library(raster)
## Loading required package: sp
library(maptools)
## Checking rgeos availability: FALSE
## Note: when rgeos is not available, polygon geometry computations in maptools depend on gpclib,
## which has a restricted licence. It is disabled by default;
## to enable gpclib, type gpclibPermit()
library(sp)
library(rgdal)
## rgdal: version: 1.4-3, (SVN revision 828)
## Geospatial Data Abstraction Library extensions to R successfully loaded
## Loaded GDAL runtime: GDAL 2.2.3, released 2017/11/20
## Path to GDAL shared files: C:/Users/linda/OneDrive/Documents/R/win-library/3.5/rgdal/gdal
## GDAL binary built with GEOS: TRUE
## Loaded PROJ.4 runtime: Rel. 4.9.3, 15 August 2016, [PJ_VERSION: 493]
## Path to PROJ.4 shared files: C:/Users/linda/OneDrive/Documents/R/win-library/3.5/rgdal/proj
## Linking to sp version: 1.3-1
library(spatstat)
## Loading required package: spatstat.data
## Loading required package: nlme
##
## Attaching package: 'nlme'
## The following object is masked from 'package:raster':
##
## getData
## Loading required package: rpart
##
## spatstat 1.59-0 (nickname: 'J'ai omis les oeufs de caille')
## For an introduction to spatstat, type 'beginner'
##
## Note: R version 3.5.3 (2019-03-11) is more than 9 months old; we strongly recommend upgrading to the latest version
##
## Attaching package: 'spatstat'
## The following objects are masked from 'package:raster':
##
## area, rotate, shift
library(readr)
library(dplyr)
##
## Attaching package: 'dplyr'
## The following object is masked from 'package:nlme':
##
## collapse
## The following objects are masked from 'package:raster':
##
## intersect, select, union
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(sf)
## Linking to GEOS 3.6.1, GDAL 2.2.3, PROJ 4.9.3
axeheads <- readOGR('/thesis/Data/Databases/PAN/PAN_finds_metric.shp')
## OGR data source with driver: ESRI Shapefile
## Source: "D:\thesis\Data\Databases\PAN\PAN_finds_metric.shp", layer: "PAN_finds_metric"
## with 153 features
## It has 46 fields
## Integer64 fields read as strings: reference_ referenc_1 number find_year archis_ent archis_e_1 numis_entr x_coordina y_coordina area_size
borders <- readOGR('/thesis/Data/Geodata/NL/NL_polygon_metric.shp')
## OGR data source with driver: ESRI Shapefile
## Source: "D:\thesis\Data\Geodata\NL\NL_polygon_metric.shp", layer: "NL_polygon_metric"
## with 16 features
## It has 6 fields
## Integer64 fields read as strings: COUNTRY_ COUNTRY_ID
ppwin <- maptools::as.owin.SpatialPolygons(borders)
plot(ppwin)
![](data:image/png;base64,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)
axeheads.pp <- ppp(axeheads$xcoord, axeheads$ycoord,
window = ppwin
)
## Warning: data contain duplicated points
axeheads.pp <- rescale(axeheads.pp, 1000, "km")
plot(axeheads.pp)
plot(axeheads, add=TRUE)
![](data:image/png;base64,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)
library(spatstat)
h <- bw.ppl(axeheads.pp)
kde_nl <- density(axeheads.pp, sigma=h, diggle=TRUE, edge=TRUE, positive=TRUE)
plot(kde_nl, main="NL all finds")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdX4hkWZoY9nOzunt2R+rumdldxtplJSRHNFap0IsNhkjjJ79ENobyg9dGYMqSIBMs5EyzLnk9mp2Z7e1Zy9sGZ+5bBlhQGGSp/eAG05mvxpDxYLAeTLkwHbGC8YJh/8zOdPVKOzNdldcP+SdOZN4TcSMz/twT8fvR0Ddvnrhx4mZUVH35ne87RVmWAQAAAGi2rVVPAAAAAJhOAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8AAAAZEMADAABABgTwAAAAkAEBPAAAAGRAAA8ACcOj7WLM9tFw4gNO96YMnzqgCZb5KoanR3vbY3d5e3t77+hoOJzzE93XjakUe6crmwoAG0wADwB19Q+eNDLkztPwaLto7xz0+v34bL/f7x18/OmqJgUATSaAB4D6hPDzcrrXPuinvvnovdYy5wIAmRDAA8As+gcfWT19f6ef9NLf7DxsL28mAJAPATwAzKa3owD6voafPR8/0TkclFcGZ/sXCfjucRm7Og0Am0oADwCz6n1oHf18dX7t/VFwLkwHgGoCeACYmVJ4AGD5BPAAcAc5lMIPLzZpu7kX3vb23t7R