[SYSTEMDS-611] Cleaning Pipelines version 1
diff --git a/dev/Tasks.txt b/dev/Tasks.txt
index f490390..9f9bbec 100644
--- a/dev/Tasks.txt
+++ b/dev/Tasks.txt
@@ -357,7 +357,8 @@
* Break append instruction to cbind and rbind
SYSTEMDS-510 IO formats
- * 511 Add protobuf support to write and read FrameBlocks to HDFS OK
-
-SYSTEMDS-520 Lineage Tracing, Reuse and Integration III
- * 521 New lineage option exposing cache policies OK
\ No newline at end of file
+ * 511 Add protobuf support to write and read FrameBlocks to HDFS OKSYSTEMDS-520 Lineage Tracing, Reuse and Integration III
+ * 521 New lineage option exposing cache policies OK
+
+SYSTEMDS-610 Cleaning Pipelines
+ * 611 Initial Brute force execution OK
\ No newline at end of file
diff --git a/scripts/builtin/executePipeline.dml b/scripts/builtin/executePipeline.dml
new file mode 100644
index 0000000..9ef42ff
--- /dev/null
+++ b/scripts/builtin/executePipeline.dml
@@ -0,0 +1,47 @@
+#-------------------------------------------------------------
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+#-------------------------------------------------------------
+
+s_executePipeline = function(Frame[String] pipeline, Matrix[Double] X, List[Unknown] hyperParameters, Boolean verbose)
+return (Matrix[Double] X)
+{
+ for(i in 1: ncol(pipeline)) {
+ hp = matrixToList(X, as.matrix(hyperParameters[i]))
+ X = eval(as.scalar(pipeline[1,i]), hp)
+ }
+
+}
+
+
+# This function will convert the matrix row-vector into list
+matrixToList = function(Matrix[Double] X, Matrix[Double] p)
+return (List[Unknown] l)
+{
+ l = list()
+ l = append(l, X)
+ if(sum(p) != -1)
+ {
+ for(i in 1:ncol(p))
+ l = append(l, as.scalar(p[1,i]))
+ }
+ l = append(l, FALSE) #verbose parameter value
+}
+
+
diff --git a/scripts/builtin/outlierByIQR.dml b/scripts/builtin/outlierByIQR.dml
index a31c6e6..f938fa3 100644
--- a/scripts/builtin/outlierByIQR.dml
+++ b/scripts/builtin/outlierByIQR.dml
@@ -56,12 +56,13 @@
upperBound = (Q3 + (k * IQR));
lowerBound = (Q1 - (k * IQR));
outlierFilter = X < lowerBound | X > upperBound
-
if(sum(outlierFilter) > 1 & sumNext != 0 & sumPrevious != sumNext ) {
#TODO: see outlierBySd why are sumPrevious and sumNext necessary
- sumPrevious = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumPrevious = sum(temp)
X = fix_outliers_iqr(X, outlierFilter, repairMethod)
- sumNext = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumNext = sum(temp)
}
else
max_iterations = -1
diff --git a/scripts/builtin/outlierBySd.dml b/scripts/builtin/outlierBySd.dml
index 6b1f672..d4dc5ef 100644
--- a/scripts/builtin/outlierBySd.dml
+++ b/scripts/builtin/outlierBySd.dml
@@ -63,9 +63,11 @@
if(sum(outlierFilter) > 1 & sumNext != 0 & sumPrevious != sumNext) {
#TODO why is the check with sumPrevious and sumNext necessary
- sumPrevious = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumPrevious = sum(temp)
X = fix_outliers_sd(X, outlierFilter, repairMethod)
- sumNext = sum(X * !is.nan(X))
+ temp = replace(target=X, pattern = NaN, replacement = 0)
+ sumNext = sum(temp)
}
else
max_iterations = - 1;
diff --git a/scripts/builtin/winsorize.dml b/scripts/builtin/winsorize.dml
index 62e2d53..5e7eb61 100644
--- a/scripts/builtin/winsorize.dml
+++ b/scripts/builtin/winsorize.dml
@@ -19,7 +19,7 @@
#
#-------------------------------------------------------------
-m_winsorize = function(Matrix[Double] X) return (Matrix[Double] Y) {
+m_winsorize = function(Matrix[Double] X, Boolean verbose) return (Matrix[Double] Y) {
Y = matrix(0, nrow(X), ncol(X))
parfor(i in 1:ncol(X))
Y[,i] = fixOutliersWinsorize(X[,i])
diff --git a/scripts/staging/pipelines/airbnb.csv b/scripts/staging/pipelines/airbnb.csv
new file mode 100644
index 0000000..4ae41a5
--- /dev/null
+++ b/scripts/staging/pipelines/airbnb.csv
@@ -0,0 +1,33146 @@
+Rating,Bathrooms,Bedrooms,Beds,NumGuests,NumReviews,Price,latitude,longitude,zipcode,pop2016,pop2010,pop2000,cost_living_index (US avg. = 100),land_area (sq.mi.),water_area (sq.mi.),pop_density (people per mile),number of males,number of females,prop taxes paid 2016,median taxes (with mortgage,median taxes (no mortgage),median house value,median houshold income,median monthly owner costs (with mortgage),median monthly owner costs (no mortgage),median gross rent,median asking price for vacant for-sale home/condo,unemployment (%),Number of Homes,Count of Abnb,Density of Abnb (%),Average Abnb Price (by zipcode),Average NumReviews (by zipcode),Average Rating (by zipcode),Average Number of Bathrooms (by zipcode),Average Number of Bedrooms (by zipcode),Average Number of Beds (by zipcode),Average Number of Guests (by zipcode)
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+1,3,3,5,7,98,417,38.91067,-77.0441,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+0,1,1,1,2,37,50,38.89132,-77.10017,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,3,3,6,78,150,38.91501,-77.02125,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,2,3,7,75,38.91495,-77.01793,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,4,64,38.88521,-77.11124,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,NaN,1,2,4,45,38.99891,-77.03199,20012,14664,13414,13604,123.4,2.3,0,6486,7029,7634,0.5,3105,2356,641194,83703,2632,554,1264,257074,6.5,5865.6,84,1.43207856,97.86746988,21.1509434,4.802083333,1.168674699,1.35,1.666666667,1.666666667
+1,1,3,4,6,53,165,38.86952,-76.97261,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,NaN,1,2,112,75,38.9136,-77.03494,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,2,2,4,24,88,38.87932,-77.09398,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,3,60,140,38.90539,-77.06808,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,2,4,5,66,165,38.9063,-77.06884,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,2,120,120,38.87859,-76.98519,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,3,4,8,71,38.88957,-76.93832,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+0,1,1,1,2,23,65,38.89783,-77.04735,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,3,3,58,38.99443,-77.03519,20012,14664,13414,13604,123.4,2.3,0,6486,7029,7634,0.5,3105,2356,641194,83703,2632,554,1264,257074,6.5,5865.6,84,1.43207856,97.86746988,21.1509434,4.802083333,1.168674699,1.35,1.666666667,1.666666667
+1,1,1,1,2,3,82,38.89556,-77.07076,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,2,3,6,36,135,38.90153,-77.05108,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,10,100,38.89412,-77.09279,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,2,4,6,10,140,38.94895,-77.03019,20011,68315,58536,57444,122.8,4.9,0,14005,32808,35505,0.5,2465,1774,497794,66977,2065,545,1170,543088,6.4,27326,61,0.223230623,119.1525424,39.90243902,4.8875,1.393442623,1.849056604,2.295081967,2.295081967
+1,1,NaN,1,2,62,110,38.90591,-77.04758,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,1,2,2,4,11,150,38.93072,-77.03479,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,NaN,1,2,219,123,38.90426,-77.04968,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+0,1,2,1,2,32,99,38.89551,-77.06948,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,2,5,8,71,95,38.93155,-77.04402,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,1,3,45,38.91727,-77.09761,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,2,2,2,4,61,249,38.91213,-77.04644,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,1,2,4,6,94,179,38.9091,-77.04769,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+0,1,1,1,1,24,39,38.86232,-76.96173,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,4,113,80,38.93971,-76.99411,20017,20663,17735,19170,122.2,2.2,0,9355,9317,11345,0.4,1918,1385,455395,71862,1903,438,1402,325827,9.9,8265.2,45,0.544451435,98.97560976,29.5,4.785714286,1.227272727,1.244444444,1.577777778,1.577777778
