	
  
of	
  data	
  limitation.	
  The	
  data	
  on	
  the	
  smaller	
  scale	
  such	
  as	
  the	
  location	
  of	
  playgrounds	
  and	
  the	
  
park	
  with	
  playgrounds	
  is	
  less	
  available.	
  Use	
  the	
  enforcement	
  issue	
  study	
  as	
  an	
  example,	
  the	
  
program	
  that	
  list	
  all	
  afterschool	
  program	
  will	
  be	
  improve	
  the	
  analysis	
  remarkably.	
  What	
  is	
  
more,	
  the	
  hotspot	
  analysis	
  only	
  can	
  take	
  one	
  variable	
  into	
  account	
  and	
  ignore	
  the	
  rest	
  
important	
  variable	
  that	
  cannot	
  be	
  quantized.	
   	
  
However,	
  GIS	
  still	
  a	
  powerful	
  tool	
  to	
  address	
  the	
  question	
  that	
  “How	
  to	
  allocate	
  the	
  limited	
  
resource	
  to	
  the	
  right	
  place?”	
  but	
  definitely	
  cannot	
  provide	
  the	
  ideal	
  answer.	
  As	
  for	
  the	
  
reasons	
  listed	
  above,	
  to	
  address	
  the	
  issue	
  that	
  “from	
  bottom	
  to	
  top”,	
  the	
  lesson	
  from	
  this	
  
study	
  is	
  “Ground	
  Check/first	
  hand	
  is	
  necessary.	
  Experience	
  is	
  essential”.	
   	
  
	
  