6Wp+/3C1G9vNBnb9g3bFDm3TtpEb//71t4c3N6fb3q73gisedzqc6UYNT4/2bt3y7Yut8VZ0ywFYJwJ4ALiTZpfCD4/2ttsXm7Td6PXe7/d7vYOddrG9t36rCIane9tF++bmdP3+xQue8HovHnj7cTvt9vZerdB7eLRdFO2dg96tW97v9/u9g3W95QAskwAeAO6osSH88Gi7fdBLbtJ2qd87aE+KabPz4qPt9s6El91Pvd7h0aQH9ns77e0Pnye+e+F0b3vCrnjRpdbslgOwZAJ4AKhp9+Rkd/xMI7vZDY+e1IglL+RQCVBXvzf1dxaVr7fO/bq1jmHM6d6k3xvcmoL+CQDclQAeAGrrPj3sjJ1oYDR2+tF4ONrZPbneoW1wstu5Mfz5Z8uc/9XGcIMb9zHeRe64e6+n6OweXr3gwcnhzZcbep+MR/AV4Xt0hcpL3HRzT/vdw8Ho1ZSDWzd9nX5rAsByCeABoL7W/rNbIXyzorEb0WTn8Nlx93pftlb3+Nb8XwyWNLNl6BwOzo73r15wq7t/dnPRxA3DTz++Eb7vnkRXCK3u/lk5+Ro39rTvHD7db0U74bVa3eOzk90QOp3d3cPDk5PB4L6/owBgYwngAWAWt0P4ZpXCd4/LweDk5HB3t9PphN1v79/YVb313qPVTGwZbr/c0H18I/oeW3JwK37fPakIrm8tvJikf/DkdsP57nFZnp0dH+/vd7st+9wDcFcCeACYTWv/2zdL4RsVwodWq9vdPz4+OzvbsFRv52H79sn2wwnB9+DFjfj9ceUNa73/a+mL3Ppm/2CnfbkL3d7R6Ywb0QHABAJ4AJhV9ziLbnZjhsPh6dHR3vb2Tm/64Ew9em/G5PaN1e/VvwEIYcq6hVR4f7Ff3067Pcte9AAwgQAeAGZ3K4RvYDe7MDw9Pdrb297eLoqiaLfbOwfj25xvhvnUDEzM47f2z253B7zhci/6ouau8gBQRQAPAHdR0ZD+o09WNJebhqd720VRtHd2Dnq9yTugrZNk/nwJusdng5PDaVF8uNxVvnG/6wEgEwJ4ALiTim52vSasTj/d227f2pa80+ns7l50QJ/Sln2j1M/O3yyWr7pYd//47GLfuMPdzqRQvmk7FwCQDQE8ANzR7W52q3e6Nx68dy62ND87Ozs+1gF9muSeejeL5Sdptbr7x2dnF3vAD04Oq6L5m7vRA0AtAngAuLPb3exW7PYu8KMtzbnt5iZzicD69m7x498ejtoNjC2Pb7Va3f3947OzcnBjtcbYZnYAUJMAHgDuoVkh/PRE8fDowyas82+Mm83pqnYEHB49OUjH76d7Rbs9ajdQc3n8zA3zASAI4AHgnm51s2uQ/sGTUdPz4fB0b7s9IRTdRLfLIHo78YZv0+/ZzSR+6O0U22M7xg1Pj/Zu/Apglf32AMiYAB4A7ud2N7u6+gftopa6bctv70je7+1cPUf7dm+7ECzmvv0LmMsN3y5uWuU9G7/A7UUY/dEFiqJo7xzcuMjut/cl4AG4AwE8ANxXc7rZ1ZlJpzPWVC3ZuG1T1NnFPXR2JwzpHt8scZ94qcPBcbf2aACICOAB4P6aUwrfPR5M2I68s3syODv79tjmaTqih+7x2cS7djg4e/pw0gVa+/W2ge/sngzOZN8BuCsBPADMQ3NC+Nb+8dlgcLI7lmjvdHYPTwbl2XG3datsu/dhzRX662x010bnLm7aoKwVcl9sA3+5bdx4JN/pXF/p2KYAANxDUZblqucAAAAATCEDDwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZEAADwAAABkQwAMAAEAGBPAAAACQAQE8AAAAZOCNVU8A4C6Kolj1FABYiLIsVz2F1VjEX20bezNhXcnAA5kpikL0DsCaWdBfbf7GhDUjAw9kSUoBWBvF29+5Pi6/+GDu4zMi2jz/8b8+x6ttfe3353g1oAlk4AEAACADAngAAADIgCX0AADQDOrDgIlk4AEAACADhUZQQF4uWhz57AJYP5v8CX/x2s9/+NfmeM2tX/gXYVPvJ6wrGXgAAADIgBp4AABoBslyYCIZeAAAAMiADDwAwKXi7e/c+bHlFx/McSZsKPXqwEQy8AAAAJABGXgAAGiG81VPAGg2GXgAAADIgAAeAAAAMmAJPQAwg8o2b3H/tvv0gZuLeTWT05SOFdDE7tJweDoYhBBCu91ttVY9G2gOATwAANAog492dnohhLB7Uh4L4OGaAB4AAJpBAh6YSAAPAAAs3nA4vO+jWtbTs+GKUqUNkJWiKEIIPrvgPmYtU79zNXjqiZSXL1qdH3EDfwqb/Al/8drP/7+/Msdrbv3yD0KD7ufpXnGxKv4+dk/K4+48ZgOZ0oUeAAAAMmAJPQAANMP5qiewQN2nJ7vPd3r9yy87u7uP0oOfP+/1+yGE0OnsPorGPWwvcIaQAQE8AACwcK3u8dng8dGTnYN+CKHfe/7o5Nlxt7qm/XSvt9MPIYRH3z62Zh5G1MADmdnkCkmIzWu79QYWQjPZvH70Uy3/vbHJn/CXNfB/MNca+F9tVA38yPBo78nBRSq+s3v47Hj/dhB/XTCv6B3GqIEHAACWp7V/fDY42e2EEPq9g3axfXR6l/b0sIkE8AAAwHK1usdng5PDTggh9A922tt7gnioQQAPAADNUJbz/K/pWt39s3JweJmK32lv7x0J4mEyATwAALAi1tPDLHShB4Bs1Olepind0nq83ZC686uaD1la523kJrjoT7/3ZKfXD/2DnfbHu7urnhI0lAw8AACwYmNF8b3r7eKBMQJ4AABohnKu/2UnLooHqlhCDwAANEVr//js/cdHH33yIoQQHrZXPR9olKLMoEElwEhRFCEEn11spriaeqNq3WuVkRd3XVdYbmjZ8VTLf49t8if8xWs//xd/eY7X3Ppr/2/Y1PsJ68oSegAAAMiAJfQAANAM57LlwCQy8AAAAJABATwAAABkwBJ6AMjGWjauq9WgLvngylREUeOR0ULlVPe7pTW3q9N+T6e9DWEFPTCRDDwAALBop3vF/e2drvplwGrJwAMAQDPIwAMTycADAACL1j0enOx2Vj0LyJwMPACsUqoCfP3K3e9V6z52oTj9UFXufq+S8kRt/H1K0KfPp0bR/soL9VmO9f55trrHZ4OH2+2DfgghdA4HZ/utVc8JMiMDDwAALEdr/2xw2AkhhP5BW0U7zEoADwAAzVDO9b+Gau2fneyGEELo7QjhYTYCeAAAWFt3bvi+yEl1j69C+A+Phot8Ilg3RVk297dzALdd/JPCZxfZiSvA16O+vXj3+9FXUeXuWFV2mTg/65Ml6t6rK8NnzU/UmHyszguZaYP6eRXtL7Iefjlv2k3+hL947ecvfnWO19x6+Af3efiCfxDDo8ti+N2T8ri7yGeCdaKJHQAArK2m/kKktf/s8MVHL0IIn52Grgge6hHAAwAAS9faPz5e9RwgNwJ4AABohvNmZsuBptDEDgAAADIgAw8A8xQ3q4utR+O6cXFLtq3q03FbtbhV2937wE1wPT7R5S75pDUmH/eKm3liVxdNPrDGBZMTm/XF3tEmvbFXSgIemEgGHgAAADIgAw8AAM0gAw9MJAMPAAA02elecWHvdNVTgdWSgQeAu9iokuDi6x9VnY3+FVG+WtpkxsWpiMpS80R9e2ysXLxOPfzYgysmUEvVzGuOrzWxJUn9QYit5R+KRVnxzxNoOhl4AAAAyIAMPAAANIMa+Grd48HgaQghtFqrngqslgAeAABotpbQHUKwhB4AAACyIAMPAHexln25iq/9bvRF3Cot/o3/1C5bMw2eXTE1/ZAakDif7Ak3awO8+JqVzzVr4zo2jyX0wEQCeAAAYFWGw2EIg8FgdKbdblszD9UE8AAA0Aznm7I0Yzg8/fSjDw96/cnDOruH3376flcsD1fUwAMAAMsyPN3bLtrtnanRewih3zvYabeL7b2j4RJmBhmQgQcAppqplH0Bde93VtTIZ5aJWvex+vYH8Tei8Xcu+I9rnTcl6cp0a18Df7q3vTMWuHc6nUePHt0e+Px5r389rt87aD9/cXJ23F3CFKHRBPAAAMASnO6NovfO4cmz/e6EtfHHIYTh6dGTnYN+CCH0ezt7j0shPJvOEnoAAGiGcq7/Nczw6MPe5eHuSXk2MXq/1Orun5Unu5df9T60kp6NJ4AHAAAWbfjpx5fZ992TmRLp3eOrEL7/8acieDacJfQAUFfxzm9dH5cvv7vCmcxR8e7346+i463E8VWl91iJ+BKTffHzTt8Tvoa4Tn6sHj5R357a+/3ueZE6d6/OBBqqePs7q55CPjL72c5k8OIqfn886zr47uPd0OuFEPovBiFoSc8mk4EHAACADAjgAQCARWs/7FwcPP9s1nXwp59cFs93HrbnOifIjgAeAACaYZ2b2LXeu9wtrn/wZKZmdFHzu0fvWT/PhhPAAwAAC9d9eniZg+8ftLePTusE8cPTo+32wWXxfOfwqV3k2HRFWTbut3MAExRFEULw2cXSFO/+TvRV/MYbNZsqP//Npc1n7op3fzv6Kv7NfnFz6E3VdyPZ3O4+rdeKxMSKNyrOxyeLVFu+lMQky8SLHRuT6uo3j75kybs3pzvcEH/222FTP+Ev/nY77//qHK+51fmD0LD7OYzC8RBCCJ3d3UcPHz9+7+bAzz755MXz571+NLZzODjbl4Bn0+lCDwAALENr/2zw3t6Tnd5VYN7v9foXDeYn6uyePDuusW88rD1L6AEAoBnOi3n+10it7vFZOTg53O3UGt7ZPTwZlGeid7ggAw8AACxTq7t/3N0/DmE4HA4Gg4sl81ffvFhS3263Wy1RO9wggAeAm4qvfzT6YuvN0XFcSlq+Wt6EFmqscDo6LqYt02tEVXZ8/QczPC716saKheO7ESUzy63qMTOZ+c4kypjXoO6dWIPK1Zej1Wq1Wq0Qul3t6aAOS+gBAAAgAzLwAADQDBuXgQdmIwMPAAAAGRDAAwAAQAYsoQeAS8U3Dq+O3kwMeb2suSxW8fZ3oi9S7dzu+mLXp63aPJrVxcbuzD2WSq/PHR4pv/gghFAUv73qiaxaU/d+AxpCBh4AAAAyIAMPAADNoIkdMJEMPAAAAGRABh6AjTaqew8hFA+ujqYXP5c/+vVFzWnJ1rCgOn5FD5KjZrpOWSbOp8raK8cksqtr+CPgrrwXgIlk4AEAACADMvAAANAMpS70wCQy8AAAAJABGXgANtxW1XGRGJBxh+ixvd/zlvopVJ2Pa9eLuC49dfG5172nJqbWmSoZf8YAyyADDwAAABkQwAMAAEAGLKEHAIBmONfEDphEBh4AAAAyIAMPwIaLe4ld575Gv+Auf/j3ljmbxSm/+OD6OL+GdnHLt2Ircf76ZFFxMoRQRg8sEj3kNK5jtWwjB0wkAw8AAAAZkIEHAIBmsEoDmEgGHgAAADIgAw/AZitfV5z707+//IkwP1H9eWWRfKguUb85vlate+J5k9dchWKWhM2ss611cXXdtamBByaSgQcAAIAMyMADAEAzpNaGAIQQZOABAAAgCzLwAGy08ke/vuopMKOpe8KPFRHHA+J+B3UK4mfZ4/3mmGWZewn6TAXzEy4+dh0Zo9rO1cADk/g8BQAAgAwI4AEAACADltADAEAz2EYOmEgGHgAAADIgAw/ARive/X781cX/ys+/tZLJcD9XveXGmsklOt7Vul52jeuKxJipLzzxKuq8urEnenDXCXBFEztgIp+nAAAAkAEZeAAAaIbUnoYAIQQZeAAAAMiCDDwAm618NTqetUaalSsrS9zvU69eIwHa3Lr3NxLnp72xxzqfR3cgWY4dXzAxgeJB9TGTqYEHJvIvFQAAAMiADDwAADSDfeCBiWTgAQAAIAMCeAAAAMiAJfQAbLioZVf5+v6XK97+zvSn/OKD+z8RN1X2lhvr3zbjDl0raVZXS53GdXE/uamrsuO7FL3q1HLu+K6ONat7o/o4xGOixzb3Dq+OJnbARDLwAAAAkAEZeAAAaIYFNLErpi/BqFaWMy5aARZPBh4AAAAyIAMPwMaZWqaeGpCqXa9T985qrGWVdZFIwIyVpqfq5CvFde/xBVPjtxLHca37m9VjikS9PRcWUAMvkQ7rRAYeAAAAMiADDwAAzVDKrgGT+IwAAACADMjAA0Bd86p1j6+ztD3hFeqvqbhkOlWanhpf+f1oQFmjXj1VeD+2Kf1W5fnyT3anTGYD2QcemEgGHgAAADIggAcAAIAMWEIPAADNUFpCD0wiAw8AAAAZkIEHgNoKv/imacroOO4zl2pul3rs9bnUBVPXiMdEjy3K6jH+EE127v4Ak/iMAAAAgAzIwAMAQDOogQcmkoEHAACADMjAA7ARire/c9dHpn7ZXdQYkxCVBBfv/Nbo9MvvznadmZ7ziw9GT3rnu0ETpErKx8rR4/fkq8T5a+fVx2WiBr5IffE6euyX0fkHo9N/8p9VX5MLauCBiXxGAAAAQAZk4AEAoBnO1cADk8jAAwAAQAYE8AAAAJABS+gB4JaxpnSJFa1F6u/QGitgx66f6BO2SHFDu5RUo7upj9Uhb/HK6DjRuK6MG9fF79Woz1zlRVKN6+InTY4JlWPKH/369PFcKGXXgEl8RgAAAEAGZOABAKAZNLEDJpKBBwAAgAzIwANAbWN170XifDwkGlNW1y2XP/6Hc5na3NWpk7+m7n3h4rLzuIfC2Pn4AYl6+KIqeVOn7j3VrKFM1MZXPhFTycADE/lsBQAAgAzIwAMAQDPoQg9M5DMCAAAAMiADD8Damrkwe1S1W1SdDMm696JOPXx0PLZHN9xHqgQ9HpOomZ96wVqqL1j++FszXocQQgilGnhgEhl4AAAAyIAAHgAAADJgCT0AADTDuewaMInPCAAAAMiADDwA3F+i0V2N8cXXfvf6uPzxP5jflBZu5h6BzMtYs7q5J2PG2i1OnwDzda6JHTCJDDwAAABkQAYeAACaQQYemEgGHgAAADIgAw/AWsmjMHusbnlUTly8+zvR+avy4/JVxckwVodcfvHBPKc3UR53mJnEb8h71LeXL787h8lsuFJ2DZjEZwQAAABkQAYeAACaQQ08MJEMPAAAAGRAAA8AAAAZsIQeAG4ra5yPe33Fq15r/HI87hNWpp7r7r3EWHPFnBIw069TZzl36g3MnVhCD0wkAw8AAAAZkIEHAIBmkIEHJpKBBwAAgAzIwAPAlevS9Lg2OK5Xj3NjZSJRFte0FzXGlK/ib1Q9rxrjTTJzffs9Erbl1D4L3ntLV8quAZP4jAAAAIAMyMADAEAzqIEHJpKBBwAAgAzIwAPALWN173Xq4RP7w9eqIE7tLV819OX36lyRDNSqda+RjJ25Zn6msvapRfLMmww8MJEMPAAAAGRAAA8AAAAZsIQeAACawRJ6YCIZeAAAAMiADDwATFSnoV1IjJn1+pUNxkqNxBps5h5y1VeZ8eKzPuld30LJ915ZYwx3UsrAA5PIwAMAAEAGZOABAKAZZOCBiWTgAQAAIAMy8ABkr3j7O0t6plQ9/NiY16PDl9+besnineoxdR67EuUXH1wcLO+2N0GyHH0e+dJate6zPlFVP4Xk2Bq17izHOnehP90rdnr3vcjuSXncncdsIFMy8AAAAJABATwAADTDeTHP/5qlezw42e2sehaQOQE8AACweK3u8dng8CqG7xwOyplZP8+mE8ADAADL0dq/iuH7B+2901VPB3KjiR0A3Emy79eMl2lqs7qprrvZhXVtaFfU6CGX7D93Z4knrfNEdd6T1WNqNKub0xueKc43IbvW2j87eVHs9ELo7ew9llSHWWzCZwQAANAc3eOT3RBCCL0Pj4YrngtkRQAPAADNsM5N7MZ1n14tpP/IOnqozxJ6AABgyVr7zw5ffPQihPDZaehaRg/1COABgCnWs8S90sx173NfzFin7j0+PypNLz//1hyefnN+1s3U8LT5fLX2j49XPQfIjSX0AAAAkAEZeAAAaIaNysADs5OBBwAAgAzIwAPAosTlxPGu6VlQCz0mWfdeJ19aY5f16sdFW68X1XXvc5fdG3XdyMADE8nAAwAAQAYE8AAA0AwL2Ae+uKvV3olxp3uXk9qzaTwbTgAPAAAAGVADDwAAa6ss79qFAWgeATwAWdJi7T7cveW6XopcJ45KjCkX2LiOBtHErlr3eDB4GkIIrdaqpwKrJYAHAACarSV0hxAE8AAA0BQy8MBEmtgBAABABmTgAWAZ4rLz8osPVjgTlq6yrH3WmvZU0mV0neLd3x495ee/OeP1aYbXG5iBHw6HIQwGg9GZdrttzTxUE8ADAABLNRyefvrRhwe9/uRhnd3Dbz99vyuWhyuW0AMAQDOcF/P8r5mGp3vbRbu9MzV6DyH0ewc77XaxvXc0XMLMIAMy8AAAwFKc7m3vjAXunU7n0aNHtwc+f97rX4/r9w7az1+cnB13lzBFaLSiLOtsSQrQFEVRhBB8dhHLYlfzlde9Z3GXVq+IFycmEphjY+osZqwqd5/Tvu7ly+/O5ToNscmf8Bev/fzv/q05XnPrf/gnoVn383Sv2OldHncOT57td6esjR+eHj3ZObgK5HdPSiE8m84SegAAYOGGRx9eRe+7J+XZ1Og9hNDq7p+VJ7uXX/U+tJKejSeABwAAFm346ceXqfTdk5kS6d3jqxC+//GnIng2nAAeAACaYZ2b2A1eXMXvj2ddB999fBXBvxhMHgnrTgAPAAAAGdCFHoBsaMNWh7t0L3FvuVRDu7ExM14zOjvbxNgQ82lu2Ezth50Q+iGE558NQ43698jpJ5fF852H7QXMDDIiAw8AACxa673L3eL6B09makYXNb979N5MgT+sHwE8AAA0w+tinv81TPfpYefiqH/Q3j46rRPED0+PtttX+8h1Dp/aRY5NZwk9AACweK39Z4cfX4bj/YOd9kEInd3dRw8fP37v5tDPPvnkxfPnvX5/dKpz+Gxf/p2NV5SlEiwgJ0VRhBB8dm2m7Kq7yy8+WNzFs7sbeStSixZrFcHP8ETVBfPp4Yt8jy3fJn/CX7z287/1n8zxmlv/5H8Mzbufw9O9Jzu9/vSBsc7uybPj2ermYT1ZQg8AACxJq3t8Vg5ODnc7tYZ3dg9PBuWZ6B0uWEIPAADN0LjN2xek1d0/7u4fhzAcDomtRdsAACAASURBVAeDwcWS+atvXiypb7fbrZaoHW4QwAMAACvRarVarVYI3a72dFCHJfQAAACQARl4ABptEa3a4r5fC20FF1/8zs3GNKtrhLi33FhDu3m0B5uxcR3rbFOW0AN3JAMPAAAAGZCBBwCAZpCBByaSgQcAAIAMyMADsHGWVlU+a927cvc8pErWi7vmRVIPrFEbn3rP3LnnAismAw9MJAMPAAAAGZCBBwCAZpCBByaSgQcAAIAMyMAD0DhZlIKnNpNfn7r3qRXddi+v66451QXUxk+VemOnxjBnr1c9AaDZZOABAAAgAwJ4AAAAyIAl9AAA0Aya2AETycADAABABmTgAeAu7tO4rlmSzeqmZQLv0WJtfYzdhMQdG42pkziJ7l7qTsZPOu+73dyuihtCBh6YSAYeAAAAMiADDwAAzSADD0wkAw8AAAAZkIEHoBGyrrydtR5+9S92tsrthFVUaDdC6u6NnY+OiwcVJ5PiO/a6+nx8V1dxt9enAUQDycADE8nAAwAAQAZk4AEAoBnWcc0KMEcy8AAAAJABATwAAABkwBJ6AFZm9b3cFqC5L2rmxnXTfssfX2OsfVqir9v6N7SLG9e9GR1f3ZCixr+7yleJ8/GTxudf3xy5XBrazZkmdsBEMvAAAACQARl4AABoBhl4YCIZeAAAAMiADDwAzVDM+DvltSyoXolk3fvUTGBc8h2dXssfTbKDQHwTHkw5jk+O3epEB4FUoiWuh48fu/YdBzaBDDwwkQw8AAAAZEAGHgAAmuG1DDwwiQw8AAAAZEAGHoBlK9753tXRTBXXN65S43fQyoBZqrgevrI2/kH1gDJ684/9OYiK3cv4Db/ivd9j9n6fMx9awEQy8AAAAJABATwAAABkwBJ6AABoBtvIARPJwAMAAEAGZOABWIZR47oQRn266jSiq2OsWV3U92usT5jeUEDjycADE8nAAwAAQAZk4AEAoBksFQImkoEHAACADMjAA7AcUWHnqDR9q3pALXGte3w6kcBK1durjY/vwNgPYepv+aMHuo0hpG/I1Xu1KKcMCCGUqTENusPlFx+segprq1QDD0wkAw8AAAAZkIEHAIBGkIEHJpOBBwAAgAwI4AEAACADltADsCjFO78VfRH/yvhB1cnouEgsIo37e401DIs75MXj475fY99ITGyarFu1jTWrS7QPTDa0m3bB8W/UGLM2Eu/D8HrK4LEkSnyR14njhja0Y74soQcmk4EHAACADMjAAwBAI6z/mhXgfmTgAQAAIAMy8ADMU/HO96IvHkTfiUvct6pOxoNTV4+Oy9T5svp8bLYkV6JgPutMWbIePjEmMeKuD8xQ6o6lugZU35sadyZ+A5evom+k6uFX0HGgePs7o+f84oPlPOmGOFcDD0wkgAcAgLVVpNqCTlOWiV/SAasjgAcAgEbQhR6YTAAPAABrSyId1okAHoD7Gqt7n+2RiVxTnars+LFj/zqNr5nYansue7+vZT18bOpdyvpV38fM9fBXb9CyTnI1fjfH+8OvuO49pu59cTb2TxVQky70AAAAkAEBPAAAAGTAEnoAAGgETeyAyWTgAQAAIAMy8ADcRfH2d6Iv7vrr4Lg38ljTr0X0cbrrJJMTi76xNg3tYmvzQhYq2dDudTSo6k7Wes8kmocv60ejWd3yycADk8nAAwAAQAZk4AEAoBEsfAEmk4EHAACADMjAAzDJWK17SrIMOD4fjy+qTsbPmqgCjWvm47rimZNWM1WZRq+oTqH+WtbDU0edt8Ro8OuKkzUvuEjq3lfrXA08MJEMPAAAAGRABh4AABpBF3pgMhl4AAAAyIAMPAA31ap7ryUqWa+sh0/WtMezucd22StXWfy8TIrwm6CpPwXl7g3U1DcL