Missing Data
library(aqp)
library(soilDB)
# example data
data("jacobs2000")
# fully populated
plotSPC(jacobs2000, name.style = 'center-center',
cex.names = 0.8, color = 'time_saturated')
![](data:image/png;base64,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)
# missing some data
plotSPC(jacobs2000, name.style = 'center-center',
cex.names = 0.8, color = 'concentration_color')
![](data:image/png;base64,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)
# very nearly complete
plotSPC(jacobs2000, name.style = 'center-center',
cex.names = 0.8, color = 'matrix_color')
![](data:image/png;base64,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)
# variables to consider
v <- c('time_saturated', 'concentration_color', 'matrix_color')
# compute data completeness by profile
# ignore 2C horizons
jacobs2000$data.complete <- evalMissingData(
jacobs2000,
vars = v,
method = 'relative',
p = '2C'
)
jacobs2000$data.complete.abs <- evalMissingData(
jacobs2000,
vars = v,
method = 'absolute',
p = '2C'
)
# compute data completeness by horizon
# ignore 2C horizons
jacobs2000$hz.data.complete <- evalMissingData(
jacobs2000,
vars = v,
method = 'horizon',
p = '2C'
)
# "fraction complete" by horizon
plotSPC(
jacobs2000, name.style = 'center-center',
cex.names = 0.8, color = 'hz.data.complete'
)
![](data:image/png;base64,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)
# rank on profile completeness
new.order <- order(jacobs2000$data.complete)
# plot along data completeness ranking
plotSPC(
jacobs2000, name.style = 'center-center',
cex.names = 0.8, color = 'hz.data.complete',
plot.order = new.order
)
# add relative completeness axis
# note re-ordering of axis labels
axis(
side = 1, at = 1:length(jacobs2000),
labels = round(jacobs2000$data.complete[new.order], 2),
line = 0, cex.axis = 0.75
)
# add absolute completeness (cm)
axis(
side = 1, at = 1:length(jacobs2000),
labels = jacobs2000$data.complete.abs[new.order],
line = 2.5, cex.axis=0.75
)
# label axes
mtext('Relative\nCompleteness', side = 1, at = 0.25, line = 0.25, cex = 0.8)
mtext('Absolute\nCompleteness (cm)', side = 1, at = 0.25, line = 2.75, cex = 0.8)
![](data:image/png;base64,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)
x <- fetchKSSL(series = 'pierre')
par(mar = c(0, 0, 3, 2))
plotSPC(x, color = 'clay', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
![](data:image/png;base64,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)
plotSPC(x, color = 'cec7', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
![](data:image/png;base64,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)
plotSPC(x, color = 'estimated_oc', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
![](data:image/png;base64,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)
plotSPC(x, color = 'ph_h2o', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
![](data:image/png;base64,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)