+1,1,1,1,2,6,75,38.94579,-77.0803,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,NaN,1,2,35,90,38.9444,-77.07478,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,2,3,3,5,3,129,38.87841,-76.98158,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,2,2,6,23,109,38.89918,-77.12548,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,2,3,71,95,38.91453,-77.04686,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,2,4,5,8,3,350,38.87931,-76.98227,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,NaN,1,2,33,125,38.91421,-77.04281,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,2,3,28,60,38.91801,-77.04287,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,8,4,6,35,38.91087,-77.02441,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,84,64,38.9116,-77.04312,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+0,1,1,1,1,5,45,38.93794,-77.03509,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,2,4,5,9,3,325,38.93252,-77.04034,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,2,5,7,99,109,38.88259,-77.10878,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,2,3,6,45,102,38.93082,-77.04252,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,1,NaN,1,2,146,129,38.90392,-77.05798,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,2,3,4,41,129,38.90761,-77.0621,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,3,40,38.90646,-76.94576,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+0,1,1,1,1,45,69,38.87893,-77.11729,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,12,89,38.92882,-77.10293,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,2,4,3,6,3,125,38.8999,-76.94406,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,2,282,80,38.95703,-77.08989,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,2,12,100,38.9215,-77.09908,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,25,75,38.92985,-77.04007,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,NaN,2,2,8,80,38.90741,-77.0832,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,2,3,4,12,94,38.93014,-77.04137,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,1,1,3,5,41,175,38.89862,-77.09151,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,3,4,8,97,217,38.87601,-77.1364,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,5,166,38.91384,-77.04261,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,1,1,1,2,6,90,38.9529,-77.09284,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,20,85,38.94082,-77.01498,20011,68315,58536,57444,122.8,4.9,0,14005,32808,35505,0.5,2465,1774,497794,66977,2065,545,1170,543088,6.4,27326,61,0.223230623,119.1525424,39.90243902,4.8875,1.393442623,1.849056604,2.295081967,2.295081967
+1,1,2,2,2,9,180,38.88306,-76.97872,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,1,2,27,80,38.87541,-77.12125,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,3,3,5,10,17,299,38.88011,-76.9889,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
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+1,2,1,1,2,8,46,38.93881,-77.02961,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,78,90,38.93092,-77.03997,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,2,2,69,49,38.95248,-77.02979,20011,68315,58536,57444,122.8,4.9,0,14005,32808,35505,0.5,2465,1774,497794,66977,2065,545,1170,543088,6.4,27326,61,0.223230623,119.1525424,39.90243902,4.8875,1.393442623,1.849056604,2.295081967,2.295081967
+1,1,NaN,2,2,59,93,38.91689,-77.03462,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,1,1,2,4,4,160,38.90116,-77.05071,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,2,2,2,4,6,45,38.98768,-77.02814,20012,14664,13414,13604,123.4,2.3,0,6486,7029,7634,0.5,3105,2356,641194,83703,2632,554,1264,257074,6.5,5865.6,84,1.43207856,97.86746988,21.1509434,4.802083333,1.168674699,1.35,1.666666667,1.666666667
+0,1,1,1,2,246,99,38.93336,-77.04014,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,16,96,38.87132,-77.10555,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
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+1,1,NaN,1,4,64,88,38.92365,-77.04191,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
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+0,1,1,1,3,82,42,38.86865,-77.09896,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,5,61,38.93377,-77.03072,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,2,3,26,96,38.99793,-77.03083,20012,14664,13414,13604,123.4,2.3,0,6486,7029,7634,0.5,3105,2356,641194,83703,2632,554,1264,257074,6.5,5865.6,84,1.43207856,97.86746988,21.1509434,4.802083333,1.168674699,1.35,1.666666667,1.666666667
+0,1,1,1,2,4,40,38.92842,-77.02814,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,2,1,1,1,18,60,38.93101,-77.0414,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,3,39,38.94919,-77.1081,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,17,65,38.91745,-77.04426,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,2,4,4,8,27,199,38.8635,-76.9892,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,2,2,4,8,8,225,38.88191,-77.11017,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,1,16,16,44,30,38.87549,-76.9623,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,2,2,4,30,60,38.89853,-76.94343,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,2,2,4,29,95,38.9041,-76.93876,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,2,2,56,69,38.86643,-77.09648,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
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+1,3,5,7,12,5,549,38.8822,-76.98565,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,1,3,133,114,38.90975,-77.03224,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
+1,1,1,1,2,84,60,38.90685,-77.0246,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
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+0,2,1,1,1,27,69,38.87703,-77.11718,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,3,2,6,6,71,38.94614,-77.07835,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,NaN,1,2,185,66,38.90304,-77.05283,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,18,65,38.99754,-77.03089,20012,14664,13414,13604,123.4,2.3,0,6486,7029,7634,0.5,3105,2356,641194,83703,2632,554,1264,257074,6.5,5865.6,84,1.43207856,97.86746988,21.1509434,4.802083333,1.168674699,1.35,1.666666667,1.666666667
+0,1,1,1,3,16,150,38.90281,-77.05303,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,170,55,38.88453,-76.98048,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,1,1,40,15,38.87598,-76.96206,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,1,2,4,9,150,38.91492,-77.08991,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,4,61,70,38.93338,-77.03835,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,2,2,4,44,200,38.91031,-77.05335,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,3,3,6,37,175,38.88304,-77.09164,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,2,4,516,100,38.91139,-77.0208,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,10,44,38.9363,-77.03147,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,4,70,38.93682,-77.03574,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,2,1,1,1,3,27,38.88768,-77.09905,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,6,6,10,29,38.87774,-76.98743,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,1,2,7,79,38.94197,-77.00257,20017,20663,17735,19170,122.2,2.2,0,9355,9317,11345,0.4,1918,1385,455395,71862,1903,438,1402,325827,9.9,8265.2,45,0.544451435,98.97560976,29.5,4.785714286,1.227272727,1.244444444,1.577777778,1.577777778
+0,1,1,2,2,3,79,38.93506,-77.03511,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,5,42,38.89547,-77.13069,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,3,10,99,38.86216,-76.98721,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,1,2,4,50,90,38.9346,-77.02964,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,3,4,5,31,50,38.87405,-76.97239,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,2,3,4,16,35,38.94743,-77.10632,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,16,35,38.94702,-77.09349,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,3,67,38.86114,-76.99249,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,1,3,60,90,38.90556,-77.06036,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,22,80,38.9014,-77.09365,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,77,75,38.87861,-77.10042,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,3,3,6,44,175,38.8646,-77.12663,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,4,11,68,38.86797,-76.98625,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,NaN,1,2,107,85,38.92312,-77.03405,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,2,4,140,87,38.90737,-77.0248,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
+1,1,1,1,2,18,90,38.94168,-77.11932,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,3,4,4,7,3,795,38.90702,-77.11965,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,2,299,78,38.93181,-77.03982,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,2,5,7,13,69,38.88585,-77.10997,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,0,1,1,1,144,79,38.90716,-77.04263,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,2,3,3,7,9,175,38.93121,-77.02972,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,199,57,38.91648,-77.02964,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,3,35,49,38.86925,-76.96679,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,2,4,130,99,38.90911,-77.03008,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
+1,2,1,1,1,28,55,38.944,-77.08181,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,1,6,69,38.87736,-77.11742,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,3,50,44,38.84894,-76.98201,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,1,2,2,219,92,38.96054,-77.08333,20015,16557,15332,15824,123,3.5,0,4797,8049,8507,0.7,6815,6670,1035211,172288,3616,899,1765,955382,2.4,6622.8,29,0.437881259,111.6071429,64,4.976190476,1.285714286,1.538461538,1.827586207,1.827586207
