diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx b/examples/sequential-titration/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx
new file mode 100644
index 0000000..16deef3
Binary files /dev/null and b/examples/sequential-titration/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx differ
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc b/examples/sequential-titration/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc
new file mode 100644
index 0000000..831ce79
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc
@@ -0,0 +1 @@
+{"url": "https://drive.google.com/open?id=1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "doc_id": "1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "email": "john.chodera@choderalab.org"}
\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py b/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py
new file mode 100644
index 0000000..e266ae9
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py
@@ -0,0 +1,69 @@
+# Generate Numpy array of stated ligand concentration(Lstated) for logarithmic dilution along a row.
+#
+# Example output:
+# np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64)
+#
+# Usage:
+# python calculate_Lstated_array.py --n_wells 12 --h_conc 8e-06 --l_conc 2.53e-09 --dilution logarithmic
+# python calculate_Lstated_array.py --n_wells 6 --h_conc 100 --l_conc 10 --dilution linear
+
+
+from __future__ import print_function, division
+import numpy as np
+import argparse
+import sys
+
+# Argument parser
+parser = argparse.ArgumentParser(prog="calculate_Lstated_array")
+parser.add_argument("--n_wells", dest="n_wells", help="Enter target number of different concentrations.", type=int)
+parser.add_argument("--h_conc", dest= "highest_conc", help="The highest concentration in the series (Unit: M).", type=float)
+parser.add_argument("--l_conc", dest="lowest_conc", help="The lowest concentration in the series (Unit: M).", type=float)
+parser.add_argument("--dilution", dest="dilution_method", help="Defines logarithmic or linear dilution.Enter 'logarithmic' or 'linear.'.", type=str)
+args = parser.parse_args()
+
+n = args.n_wells
+print("Number of wells: ", n)
+highest_conc = args.highest_conc
+print("Highest concentration (M): ", highest_conc)
+lowest_conc = args.lowest_conc
+print("Lowest concentration (M): ", lowest_conc)
+dilution_method = args.dilution_method
+print("Dilution method is {}.".format(dilution_method))
+
+
+if dilution_method == "logarithmic":
+
+ # Calculate dilution factor
+ DF = (highest_conc / lowest_conc)**(1.0/(n-1))
+ print("Dilution factor: {}".format(DF))
+
+ # Calculate concentration of solute in each well
+ Ltot = np.zeros(n)
+ for i, conc in enumerate(Ltot):
+ Ltot[i] = highest_conc/(DF**i)
+
+elif dilution_method == "linear":
+
+ # Calculate interval, i.e. concentration difference between consecutive dilution points
+ interval = (highest_conc - lowest_conc)/(n-1)
+ print("Linear concentration interval(M): {} ".format(interval) )
+
+ # Calculate linear dilution array
+ Ltot = np.zeros(n)
+ for i, conc in enumerate(Ltot):
+ Ltot[i] = highest_conc - i*interval
+
+else:
+
+ sys.exit("Error in --dilution argument! It must be specified as '--dilution linear' or '--dilution logarithmic' .")
+
+
+# Create a string that codes for Lstated array:
+array_string = "np.array(["
+for i in range(n-1):
+ array_string = array_string + str(Ltot[i]) + ","
+array_string = array_string + str(Ltot[n-1]) + "], np.float64)"
+
+# Print with matching format for input.py file
+print("Copy this line to Lstated section of assaytools input.py file: ")
+print(array_string)
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml
new file mode 100644
index 0000000..e17817f
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml
new file mode 100644
index 0000000..4725827
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-17-59_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-17-59_plate_1.xml
new file mode 100644
index 0000000..c12dec9
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml
new file mode 100644
index 0000000..13054f9
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-41-35_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-41-35_plate_1.xml
new file mode 100644
index 0000000..d8f3db8
--- /dev/null
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml
new file mode 100644
index 0000000..0bc5d31
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml
new file mode 100644
index 0000000..c16b3cb
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml
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+ Tecan.At.Instrument.Reader.Safire3, 3.2.3.0
+ Tecan.At.Instrument.Reader.Safire3Pro, 3.2.3.0
+ Tecan.At.Instrument.Reader.SunriseMini, 3.2.3.0
+ Tecan.At.Instrument.Server, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Connect, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Server, 3.4.2.0
+ Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0
+ Tecan.At.Measurement.Common, 3.2.3.0
+ Tecan.At.Measurement.Server, 3.2.3.0
+ Tecan.At.XFluor, 1.10.4.0
+ Tecan.At.XFluor.Connect.Reader, 1.10.4.0
+ Tecan.At.XFluor.Core, 1.10.4.0
+ Tecan.At.XFluor.Device, 1.10.4.0
+ Tecan.At.XFluor.Device.AMR, 1.10.4.0
+ Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0
+ Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0
+ Tecan.At.XFluor.Device.Reader, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0
+ Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0
+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
+ Tecan.At.XFluor.ReaderEditor, 1.10.4.0
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-04-42_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-04-42_plate_1.xml
new file mode 100644
index 0000000..6cd42f2
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-04-42_plate_1.xml
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-19-31_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-19-31_plate_1.xml
new file mode 100644
index 0000000..95b801d
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-24-20_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-24-20_plate_1.xml
new file mode 100644
index 0000000..4831b59
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-37-37_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-37-37_plate_1.xml
new file mode 100644
index 0000000..25a40c6
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-42-23_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-42-23_plate_1.xml
new file mode 100644
index 0000000..4412f01
--- /dev/null
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-58-04_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-58-04_plate_1.xml
new file mode 100644
index 0000000..b19acef
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-02-55_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-02-55_plate_1.xml
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-16-02_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-16-02_plate_1.xml
new file mode 100644
index 0000000..8e5661d
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+ 2017-11-20T18:20:08.1330629-05:00
+
+
\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml
new file mode 100644
index 0000000..7641d3e
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml
@@ -0,0 +1,2089 @@
+
+
+
+ 1
+
+
+
+ Tecan i-control , 1.10.4.0
+ Tecan.At.Common, 3.4.2.0
+ Tecan.At.Common.DocumentManagement, 3.4.2.0
+ Tecan.At.Common.DocumentManagement.Reader, 3.2.3.0
+ Tecan.At.Common.MCS, 3.4.2.0
+ Tecan.At.Common.Results, 3.4.2.0
+ Tecan.At.Common.UI, 3.4.2.0
+ Tecan.At.Communication.Common, 3.4.2.0
+ Tecan.At.Communication.Port.IP, 3.4.2.0
+ Tecan.At.Communication.Port.RS232, 3.4.2.0
+ Tecan.At.Communication.Port.SIM.Common, 3.4.2.0
+ Tecan.At.Communication.Port.USB, 3.4.2.0
+ Tecan.At.Communication.Server, 3.4.2.0
+ Tecan.At.Communication.SIM.AMR, 3.2.3.0
+ Tecan.At.Communication.SIM.AMRPlus, 3.2.3.0
+ Tecan.At.Communication.SIM.Connect, 3.4.2.0
+ Tecan.At.Communication.SIM.GeniosUltra, 3.2.3.0
+ Tecan.At.Communication.SIM.Safire3, 3.2.3.0
+ Tecan.At.Communication.SIM.Safire3Pro, 3.2.3.0
+ Tecan.At.Communication.SIM.SunriseMini, 3.2.3.0
+ Tecan.At.Instrument.Common, 3.4.2.0
+ Tecan.At.Instrument.Common.GCM, 3.4.2.0
+ Tecan.At.Instrument.Common.Reader, 3.2.3.0
+ Tecan.At.Instrument.Common.Stacker, 3.4.2.0
+ Tecan.At.Instrument.Gas.GCM, 3.4.2.0