plotSPC(x, color = 'db_13b', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAASAAAAEgCAIAAACb4TnXAAAACXBIWXMAAA7DAAAOwwHHb6hkAAAgAElEQVR4nO2df3wTVbr/P9kf3/0KpagoAi5QyKS1afxREYRGEdhaSKtsQey9sle7Ze9mtGLTRauwVnZ16wpWsVOha6IL37p+8bsVIf5ohtYKiKZoUbsuaWqbifxafgtIobD37t7N94+ZJJPJj0mbTJu05/3qH52ZZ848mZlnzjnPec5zVB6PBwQCQRm+N9gKEAhDGWJgBIKCEAMjEBSEGBiBoCDEwAgEBSEGRiAoCDEwAkFBiIERCApCDIxAUBBiYASCghADIxAUhBhYH2FplUqlUtFs0EYs5ekZTrSPY2m9XsWjp1kuUDamyxEGmB8MtgLDGo6l8y3SnSytEe1steRrYPOYDQOqGCFekBpssOBYWq8JNi+wVkcOAKPN5fF4bEYAsFhJnZWsEAOTh2Nova+91h1Kopv1SegZlgslIi1Sr8m3tCInJydHcshgtts9Ho/ZQAFhSurz5QiDh4cQEVeN1AIAAEabx+OtYMIclCk1x1hjc3mLz6lxhbtwjtF3rN+XIwwapAaLDFtd3gp4W2zhzC2nxubyeDwuG3/YUsXIVCuUyW43mwxUFBq0OpyNktL6fDnC4DG49p3oCAYlqiOEWiSgBgt3OPoLhKjBxIfjdjnCQENqsIi4nK2SPRptUB2Wo9VEOhwLlKnSCACObn8dpeDlCHGHGFhEhBdY9H4HmxxanS5EONw3WFqv10cc64rr5QgKQwwsIlS6DgBay6tZDgDHMlXBjnVY8oXRYE44bCzs97CVRovWVl+/ylugLl3UXYvn5QhKM9ht1ERHGS+itHhxHyz4it6jxIuYfJAaTAbKZHfVGIVXPsdoqwnxkhtrbD6JnJpYwy4Crogco81lNwW4G+N7OYKiqDwkLyKBoBikBlMGjvFG6wajJ8NWwwdiYASCgpAmIoGgIKQGIxAUhBgYgaAgxMAIBAUhBkYgKAgxMAJBQYiBEQgKQgyMQFAQYmAEgoIMlIFxjD6afH4hxIRkgH4GLC2gjM4B0VAJEf7Uf4UT9iaLlU6Iewz0Teeo8iJu+eb/Bu9cMvVnUWvE0pryVoSebCEjxnU7kFMjDSiX52ivOXjnhJF01AVE1plj9JryVkExjtFryjUqZ0yB7Z4DL4Tcr0p7LLoCYlC4vzf5X1tLgnd+b/GmqAuQeTE4Rq8p19k8dgMAllZp9Oi7khIuPJIbvDPl5ZaoC+ibzsrXYCytUoVI/xetmMvZGjjdcCCQ1ZlrbGiF0SY8bMpkd9XkDGb6whgVTsybDLa6vDWnpkL4aBkqanJay6sHNUVk33VW2MBYWpVvyalxhZsrKCvGdTsGesJuNDpTJrsnoLqi0nWBmTMGkJgVTtCbDIPZ44m1wooj/dJZYQMzmD3R3KPwYi5na46jakC7OlHqHAhrtWDgKwGemBVOipvMMcXiumEQ6JfOCe5FZK0WtKLIN5++0qlJmK6uCJbOt2BQH34fCVA44W8yS6tUKk15a05NfeLUZzJ4dU5wA5N+NAyFxsFuhgfB0qp8i79/k/hIFU74m2wwezwej8dV1KBJHFeiDF6dE9zAgtBoB9WZEISvXZ4siTGiUTjRbrIAZao0orVBmuc4oaGictP3xSM/AIgzb4alLx75fhLg+Y6ZqN3x/acvCkd1k/vikY8HGm0OLE4XEMP97otHPg4kdg3GMdIcnIPiUA4F/7IabYnk5opIWIUT9iaHViyxk0AG6ZzYBkaZKo0BjRXWakkIX4Lg0nIlS8MwksIJe5N5xfwrW3BMVWIoFoEgnQfLwIK/TqExmD025Ps8yNbCQawx/DpzjQ2tQGu5JrHTRUWrcGLeZEExnU9pjbMyMdsLkXQmSW8IBAVJ7CYigZDkEAMjEBSEGBiBoCDEwAgEBSEGRiAoCDEwAkFBiIERCApCDIxAUBBiYASCghADIxAUhBgYgaAgxMAIBAUhBkYgKIi8gYmSvoaejsHSQh5TfZjpJ5EFIh+VLCYeUoMYFZDXwXu4fxoqLRDdLZJ9iDICkW+CrEAUj0BGgWTFI4OrJgc5Na6wx21G8MfDCUYWkD1dLAijLe4KyAq4anL4C/dbw4ESCH9UTnVZAdmbEFlA/inLapisyNZgLmerMFEv9LdHo83xCoYuILKA7Ok8LJ1vCTOBOEYFZAV809Qpkz3CfL8IGg6MQKSjcg9RVkD2JkQWkH/KshomLTIGaPN+WVw2Y5jPo80o3L1wX6DIArKniz6PYXSMTYHIAq6aHCAnJwcAcsLqIKOh8gIRj8o+RDkB2ZsgKyDzCKJ4zZIU2SaijzCVOH9DXB6PqybMw4soIHu6R+7VilGBAdBwAARkTxfJ9aetOAD3MFoNkwy5JiJLq1Q0wwFc6FRDXLfD978DIYgsIHs6vOsWhMslFKMC8gK+5k14Ims4AAIyp8s9RHkB2ZsQUUD+KcsqkLzImqBc+8rlFwjzeY8oIHu6fAc8NgXkBVw1wuH+aqi4gOzpsbeio7gJEQTkn3IUPYWkhCS9IRAUhAw0EwgKQgyMQFAQYmAEgoIQAyMQFIQYGIGgIMTACAQFIQZGSDq88weSIWqRGBgh2WCrG4pcHo/HhvzENzEZA1OFQnSciywQ8ugACET/E4athtE/ROU0jAzCwHWjqIACYCg0OrrFU8d8M+NoFgBL62l+FhrNCrPNBsEe5ZeQ7enpEW+mpqb6N9hqADPWtLeUqgF3nYne2pHV1hawrOhdS7cBx/Y3WzHroSmjAOD9zYvEArcZ/3j0nS2Ya5rgLfgTy4IICkh1ADyOZ8SbKt1q0RYHgHrWdu01wvaZ1637dlvE8g9Pm4van9+TJmx+9kTzqjf+r1jgfM96iQKjUpf3ScNI9zAKgUen34H1P79vqrBpf/QD0+ubfUdrXLap609t2S9szvr1Tfj9Xx56t9h7nAOwpr2nVC1sN5vqlmxa6S89iocoq6HsHfg/XS80/7sNa0vyJgt7fp5xvy+KSKVSyd4iHy6nAwWhDvA1m50CS6to1lOIVofW5fGA0WuslR6PmWP01SwMA7uAX0xNRNYKAIu3NrkBAPOZlsezQskds164HEePHgtdyuEtF6/At4eO9EsFDgBzSKTS03sCVawGcHIff+ljR15fcfDoYUkRBzOx64MTAIATbz9R9Ubn0X5poiD7M/HBBycBACfffPTZP3YG3Kt0F265/XIAwOVLfv3Tn/748oCT2WoA3kfkrjPlPt/RFXA8yocId12uqc4dQc2IArttx9LRtutEhPOjRKPVhdzPdTuEKGGDmV/iPaeogAKodF1UC04rQzQGFu7GsVYHAKxsW5mdmpqamp2dmrpkU4hVsU8exjUzCicc/PxiqNLP7seY2Uuucrdd6pPiggrVABo+OgMAOMM8/WqV61SgigAw9vPP+MKvfGDd5AnSMvRrDXPe+4p/Z2eurfyPzH7ooSx3vJh/5ztf8R+G21588heBGlrzqz6fmTYJAND2+3fe+VvAUTn7ifYhorm2K8tnqKGIKPDXFmQ/kz+D/cvJsOfLGrAAlY6GRg4Aa7WI4+6pdJ3QYuQYfcKkHYjCwMLcOI6pQmUFgK/al8woKT3fs/58z/qtJfqg87888R16jx3D5XZ3qDrs9FlcOnwUV3x8RFq1yMO/PUVNXfzdLPjNLys1gcf52RETdh/eB2D8ZUEFAPjbjhPIbPvzDgDXXCsV4ABEfOpKC7AATFc/8eLezYuuLrnl6icWXV1iev0jsYTWqMPfJi+aA+C7Q0GnR