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Report-new

  • 1. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   How  to  Allocate  the  Limited  Park  Resource  of  Baltimore  City?   One  of  the  central  questions  of  urban  planning  is  “How  to  allocate  the  limited  resource  to   the  right  place?”  This  study  tried  to  address  the  issues  that  from  the  author’s  work   experience  of  Patterson  Park  Master  Plan  planning  process  involvement.  Patterson  Park  is   one  of  the  biggest  parks  with  various  functions  in  the  Baltimore  City.  Study  of  Patterson   Park  set  a  very  good  example  that  how  the  citizens  use  the  park  and  what  kinds  of  issues   occurs.  The  top  two  issues  that  the  park  users  most  concern  as  follows:     Facility  Issue:  The  park  facilities  is  crpwded  especially  those  for  daily  used.     Enforcement  Issue:  Poor  enforcement  of  the  park  rules.   The  target  of  the  study  is  trying  to  address  these  two  “bottom  to  top”  issues  by  using  GIS   spatial  analysis.  The  two  topics  will  be  discuss  respectively.     Part  A  Facility  Issue:  Where  the  Playground  Should  Go?   Table  1:  Park  Usage  of  Patterson  Park       Activity   Walking  Distance   Preference   Peak  Hours   Weekdays   Weekends   Daily   Activity                 No  Facility   Needed   Relaxing   5-­‐10  mins   After  4  pm   Whole  day     Walking   After  4  pm   Running/Jogging   Morning  and  after   4  pm   Facility   Depended   Playground   15  mins   after  4  pm   Dog  Park   20  mins   Ater  4  pm   Senior  Center   Driving  Distance   Whole  day   Closed    Recreation  Center   Depend  on  the   Activities   After  school   program  and   evening  class   Weekly   Activity   Facility   Depended   Sport  League   Driving  Distance   6-­‐9pm   Whole  day   Ice  Rink  (Winter)   Depend  on  the  reservation  
  • 2. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   Table  1  indicates  the  park  usage  by  daily  and  weekly  activities  and  the  peak  use  hours  based   on  the  one-­‐year  seasonal  surveys  of  Patterson  Park  and  various  in-­‐depth  focus  group   interviews.  The  author  will  use  as  playground  as  an  example  for  the  reason  that:  1.  The  City   only  has  run  over  120  playgrounds  for  the  population  of  622,793  (2014  census  data).  Over   5,200  people  share  one  playground  and  still  lower  than  the  number  suggested  by  APA   Planning  Advisory  Service  Department.  2.Playground  is  the  most  heavily  used  facility  on   regular  basis.  Some  park  users  suggested  playground  is  “very  packed”  during  the  peak  hours.   It  is  usually  attract  the  children  and  students  from  the  area,  but  sometimes  also  attract   people  from  “driving  distance”.  It  will  lead  the  parking  issue  around  the  park.  3.  The  other   daily  use  facility  can  apply  the  same  method.  Therefore,  this  study  will  try  to  find  out  the   playground  allocation  within  the  walking  distance.     Data  and  Study  Area     The  study  area  is  Baltimore  City  and  used  the  “block”  as  the  analysis  unit  since  the  study  will   try  to  allocate  the  playground  within  walking  distance.  The  data  sources  include   OpenBaltimore  and  self-­‐collect  data  from  Patterson  Park  study.     Methodology  and  Result   The  first  part  of  this  study  is  to  located  playgrounds  in  the  existing  parks.  The  author  applied   “Location-­‐Allocation”  model  to  address  the  facility  issue.          
  • 3. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   Figure  1       The  first  step  is  to  set  up  demand  point  and  facility.  The  author  used  “residential  block”  as   demand  point.  Based  on  the  APA  guide,  the  standard  size  of  playground  is  5,000  sq.  ft.  and   should  leave  extra  space  for  open  space  and  other  facilities.  Thus  the  author  only  select  the   269  existing  park  that  larger  than  15,000sq  ft.  as  the  “potential  facility”.  (See  as  Figure  1)     The  self-­‐collect  data  (see  table  1)  indicate  that  the  park  users  are  preferred  to  get  the  park   within  15  minuets  walking  distance  (0.7  mile)  thus  the  author  use  0.7  miles  as  impedance   cut  off.        
  • 4. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   Figure  2     Figure  2  showed  the  result  after  run  the  Location-­‐Allocation  Model  (type:  “minimum  facility   required”).  There  are  137  parks  selected  as  candidate  to  put  playground  in  order  the  service   area  can  are  within  15  minutes  walking  distance.  The  purple  polygons  show  the  service  area.   It  is  clear  to  see  that  lots  residential  blocks  are  out  off  the  service  area,  so  cannot  access  the   playground  within  15  minutes  walking  distance.  Therefore,  the  second  part  of  the  facility   issue  is  “Where  to  put  a  new  playground?”     The  author  also  use  “Location-­‐  Allocation”  model  to  address  the  question.  The  author   selected  the  “playground  needed  area  that  have  higher  population  density  ((poo  density  
  • 5. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   higher  than  13  /acre)  as  “Solution  Area”  in  order  to  focus  on  the  area  that  have  higher   needs.  The  author  select  “qualified  undeveloped  area”  that  larger  than  15,000sq  ft  as   potential  facility.  (see  figure  3)  Figure  4  indicated  the  model  selected  17  lots  could  be  put   new  playground.  The  result  show  that  some  new  playgrounds  only  can  serve  few  residential   blocks.  The  author  will  discuss  the  result  and  limitation  in  the  last  part.   Figure  3          
  • 6. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   Figure  4       Part  B  Enforcement  Issue:  Where  should  the  Park  Ranger  go?     Even  the  city  park  condition  are  improving  these  years,  the  park  users  are  still  brother  by   the  issues  such  as  “parking  without  permit”,  “littering”,  “drug  sell”  ,  “not  pick-­‐up  dog  poop”   and  so  on.  Besides  the  regular  police  patrol,  another  important  authority  who  in  charge  of   park  rule  is  park  ranger.  As  for  the  fact  that  the  city  has  very  limited  number  of  park  rangers,   it  is  important  to  reasonably  located  the  park  ranger  at  the  right  space  during  the  right  time.     Table  1  indicates  that  the  peak  hour  of  the  park  will  be  heavily  used  after  school,  it  will  also   imply  the  higher  chance  that  someone  will  break  the  park  rule  during  that  period  of  time.    
  • 7. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   Therefore,  this  study  will  focus  on  “where  should  the  park  ranger  go  during  the  peak  hours”.   Data  and  Study  Area     The  study  will  focus  on  the  city-­‐wide  analysis  fist  and  then  close  up  the  study  area  around   the  Patterson  Park.  The  data  source  is  same  with  part  A.   Methodology  and  Result   Figure  5     The  study  will  use  “Hotspot  Analysis”  to  find  out  the  “hot  zone”  that  in  need  of  park   enforcement  during  the  peak  hours.  Base  on  the  knowledge  from  Patterson  Park  study,  the   author  found  the  park  near  the  afterschool  program  and  facility  are  more  attract  to  the  park  
  • 8. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   users  during  the  peak  hours  for  the  reason  that:  1.many  parents  are  bring  their  children  to   the  park  when  they  off  the  work.  2.  Children  will  join  the  afterschool  program  after  4  pm.   Afterschool  program/facility  include  library,  recreation  center  and  the  school  itself.  Figure  5   shows  all  these  facilities  in  the  city.     Figure  6       The  author  selected  “Distance  from  park  to  the  afterschool  program/facility”  as  variable  to   run  “Hotspot  Analysis”  and  the  result  shown  as  figure  6.  The  park  in  red  indicated  in  need  of   park  rangers  during  the  peak  hours.  As  the  author  mentioned  before,  another  variable  to   refine  this  hotspot  map  it  to  check  the  whether  the  park  has  the  “attractive  point”  such  as  
  • 9. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   playground,  dog  park,  sport  field  and  so  on.  What  is  more,  the  patrol  of  park  ranger  is  a  kind   of  “point  to  point”,  it  is  necessary  to  have  a  closer  up  to  have  a  detail  analysis.   Figure  7  show  the  area  of  the  Patterson  Park.  The  author  refine  the  hotspot  map  by  ground   checking  and  highlight  the  park  within  the  red  area  and  have  the  “attractive  point”   mentioned  above.  This  map  can  be  a  guideline  for  not  only  park  ranger  but  also  for  the   maintenance  team  to  have  a  better  idea  to  prioritized  the  park  in  need  of  clean  up  and   maintain.         Figure  7         Discussion   In  this  study,  the  author  was  trying  to  address  the  issues  from  the  need  of  users,  in  other   works,  “from  the  bottom  to  top”.  The  GIS  spatial  analysis  is  a  good  tool  to  address  issue  on  
  • 10. Yijing  He  (Urban  Planning  &  Studies  Program)-­‐URSP  688M  Final  Project  Report   the  larger  level  but  have  many  limitations  on  the  issues  on  the  smaller  scale  for  the  reason   of  data  limitation.  The  data  on  the  smaller  scale  such  as  the  location  of  playgrounds  and  the   park  with  playgrounds  is  less  available.  Use  the  enforcement  issue  study  as  an  example,  the   program  that  list  all  afterschool  program  will  be  improve  the  analysis  remarkably.  What  is   more,  the  hotspot  analysis  only  can  take  one  variable  into  account  and  ignore  the  rest   important  variable  that  cannot  be  quantized.     However,  GIS  still  a  powerful  tool  to  address  the  question  that  “How  to  allocate  the  limited   resource  to  the  right  place?”  but  definitely  cannot  provide  the  ideal  answer.  As  for  the   reasons  listed  above,  to  address  the  issue  that  “from  bottom  to  top”,  the  lesson  from  this   study  is  “Ground  Check/first  hand  is  necessary.  Experience  is  essential”.