+1,1,1,2,4,7,80,38.894,-77.07055,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,60,132,38.90907,-77.04529,20036,5736,5435,3808,122.2,0.3,0,17231,2657,3078,0.6,2597,2825,441965,87500,2238,675,1882,317067,1.7,2294.4,132,5.753138075,139.030303,69.45454545,4.847107438,1.128787879,1.330357143,1.954545455,1.954545455
+1,1,1,1,2,224,48,38.87866,-76.98379,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,1,1,126,38,38.88605,-77.09103,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,6,65,38.94942,-77.02963,20011,68315,58536,57444,122.8,4.9,0,14005,32808,35505,0.5,2465,1774,497794,66977,2065,545,1170,543088,6.4,27326,61,0.223230623,119.1525424,39.90243902,4.8875,1.393442623,1.849056604,2.295081967,2.295081967
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+1,1,1,1,2,5,40,38.91647,-77.01084,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,170,55,38.88453,-76.98048,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,1,1,40,15,38.87598,-76.96206,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,2,16,96,38.87132,-77.10555,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,4,7,10,27,230,38.86816,-77.08328,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,3,9,169,38.88118,-77.1126,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,27,80,38.87541,-77.12125,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,3,3,8,52,275,38.88682,-77.11297,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,3,4,5,40,110,38.87832,-77.11601,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,3,3,6,37,175,38.88304,-77.09164,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,87,56,38.9191,-77.03021,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,2,1,1,2,26,65,38.94278,-77.08374,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,2,2,3,13,69,38.89272,-76.95085,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,2,4,269,38.87914,-77.10674,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,2,116,69,38.88974,-77.08317,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,4,174,78,38.93275,-77.02418,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,1,69,46,38.95751,-77.08597,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,3,4,21,180,38.94352,-77.07191,20008,28666,27525,26195,124.7,3,0,9438,12637,16028,0.7,5482,5867,824107,116244,2814,1115,1891,317067,1.7,11466.4,14,0.122095863,194.9285714,22.14285714,4.857142857,1.214285714,1.769230769,2.285714286,2.285714286
+1,2,2,3,6,12,99,38.91911,-77.01015,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,3,6,8,7,72,38.93071,-77.02756,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,4,67,52,38.89444,-77.07899,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,10,128,38.8839,-77.10362,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,3,4,78,38.93177,-77.02504,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,2,3,9,9,177,239,38.91236,-77.0141,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,4,40,38.92842,-77.02814,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,2,4,4,7,4,250,38.94964,-77.08912,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,1,6,60,38.96005,-77.09653,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,2,2,4,5,75,38.91423,-77.01004,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,125,61,38.91588,-77.02034,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,3,4,5,31,50,38.87405,-76.97239,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,2,3,4,16,35,38.94743,-77.10632,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,3,4,61,100,38.95023,-77.09172,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,16,35,38.94702,-77.09349,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,3,39,38.94919,-77.1081,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,5,89,38.91784,-77.02367,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,2,4,139,74,38.92581,-77.00737,20017,20663,17735,19170,122.2,2.2,0,9355,9317,11345,0.4,1918,1385,455395,71862,1903,438,1402,325827,9.9,8265.2,45,0.544451435,98.97560976,29.5,4.785714286,1.227272727,1.244444444,1.577777778,1.577777778
+1,2,3,3,6,7,149,38.88421,-77.11027,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,2,4,8,8,225,38.88191,-77.11017,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,77,75,38.87861,-77.10042,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,46,100,38.89031,-77.07669,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,3,87,38.86893,-77.08113,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,NaN,1,2,107,85,38.92312,-77.03405,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,1,6,89,38.89928,-77.07899,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,3,226,39,38.9139,-77.01062,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,111,65,38.944,-77.08482,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,2,3,40,99,38.87498,-77.09118,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,NaN,1,1,2,13,80,38.85574,-77.08831,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,2,4,5,10,42,350,38.8816,-77.08805,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,1,219,30,38.91358,-77.01047,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,2,5,7,13,109,38.88585,-77.10997,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
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+0,1,1,1,2,86,50,38.85728,-77.08588,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+0,1,1,1,1,12,15,38.87642,-76.96348,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,1,21,47,38.89197,-76.96043,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,2,123,70,38.88474,-76.9789,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,2,2,4,132,149,38.92086,-77.03375,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,2,19,75,38.8874,-77.09418,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,NaN,1,2,23,65,38.92105,-77.01016,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,2,4,6,88,45,38.91757,-77.02317,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,80,120,38.9136,-77.02376,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,4,54,100,38.92477,-77.02757,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,NaN,2,2,90,150,38.91661,-77.03176,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,2,34,102,38.87678,-77.10772,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,2,4,219,38.89212,-77.07504,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,1,31,30,38.87479,-77.11157,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,1,2,23,95,38.91474,-77.01165,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,6,189,38.88503,-77.11053,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,2,3,7,57,159,38.93095,-77.0281,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,2,2,4,4,85,38.87055,-76.95822,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,1,208,44,38.91057,-77.02307,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,2,4,146,119,38.91348,-77.01331,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,30,50,38.87074,-77.08563,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,3,82,42,38.86865,-77.09896,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,22,80,38.87049,-77.11095,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,3,13,65,38.92463,-77.00779,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,175,85,38.9107,-77.01868,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,70,55,38.94431,-77.0845,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,3,80,38.8902,-77.07977,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,11,95,38.86875,-77.08132,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,3,6,50,38.91672,-77.0351,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,2,6,45,38.91478,-77.01806,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,2,2,4,53,159,38.88143,-77.08839,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,56,56,38.88663,-77.12017,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,2,2,6,48,125,38.87291,-77.08733,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,NaN,2,4,19,69,38.9316,-77.02192,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,14,100,38.94969,-77.08165,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,7,80,38.94559,-77.07149,20008,28666,27525,26195,124.7,3,0,9438,12637,16028,0.7,5482,5867,824107,116244,2814,1115,1891,317067,1.7,11466.4,14,0.122095863,194.9285714,22.14285714,4.857142857,1.214285714,1.769230769,2.285714286,2.285714286