7YfjqlCZRGAinfXzCjZ0tPTvqZkRkZGRrAezY0oYMoWh7ewyALr/rxjXcZjm9vfeDzj/p9n3P/zjPuDzpczYB+GiqIGjUqlyoctYP62wVzp1KhUKpWmoag+YZaajRxsD2BLScmWnvY1M9a09/TwDWWPx+PxuGqMRpvHBWBt+/qtJVPWtv92bcmUjIxx4jIBzJuWMXlu3by76+bdvewK6qm7lm6TCETWCkBPz7t3jcq4690eH14BmzHHCKDm3onGPzzjcTzjcTxju/cW3+mumhyjzRWhfFdN2ElMwuVtRgAz1vyW/3yc71n/Vftv+S5ZoEC7T7f29naRhqEFAm57RAFeQ9fWB11bc2ctKvpX26p/ta1qXJQtLiEnJycnp8ZlM/KaG23Cf+I70N7O209PT0/PlpKSgIfoVWBLyYyKihlr2nu2lCwBIJ5VAqBkRsmaLVvWlAjFBD2jLZEFfvHn1R2fr+74/J6ZxQ/+/XTt30/XSgTCvGZJj3wN1tgBrtmNrK21zeLdlMlsNrDVAN5u+vZO5tEFTfUoe/TzvQ+C/+p62fFF18GdpTveK93x3saz3O8CPRwcAOuq3Eurci+tyrVmX179YO6lVblSDdZWuCbgI8suyW5fFVpQonPsCDYkrtGpKzRQAP71zdrG+ya/tHPtv75Z23jfDLEAgH++sfSfbyx9b95V617k//F/+/ga8p6tjm+Ab+pe/Ilpl9vt+Ilpl0SA/2y763JzTXVud1OuqS6ygPDL5QUEDd//zWfvY3ol7MzfzjLPvf5ou7iu51pbW2e9NPp7854/embtow9Qn7/9xjX/b5PoDgBAE0ofx/N1bnedKffJ1lbvuZTJbIZXATXT8tRTLaVq5DH/DkDaa3m8bL5aPb9scUdjM4Jw1z0fXoADsDD3KvWUq9RT7liFpvX7gwsI95olPVE0EcPfWfH7N7X00VI1gJMIfDbHl+RJ/kQHKQDzvRvzF9yy/IoQ11+7BUv2Vt8htTC//VCTZlViFyNtHlEms9nAe0EOwvBsqWnyaebJuqpAAQC1T7fVnoBhWV7ZNedrNzb/Xvz7+BZm1hc1zQAm3FM25868OSvxRZAA/1pkLS4rzcsrfRxbIwsAaOSiERA07KTQ8MlZw6oH7vrkPdz/gLNhCXxfMbYawAcfnDx7fttnda/i4Scta268+OL/8d8Br5Mjj2mZ30SjrGXv3v/nP12qAAB3Xe7z4J+N91YD2LQkOzs7Ozt7ZdumJcEuvuyVbeEFAp/yul8tn4IQRDTg5CWygUW+s5L3D8C3dbksAp5NHNhyFF+t/QwTPqpYK97N2w8AqHSr8986XJ6/WqVbnf/W5wEn816QHacBuDf9GcZS+7NzEFjHdk7EW+3nAXDb96Ag7+NlmbyAr4ZcUDato1GcDknwk/gEgl6LLDkB8J1zWQGen666tegDzg2o//0B048BnIH3K8Z/43gXyET6yfumAjixH/6+pLiGVJe2lKoBuH2n+xRYuYl/vKmpqdkr29pEN5DW64sBzCjxt2K3lKwRCwCYMWNGWAF55A04eYlsYBSAnkB8x3zP5olN+zctWT4qdfmo1N8+0Sat/i07nZYLAIDjzrt2tt21sw3+BhIHYP1ZAIC7c+7rn899/fO524M66mXVxltvNVbfcXTLWukhcADWtvMdpN+uLZkyI9DLInhBGjvdgLqk1DQZwLcIrGMXLsu897OjHEAtyCu7BsAFABpRDTlVPWcl2Jquo2/Tb9aZ3lyTcSN/aZ+AWl36OJ6v7erYSpvqTKbnMwoiCwAwRCUA/lPQvecMqM5qYQDiLPMLu/BsfN+4zLY/fcgfPflm/rtT1t/pvwGRKii/Aj09PVtKZsyYMWNGSUlJSYnoGUFXaQfQUgba1BzS0Q+gpaUltABL6/V6AHNWfORzXzSt+Kgp4OxIr1nSE7mLhlC/3OPxeJ0cHgB8B2aW5qpZ86hfzqMAuESn3z/lx7fcdNvxJXnHb/vx/bcJTUQhMYPNCGBmbs6lVbmXiq79RVHupVW5lx5MF2nVAuBJ76WfzBjFuzoQygnx1Zopa9vXn+/5LfwddMEL8tJ9k40b1/7rm7X/+ubxl26eLCrfBmBdxdx18676ZcXSf76x9J9v3L1OcxUC+9+Ce2ON3mvJ6yHt4vf09PS0r/F/wyMLSG57hOcS2Q3j82Fs+2zpDQ+s+PzUisXT72A+2/T5qU0I7eTYUjKjZEt7CAXCPGWPx2bMqbEB2LKmpGRLT09Pe3uAm0R4BFu2bAktYDMabR4AfxfcG6tfKJ4yc7r+nSAnR1gFkhz5SI4wCN0DHsOyPJ+/9NUdnLiJaJiWptl56gA1OQ3ovPDtjuMAwHe9hS5c57fu6ZPUQMeZ000AzvSKzv4JgCe8G0/slQ5G+zuBpXOmlj5aCog7gRxThcp65FvuMt7QYOnCHDy4xPHTF0sxVyiSY6oA5I9LQcHktxqP4UY89PThhQ/m4dHN4qv44zZW2p9ACPxNmpXiEIk+CPzXcwYA7q6DrqsmLxiDH63i27C8k6P1f979TwDbN7xXdRCYfIUOeLXpa46vf0yUBVh062YAt7wOAFtv9Tnx/QLZ2SsBpG4CgE3ZmwBwfW/JdzQ2Iy9PzTcxoxZwdLMAmpqOZ+XfAXxrWPcrzYo/9/HKSUy/DSwaWADc8YtIPbHh+ORq0QGHlYUBQutl7MmX3JOkwUjRlS/qBM6pzUNgJ9D/eqkn31aJOv0SIOMaWN6G8HoJry91zSgg49dovv1pYOLlaGxD4Pt3pvgnkgtfWf+hePMfdYskAj8s3RZBQHLUhzpjsjpgB2Uym8stQmDXgofv9oWQvdr0NSX6xvEWKOb7C18TfwR7ggKRorcuXbqhFcgrLeNMTW7kqUPJ5OXlIU8dQQBAh82JXK1a1PgcDihoYHz9kJcyAhnXvNv1La5FZspV88YBQBG6P2Qa+OrFcOvYtz87DQ2yrhwzXw2oL0PLEfH7Ha7L66ugnti0H5uWB0Uf+F+v7031VjxfHuQ7MpRXoNxi+cF/iOor17ciAQIAOKpoAKmp2QhbAfufUbAAb5/zH/yJa0WHGwhnfkMV5QxMqB/SUkYAk1egzXIhpfOws+IIADi1OjidQvVyxaSV+Hz9mZEdnZ3LXcDJXgS+38Fd3tTUVHEF9c83lrIbm39/GJh4uQ54dQcnaf9ErkACRw4AYNyWoeIpZml9lQNArqnOzAjhvs2iYTp5DGa7ASqVJbgO9AkA0qNiAd4+H17wJxTevxzDjv4YGO8Xgq6o3mwKJ8PSjelmM7zNm3nTZswDjBQA/Gn/38ymn/D9KwCXPdcCAPgOwKd9iPiNthM4zNFV2lvzVS1lyDU1tzBqPljefzh2C4yM1z43bP+Vb9/8df8WLJibmwsAWYt9agwN+mNgukq72QBwjGghjPPAKJ8AQ+sbHLpKAFHUBgcL8iV7Jjfa+qEVISS8j6G5qSuroBRwz2daKJNpiWigq48W6K4z0VsRIADePATbCBKIjqzHW5g8PuK3uYWRtimSl/4YmKObZQF0O3WFBa0WsAA2vvf7CXd/nH30ofYJAArM9nSa5oWHcgMsqQjnA+yTBZoznkdZS4vanbppE+sfrENLSwtvG+EE/veYMhn1uOZmAByvxtAhpj6Yw+oC4DpxHhMo3dELHM5lZmfgDVBA6BhbwoATjQ+QJxoLVPNxXKJYEJ7m5mbeNsIJ/GuH1MC+N682ghpR/bZkoD8TLnXpBoPBYDBVFKEbQGdjZycyF+Lwi0dH518je3acYGm9Xs/3BuPs9j3uBKDX6/V0pDlFLM0oPv/cGwZx24aOKGZxhIb3MZhy6a6M+SGtS5duAJBXWrYYXOSreIO5goMVoxWIQBaVl5eXF40ayUV/DMxRRdM0TeuLndoCAJmHv8vMHqWZ8J1jwoSB9C7oKu12ux1AyUbfPLPz8SrcbrfbK1Ds72SKJ4teBFDliLgkZ5zgw5Q+WYziDb4I+r6EERnMdrsZANPS4vMd5DGMWKSPFthsyq2lzC0SGZFthBaQpeN5k8lkiqBGkhKmiejt2gIIHrvgnxmPpRxlv8kDgAV5H4tkDCIXn0IIXUFANy2ldmObZtkMvisIgGY4c3q17yf0I2qBZVlfJ7MFwJ491aNnNU08/avDY17SAkDl6N0r9Pqq/pYfJXzzbPves7pZE2s3fJL+8G3Y0FA1sQj8b4x6VmHY8Fmvl49p8ZtEHsNANCnTZ4FYbKZMdEdWFmpNCPzVJpMJHR0RBGRpaWHkhZKQsH0w3lWoUqlov1cnQccJHV9ceHQCbN6u4B5AW0DB5f8Jyzaf2L2Ub7xeAFKE07wfkbu+OLh+2uS0kCVbXQC48xcx+lrtuUv70ZsxcaLv6JRKuy2K8hHuVYv4FZNqsudcxUQ0HuvBxOt0h8/tAbQp1Xp9tKeHHcWSRWqBLfyrsGnTJsorAFgYf60YKOD9jfp1f3l9xU1qfMes+6ABY4r086JVIMkJ20R0dLMsywLIKlDXmUzNQLMpO7fODUDSN/nBf2wW/ymtsQ++KwjgXvQge7SvKwiggAr8CTeOrN3cvh3YvvmD2Tsv+H4C3wB7PwPLv/jWW6rQFBR3Mrsch7owqQCnas+NnO8fjMD+cOWfFO6PrxG7bLMv2cuFgJ/gE9jmSyXSGyCQbgCwYOENRejB9CucW//qxA2FOAigYIL/9H42IPtCaiCRj4oF+Jts/zc8sO6A++0P8G/32lfcjDd2KKRnoiHvRexodJdloMntRkZJVpe7ja8fREjmIHsHjhXHUUXTVgDonDCh7BpkHj6IglEafIeg6qLjq95Hx8N28gLGp2Ud6/VVcXwDbMfx3sxrr7Z84aSmafHFJ+tU4wBk6u+bjUMoqgfKM872QjdCjV4nJoWcKygpn/N2BX2NWN4C05dmY/MHvx9/J4RGrKiVqx3x8jaHZpEO23Y/N3a2X6CKBvDg4x/htjvKxkN78BssTtXgLP8b/afPGi1uQH4yve/pTeSIXAdGiuToZgGwn565Xn+T+tY0EwB814kr465hYhK+iZjOVw9YDA7zM7pqa5FRVoDaTd76YZAxmO0GALBYLH9YMArwdwXxhlCL+n7CEpxH1qjOFhfGa34K12v8TxCNJHQeufjwaDRfuIjRP848N/ZzHH+w/k2+g2Mpx4P50wBAO008i8nwyGwrQpf/4jFRNQcgvIX7cDgvrhgL2+lejJ2oO3nxU16AEppnrzx/Ny9Wxv+z8G689pq4fEkD0o2zfb2dAzDHcZ/9AG5NA75jHtmbufJe3L97gBUYFMIamK9+6MqYX6pGRsdWlKnV6EAUPVdfLFUEGZZmED7SCs9kpr4gxE3tAubIXTEk/ipu/Liyscg8ehS5KRTOw/sT+DGieVQa98UpjBvp6jqA0WkGHPhTdB+RcOV3QAPsQxQWLhK4iOtGfb17P8ZOuRv7X4tOAd/pvgYkJt5QiL9WHw6VeiEi/e+kRaFkK2C45+budQfcOFD9yDc/XXmv4Vr8KlBMOQUGlzAGJqofePduKd/HLW3BSvlf7oulUvlT6F4ERgDCKNOUcamncX1NhFDG985e/ljPodVQqVQ/m772yF4+HH5XH2xNXMXNTQFQ9thsABg7G28Jwb58A6xipwMTdcYUaHpOIGPEVFxANO6v8OXvBn74llB+ZAv3CXw99qpHxuC6E8cwe6QmSgVEpzsnThQ3IB24Adgjd/YAIbRyH/kAc+5MX/fBvilj8Ocd75AmYiz4YqkA+Ps2o297f9ypiqP/BPDB8R7XffoV/lGmXmCk6H9Unfiv03955plnAGDCkluXTp9+4969mL6wVvPuEaNFcrl+ela8/rHquUKeKSP/DzUDf4lHMJeshYsENuhHAnjkwZkAoJ+J96MYxBad/srCVIgakJ8A3+ebkLKRhBKaTbnPd/D/cgAYurEg7FgA3wYxBMYios7UNF8Uruu9ya+8fC8A4F5f8JTl/d3BZQ49FJ1wCQB5/r7NxQPo1VzxAwAult176MyUSs3XFuwE4Pjo5ZQ7to49terk1c+lAUDlNVjiLeHols+qNbDs2gVNxgTXZ7ss0jAsSbhw3GOFJdMrk4toIgnF8EG3qampxTRbrw1XqhtAlcNZCfB+S1EsojI/I2lRxMCEvoFBg3KLuG+z4dzIh6/t9S3NsN/qArD/Yi9SJmZcuHgA5zVj03yFjLlp9erV+M1vfnMHvoJR46qogKZ6CSoqXBpAmnRFUdpnFkr2ZH9qHUgFYiGaSEIxQtAtn9ah2wpwLF0NoNlk4sqYUnWzyQSGUQOoFKWI98UigmsE3M0maZxhuMjDIY8yTUS+b+BwAEhLudrXt+lEWhp6ARgMBlhfP4LurwHXN98gZWoevjFfGEWn+Qs5/UJm5psA4NIY58yB5ujPUD3nVsvRWlSj630l1B7aeINoow0UdFhZaNFQXKyrtMNiySvLaGxyg2pEgSTkwt8n72hsRga20nTW4y0ITHD/zzeWSsofyCHTQUQRA/PFUllUKmCEr2/zPoDjAEDTNByHUPQ7oFzTcwFTR07BhS5MTfMVcXPRlr1mA6BSqfZungNg85EjADDnyBGgrx6mcDkwkoXvL3xNXigMgdH0qM1tLDC3INt7B6WdtB58+PzzXVkAitDtAooq61FFA4B6fkZXU11XkH0BCMjJgcWPm/F8eP/wMEORGc0MrW+ArqgwVDjiOC3wN7M3UtFSjmU5swAgbdZWkVR8QxkHayg8XmzEXMmeZdgZ5bmykYQBnTTsPnHirnk/7mkDmrQFBXB2ayhTvbZcA0A9P2MrjdBhvL5YxPno4tTqUnPGyuzo9Au0cKmPJPmJ14xmrxeep8JupzhGT8dBQeUZyhNAZSMJpZ009z4AaN606e1aE0UJI5UmoBwAkLVYFOkufASlsYhMKQCUAqHT4wQT6Ibp7y9NVOIwo7kJwPbWNWNydlLfLueuAmCiALicCOuESihiz1mQ7E1QnsidNHdzXS3KmL7WLd4K6vaNXZuWZVA4X7ux8y2M/nWB35ICplSH8ZEkL/IGFmFMXZjRfPYixlybdfqSG73XUZPQAoBj9FXaejs05XHUVYr34S12HFinS8OBfTvGXr9shOxp8WfQ0yIo2Enzkr1kZfisbZFeEr6C+rgAt288tmnCYRTM+PiaYw89HcIPHMFHkrz0Z41mnxe+m25sBb7+7CDGTL4bB186PfJX01EB0Prqwnq7gcVgMMoAACAASURBVIKS5gV4H97WqVjsOLUuRV4+Kk7uA9/PDNvJvABAT9NFhWZTdAv+ylZx3lS+/YRPDNy/AqOZ7oXYg33bz+mmZVA3ji/DeXb7YdyaCZewSI3EwoeYj6RfTUSfF76oHii/7mQvbh1BobcDQmJahw6opq3KNxH5h7fz5PmMsWm4eBzo3en4Ji4l2+32wE6mf6LX4ePtAOzmCkZPs4aonDGS3MDBI9eyAjES9YTLEJ20eOH44hhuHA+M0mRPRKN/IWyxhffZR5Lw9MfAJDOalz9wCwBMv8Xn2LL7nIQWpeswga6Tp5CC9//y1wxqFg7GYbKGeEazHcD+FstlufWXn6j67prKcbfjgJXvZIZc7T6+uFyuq/AjuD75KP9V1PwureGpL1vlz5IwiKG0QrDvgkzXxqPsVz24McNwzfiF2Pcqf1hq4X32kSQ4iodKKdob4R/e3LSp+x2n9gN3UTeA2xfH8vlO5sG/X8BlaZpLvYdxfurlQjef72QOwMQdV7XmY8tc5Pxyke3Oj7qFnTlhF11JOPgK6qGn9+DWWWXjjj70dJtr4ndvTbgeUY80BMExek15K4CcGpfdRHk3jTaPObom+wCiuIHJrpwQC/zDW9X6V0y4YR7O708ZueymUU9H/+BYGsDi1j1IHe93kwDgY028ncxvjnG4jJoLrv7SqOJxAE4ASK+3GwZkXpxGaxxhTIN20jnrq9DOBtRTbT8vqrptIK4dO94K6g/8bD1k/OE3AFAG/OCNfhfqcupsHrtvBbXqhiKXx06xtIpmE87EFDcwWWR94rL9h+f4oWrwtpEGePM9ed2Mc7cfem3BJOztZKnM4FVqt+bMwsUDEjcJTdO+TubUi+cxPmUSzrtATQTs+7sBWKtp62HH3nOAN6sHOGfzOK0xXr6WIEYX3oluTK5ffXl18ZxWxNcPoHSjMWRglEqlCqmAzAJ8XLfDUq6yCBUYulFUQAEwFBqrujn4P3u+is5o85gNLK23AhZLK4w2G/LzLQNT5Q2+gUWu4jxh1qeLEt7NuPNWzN1++rUxoWV2njyFiyI3yUkAEMeaLM26HQDG3V4PANBPuR0nrGazGSxNw9yer3o/A3d98e360UKBBy4EX6T/uJyW45a5wDeX2+ZdDhysfgYVvzNa4lyD9a2T1mxCoKO1zo1w4RcszSBMLKLv4apUqj6saulyosblMVHgGJrhCp0OhOwKe2s28FVbIVodWpfHA0avsVZ6PGaO0VezMChsYeHzInqzXuaa6tyAu85Ul4T5IIXV37jeLA1vXhebtneGlOw6eQrA+3/5a/PY6/ta/o7jvZnXXsWXv+MLZx86nd6bPH/P4f3AfufXrwRldtRU2ObZfjfPtfry7h3fAXC4vyw+VGEzRn+RPtBsys3N5ddh4MC/wGFlK3VFlRUopv/o2+OWviEcQ+ujTCAZOalOAAaznZ+j5nI6AI1WF1KK63bo+IWuDWa+osopKqAAKl2Xow03lyD+REo8Grg4b3LT4ToN4O33nO9pMiWH5o69em7a1LvQy7tJNP1yk3Qe+RbAu3sd7LWiVmIU9sPf5CYdHtxzOmTJGk3+jvyndmiKd5S7z5Q/9WUr0PqqJl866zReZD3e0tLSAoiTrgbTA+CxT5r2NjonYSMAwN1sMjUBzSb+Qyy8MAVme2Xo9z+AkIuvhhMWj57o0ikqHQ2NHADWatGJlo6n0nWObk44QR8pSbOiRDIwUQyLkBex2ZRkI4B82rP50yffg14OuEevvc4urcFWOfatav2rK+XqKQBSRi67SZqyRrb8eVTaQvR+AyzM1Gk6neKMZLL2w9/klsO92klCHduy5+voFYg7HVxzc3MzvMv8AhxL0xBZjsn7tf23yQBwCJUAttJ0YwFTqkZeWUZXkxvNjQAASgk3EGWq11apVCqVylpoNgCGiqIGjUqlyoctoEdlMFc6NSqVSqVpKKqPOkVrvImqDxY5hmXQg9MjuEl4N+Py153I1BrQ67pyxPK7R1a84j1sMAOW53S+NmGQm0QOcVaPPPRyKSOM00fe5c+yKLafiTh3CrjYsudQyKKch05jNLZ93Km9cRq6o1sozevFuWPbwY2LJsPusF2ne2RMCAHx8l/R/rRI88EaAUyfOBGmitF0Y6s3/KI5j8nzzmrxKbDinXfgjUXE9jZb9oyyWBcwoEx2jynsph+D2ePxDdlSQoYFX6oFymRXPPt0ZAOLMoZFEqcjE6Rz5GvIBCJdRB8DkSQzjv3Tjb1uxvX8UDgylwPAJKAbfSHs/GVpVg+tEQAmvz8N4/ZLZcPZD3+Tc7WTuD2n3cCiGzPxVR9qMN6L89Fs3LHt1Maxwk73aamAb/mvoG6SlCwqj1/bJNJ8sGYAeHn3bugdE4t+AQBqdak5I9fUnMfk8bNaAOFDPOXmn37NWryxiMJVuBNBFx6iRGwiSpYFUKtL4zSdIMLSCvudnQDs5gpUReoEDCQbMVfyF/25fBsyVztpES7y9pMRaD/8Tf6VrbNr9Bg1gNQRD94+UlLIMuyU/PlP55PXf31ep70aANC7fZtDXKGL2/lut9vtdjfViqYRSVxZja07njGZTCYATm2BBoCGMgmpOdTzM7ZuzSjLA5DHAHhk9uxH7PZC5x8BlKoBdak3xXrArJZz8wshxCKOBwCcZze2DZ8VFsMbWODCHOpShr+J0RTKLyykp8Om86fzs7KKX8G1GgAtQMuePfOdF3H+8K+cF6dopwHgA5EGztejGDL2473JL+VPe0k7Yor2ugdHAaMmiksI6QAI9gE4nKcAbHlr33vawFail47GZrU6L0/NdeFx8f4AV1ZGzkP1DD+5y2yiKJPZRAGUr6EhnQ9mAAxmu7g0flZLyMao44tjAN56Zc+702JvJSYN/Vm+SBY+Z7q9QrzvYoDEPS+8UHTT0boyANz5ixy/tMLh3oyJwmwTRl+lHbyOadyIwn5iREher5+yBBddwJK511+307E