+ Tecan.At.Instrument.GCM.Server, 3.4.2.0
+ Tecan.At.Instrument.Reader.AMR, 3.2.3.0
+ Tecan.At.Instrument.Reader.AMRPlus, 3.2.3.0
+ Tecan.At.Instrument.Reader.GeniosUltra, 3.2.3.0
+ Tecan.At.Instrument.Reader.Safire3, 3.2.3.0
+ Tecan.At.Instrument.Reader.Safire3Pro, 3.2.3.0
+ Tecan.At.Instrument.Reader.SunriseMini, 3.2.3.0
+ Tecan.At.Instrument.Server, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Connect, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Server, 3.4.2.0
+ Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0
+ Tecan.At.Measurement.Common, 3.2.3.0
+ Tecan.At.Measurement.Server, 3.2.3.0
+ Tecan.At.XFluor, 1.10.4.0
+ Tecan.At.XFluor.Connect.Reader, 1.10.4.0
+ Tecan.At.XFluor.Core, 1.10.4.0
+ Tecan.At.XFluor.Device, 1.10.4.0
+ Tecan.At.XFluor.Device.AMR, 1.10.4.0
+ Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0
+ Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0
+ Tecan.At.XFluor.Device.Reader, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0
+ Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0
+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
+ Tecan.At.XFluor.ReaderEditor, 1.10.4.0
+
+
+ infinite
+ 12345
+
+
+ Firmware: V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-35-42_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-35-42_plate_1.xml
new file mode 100644
index 0000000..768a200
--- /dev/null
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml
new file mode 100644
index 0000000..6ffbe84
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml
@@ -0,0 +1,2089 @@
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+ Tecan.At.Instrument.Stacker.Server, 3.4.2.0
+ Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0
+ Tecan.At.Measurement.Common, 3.2.3.0
+ Tecan.At.Measurement.Server, 3.2.3.0
+ Tecan.At.XFluor, 1.10.4.0
+ Tecan.At.XFluor.Connect.Reader, 1.10.4.0
+ Tecan.At.XFluor.Core, 1.10.4.0
+ Tecan.At.XFluor.Device, 1.10.4.0
+ Tecan.At.XFluor.Device.AMR, 1.10.4.0
+ Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0
+ Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0
+ Tecan.At.XFluor.Device.Reader, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0
+ Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0
+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
+ Tecan.At.XFluor.ReaderEditor, 1.10.4.0
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-54-33_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-54-33_plate_1.xml
new file mode 100644
index 0000000..e3d6352
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml
new file mode 100644
index 0000000..c226fb4
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml
@@ -0,0 +1,2089 @@
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+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-12-49_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-12-49_plate_1.xml
new file mode 100644
index 0000000..11a0a08
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml
new file mode 100644
index 0000000..8980d09
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-31-32_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-31-32_plate_1.xml
new file mode 100644
index 0000000..39c933b
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\ No newline at end of file
diff --git a/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml
new file mode 100644
index 0000000..788e59c
--- /dev/null
+++ b/examples/sequential-titration/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store
new file mode 100644
index 0000000..f513b17
Binary files /dev/null and b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/.DS_Store differ
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml
new file mode 100755
index 0000000..d9eaef6
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml
new file mode 100755
index 0000000..877e8c4
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml
new file mode 100755
index 0000000..0d81690
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml
new file mode 100755
index 0000000..ca6b461
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml
new file mode 100755
index 0000000..ae3b699
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml
new file mode 100755
index 0000000..9f6c36e
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml
new file mode 100755
index 0000000..7f2f570
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml
new file mode 100755
index 0000000..f2a0ce4
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml
new file mode 100755
index 0000000..ded76f3
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml
new file mode 100755
index 0000000..e9337ff
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml
new file mode 100755
index 0000000..a56e95e
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml
@@ -0,0 +1,2923 @@
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+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml
new file mode 100755
index 0000000..8a4c0f4
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml
new file mode 100755
index 0000000..4be6876
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml
new file mode 100755
index 0000000..56324f4
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml
@@ -0,0 +1,2923 @@
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+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml
new file mode 100755
index 0000000..9c3ca5b
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml
new file mode 100755
index 0000000..982dc52
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml
new file mode 100755
index 0000000..42d06b6
--- /dev/null
+++ b/examples/sequential-titration/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml
@@ -0,0 +1,2923 @@
+
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+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/.DS_Store b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/.DS_Store
new file mode 100644
index 0000000..b1281c2
Binary files /dev/null and b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/.DS_Store differ
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml
new file mode 100755
index 0000000..91e2a3d
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml
new file mode 100755
index 0000000..eca496d
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml
new file mode 100755
index 0000000..b3e37e7
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml
new file mode 100755
index 0000000..54d4305
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml
new file mode 100755
index 0000000..3f0b1af
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml
new file mode 100755
index 0000000..81432c9
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml
@@ -0,0 +1,2923 @@
+
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml
new file mode 100755
index 0000000..fae77e6
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml
new file mode 100755
index 0000000..758d39d
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml
new file mode 100755
index 0000000..5a19d96
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml
new file mode 100755
index 0000000..b9feff2
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml
new file mode 100755
index 0000000..4e2398d
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml
new file mode 100755
index 0000000..a91fd1e
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml
@@ -0,0 +1,2923 @@
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+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml
new file mode 100755
index 0000000..1d938a0
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml
new file mode 100755
index 0000000..995a54e
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml
@@ -0,0 +1,2923 @@
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml
new file mode 100755
index 0000000..110ed8b
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml
@@ -0,0 +1,2923 @@
+
+
+
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+
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+
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+
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+
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+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+
\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml
new file mode 100755
index 0000000..420e16e
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml
new file mode 100755
index 0000000..3f5c33d
--- /dev/null
+++ b/examples/sequential-titration/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml
@@ -0,0 +1,2923 @@
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+
+
+
\ No newline at end of file
diff --git a/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb b/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb
new file mode 100644
index 0000000..ecfd6bc
--- /dev/null
+++ b/examples/sequential-titration/Plotting p38 sequential titration test data from 20180316.ipynb
@@ -0,0 +1,192 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " 'p38_Bos_conc0_20180316_151003.xml',\n",
+ " 'p38_Bos_conc1_20180316_152305.xml',\n",
+ " 'p38_Bos_conc2_20180316_153609.xml',\n",
+ " 'p38_Bos_conc3_20180316_160633.xml',\n",
+ " 'p38_Bos_conc4_20180316_161933.xml',\n",
+ " 'p38_Bos_conc5_20180316_163234.xml',\n",
+ " 'p38_Bos_conc6_20180316_164537.xml',\n",
+ " 'p38_Bos_conc7_20180316_165840.xml',\n",
+ " 'p38_Bos_conc8_20180316_171209.xml',\n",
+ " 'p38_Bos_conc9_20180316_172511.xml',\n",
+ " 'p38_Bos_conc10_20180316_173812.xml',\n",
+ " 'p38_Bos_conc11_20180316_175119.xml',\n",
+ " 'p38_Bos_conc12_20180316_180420.xml',\n",
+ " 'p38_Bos_conc13_20180316_181722.xml',\n",
+ " 'p38_Bos_conc14_20180316_183025.xml',\n",
+ " 'p38_Bos_conc15_20180316_184327.xml',\n",
+ " 'p38_Bos_conc16_20180316_185636.xml',\n",
+ "]\n",
+ "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n",
+ " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n",
+ " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n",
+ " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n",
+ " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n",