+1,1,1,2,5,22,81,38.91323,-77.01853,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,2,3,22,85,38.91856,-77.03473,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,2,64,89,38.92654,-77.02252,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,1,94,69,38.87671,-77.11825,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,1,8,45,38.95223,-77.09677,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,2,3,4,29,38.93259,-77.02798,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,2,3,5,120,38.91145,-77.03084,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
+1,2,1,1,2,25,75,38.94275,-77.08189,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,3,5,16,110,38.93915,-77.07647,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,2,99,49,38.87639,-76.96847,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,1,2,4,19,95,38.95166,-77.07105,20015,16557,15332,15824,123,3.5,0,4797,8049,8507,0.7,6815,6670,1035211,172288,3616,899,1765,955382,2.4,6622.8,29,0.437881259,111.6071429,64,4.976190476,1.285714286,1.538461538,1.827586207,1.827586207
+0,3,4,5,9,36,199,38.8861,-76.94744,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,2,35,75,38.88872,-77.08245,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,2,4,7,92,115,38.93115,-77.02661,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
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+1,1,1,3,5,107,93,38.91348,-77.01768,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,2,3,7,7,6,199,38.8926,-77.07044,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,192,50,38.9163,-77.01241,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,3,1,6,6,12,430,38.86765,-77.08592,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,3,4,4,6,9,200,38.948,-77.09486,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,2,4,32,48,38.91649,-77.00771,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,1,9,44,38.87714,-77.10329,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,2,18,40,38.94695,-77.09434,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,5,9,19,129,38.86126,-77.06619,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,2,4,7,80,38.894,-77.07055,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,2,2,6,10,75,38.8604,-77.0827,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,6,90,38.865,-76.97428,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,1,1,3,4,48,85,38.93503,-77.02855,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,2,4,5,76,142,38.89306,-77.07039,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+0,2,1,1,2,50,60,38.92663,-77.02978,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,55,71,38.95025,-77.0711,20015,16557,15332,15824,123,3.5,0,4797,8049,8507,0.7,6815,6670,1035211,172288,3616,899,1765,955382,2.4,6622.8,29,0.437881259,111.6071429,64,4.976190476,1.285714286,1.538461538,1.827586207,1.827586207
+0,1,1,1,2,3,141,38.88272,-77.10268,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,21,90,38.8829,-76.97822,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,2,2,2,2,14,139,38.96081,-77.08839,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,2,3,235,55,38.9109,-77.02384,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,1,7,50,38.94644,-77.08689,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,1,67,69,38.88641,-77.11046,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,22,59,38.93542,-77.02131,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,58,75,38.9631,-77.09554,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,2,4,34,84,38.91289,-77.01062,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,180,99,38.91605,-77.01992,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,NaN,1,2,7,70,38.89245,-76.95921,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,2,75,169,38.91154,-77.02346,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,3,7,100,38.93661,-77.07526,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,3,3,3,8,6,260,38.88944,-77.09789,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,45,55,38.88801,-77.10493,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,3,3,8,33,149,38.9129,-77.0087,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,2,1,1,2,44,44,38.92838,-77.022,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,2,5,5,10,31,280,38.88046,-77.08866,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,19,89,38.86897,-77.08447,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,2,2,7,50,38.86284,-77.07621,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,2,1,1,2,8,67,38.91184,-77.01969,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,95,50,38.91666,-77.01186,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,2,2,6,17,60,38.87294,-76.97248,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,2,1,1,1,22,69,38.88572,-77.11219,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,2,3,4,7,96,38.87167,-77.08132,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,28,55,38.92887,-77.03402,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,41,62,38.95932,-77.08389,20015,16557,15332,15824,123,3.5,0,4797,8049,8507,0.7,6815,6670,1035211,172288,3616,899,1765,955382,2.4,6622.8,29,0.437881259,111.6071429,64,4.976190476,1.285714286,1.538461538,1.827586207,1.827586207
+1,1,1,1,2,24,59,38.86275,-77.07438,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,3,32,89,38.88014,-76.98379,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,1,1,23,90,38.93418,-77.07905,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,2,2,4,26,125,38.93363,-77.02608,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,45,100,38.94663,-77.09255,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,2,62,85,38.94615,-77.07338,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,2,2,3,6,69,92,38.8656,-77.07817,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,11,71,38.91131,-77.02113,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,3,171,70,38.91439,-77.03248,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,1,1,3,5,132,78,38.89477,-77.08518,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,99,78,38.88699,-77.11957,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,4,39,85,38.91301,-77.01711,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,3,1,1,1,46,60,38.87757,-77.11578,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,14,75,38.91258,-77.02029,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,2,109,79,38.91491,-77.00981,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,2,2,6,44,149,38.9158,-77.01403,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,2,3,52,139,38.89554,-77.08543,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,NaN,1,2,3,50,38.89149,-77.06915,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,2,3,6,60,38.86672,-77.09265,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,31,120,38.91367,-77.01105,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,2,4,25,119,38.86239,-77.06629,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+0,1,1,1,3,10,28,38.93499,-77.08443,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,2,4,244,79,38.92543,-77.00727,20017,20663,17735,19170,122.2,2.2,0,9355,9317,11345,0.4,1918,1385,455395,71862,1903,438,1402,325827,9.9,8265.2,45,0.544451435,98.97560976,29.5,4.785714286,1.227272727,1.244444444,1.577777778,1.577777778
+1,1,1,4,5,13,89,38.88395,-77.11008,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,1,1,4,63,15,38.87487,-76.96257,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,NaN,1,2,34,89,38.91886,-77.02601,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,2,3,4,7,48,199,38.94384,-77.08689,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,4,60,90,38.87961,-77.08885,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,2,37,30,38.89132,-77.10017,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,2,4,47,100,38.91721,-77.01233,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,178,54,38.91838,-77.02891,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,3,4,6,53,165,38.86952,-76.97261,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,2,1,7,10,4,390,38.86785,-77.08424,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,3,2,6,6,71,38.94614,-77.07835,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,1,1,2,16,49,38.92419,-77.00886,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,3,93,69,38.93101,-77.02771,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,2,3,101,139,38.89594,-77.08524,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,17,80,38.8734,-77.10871,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,3,5,38,90,38.89423,-77.08609,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,1,2,7,50,38.91614,-77.01012,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,92,75,38.94265,-77.08393,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,2,10,53,38.91277,-77.01215,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,1,1,1,3,45,38.88938,-77.08053,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,2,43,38.91811,-77.0123,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,2,3,4,8,92,400,38.88336,-76.95063,20019,58793,54358,52793,121.6,6.2,0.3,9530,25601,33189,0.5,1302,923,255168,36402,1373,382,944,258657,15.4,23517.2,128,0.544282483,106.007874,28.15730337,4.69047619,1.25,1.385245902,1.640625,1.640625