9SMC/tlAtygIXaI3SlRXBcsSo80olfT1eAcOCzHvR4wLuLZyVaW1LkLbJAKB4XsRX9nxNzbrOv/zPoX8CMP/CAByb8Nz7B4AuxyGMnlSAQ7XnRpZpAZzGAAYiIR5p3gZxTjRfQz78yj5cf30+zruuGvnIvaPu8C8lIY5Vfxy5SzqySmpNodcWiuzKUueVRlg5OdKkQVEsYj7OucaNKntw9O3+Jd2GODEYmKwLCwAwfzSaxMv/XPUDdIOm73O82YiyL/HsNsnSCi17DoAPRIK2IvoFsGIglowXiDnWJCa8XpYNfMZS6B4BgMkfLcKP2gIEhFj10h6+iS+ejRKX6Vhh54NJYxFnlAFAxsfL8IPhsb5KTDVYSBcWJHkRJ44MqKNmTfx16xE4Uiu/7DFQUD0rXVohd9Y0dH9ojmvSm0EfSJBlEHObDu3pWINObCkD/C6syfj2BNC7fdt+BOZFnDJqTMbZk5Llf+I7I/PwWXf90aMuQDMhu/KKEMG2/6hbJN5MtBQaiVAHyk7HijEaeJhkQQymPykDgmUczlMYiy1v7dPNnYm2w5K8iMHL/8R3Rmbldyn1WbcDsO//ePNlt8deYNxJ6uTbPDFO2YwlqUFSE1sTMd3QCizQT3Ft+5Z3YWGno6+FxP7yzR8vOH31U27XA9UxFhdvBrOCIgw28gbmbq6rfX5rB5D1uJnJC/DAhnRhPfZC3zQY9JRMBIJyyBsY3Ujx4dXNptw6tchbEMaFFX0gX7xo+u7C0nEpAA4f/7j+R3FuIrpcrqtce2PJh5EIyLbohsyCd4mGvIEtLhNqmDymJS8hc5EYL7UX7x+lwXkX0uvH4e0gAa6De5E92gFkGW7+Q1YIL8iVxl/eVHHbaOBc9TM7LAHhehqNZmPOZnE+jCtzgGQzM9ke1FBdYHLQGfwZzbHDd70isOyrUbsfmw1g++bdtVfPlh7O+eUdhQe2aV4FMNVWf7OjWGw/RqNxamA+jMurnorzD0g0JBOWmXAp0DmGLm5AFPO9hjHyBra1yV1aqgbgrsutpUIMKEV2ByWCA21JruAFWbB09gLg0cCjVxZNOlglJBH7Jr84ZAnifBg7Eq/6UsIj58sM6VuGz+2GWtQH55hifhEClUWp2Z9DAHkDa1uZnepvF4ZoOUQeZUp2/6zFYpmJf4nzYUy1JFYNppCX0psZ0oRuK7wL8FH8MnzuewAUNwBOpsCcjjA5OfT6m4+6udNXXA/AHSbQZ8gjH+zbE8gA6BR3tnQIaWi4nbsf6pAePePE5CLh7biypn5eYLYLm80myYdxo+1OpRVOHBxW4WsYMGG5/RCEOUen7hz3mE9YMtlsku6y8k96et4LiERzh57YPWQZCn0wWX597MvZm0dl4XwHMnbPhXShBMtTX9nqF9kOncOk0XhjW+DQd35+vjdY8akzAPDqNuliLEMTX2ZIfknsDPGE5b8BAMs+8/LDb2c+23ngP1X8kij+Kk7dDOCQtvIBF8t2f+ktsnf7tv2u2TrNNodrtg4ATbPmRMtjGG+GhYHxXa8IfJNfHJ+U9kMIX2bIAjgBBE5Y1gFde1/+88HxOP1CPiDE4DNqwJdZQOColREMjA/02TAGmD3qva97AaBwiFsXhoaBJdGS5MlBHgNsEsVbm1Fugbq0RZhAm7V4Gto2YbWtYzU4hm4s/5oNmZNDlw5rVVth8ycWjcYX6LM9Q7dgzFXXnfwWw8K+hoSBSVbQC57flWjRvQkFxzIAcnNzgyN1ghGW4RtXuzIw+XHInBy7S0rOXnHF7tveAaABfHPVFiy6On/svseAYWBfg2RgHMtUVzVECFtk43r3/3l0nXjzBxNWxK/sJIdjiq3pAFpaWvhInchzlr3TLgOqOEs570IUVXHz1W0r0Xn8OL+tUqnUev9cNQBACnBWgd+TcPQzZQDHMrReL6yGHgRLM5E98cXWdLPdbrfbAVi8iaYPAMBFyxdt/VOJ0A+4RmdRhfApy2NaStVw1+XmhkoZEGXm3WgyC7i7Dq7DlNgUTxr6VYNxTLE1nTcPlUpVexJlYwFhFvoFAFUOZ2XEAnwPFYAxBQe4tuXnUhZem2Ych7xpM1bvH9Bg3z7NXx4GZC0uY9qCUgZEGUsVObOAIJMxeUMGXns/Bh2Th/4YGNfoLKrwf+TKxoLbuXvZsVFLbtSUZQFANNmSA0lZmCFknE7rh0KxsWWstDW65GRABTyELdCXdxreSJ0yAPboQ6WqG5JkqfvBIl59sFFLcrPLxsrL8TQ0ciZvuo2K43g4TkoohKwFJjEGc6VVnw+YTLkdeLylFG5vEvcoQqWqUWG2U6yKREqFpz8Gxn/2fBbyUIc0uk+WSmexntbp4ABQPQ4H+p6ZP7KbhKUZRJsXeLhjMNthUTGMEGWqLmVKm00rI4dKqZsBUCazCRzLRDVGklzxcXGkXzWYwVxp1fss5A9Z4E5KRY6xDF3VAODhrt4NGdJUtUBRpdlkACwWFYA0SitZjUfGNgI7gRsvYtkIADgApKEXUXQCCVHCZ6gH0FjAhBpHpjQFhSiXr8IkAasYNmMn/fQiGsx2u9ls9mZ1peYGtA8NFdo/WtPNdjuAu537XvaGn7kBeA2g3xoj0PcFYNkIHDiwZ7Fj346TvfyevncCI3Hsvw+az3z65JlPzf/dG89yExuDwWAwVfAZ6sGHSsGbob4RADiWYQGKMiDIx0imk/lQZBxM7AVZsGjmAsBt/3TZyZQl2imPZADxNgAAQMpdU69fNiLuxQLA+r+PePbKmQDaez5t/P7Mgu8rcpVEI2KolBnYRGlQrae7dQ5EyIs47BmwgeaUJbPjNltB0glcdRLh/FxxIWckv64CslNnDot8gaFCpVKzVwJIFbz32QBAmfgWTLlFFaIQAgCFctMHOH/tnz7cFVm87xjMlc5iPU3TtB7Ac1F7L8XwY+UAQjb8ZMfKkwVfJJSpOaYlgPnJSu1b1pSsaU/SWUuDgiIG5jMAAMtOqjfEZ80jyRUCOoFpaQHtQ4PZrIkca3Lf4ru9vcQZf9/X+D/C/mMewCPtJbZ6LfDYpU/N/x33n6IkokiogkY69lW2g9d2IEQmDk3EkO4gfhlBlcXy0aKrAXhD0XxHFV5bUBJrsh9lUwAh1uRbAJWfdc5uFtwkfMPv2KVP1/8jJed/Tyn4IRDYS1zyj31P/iNlEi4cgvrZy5RVPL7wneFWC+DNWeSuy6W7soIlk67LxDH66nS72cD/qylvBYw2j9kQtDnIxKEGu7QqV/wXe4GxI3Ezlk0B92rt7Y+/ZdshLO768Pjgk1JyRuoK/tdIqKSDCtmpM59N1dGpM59NvVo5nQeKrMVl0nXb+rQGefREDlgF0O9GOEurNOXe1ChsdUORy+Px2JBPs0Gbg83gT1eJPc1odOsPjb/3