0BSr/ocFAAAAUIMAHgAAADJgCT0AADSCbeSAyWTgAQAAIAMy8ACEMMfGdWPN6uJfE1c1tKuTaipfz2FWIYz/znqsS96crn9ni5xAnS56umZBY9hGDphMBh4AAAAyIAMPAACNYEEMMJkMPAAAAGRABh5gc82t7j1laj38WH37gis/k5ef+rvs6FXcKzsWzSBZmj51MqmXUSbOJyac/NEkxpCD8osPVj0F7ksXemAyGXgAAADIgAw8AAA0wty23QDWlAw8AAAAZEAADwAAABmwhB5gsyy8cV3K1I5oyb5uC57A1I5RyZmn+sYlrj72ArdmHHM9oEaDqzIxsfJV4oniLn2vq8doaAdLUWpiB0wkAw8AAAAZkIEHAIBGOH8tAw9MIgMPAAAAGZCBB1grcYl7+cUHt0821yKqrMcqvVOV4VOft06t+9izJiaQqnuP/i4eK3G/Gl88SFwkvl70wLEa+Li+PbpOXOs+VhsfqscsrR5+7q0Q1rF6//qPNutnHd+wwDzJwAMAAEAGZOABAKARznWhByaSgQcAAIAMyMADrK08St8XKrn3e43a+IWKJ1Ak6uHDVcl6XAM/Vg9fVB+PJfASe7yXX1YOGbsZqXr4uUjWuqc6CNRQ+eNOXSSLUuO5dwSg8bJ4YwIr5C8GAAAAyIAAHgAAADJgCT0AADTCeamJHTCJDDwAAABkQAYeYK2UX3xwfayJXdJc+kTN3GAsTqxtJY7jFm7XTeyiv6zHjlMN7SLxKy2iRnTxVlVbUee6sYZ2cUe7+DpXE571NhapV1rnbtS529fzScy8rHoVN6y8h1iNu1S8+/3KMeXn31rcvFiO81V01QQyIgMPAAAAGZCBBwCARihTq2k2ynA4HAwGIYR2u91qtVY9HWgUGXgAAGB5hsPTve3totg7HT99erS3XRRFu93e2dnZ2dlpt9tFUWzvHZ0OVzRTaBwZeIC1ou69YWr8ojxVAT6qgY9q3eMa+PCgYvBNcUX3q+p5nUe18UVcMR6NjydZvq46mSgdr1X3nniBRZ0XGLuqHo4nU0avLr4DITqfqo1fWj38zHep+j1TfP2j6+PyR0/nNj2W6Hz9M/DDo70nB71+CCGER2Pnt9sH/apH9HsHO72Pd0+eHXdl40EADwAALEEqSr9xvrO7exnbP+9dxvr93k47nJTH3WVMExpMAA8AAI2w5k3oTz+6jtI7hyfP9q8y6mPnB2f7UaL9+Onp0ZOdi2/3Pjx62t2XhWezqYEHAAAW7vST3sVB53Bwtj9aD399PuyenN0M0Fvd/bOT3Yvj/sFH41XzsHkE8AAAwKKN4vdfe79Vef7wafUK+e7Tw87F0fPPtLNjw1lCDwD3l2o8ljhfFIkxD6rOxyer+729kWh89WqsJVv8nbht25vRcdzQLn5s/ODrx5bVg8fUaMm2FU8gdRzfhNRzXTexixvURY3ryi+rj0Ni/Oob2tVp71f9fiu+8d9fH5d/+l/Mb34s1gY0sQshPHqvehl86nwIrfcehdAPIfRfDEKwiJ5NJgMPAACsSvthZ9VTgHwI4AEAoBHO5/pfw1wH6r1PxirZW+9dtZxPro8frbJ/2F7Q7CATAngAAGDRWu//2lUEv7MXh/BXJe6pHnXDow+rq+dhAxVluebbVQBrpiiKEILPrjqKt7+z6imsnVSld6pCe6xWOVHPPFYN/lY05s2bB+PH3yxHD/zF6HJvRaXpfxrV0/6giP7UlD+Ljn86Oj7/8+j4J9FxVcV4nbLwOhXdY6/6rcT5+I4lugxU1sDH9e3n0SuN78DY+bhOPn6BZeL8XdXqlZDoApDsDlCt/OHfn31+q7HJn/AXr/15+N4cr/kofC80636e7hU7V7H47smz4+tO9Ncbwd/cRi4MT/ee7FxuBn/rm7B5ZOABAIAl6B6f7F5m4fu9nXaxvb13dHo6HA7D+89ODjshhP5Bu9je2zs6PT09Otrb3i7aV9F76Bw+E72DDDyQmU3Oz8xKBn7+ZOBDkIGXgV+cTf6Ev3jt/9dcM/B/s3EZ+BBClG2fheQ7XJCBBwAAlqW1f1YOTg536/ae7+wenoje4ZJ94AEarU4WvfzigyXMhFvi3O+MWfdUBr5yTJRu/StR1v2vno9yy18/j3Yvj7y7FSe6R4/9QfxE8c7nycnEO6VfZfNq7Vcd35n73KVUzrlqEkWUIY9f3VY0OE6ij42Pjsey+3FWf6FSyZWtGscj5Q//3rwmxDI1r3X8grS6+8fd/eMwHJ4OPv3kkxfh+fPnYwMePXr08OHj997vdgXuEBPAAwAAq9BqdVv73e6qpwH5sIQeAAAAMiADDwAAjbAxS+hjw+EwhMFgMDrTbrdDaLUsnofbBPAAAMBSDYenn3704UFvSjf6zu7ht5++3xXLwxXbyAGZWddNhhax5dvU5nb2maulznZfY1vBxe3WEi3ZEjvDVR7Hjesevh5tcvaXXo02QvsLURO782I0yT+LG9e98XPXx//bg2jyYxuqJbaRG9tc7ep41m3kkhuhxVvHfaX6/Nj+eaNrVu6f98//6D8aPe6b/7Ri5mHChnmpVx01w5tLQ7sFbCOX0XZxKev6CV/HxWv/P8NvzfGa/2b4bmjg/Rye7j3ZmRa5j+vsHj471oceggw8AACwJKd72+PBe6fTefTo0e2Bz5/3+tfj+r2D9vMXJ2fH2t2x8QTwAADQCOteA3+6N4reO4cnz/YnbRJ3HEIYnh492TnohxBCv7ez97gUwrPpdKEHAAAWbnj0Ye/ycPekPJsYvV9qdffPypPdy696Hx4NFzY7yIMMPEDjTK1dvyFVyl55Pr54fKwefnZxrXKq1v2txPlU3ftozHXp+998PapR/8tfjiq0v/HlqEL7zagcPc7g/dwbowv+NCqu/htbP399/H+nJrYVXakyLVhEZ+Mi26gIf3x8/K+OWVMIo2u+E539WvTC37yaw7/9S/9sNK8//o+rL/dL/zj6Ii4vjyafKhyOy9TrNAKYpnz53ftfhPVwHhJ/fNbB8NOPL7PvuyczJdK7xye7vZ1eCKH/8afDfbXwbDQZeAAAYNEGL67i98ezroPvPr5MwvdfDCaPhHUnAw8AAI2w7jXwwH3JwAMAAIvWfti5OHj+2ayV7KefXBbPdx625zonyI4AHgAAWLTWe5e7xfUPnszUjC5qfvfoPQXwbDhL6AFWJu4bN2vjurk/qYZ2tcTdy+JeU3Hns1oN7VKN60bXf/j6skfdr3z50+uTv/DlqKHdO69fXR+/FbVSe5VogvW1rdH4X3rwevSNB4lufCEaU1Qu7I1OFsmGb4nTqU5d8XXOK49fhlHPuc+iHnX/zi/904uDL2t0ASv/+O9MHVO8+zvTrzPLH5yl/TEnX4toYlck/7hNUZapP9d31H162Okd9EMI/YP2dpiyi9yFaB+5EDqHT+0ix6YTwAMAAIvX2n92+HH7clv3g532QQid3d1HDx8/fu/m0M8++eTF8+e9fn90qnP4TAN6EMADAEAjLKKJ3dwT6ffR2j8bvLf3ZKd3FZj3e71+6PUmPiiE0Nk9eXZcY994WHtq4AEAgCVpdY/PysHJ4W6n1vDO7uHJoDwTvcOFolG/kwOY6qKWr5mfXbOWjqeqZ2ctlJ1LyXrqSdXDj9W9Fw+i46iOfesr0fmvJM5X18DHde9/9XxUdv4rry5L3385qoH/+qu4Bn40+I2odDyugX/5YDThP3pzNJnf/8pXr4//jwejif1hMaqTD+XoucJ5dHydIyxfV5y8i+oi/PJP9u5xzQUq3vne9XH58nvJccyuyZ/wi3bx2v/38OEcr/nvhm+Hpt/P4XA4GAwulsxfnbtYUt9ut1stUTvcYAk9AACwEq1Wq9VqhdDtak8HdQjgAQCgERZRAw+sEzXwAAAAkAEZeID7unOVeOqBdS449y3cZy3C36R941NbKKf2hE/VzI+O34ke+42ofP3tqKr8q2VFKi7eI/pn0d7O8dC4Bv5VNJnX0fg3oprYd6LH/uHYi4onH/2Dobyqk49vTDnrvu6h+nz5KjGmQdS9sziL2AceWCcy8AAAQJOd7hUX9k5XPRVYLQE8AAAAZMASegAAaARN7IDJBPAAAECTdY8Hg6chhGBneDadAB6Am1JN6VKN6zapoV0slSpL9aCqPv9mWXl61KPuJ1ujerc3H4way71KNKWLz//LB6O/6H+yNXrsT4pUDV1RfVxUNbeLnnRsQFX7vZvKVHO7URu/4hu/Nxr+p//59GtC/jSxS2oJ3SEENfAAAACQBRl4AABoBDXwwGQCeAAAYFWGw2EIg8FgdKbdblszD9UE8AD3FVeA39mspeN1ytTn8kR1Hjv3yaQeuKIC+0SRempM+To6rq70/ldRxfi/jErW/zw6/3Lr8u/oV1FNbFzH/lZUar4VPdGX0UX+fKvigiGEl9F1fnbrxVxJ1eJW3ZCxuvfE3QipMa+SU4ANU+fjZj0Mh6effvThQa8/eVhn9/DbT9/viuXhihp4AABgWYane9tFu70zNXoPIfR7BzvtdrG9dzRcwswgAzLwAADQCOvfhf50b3tnLHDvdDqPHj26PfD5817/ely/d9B+/uLk7Li7hClCowngAQCAJTjdG0XvncOTZ/vdCWvjj0MIw9OjJzsH/RBC6Pd29h6XQng2nSX0AADAwg2PPuxdHu6elGcTo/dLre7+WXmye/lV70Mr6dl4RVluTrMMYB0URRFCWL/PrkW0Z5upu959JhA/0UzXufMDlyrqCReKB9E3ouOtN6Pjn4uOfz567FvR8Wj8O9F1fjV6X3/tqi3cz0f94d6M3vlvJNpdxU3vvkx0yPtxdPwH0YrdlyHuwBcff1lxPNZ8LvHAsWZ154kx55Vjys+/Fdgw6/oJX8fFa/9fw38zx2v+++G/Dg26n8Oj7fZFMn33ZMZM+ulesdMLIYTO4eBsX0c7NpkMPAAAsGiDF5er53cfz7oOvvv4MgnffzGYPBLWnRp4AABohPVvYgfcjww8AACwaO2HnYuD55/NWsl++sll8XznYXuuc4LsqIEHMrMJFZILrQafqTC+puaWr99ZkfoFd5QcK6JVbEVcAx8dF1+JzkfHY/Xw8Wq40fN+s7x8rqikPkQPq+Vn0fFPouMfFqM/QXEh+3gpe1z3/qri/Hl8+deJwfEf1epa97E6+eSY6PTL71aeZw1swid8ysVr/1/CP5rjNf+D8BuhSffzupJ9xlL2UfH87NXzsG5k4AEAgIXrPj28zMH3D9rbR6d18vDD01H0HjqHT0XvbDo18AAA0AhrXgPf2n92+PFlON4/2GkfhNDZ3X308PHj924O/eyTT148f97r90enOofPNKAHATwAALAMrf2zwXt7T3Z6V4F5v9frh15v4oNCCJ3dk2fHNfaNh7WnBh7IzBIqJIuvf3R9XP7o6eKeaGnWsEZ9QZKl76MRicGJPeHHauDjuvdEDXx1Pfy8MnLl9OOx8vWquvcQQnlV+h7XwNfY171erfv0P9rly+9NHUOm1MD/z+G/neM1/8PwX4WG3s/h6dFHHx70+tNHdnYPv/10X+wOl2TgAQCAZWp194+7+8chDIfDwWBwsWT+6psXS+rb7XarJW6HGwTwAADASrRarVarFUK3qz0d1CGABwCARijXu4kdcG+2kQMAAIAMyMADm6V493eiL+LmYVETsmLUhKz4xu8lrhS17Lru9RX38SqrBoQw3jBs1Lur/OKD5KSvJ6MX3SJUN66bNQkW/1jjdm5R77e4U9vYc6Z6y129J8dmWGdiiYZVZaKH3Fg/ufh9W9W4LqTe8PGbPL4D8QRma1Y3Ph42gjc9MJkMPAAAAGRABh4AABrhvJhrDXwD948D7kcGHgAAADIgAw+sv+Ld70dfPJjtOPWLzjitcZ0vSdUYxzXMZaI8uIa4Tl49/L1MrSqvLoyvZ6xy+8vqMXXq4Yur43IrMTqeeSrRlig7L1M18FEpe2Xdewjh/MuKk2NdIRZb655689dpJAENpwYemEwGHgAAADIgAw8AAI1wbh94YCIZeAAAAMiADDywaaJfXBap0uJZy4zvKFXTXqeUVz38zOrspj4ac59fcKdKzRPtD5L18MWN/9+S+kaiF0OZqHUfG/Nl9ZjzyvM16t7t5Q6z8AcGmEwGHgAAADIggAcAAIAMWEIPAACNcF7MtYndnAu/gNWTgQcAAIAMyMAD66/8/B9eHxdf+91ZHx0dn1cfj9p0zdbHK9V8LnU+1dxOQ7t7qe5lOGsSLJXnit8Gr6qHxBMo40Z3VZOplZ2Ln7TOG3imxnVh1LtuEY3rCqkFNpomdsBk/poEAACADMjAAwBAI8jAA5PJwAMAAEAGZOCBzVL++B9cHxdf/2j0jbiyONm2Ny4bfl1xXCZqjOekTm18qk5+6kVIGqtRn9ePtbKHQhiVl4cQigfXI6IB8fE9ulXHT1qmytenlrjfo+49Wes+1xbckJs5d6EH1o4MPAAAAGRABh4AABpBDTwwmQw8AAAAZEAADwAAABmwhB7YYHEjujGpNYypvl+vro7iznZTG4CtxtQud0GjuxtW9SO7ft4ifv9Ex0WNhnZxQ6wyOh7rzHfXGc6qTuO65Jj4fPVPpHjnty4OypffnXVq0BDn+jgCE8nAAwAAQAZk4AEAoBHOJeCBiWTgAQAAIAMy8MDmKn/8G3d+bPHu96OvripyV1T3Hpes1ylxZ0z80xnlvuJfcNfJiKVK0OPrRMdFnarvK2MzjAenitdTE47Px5N5EJ2P+zhMmVctM9e9J+78WNH+lLtdvPvbo7Gf/2adaUJDqIEHJpOBBwAAgAzIwAMAQCOseJ8SoPFk4AEAACADRVkubftXgDkoiiKE0KjPruvdp+dV9z6vrdrnUg8/657wK9lnfuYnLWoUWo/UqIdP1ro/SIyJz08tTU/Vq8fnU5Msq4/LV6Pj859F53+WOP9l1WNrvOFr3eoaLzApet7RHKpfqf3hm6+Bn/BLc/Ha/7s3j+Z4zf/yy/2wqfcT1pUMPAAAAGRAAA8AAAAZ0MQOAAAaQRM7YDIZeAAAAMiADDywPmq1RqvuUhbKl9+78/NWdsZaRO+31PjUc829V1xqAisxv2550zqxRZ3Xys9/c3T6a/8oGvNmdPwgcT7+O3dq57w6Eg3qaklMoIz7ycWvvGp8+br6IjNLtfFLnE8+9kr8c7zXxGDZzotEp0yAEIIMPAAAAGRBBh4AABpBDTwwmQAeAADWVnHXZfk2kIcGEsADeZu5zLuyyPnGdaKi2TvXxs+rRDz1AuPrp56r8rF1iucXberNqfOq7zeDVI309b9WR//ejevex67x498YXeMbvzf6xtZXoou/FR1HtfEhPh67anR8VWE+9qZN/Hs6/nf2zP9WX0nNbVzrXqPuPVXKHt+P64eO3THVguTkfDV/HoFsCOABAGBtSaTDOhHAAwBAI+hCD0xmXRkAAABkQAAPAAAAGbCEHuCWqAPWwrupVZlXb7mpk7xPQ7t4/Nzvxn0ueK++hled0sqX353tInHjurEmdqPjN6Jfmv9KWb1K9kfR6ZfXTexGByGEV6PDVHO7WvWu8fjX6WErNda4LrGuOB5zfUPGTjb11UEV28gBk8nAAwAAQAZk4AEAoBE0sQMmk4EHAACADMjAA1maV5X4ciaQqui+z6u4c3F+qna9Ttl56kkXWg8/q1knMDb5l9+747MW0d+nxVvXh98sH1wf//XzUTH218+jUvbIF1uj8T/YurzmIM7IxeXtRVwPn6r0jmvd4+ra+Ph19fFYLX3qOnOXqnuPzo/dkGhiRdVJNcVkpUy1ewAIIcjAAwAAQBZk4AEAoBFeS8ADE8nAAwAAQAZk4AEWbpkV+wt9rpXXty/CnF7UVuXxL0el4794/uX18ddfV9fAfzWqk7/+K/pnW6O/rH9QjIrk0zXt0fFYbXxi7/ex49Q17yzKJ6b2dY9f1NjxmzWuE0/+esDcXwUsiS70wGQy8AAAAJABATwAAABkwBJ6AABohNe2kQMmkoEHAACADMjAA1m6bjw2a8+2WTuWLbP/3HKsZSO6lSv/+G9fHxff/J+i70xPpr1VVndZ+9r5ZaO7b2yN+rr9INEtb+yJxi5Yo3Fdcsw8WsGNNZyLGtRtRQ3qiq9E59+KzsdN7BIphyKe/FWbwDK6G9HEi3d/ZzT282+lpgwrdC4BD0wkAw8AAAAZkIEHAIBGUAMPTCYDDwAAABmQgQfyFld0L6JePVUxnldtvLr3pYrKyH+/GFV9vxtVfb9Rjiq3vzqt5vWr0eB3opLyl0WqHj4qNY8eu2DRq6hT9771c9Hxz0ePjerhi/hfKamUQ2UNfPU/b8of/XriItAUrwsZeGASGXgAAADIgAw8AAA0wrkMPDCRDDwAAABkQAAPAAAAGbCEHlgfy2zVNvW5VtXlTr+61btupTbeZ+6fPxj9nftvFKMWbr9w/ur6+I2oJdurq7ZwXya3lSpmO4466oVwHk04HhM/Nvotf9wM73pIGV2kVuO6r0bHP195/DfK0WPf+/Kn18fvRHcp9qcPRtf/fx5cNsAbbD2oHAzNZxs5YDIZeAAAAMiADDwAADSCbeSAyWTgAQAAIAMy8ABzs+i6d/XtWSj/+G9PHVN8859dH3+zGFVx/2LV4D+Ljv9VVCR/45LRYaIcfeyh0fmxhF80KK57j2vmr3/7P/ZE0VWSde/VNfD/3uvRxf/6Tz+/Pv5LP/vJ9fFfPH8dTWX0XC+jzgL/2lcur/nWV/7i9cnnf/x3A+RDDTwwmQw8AAAAZEAGHgAAGuG1BDwwkQw8AAAAZEAGHmBu4hr1+9TDq3Vff+WouvsPo7+L/zBVVR49Mjo8rzxf/tF/OrrEL/3j6Hp1auPj/d7j68eqzhdx3ftb0XG83/vPXR/Gde//1p+/vD7+yz/98+vjb77+8vr4L4RRDXw83x++Hj3vG1c3pPf530nMHJrulRp4YCIZeAAAAMiAAB4AAAAyYAk9AAA0wuvCEnpgEhl4AAAAyIAM/P/f3t38xnHedwCfMfUaKZbjxErRJmkb7AqtqkPTQ1ss/4Bi6YtOSZsiUNGXV570XgAAE5tJREFUJYoU4KKJDkGdFxT2pUZQMgiQctEchF4aISh00fLQHoICXDQ9pGnKKoZ3a6BI2sayk9ix7IiUyOlhlzMjmVqSDl/mx/18sIB+O5xdPUtY6/3u73meAdgXNqJjjOz2lQP6i14ptnNLn/rb3T34gU3vyhvX5RvglU4obVD3YF1sYje9UbQWL919I6/LG9f94vpqXp9P1vL6dGnruuJokqSlHe1+f/XTD78EiOa+Djwwlg48AAAABKADDwAAlbDuMnLAWDrwAAAAEIAOPABMhmy9fOcR9aOUvvHP18anJ0o/L697f1defiQrHvjrq8W69w+s3c3r96/fy+snk6J+PCkGfOyBRfjFp5ffyT6zg8FDGNbAA+PpwAMAAAdpsLQwOzs9PT09PT07u7CwNNjm/KXZdGh26UDGB5WlAw8AAJVwfwLWwA8WZq+0O738fq/XSzrtdqM1/8zVuWbtEEcGEejAAwAAB2GwMF0vp/dCr9OeqU8vbNeKh0knwAMAAPtvsHClvRneG635bn+o22o0hgd77fq0SfIwjin0ADAZsvulO6U94bLyJnblje5K0vImdpt71z2wcd3pvCxvXPdbd+/k9QdXf5rXP3d/La/PJcXATpYGtlGaS3w3mcrrX8s+v/UgIb57R3oTu8HN66P43pjvL8/ls+Vri8vNq0uzV2Y6vSTpdWamk+7yYvOwRgnVpgMPAADstyK/t56Ze3ite625uNyfHzbie50Zc+nhEQR4AACohPtJuoe3w341D+nf2szvl7dur9fmigzfrptKD1sR4AEAgCqozS13W8NSGx62Yg08AEyE7IefzOv0PV/c3YPT41vU+WL4JKlnxSeKj6y+mdcfWn0rr3/+XrHu/X3Zvbw+U1p4n5V6hndK9ZulNfBwhB3tNfA701zsz6/U270k6bWvLDy9/LbZ9jDRdOABAID9Vr842mu+c2P87PiiDd9r12eXtOGhRIAHAIBKuJeke3g77FfzkNrTH91hgh+24Ycnd2ZkeCgR4AEAgH1XSvAz07MLg7Gx/IHV8PWZzn4PDoKwBh4AJk72409te84D6+TT0hL0rdbAX7q3mtcfWCtf771Y6/5UVqyBf3dp3fuxpLgQ/d1Sa+GN0rr3V8uL8OHoule1rvneqs1dm79eb/eSJOl12vXOrW427nrvzcWsm0zPdHoHNkCoPh14AADgINTmlvvdVmPH5zcXd3c+HHkCPAAAVMJaku7h7bBfzdZqzcXlrN/vzrdaF+s7Pr/baojxkJhCDwAAHKxarTk3bvb8285vLi43F/dvPBCGDjwAAAAEoAMPAGxhJxvd5f708a/m9ZOljevObdzP6zPJRl6fKNX3SxN9yxvX3S5tkvf940Vd9hvnv5bX/5aONsbLXv74zkcOlbK2/SlHz2AwSJJ+v18cqdfrSVKr1Q5vTFBZAjwAAHCgBoOlm88/295uh/lGa/6Zq083ZXnYZAo9AABUwtqe3ipqsDQ7ndbrM9um9yRJep32TL2eTs8ujL1oPEwOHXgAAOBALM0+dGH3RqNx6dKlt5+4stLp5ef1Ou36yq3u8m72vYOjKc2y7LDHALALaZomSeK9CyrrK8f+Oq9/Yb3oAr4nKdbDTyXFP+E3S+veX02P5/X3jxXr3l86dSavv3nqbF7n696TJEk23hr+mb3yx+9w6By2SX6HH7729z/1tW3P3LmXX/lYUq3f59JsOtMZ1Y357rW55jZz4wdLC1dm2ptBvtXNRHgmnSn0AADAvhssPLuZ3lvdbHnb9J4kSa05t5x1W6N7nWfNpGfiCfAAAFAJP0338lYxg5vXR630VndXjfTm4maE712/KcEz4QR4AABgv/Vvbeb3y7udB9+8vJngb/XHnwlHnU3sAICf1WfO/E1ef6B0XffVUqugfI334irwSfJGWnwa+cFUsQb+f0+cyuv/OFmsgf/W7Y/9zOOFinorqc56daCKdOABAID9Vr/YGBYrL+52HvzSjdHi+cbF+p6OCcIR4AEAgP1WuzC6WlyvfWVXm9GVNr+7dGH7je/gSBPgAQCgEu7v6W0ofaf2/NU1r86PevC9dn16YWknIX6wtDBd37yOXGP+qqvIMemsgQcAAPZfbe7a/PVRHO+1Z+rtJGm0WpcuXr584eFTX7xx49bKSqfXKw415q/N6b8z8dIss1UGEMmwJ+C9Cyrriye+lNdnN9bz+kTpn+1aqbn32lRpE7vjJ/N65dTZvP7HVz++5+Okgib5HX7U8T7/93v5pLd/N6ne73OwNHtlptPb/sSyRqt7bXEH142HI88UegAA4IDUmovLWb8732rs6PRGa77bz5aldxgyhR4AACqiWt3yfVNrzi025xaTZDAY9Pv94ZT5zR8Op9TX6/VaTWqHhwjwAADAoajVarVaLUmaTdvTwU4I8ADAz+pzp7+S1yfTYoHe2lSx1v1+6fhbU1N5/cNjJ/K68/of7tcQIYYJ6cAD75A18AAAABCAAA8AAAABCPAAAECVLc2mQ7NLhz0UOFwCPAAAAARgEzsA4J147uSX8/p0aeettdJmdXenik8ar00dz+uXSxvX/cOPPrFfQ4R4bGIHjCPAAwAAVdZc7PevJkmSuDI8k06ABwCAash04B+hJrpDklgDDwAAACHowAMAu/C19Plh8eE0zQ/eKa17/9GxYq3759/85JZP8kvnr+/P6CA6HXhgHAEeAAA4LIPBIEn6/X5xpF6vmzMPWxPgAQCgIialAz8YLN18/tl2pzf+tEZr/pmrTzdledhkDTwAAHBQBkuz02m9PrNtek+SpNdpz9Tr6fTswuAARgYBpJm9LoFQ0jRNksR7Fxy6W+kX8vr/kuK67i89diqv/2T9zw9ySEQ3ye/ww9eePHVtL5/0lStJ1X6fS7PTMw8E90ajcenSpbefuLLS6T0Q8But7vJic5+HB5VnCj0AAHAAlmaL9N6Y716ba46ZG7+YJMlgaeHKTLuXJEnS68zMXs5EeCadKfQAAMC+Gyw82xmVrW62PDa9j9Sac8tZtzW613nWTHomngAPAAAVke3prVIGN6+Puu+t7q4a6c3FzQjfu35TgmfCCfAAAMB+69/azO+XdzsPvnl5M8Hf6o8/E446a+ABgF3IPvYHw+JXf/NsfvDct8/l9epa0R547uSX8/ovVv9s3wcH4VWtbQ5Uiw48AACw3+oXG8Ni5cXdzoNfujFaPN+4WN/TMUE4AjwAAFRDlu3lrVpqF0ZXi+u1r+xqM7rS5neXLmy/8R0caQI8AACw75pX50c9+F67Pr2wtJMQP1hamK63R4vnG/NXXUWOSZdmlftyDmCcNE2TJPHeBQcpu36xuLN6YlQMPlgc/KcP5eVK73xe//NUsTb+G48/mddfP17ahWf9jVJ9p/hLf/ypdz5iYprkd/jha0/e99W9fNJX/yip2O9zUIrjSZIkSaPVunTx8uULD5/44o0bt1ZWOr3SuY35/vKcBjyTziZ2AADAQajNLfcvzF6Z6WwG816n00s6nbEPSpKk0epeW9zBdePhyDOFHgAAKuIIXwd+pNZcXM763flWY0enN1rz3X62LL3DkA48AABwkGrNucXm3GKSDAaDfr8/nDK/+cPhlPp6vV6rSe3wEAEeAAA4FLVarVarJUmzaXs62AkBHgDYRvrRvDWWZP++uXfdybXijP95PC/f+60n8vrs6npen9zYKD9lqS4m+tq4jolX0XnvQEVYAw8AAAAB6MADAEA1ZBvbnwNMMB14AAAACEAHHgDYRvZ6aSvoJze//T+3Whws1SfeVax7P7b6qAW9peNajlCwBh4YRwceAAAAAtCBBwCAitCBB8bRgQcAAIAAdOABgC1k3/1Qcefx0jf+P9lcsv76yeLg7dN5eefHx4v6sanicVOlTx0PrHsvWo7pE39VOlysq89e/+yOBw6R2RICGEsHHgAAAAIQ4AEAACAAU+gBAKAibGIHjKMDDwAAAAHowAMAI9lzzeLOr7yrqM/eK+rXzoyK79TyY+vffm9efy87ldc/OHYir1+aKuoke7NUl548u1+q7ebFBPKfPTCODjwAAAAEoAMPAADVkFkDD4yjAw8AAAAB6MADwER7Kf1sXv/yb3+4+MF/Fcvak3evFfXt08M/1779ZH7s1gtP5PXKVLF4/oXTZ/P6P9P14kk2Sk+YlY4/sAV3Uafv/lxx9I2/3OJlwBFhDTwwjg48AAAABKADDwAAFWENPDCODjwAAAAEIMADAABAAKbQA8BE+2Z6Lq9/9C/H8/r8v74nr4+dKKb13rk7+vDwveRkfvCF0sZ13zpTPOHXT5wq/qaNN0v1alFn90rDKXbwyn7yhZ2MH46UzCZ2wDg68AAAABCADjwAAFSEDjwwjg48AAAABKADDwAT7fc2Pp3Xz5/4Ul4/sX4/r4+tFeffOTb69v+VY8Ua+O+ePpPXXz9eHE823irV5TXwd4s6Wy/K1z+7m7HDkZO5jBwwjg48AAAABKADDwAAFWENPDCODjwAAAAEoAMPAIx0H38qr9+3cW/Lc157bPThof9Y8Sniv9NiwfyDa90fte699ORZ6bEw4VwHHhhLBx4AAAACEOABAAAgAFPoAQCgIlxGDhhHBx4AAAAC0IEHAEa+8VhpP7mp4kNC9vLH8zo9/3ebR1eLkzfKdWmzuo21on7kxnVajpCziR0wjg48AAAABKADDwAA1eAycsBYOvAAAAAQgA48ADCS3f7EnpyTS889V3rkI9a9azlCwZYQwDg68AAAABBAmmW+5wMiSdP0sIcAwD6azE+n+/d/t8n8fcJRpQMPAAAAAejAAwAAQAA68AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABCAAA8AAAABCPAAAAAQgAAPAAAAAQjwAAAAEIAADwAAAAEI8AAAABDA/wNO9fDsiI1gMwAAAABJRU5ErkJggg==)
data(Kovesi)
for(i in 1:length(Kovesi$values))
{ colm <- colourmap(Kovesi$values[[i]], range=c(0,max(kde_nl)))
plot(colm, main=paste("Kovesie_value_palette",i))}
![](data:image/png;base64,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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
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)
(int <- max(kde_nl) %/% 0.01 )
## [1] 15
plot(kde_nl, col=colourmap(Kovesi$values[[40]], range=c(0,max(kde_nl))),
ribargs=list(las=1,xaxp=c(0,int*0.01, int)), ribside="left",
ribwid=.04, riblab="density in entities per unit square",
main="" )
title(main="KDE (using Likelihood Cross Validation Bandwidth) of point pattern")
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)