+1,1,1,1,3,118,124,38.95243,-77.07164,20015,16557,15332,15824,123,3.5,0,4797,8049,8507,0.7,6815,6670,1035211,172288,3616,899,1765,955382,2.4,6622.8,29,0.437881259,111.6071429,64,4.976190476,1.285714286,1.538461538,1.827586207,1.827586207
+0,1,1,2,4,20,104,38.88134,-77.09069,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,16,60,38.92784,-77.02888,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,81,83,38.93356,-77.02391,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,2,1,1,2,50,59,38.92774,-77.02974,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,196,46,38.91045,-77.02446,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,14,150,38.92818,-77.02704,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,NaN,1,3,55,85,38.94857,-77.07619,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,2,2,2,4,10,155,38.88011,-77.10863,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,64,55,38.92619,-77.02845,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,1,2,51,52,38.89172,-77.06963,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,1,2,6,75,38.94579,-77.0803,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,2,2,6,110,105,38.87276,-77.08815,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,3,1,1,2,185,60,38.85531,-77.085,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,2,2,2,3,30,38.88162,-77.09789,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,81,85,38.91682,-77.01658,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,1,2,4,64,38.88521,-77.11124,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,1,2,35,90,38.9444,-77.07478,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,2,2,2,6,18,251,38.91921,-77.02899,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,2,3,3,5,3,129,38.87841,-76.98158,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,2,3,94,70,38.91954,-77.00997,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,2,4,184,65,38.92322,-77.02845,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,2,3,6,26,55,38.87159,-76.9686,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,2,2,3,6,195,69,38.92757,-77.0336,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,6,50,38.87704,-76.96383,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+1,2,4,5,8,3,350,38.87931,-76.98227,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,2,3,6,13,120,38.86821,-77.08934,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,2,2,4,12,150,38.89989,-77.07978,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,1,2,18,50,38.95282,-77.09445,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+1,1,NaN,3,6,323,123,38.92526,-77.02758,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,2,1,16,16,58,13,38.87622,-76.96375,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,1,23,49,38.87721,-77.10142,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,2,4,6,44,145,38.87025,-76.97219,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,2,9,49,38.88974,-77.07367,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,2,1,1,2,3,89,38.95363,-77.0864,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,3,88,500,38.89714,-77.07694,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,66,50,38.87782,-77.11366,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,2,200,80,38.88326,-77.10755,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,1,1,54,85,38.88319,-76.97812,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,1,2,43,70,38.91981,-77.02727,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,2,1,1,2,117,49,38.92759,-77.0239,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,201,59,38.93456,-77.02278,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,3,261,94,38.91936,-77.01048,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,2,1,1,1,5,45,38.92955,-77.02316,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,NaN,1,2,3,100,38.8804,-76.98147,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+0,1,1,3,4,7,75,38.91495,-77.01793,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,1,NaN,2,4,86,78,38.91716,-77.01685,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+0,2,2,2,4,6,275,38.88382,-77.10348,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,NaN,1,2,5,109,38.91115,-77.02827,20005,13250,12775,10610,123.2,0.4,0,31094,6723,6527,0.6,3560,3916,562612,94988,2652,728,1862,317067,2.3,5300,123,2.320754717,135.2682927,52.00917431,4.8,1.262295082,1.453703704,2.203252033,2.203252033
+1,1,1,1,2,17,106,38.8694,-77.08579,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+1,1,1,2,4,18,95,38.92825,-77.02354,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+0,1,1,2,3,6,31,38.93772,-77.08197,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,3,6,39,88,38.91364,-77.01402,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,2,4,40,80,38.87969,-76.98161,20003,29487,26454,23122,123.8,2.2,0.3,13144,15559,13928,0.5,4113,3131,771719,118469,2685,577,1848,730517,4.4,11794.8,410,3.476108115,127.7487685,54.34444444,4.900289017,1.196078431,1.442708333,2.487804878,2.487804878
+1,1,1,3,4,5,145,38.88981,-77.07349,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,1,1,4,8,21,139,38.86193,-77.06758,20037,15504,14642,12642,127.5,0.6,0.3,24097,7071,8432,0.6,4203,4315,668720,75467,2696,1044,2091,1621072,2.9,6201.6,419,6.756320949,153.592233,38.3728223,4.766536965,1.215827338,1.425,1.894988067,1.894988067
+0,1,1,1,1,45,69,38.87893,-77.11729,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,1,1,1,82,45,38.91338,-77.00917,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,1,1,2,4,49,133,38.91205,-77.01914,20001,45643,38551,33550,123.8,2.2,0.1,20929,22223,23419,0.5,3473,2753,649740,96366,2637,638,1741,979244,4.9,18257.2,382,2.09232522,123.0738786,68.04273504,4.828488372,1.206806283,1.374301676,2.282722513,2.282722513
+1,2,1,4,2,19,33,38.91848,-77.0297,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+0,1,1,1,2,45,89,38.88544,-77.11034,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+0,1,3,3,6,4,250,38.89927,-77.07961,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
+1,2,1,1,1,32,32,38.9269,-77.03052,20010,32886,30138,28772,124.5,1.1,0,30373,16570,16316,0.5,3306,2766,603568,72249,2365,667,1358,776158,4.4,13154.4,294,2.234993614,107.122449,48.944,4.849785408,1.197278912,1.314606742,1.806122449,1.806122449
+1,1,1,1,2,283,80,38.95703,-77.08989,20016,35696,32519,31374,125,4.4,0.2,8040,16199,19496,0.6,6127,4248,940758,133243,3291,969,2005,3958678,3.3,14278.4,183,1.281656208,151.3965517,28.93220339,4.869369369,1.398907104,1.686746988,2.054644809,2.054644809
+0,1,1,1,4,212,104,38.91734,-77.03187,20009,52246,47992,46561,123.9,1.3,0,39745,27339,24908,0.6,3966,4483,680818,101610,2507,862,1786,627371,3.8,20898.4,189,0.904375455,112.8359788,70.79190751,4.885964912,1.243386243,1.348993289,1.793650794,1.793650794
+1,1,1,1,2,3,35,38.87274,-76.96072,20020,55743,49864,49899,123.8,4.6,0.1,12080,24885,30856,0.5,1642,1370,298121,34573,1526,491,1032,335336,13,22297.2,227,1.018065049,145.340708,27.6875,4.65,1.367256637,1.681818182,2.756637168,2.756637168
+0,1,1,1,4,16,47,38.88592,-77.10912,20007,26793,26866,28818,125.9,3,0.5,8917,12773,14020,0.7,6618,7121,1011681,124468,3410,1257,1865,685283,3.2,10717.2,1265,11.80345613,168.866129,31.23350923,4.787721893,1.254358162,1.434460016,1.716996047,1.716996047
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+1,1,1,2,2,171,45,38.90539,-76.98772,20002,60514,52370,49333,123.6,5.3,0.2,11513,29267,31246,0.5,2898,2016,598906,80499,2322,490,1421,591482,6.3,24205.6,168,0.694054268,95.78443114,63.90506329,4.881410256,1.113095238,1.294117647,1.803571429,1.803571429
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diff --git a/scripts/staging/pipelines/enumerator.dml b/scripts/staging/pipelines/enumerator.dml
new file mode 100644
index 0000000..4303b52
--- /dev/null
+++ b/scripts/staging/pipelines/enumerator.dml
@@ -0,0 +1,374 @@
+#-------------------------------------------------------------
+#
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements. See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership. The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License. You may obtain a copy of the License at
+#
+# http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied. See the License for the
+# specific language governing permissions and limitations
+# under the License.