oXvLvCGm40djdyMHEwXg2KVP3/3+zIXhz0zeuI3QkVBxgtbrHYCusj6cAN+IYGkmv7VVErBau/lLAPmq0N4ROfNmUehxafV8CmeuG0UFFABDobGqm+MQsAn/Kljemo2v2lhabwUsllYYbTbk51sUqvIG38Biz4rzP+/+p3jz+wtfk8aa7AiKNZk4+z5nsZ7WAVj/D/Wzl+HYpbDlJ7EPOnwkVEy46wDwPViW1vuGmd2AuH9WVKFhaH2DQ4eggNX8pbMf/WSbzePp1wttMBjAedNUupwOFPiPSTb98DWbnQJLq2jWU4hWh9bl8YDRa6yVHo+ZY/TVLAzxtjBlnByDTqCb8Q/zQohMN9v5NSj4ht/4y3TiAS7DUEkWwS/xyjAt/ALKahknBcfQej0tuFDDtfHcTX6/MF8+P8mlqdndbDLVuSEskw4UmO2i3uyoJbnZZVkpQEocl33TaHURNn1w3Q5dOsVrzFdUOUUFFECl63KUXKt4iBpYcKzJL/3tQwwh+4kvQqpDfgV6jhFP2/N5IIM8kXydmLW4jCnNUwtpp5obATQ0+hfRDE7mFS98zWDWatGlU5JNkZjO0c3xP1KvZ+JSkUfD4DcRCYkDZbKbAH4F+vTASUn8XEy6K2txQRn1Ie9gYGkaFdonA4oQ5eTgQ7pH734HYQJW44OhoqhKoyoHjDaPAYBk0ydmrrSqVCoAOTUuO+VSNDbBDzEwggSO0Vdp6+2aRrpbeihrcRlTqgbUJcheqc9fcQZXOvAsIM6JovbFUvFDNSwN9msL+IDVwOJiaURQJu8idKBMdo8p4Ign5Bq4BrPH4xseosx2g7CX/0dUYDwZsk1EQr9gaX11er3dRAV4IAGYxL5e9XwARRNnr7PZ+aGowK5d1uL5/g3FxzwTG1KDJbEXPu6wdJVDp4OwAn3ApCQmT+yBVANo0FbYg0oQ0k6pE3EVnkFBcQNL/Jl2Ib3wHz6zePkLLUfCn/UMsFpRtQYDb3NJwNeM4qftqUv5FZwF+OEmCdHk5BhWKG5gkqSFiHZceJBZ9OZNPT1bAahUqqW7sHkOAOwC5mDX0uk/G1TVBh93cx0AUxx97UOXSAYWISVl+Bn7FwHoabqoMLmn7Oeu99dPm+dg19Jrf+aacMeS6jlPwLj3yPvJMtCsDOq8UslKjLIj78Nk/nIw4Q0sQkrKwFDa9Wex/AqAHyHZ6wRgN1cwepo1KNi7DW/hPQiy8HhkGp1wR/Vevh6bE3NZQw/ZYBeSMkBKhJSUklDa5VfAvffzuds7WfdF9fRbAPADKQoOjweOgdYeE3a7Afe7HwEQhkq94h7HM+K/aK7QssG/buD0tfHUPUkhGQH6R5/c9CECsb2MvOfWzOVqYUoWo6/S1ivYRJcGy4+H+933btvwSeOXPeqFdwOI3cIf61yUmpmZmZkKYO8Tsak7JBgCy8QNCmENTBKILR4GkYyQLA8InjkNgB9IGViuKFp8W9nNwpc1dgtf3dnT09nZ2Sm8SXM2C+1Dv0AMhROGD+FrMIO50lkMwGTKpbseD/C9BobSrhe5P5q27wdgraZpWsFwL4mFP/il+OBhDI6FEwghiORFDJGS0us8MkhGSKZnLgcAzF9wC9pbzEoP3gcmZnzlZrj/JhzZvuEvAKzCUCmxMsIgk6yRHFILX3gbH+e24OG70fSa4hZOIERHshrYQDIEnGZD4CckKcTA5EniGc0A5GfgExSERNMTCApCDIxAUBBiYASCggxfA/Olzg7KKe0G4Ev8QiDEwnA1MG80IwBxTmk34K6jERTNSCD0jzh4ES97riX2QmLh+wtfC94ZPtz+DIBpxa9M/kUnvy3OKb24oKy0tAUrU/loxpAJ9gg8solHObayuKR2H4IXlRISjzIsknpOUzTEWoMplHW5T4SIQw0Mt2cOCZIcwP3pbQB/LroJGyQVlJB4jN9QOl45UYkqL6Iv8ajdbi+0Fvl3B0oVVW0r+qSn5/gnAGq9KaU4gNv5JXJnAxgObQSlmoi+Hs6qk5LFgXqhfA9HEm5vmgTuT6/qn3638eMz1P2/BECln2s9O5YPt5eEMvNJM4dnNGOUeRHFiUc12ssQJvFocX2HiQLggjez7+zN7baOC9Tc2XwabWXnNCUGyhiYqIeTd/KvGy8Kuw8ABw78FYPTw7mmqGSh6fYr+Q2m6txPb91RTNMAJKHMzabnAWy4b+oVP7wsJcSA8q6l068FsDiqaWVJBmXiPysuJ7QI/Ej5JgQ2Nbs/2erLi8hSJj7zTYjEowD4JHDe/32ZfQFcADAc2giKGJi4ApmrmyVeQzktbRYApWdkSsLt6Y/FB10A0uvt5jeF1NmSnNJ5TAuA3Rd+fvYfly709ABYuks4cxewa+nPUH0EAF7IHIomBm9eRFOopyNYUfEDowGAtaLQwDGBDUjRIs4NjRv5JHCQZvY98dALLgyPrB4D5kVMuWvq9cvGCisDPZX1sONSQ3GIhW16X972KYBYG5CBE2rMt/uPsE/vQhQTaoJzclw7fbpl7a45m4/wE8M6kRl2WZ4kJrq8iA+YAUxZsfuwVV/snB9Ygnp+xtatGWUA5r9S/uaZ3SvuHgfgD6I1ybZv7uqYAACKzmlKEBSJRRQvbnLgwB7ziFmiPMWnAGy5YUPnmwYAKpXq5dPg1252A7Dvw+yZaGNRRbOGmNLHS8LtqfsX8tleDb/5Jd5a3fdwe39ODmAXgMxtW38Sg3qJSZ/yIk548D2biWJpfb40o1vW4vnqtpVY3dnDf6X4jNW+zL4Lls5eAPzwkwNmc8gMvEMKZYJ9vfO1AKy4QG1Nw4EDwpGdDg7AlbDSdHeF2QTgkTFw2z9ddjJliXbKI/qZjwCPAbIu8vBeeH6YmKmsMBliaIG0bPgQPxEsaPpaVPuPrJ1+7RYAQ9C8+pUXkZ806NtJEo9KUKqJaPAuDrRVdzVEayjP1c0CUPQ7szlgNmTKktm6RzL4BmQvZLu/ERxcdbUA7OZ0a3FMzY9wOTnWTq89OgEAMjMXfxjm3CFPhLyIZBFnCYMTySFu3D/cJT5y6uFX9kOu+8uFd3CpSxkALGMNnXg2asLl5Hhi75Eje/cC6OwcknVYVKjzSuWFCAAGy8DEHogNGf7927e5HdcA/en+BgwTawoK4Wwc8h1oQuIzOAYmWR1Prdfxfo4Fi2Z+tEgHwBwxnUYEBxffeqEoQ2GACIEwOCTnjGZDWAeXWg0ADK1v0Fbah8EwCyHBSU4DC05643NwqUuBlSazfeg7gAnJwHCdrkIgDAjEwAhJCcfovcGsHKNXqVQqlYpf29y7mRiR+sTACMkHS6s05a3eLZdTZ/N4PB6P3UQBbHVDkcvj8diQnwgmlqx9MDGySdRUukiZ5GVPT64kbUkEH0IVjNyUQhaFHpdWL4TXcN0OS7nKAuTUuOwmdHtDTAqNVd0c/OE8HKPnrdJo85gNLK23AhZLK4w2G/LzLcL+eP02L/IGluCvl+z8zsgCMZ4+fIj8GvRvAb7+3luDwQCu27vlcqLG5TFR4Bia4QqdDoSMsuNrNjsFllbRrKcQrQ6ty+MBo9dYKz0eM8foq1kY4m1hMgZGXi8CYv5IQdHkrT6HssvpQEGFVtcdSorrdujSKV7eYwBYaw5f06XrcqDgtE/SByMkNyJvB3TplC8IgbVaBIsCAFDpOkc3J5ygH7hpMkOhD0YYzlCmeq1epcrn+1AAKoqqNKpywGjziNt7BnOlle/05dS47JSLDlNenFEp2ghUqVQHC/IlOyc32nwXValU//WctNn7o1UsaZoOJVQqVcgm4nB4yqSJSCAoCDEwAkFBFO+DTW60KX0JAiFhUdbAhkMjm0CIAGkiEggKQgyMQFAQYmAEpQib2h7uOpMJADsMppwTAyMoQ+TMX2UMgBgzfyUFxMAIihA581ep2g0gxsxfSQExMMKAIc78pQYwHDJ/EQMjKELkzF/81nDI/EWCfQnKEDHzV22uCUDVMMj8pWywr/zlSbDvMIAE+xIIBEUY/Bos5P7h8G0bPgznGmyQ+2DD4RYThjOkiUggKAgxMAJBQYiBEQgKQgyMQFCQQfYiEoYDw9lXTCI5CAOBgolHExvSRCQQFIQYGIGgIMTACAQFIQZGICgIMTACQUGIgREICkIMjEBQEGJgBIKCEAMjEBSEGBhBKcInHhXwrUw5hCGhUgRl4JhiazqfdVSlUtW5UaoGADefsc1dN7jaDRikBiMoQoTEo3xu3xhgaRUPXwVyjF60Jd0cZIiBEQYMIfGou64WZaX9LoVjqmDzeDweV42jiuHAVjcUuTwejw35NAvp5mBDDIygCOETj7rdQFetCYAlXxUSmZJNdrOBv4ROl05x3UIGbkOh0dHNSTZF53lrNr5qY2k9Tev5TaFGVMQeiYERlMFgrnQW62mapvUAmDzfAXVeKcMwDACjzROS6C7A0lXaCgNcTod4r2RTJC7UbL6qrdWhrfd4XDWOfGshXx9aFbAw4uQgKIXBbOc7YRaLCoC6lJG0C83SlLPRw9Iqa6HHTAHQ6rpFBzSBmz64bocuneLV8hgA1prD13Tpuhxo5A4zKgAAAkpJREFU+q2HLKQGIyQbHKNXWQs9gnn62qKs1aJLpySbvpOodJ3QYuQYvX7glk0iBkZIMtjq8lZv903PcDBUFDVoVCpVPmxmA6SbPgzmSqdGpVKpNA1F9aYBS4lPcnIQFGc4Z/YlNRiBoCDEwAgEBSEGRiAoCDEwAkFBiJODoDgk8SiBoCwk8SiBQIg/xMAIBAUhBkYgKAgxMAJBQYiBEQgKQgyMQFAQYmAEgoIQAyMQFIQYGIGgIMTACEoRPvGou85kAkAz7IDNLB4siIERlIFjiq3pZrudzz1a5xZ2uwG4m7oyygCYTYYBm1k8WBADIyhCpMSj7q6OrbUA6KFfgREDIwwcQuJRqAvMLQyAQmt1AqQGVRZiYARFCJ94FO4mzi20GANTgw5FyHQVgjIYzJVWvZ7W6eAAwOTB7bUl9XzQtAlAlbbSPtQ7YWTCJUFxSFYpAoGgCMTACAQFIQZGICgIMTACQUGIgREICkIMjEBQEGJgBIKCkHEwguKQxKMEgoKENCTZtZiHBqSJSCAoCDEwAkFBiIERCApCDIyQdLC0iodmAX5RdN+Kzf5NOiHmmhEDIyQZHFMFm8fj8bhqHFUMB7icOpvH4/F47CYKYKsbilwej8eG/EQwMWJghEFDFYbIZ1Emu9kAAFS6TpdOget2WPJ9FRjXjaICCoCh0Bg4ndNX0dEsAJbW07Se3xRqREXskRgYYXDwhCe6Ali6SlthAFxO1Lg8Ho+nHtUM53I6wogLNZuvamt1aOs9HleNI99ayNeHVgUs7P8DLR23ARRFUCcAAAAASUVORK5CYII=)
par(mar = c(1, 0, 3, 2))
plotSPC(x, color = 'ph_h2o', width = 0.3, name.style = 'center-center', label = 'pedon_completeness_index')
.b <- x[, , .LAST, .BOTTOM]
text(x = 1:length(x), y = .b, labels = x$pi, cex = 0.85, pos = 1)
mtext('Profile Information Index (bytes)', side = 1, line = -0.5)
![](data:image/png;base64,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)
v <- c('clay', 'db_13b', 'cec7', 'ph_h2o')
x$rel.not.missing <- evalMissingData(x, vars = v, method = 'relative')
x$abs.not.missing <- evalMissingData(x, vars = v, method = 'absolute')
x$hz.not.missing <- evalMissingData(x, vars = v, method = 'horizon')
o <- order(x$rel.not.missing)
plotSPC(x, color = 'hz.not.missing', width = 0.33, name.style = 'center-center', label = 'pedon_completeness_index', plot.order = o)
text(x = 1:length(x), y = .b[o], labels = round(x$rel.not.missing[o], 2), cex = 0.85, pos = 1)
mtext('Relative Non-Missing Fraction', side = 1, line = -0.5)
![](data:image/png;base64,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)
o <- order(x$abs.not.missing)
plotSPC(x, color = 'hz.not.missing', width = 0.33, name.style = 'center-center', label = 'pedon_completeness_index', plot.order = o)
text(x = 1:length(x), y = .b[o], labels = x$abs.not.missing[o], cex = 0.85, pos = 1)
mtext('Absolute Non-Missing (cm)', side = 1, line = -0.5)
![](data:image/png;base64,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)