+#
+#-------------------------------------------------------------
+
+enumerator = function(Matrix[Double] X, Matrix[Double] Y, Frame[String] logical, Frame[String] outlierPrimitives,
+ Frame[String] mviPrimitives, Frame[String] param, Integer k, Boolean verbose = TRUE)
+return(Frame[String] Kpipeline)
+{
+ for(i in 1:1) {#nrow(logical)
+ operator = as.frame(matrix(0,nrow(outlierPrimitives),1)) #combine all logical primitives
+ for(j in 1:ncol(logical))
+ {
+ if(as.scalar(logical[i,j]) == "outlier")
+ operator = cbind(operator, outlierPrimitives);
+ else if(as.scalar(logical[i,j]) == "MVI")
+ operator = cbind(operator, mviPrimitives);
+ }
+ operator = operator[,2:ncol(operator)]
+ intermediates = generatePermutations(operator) # get the all possible combination of pysical primitives
+ # for ith logical pipeline
+ if(verbose)
+ print(" pipelines \n"+toString(intermediates))
+ [p, h] = executeAll(X, Y,intermediates, param, verbose);
+ Kpipeline = getFinalTopK(p, h, k)
+ }
+ # if(verbose)
+ print("final top k pipelines \n"+toString(Kpipeline))
+}
+
+
+# The pipeline execution functions
+###################################################
+executeAll = function(Matrix[Double] X, Matrix[Double] Y, Frame[String] intermediates, Frame[String] param, Boolean verbose)
+return(Frame[String] topP, Matrix[Double] topH)
+{
+ topP = as.frame("")
+ topH = matrix(0,1,1)
+ p = as.frame("")
+ hp = matrix(0,1,1)
+ clone_X = X;
+
+ if(verbose)
+ print("total pipelines to be executed "+nrow(intermediates))
+ for(i in 1:nrow(intermediates)) {
+ paraList = list()
+ paraList = getInstanceParam(intermediates[i,], param)
+ sum = 1
+ while(sum > 0) #condition to terminate when all hyper parameters are executed
+ {
+ paramL = list()
+ tmp_hp = matrix(0,1,1)
+ tmp_p = intermediates[i,]
+ for(j in 1: length(paraList))
+ {
+ singleHp = as.matrix(paraList[j])
+ paramL = append(paramL, singleHp[1, ])
+ tmp_hp = cbind(tmp_hp, as.matrix(ncol(p)))
+ tmp_hp = cbind(tmp_hp, p[1,])
+
+ if(nrow(singleHp) > 1)
+ {
+ singleHp = singleHp[2:nrow(singleHp),]
+ paraList[j] = singleHp
+ sum = sum(singleHp)
+ }
+ }
+ X = executePipeline(intermediates[i,], X, paramL, FALSE)
+ data = cbind(Y, X)
+ acc = eval("fclassify", data)
+ X = clone_X
+ tmp_hp = cbind(tmp_hp,acc)
+ if(ncol(p) == 1 & sum(hp) == 0){
+ p = tmp_p
+ hp = tmp_hp
+ } else {
+ p = rbind(p, tmp_p)
+ hp = rbind(hp, tmp_hp)
+ }
+ }
+
+ if(ncol(topP) == 1 & sum(topH) == 0){
+ topP = p
+ topH = hp
+ }
+ else {
+ if(ncol(p) < ncol(topP)){
+ margin = ncol(topP) - ncol(p)
+ toAppend = topP[1,1:margin]
+ toAppend[1,] = ""
+ p = cbind(p, toAppend)
+ }
+ else if(ncol(hp) < ncol(topH))
+ hp = cbind(matrix(0,nrow(hp),ncol(topH) - ncol(hp)), hp)
+ else if(ncol(hp) > ncol(topH))
+ topH = cbind(matrix(0,nrow(topH),ncol(hp) - ncol(topH)), topH)
+
+ topP = rbind(topP, p)
+ topH = rbind(topH, hp)
+ }
+ X = clone_X
+ }
+}
+
+
+# The below functions will generate the all possible
+# physical pipelines for a given logical pipeline
+###################################################
+generatePermutations = function(Frame[String] operators)
+return (Frame[String] combinations)
+{
+ if(ncol(operators) == 1)
+ stop("invalid number of columns")
+
+ if(ncol(operators) > 2 ) {
+ com2 = generatePermutationsOf2(operators[,1:2])
+ operators = operators[,3:ncol(operators)]
+ for(out in 1: ncol(operators)) {
+ temp = com2[,1]
+ temp1 = com2[1,1]
+ comTemp = com2[1,]
+ for(i in 1:nrow(operators)) {
+ for(j in 1:nrow(com2))
+ temp[j,1] = operators[i,out]
+ temp1 = rbind(temp1, temp)
+ comTemp = rbind(comTemp, com2)
+ }
+ comTemp = cbind(comTemp, temp1)
+ com2 = comTemp[2:nrow(comTemp),]
+ }
+ combinations = com2
+ }
+ else
+ combinations = generatePermutationsOf2(operators)
+}
+
+
+generatePermutationsOf2 = function(Frame[String] operators )
+return(Frame[String] output)
+{
+ jspecR = "{ids:true, recode:[1,2]}";
+ [X, M] = transformencode(target=operators, spec=jspecR);
+ out = matrix(0,0,2)
+ for(i in 1:nrow(X[,2])) {
+ broadcast = matrix(as.scalar(X[i,2]), nrow(X), 1)
+ if(nrow(out) == 0){
+ out = cbind(X[,1], broadcast)
+ }
+ else {
+ output_tmp = cbind(X[,1], broadcast)
+ out = rbind(out, output_tmp)
+ }
+ }
+ output = transformdecode(target=out, spec=jspecR, meta=M);
+}
+
+# The below functions will generate the all possible
+# combinations for different hyper parameter values
+###################################################
+getInstanceParam = function(Frame[String] instance, Frame[String] param )
+return(list[Unknown] L)
+{
+ L = list();
+
+ parameters = matrix(0,0,1)
+ hpNum = matrix(0,1,ncol(instance))
+ for(i in 1:ncol(instance)) {
+ pVector = matrix(0,1,ncol(param))
+ coeff = as.scalar(instance[1,i])
+ for(j in 1:nrow(param)) {
+ if(as.scalar(instance[1,i]) == as.scalar(param[j,1]))
+ pVector = as.matrix(param[j,2:ncol(param)])
+ }
+ hpNum[1,i] = as.scalar(pVector[1,1])
+ if(as.scalar(pVector[1,1]) > 0)
+ {
+ p=1;
+ while(p <= as.integer(as.scalar(pVector[1,1])))
+ {
+ # print("check point 1")
+ count = 1;
+ kVector = matrix(0,as.scalar(pVector[1,4])/as.scalar(pVector[1,3]),1)
+ inner = as.scalar(pVector[1,2])
+ while(inner <= as.scalar(pVector[1,4]))
+ {
+ kVector[count,1] = inner;
+ inner = inner + as.scalar(pVector[1,3])
+ count = count+1
+ }
+ pVector[1,2] = 0; pVector[1,3]=0; pVector[1,4]=0;
+ pVector = removeEmpty(target = pVector, margin="cols")
+ p = p+1
+ if(sum(parameters) == 0){
+ parameters = rbind(parameters, matrix(0, nrow(kVector)-nrow(parameters), ncol(parameters)))
+ parameters = cbind(parameters, kVector)
+ }
+ else parameters = getParaCombinations(parameters, kVector)
+ }
+ }
+ }
+ index = 1
+ parameters = removeEmpty(target = parameters, margin="cols")
+ parameters = rbind(parameters, matrix(0,1,ncol(parameters)))
+
+ for(i in 1:ncol(instance))
+ {
+ if(as.scalar(hpNum[1,i]) > 0)
+ {
+ L = append(L, parameters[,index:(index+as.scalar(hpNum[1,i]))-1])
+ index = index+as.scalar(hpNum[1,i])
+ }
+ else
+ L = append(L, matrix(-1,1,1))
+ }
+}
+
+getParaCombinations = function(Matrix[Double] para, Matrix[Double] vec)
+return (Matrix[Double] para)
+{
+ v_temp = matrix(0,0,1)
+ p_temp = matrix(0,0,ncol(para))
+ for(i in 1:nrow(vec))
+ {
+ v = matrix(as.scalar(vec[i,1]), nrow(para), 1)
+ v_temp = rbind(v_temp, v)
+ p_temp = rbind(p_temp,para)
+ }
+ para = cbind(p_temp, v_temp)
+}
+
+isSpecial = function(String op)
+return(Boolean yes){
+ yes = (op == "mice")
+}
+
+getPipelineSum = function(List[Unknown] paraList, Boolean verbose)
+return (Double psum)
+{
+ for(i in 1:length(paraList))
+ {
+ if(exists(as.matrix(paraList[i])))
+ psum = sum(as.matrix(paraList[i]))
+ else
+ psum = 0.0
+ }
+
+}
+
+# This function will compute the top k pipelines from the results of all executions
+##################################################################################
+getFinalTopK = function(Frame[String] pipeline, Matrix[Double] hparameter, Integer k)
+return (Frame[String] pipeline)
+{
+
+ s=""
+ for(i in 1: ncol(pipeline), check =0)
+ s = s+i+",";
+ # encoding categorical columns using recode transformation
+ jspecR = "{ids:true, recode:["+s+"]}";
+ [X, M] = transformencode(target=pipeline, spec=jspecR);
+
+ nColPip = ncol(pipeline)
+ allParam = cbind(X, hparameter)
+ clone_Param = allParam
+ emptyR = matrix(0,0,ncol(allParam))
+ while(nrow(emptyR) <= k)
+ {
+ maxFirst = clone_Param[, ncol(clone_Param)] == max(clone_Param[, ncol(clone_Param)])
+ clone_Param = clone_Param * (maxFirst == 0)
+ emptyR = removeEmpty(target = clone_Param, margin = "rows", select = (clone_Param[, ncol(clone_Param)] == 0) )
+ }
+ top = removeEmpty(target = allParam, margin = "rows", select = (clone_Param[, ncol(clone_Param)] == 0) )
+ X = top[,1:nColPip]
+ hparameter = top[,nColPip+1:ncol(top)]
+ pipeline = transformdecode(target=X, spec=jspecR, meta=M);
+ pipeline = cbind(pipeline, as.frame(hparameter))
+ # TODO if k+n pipelines have same accuracy then how to return k pipelines
+ pipeline = pipeline[1:k,]
+}
+
+
+# These private function are used to impute values and classification
+##################################################################################
+imputeByMean = function(Matrix[Double] X, Boolean verbose = FALSE)
+return(Matrix[Double] X)
+{
+ Mask = is.nan(X)
+ X = replace(target=X, pattern=NaN, replacement=0)
+ Mask = Mask * (colMeans(X))
+ X = X + Mask
+}
+
+imputeByMedian = function(Matrix[Double] X, Boolean verbose = FALSE)
+return(Matrix[Double] X)
+{
+ cols = ncol(X)
+ colMedian = matrix(0, 1, cols)
+ X = replace(target=X, pattern=NaN, replacement=0)
+ Mask = is.nan(X)
+ parfor(i in 1:cols)
+ colMedian[, i] = median(X[,i])
+ Mask = Mask * colMedian
+ X = X + Mask
+}
+
+
+fclassify = function(Matrix[Double] X)
+return (Double accuracy)
+{
+
+ if(min(X[,1]) < 1)
+ stop("Y should contain value greater than zero")
+
+ n = nrow(X)
+ d = ncol(X)
+
+ temp = rand(rows=n, cols=1, min = 0, max = 1, sparsity=1) <= 0.3
+ tempI = temp == 0
+ sel = diag(temp)
+ selI = diag(tempI)
+ sel = removeEmpty(target = sel, margin = "rows")
+ selI = removeEmpty(target = selI, margin = "rows")
+ testSet = sel %*% X
+ trainSet = selI %*% X
+
+ nTrain = nrow(trainSet)
+ dTrain = ncol(trainSet)
+ nTest = nrow(testSet)
+ dTest = ncol(testSet)
+
+
+ train_X = trainSet[, 2:dTrain]
+ train_Y = trainSet[, 1]
+
+ test_X = testSet[, 2:dTest]
+ test_Y = testSet[, 1]
+
+ betas = multiLogReg(X=train_X, Y=train_Y, icpt=2, tol=1e-9, reg=1.2, maxi=100, maxii=0, verbose=FALSE)
+ [prob, yhat, accuracy] = multiLogRegPredict(test_X, betas, test_Y, FALSE)
+
+}
+
+
+
+
+##########################################
+## Call the function Enumerator
+#########################################
+X = read($1, data_type="matrix", format="csv", header=TRUE);
+Y = X[,1]+1
+X = X[,2:ncol(X)]
+
+L = read($2, data_type="frame", format="csv");
+OP = read($3, data_type="frame", format="csv");
+MVIP = read($4, data_type="frame", format="csv");
+param = read($5, data_type="frame", format="csv");
+R = enumerator(X, Y, L, OP, MVIP, param, 5, TRUE);
+write(R, $6, format="csv", sep=",")
diff --git a/scripts/staging/pipelines/logical.csv b/scripts/staging/pipelines/logical.csv
new file mode 100644
index 0000000..985c300
--- /dev/null
+++ b/scripts/staging/pipelines/logical.csv
@@ -0,0 +1,4 @@
+outlier,MVI,
+MVI,outlier,
+MVI,outlier,MVI
+outlier,MVI,outlier
\ No newline at end of file
diff --git a/scripts/staging/pipelines/mviPrimitives.csv b/scripts/staging/pipelines/mviPrimitives.csv
new file mode 100644
index 0000000..6d2398a
--- /dev/null
+++ b/scripts/staging/pipelines/mviPrimitives.csv
@@ -0,0 +1,2 @@
+imputeByMean
+imputeByMedian
\ No newline at end of file
diff --git a/scripts/staging/pipelines/outlierPrimitives.csv b/scripts/staging/pipelines/outlierPrimitives.csv
new file mode 100644
index 0000000..5e48bdb
--- /dev/null
+++ b/scripts/staging/pipelines/outlierPrimitives.csv
@@ -0,0 +1,2 @@
+outlierByIQR
+outlierBySd
\ No newline at end of file
diff --git a/scripts/staging/pipelines/properties.csv b/scripts/staging/pipelines/properties.csv
new file mode 100644
index 0000000..e2d9f1a
--- /dev/null
+++ b/scripts/staging/pipelines/properties.csv
@@ -0,0 +1,2 @@
+outlierByIQR,3,1.5,1,3.5,1,1,2,20,10,40
+outlierBySd,3,1,1,3,1,1,2,20,10,40
\ No newline at end of file
diff --git a/src/main/java/org/apache/sysds/common/Builtins.java b/src/main/java/org/apache/sysds/common/Builtins.java
index 602ffd6..d4267cc 100644
--- a/src/main/java/org/apache/sysds/common/Builtins.java
+++ b/src/main/java/org/apache/sysds/common/Builtins.java
@@ -89,6 +89,7 @@
DROP_INVALID_LENGTH("dropInvalidLength", false),
EIGEN("eigen", false, ReturnType.MULTI_RETURN),
EXISTS("exists", false),
+ ExecutePipeline("executePipeline", true),
EXP("exp", false),
EVAL("eval", false),
FLOOR("floor", false),
diff --git a/src/test/java/org/apache/sysds/test/functions/pipelines/BuiltinEnumeratorTest.java b/src/test/java/org/apache/sysds/test/functions/pipelines/BuiltinEnumeratorTest.java
new file mode 100644
index 0000000..08db73a
--- /dev/null
+++ b/src/test/java/org/apache/sysds/test/functions/pipelines/BuiltinEnumeratorTest.java
@@ -0,0 +1,69 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one
+ * or more contributor license agreements. See the NOTICE file
+ * distributed with this work for additional information
+ * regarding copyright ownership. The ASF licenses this file
+ * to you under the Apache License, Version 2.0 (the
+ * "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing,
+ * software distributed under the License is distributed on an
+ * "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+ * KIND, either express or implied. See the License for the
+ * specific language governing permissions and limitations
+ * under the License.
+ */
+
+
+package org.apache.sysds.test.functions.pipelines;
+
+import org.apache.sysds.test.AutomatedTestBase;
+import org.junit.Test;
+import org.apache.sysds.common.Types;
+import org.apache.sysds.lops.LopProperties;
+import org.apache.sysds.test.TestConfiguration;
+
+public class BuiltinEnumeratorTest extends AutomatedTestBase {
+
+ private final static String TEST_NAME = "enumerator";
+ private final static String TEST_DIR = "pipelines/";
+ private static final String TEST_CLASS_DIR = TEST_DIR + BuiltinEnumeratorTest.class.getSimpleName() + "/";
+ protected static final String SCRIPT_DIR = "./scripts/staging/";
+ private final static String logicalFile = SCRIPT_DIR+TEST_DIR+"logical.csv";
+ private final static String outlierPrimitives = SCRIPT_DIR+TEST_DIR+"outlierPrimitives.csv";
+ private final static String mviPrimitives = SCRIPT_DIR+TEST_DIR+"mviPrimitives.csv";
+ private final static String parameters = SCRIPT_DIR+TEST_DIR+"properties.csv";
+ private final static String DATASET = SCRIPT_DIR+TEST_DIR+"airbnb.csv";
+
+ @Override
+ public void setUp() {
+ addTestConfiguration(TEST_NAME,new TestConfiguration(TEST_CLASS_DIR, TEST_NAME,new String[]{"B"}));
+ }
+
+ @Test
+ public void testEnumerator(){runEnumerator(LopProperties.ExecType.CP);};
+
+
+ private void runEnumerator(LopProperties.ExecType instType)
+ {
+ Types.ExecMode platformOld = setExecMode(instType);
+
+ try
+ {
+ loadTestConfiguration(getTestConfiguration(TEST_NAME));
+
+ String HOME = SCRIPT_DIR + TEST_DIR;
+ fullDMLScriptName = HOME + TEST_NAME + ".dml";
+ programArgs = new String[]{"-stats","-args", DATASET, logicalFile, outlierPrimitives, mviPrimitives, parameters, output("A")};
+
+ runTest(true, false, null, -1);
+
+ }
+ finally {
+ rtplatform = platformOld;
+ }
+ }
+}
diff --git a/src/test/scripts/functions/builtin/multipleBuiltins.dml b/src/test/scripts/functions/builtin/multipleBuiltins.dml
index ce7b0e0..7a8315b 100644
--- a/src/test/scripts/functions/builtin/multipleBuiltins.dml
+++ b/src/test/scripts/functions/builtin/multipleBuiltins.dml
@@ -20,6 +20,6 @@
#-------------------------------------------------------------
X = read($1);
-Y = winsorize(X);
+Y = winsorize(X, FALSE);
Z = outlier(Y, FALSE);
write(Z, $2);
diff --git a/src/test/scripts/functions/builtin/outlier_by_IQR.dml b/src/test/scripts/functions/builtin/outlier_by_IQR.dml
index 6eb9510..d54c264 100644
--- a/src/test/scripts/functions/builtin/outlier_by_IQR.dml
+++ b/src/test/scripts/functions/builtin/outlier_by_IQR.dml
@@ -19,6 +19,7 @@
#
#-------------------------------------------------------------
+
X = read($1);
Y = outlierByIQR(X, $2, $3, $4, FALSE);
write(Y, $5)
diff --git a/src/test/scripts/functions/builtin/winsorize.dml b/src/test/scripts/functions/builtin/winsorize.dml
index ba4e5ad..eeba09d 100644
--- a/src/test/scripts/functions/builtin/winsorize.dml
+++ b/src/test/scripts/functions/builtin/winsorize.dml
@@ -20,5 +20,5 @@
#-------------------------------------------------------------
X = read($1);
-Y = winsorize(X);
+Y = winsorize(X, FALSE);
write(Y, $2)