+ " 1.18713651e-05, 2.00000000e-05])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/anaconda2/lib/python2.7/site-packages/matplotlib/cbook/deprecation.py:107: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3129: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive xlimits for log-scale axis; '\n",
+ "/anaconda2/lib/python2.7/site-packages/matplotlib/axes/_base.py:3449: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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ZjDGMGjUK06dPR2lpaUTyHw1N8+bNw8WLF3H//ffj1KlTsNvtGDNmTEQ1SWN5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\n0Ijz9UwcKJV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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,7])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '340_480_TOP_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 2",
+ "language": "python",
+ "name": "python2"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 2
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython2",
+ "version": "2.7.14"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb
new file mode 100644
index 0000000..ebc6a02
--- /dev/null
+++ b/examples/sequential-titration/Plotting p38 sequential titration test data.ipynb
@@ -0,0 +1,191 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " 'p38_Bos_conc0_20180309_183711.xml',\n",
+ " 'p38_Bos_conc1_20180309_185013.xml',\n",
+ " 'p38_Bos_conc2_20180309_190314.xml',\n",
+ " 'p38_Bos_conc3_20180309_191615.xml',\n",
+ " 'p38_Bos_conc4_20180309_192912.xml',\n",
+ " 'p38_Bos_conc5_20180309_194135.xml',\n",
+ " 'p38_Bos_conc6_20180309_195438.xml',\n",
+ " 'p38_Bos_conc7_20180309_200741.xml',\n",
+ " 'p38_Bos_conc8_20180309_202110.xml',\n",
+ " 'p38_Bos_conc9_20180309_203415.xml',\n",
+ " 'p38_Bos_conc10_20180309_204718.xml',\n",
+ " 'p38_Bos_conc11_20180309_210021.xml',\n",
+ " 'p38_Bos_conc12_20180309_211322.xml',\n",
+ " 'p38_Bos_conc13_20180309_212628.xml',\n",
+ " 'p38_Bos_conc14_20180309_213931.xml',\n",
+ " 'p38_Bos_conc15_20180309_215232.xml',\n",
+ " 'p38_Bos_conc16_20180309_220535.xml',\n",
+ "]\n",
+ "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n",
+ " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n",
+ " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n",
+ " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n",
+ " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n",
+ " 1.18713651e-05, 2.00000000e-05])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive xlimits for log-scale axis; '\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,7])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '280_480_TOP_100'\n",
+ "#label = '340_480_TOP_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " plt.ylim(1000, 3000);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb b/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb
new file mode 100644
index 0000000..72466b1
--- /dev/null
+++ b/examples/sequential-titration/Preliminary data exploration for sequential titration assay.ipynb
@@ -0,0 +1,279 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " '2017-11-20 15-48-06_plate_1.xml',\n",
+ " '2017-11-20 16-17-59_plate_1.xml',\n",
+ " '2017-11-20 16-41-35_plate_1.xml',\n",
+ " '2017-11-20 16-59-09_plate_1.xml',\n",
+ " '2017-11-20 17-19-31_plate_1.xml',\n",
+ " '2017-11-20 17-37-37_plate_1.xml',\n",
+ " '2017-11-20 17-58-04_plate_1.xml',\n",
+ " '2017-11-20 18-16-02_plate_1.xml',\n",
+ " '2017-11-20 18-35-42_plate_1.xml',\n",
+ " '2017-11-20 18-54-33_plate_1.xml',\n",
+ " '2017-11-20 19-12-49_plate_1.xml',\n",
+ " '2017-11-20 19-31-32_plate_1.xml'\n",
+ "]\n",
+ "datapath = '20171119_p38_single_well_binding_assay/infinite reads'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n",
+ " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n",
+ " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n",
+ " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,7])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '280_480_TOP_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[0,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[0,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[0,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[0,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[0,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[0,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('bosutinib:p38 dialysed (3 replicates)')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w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\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "row = 2\n",
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[row,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[row,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[row,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[row,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[row,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[row,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('gefitinib:p38 dialysed (3 replicates)');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR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\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "row = 7\n",
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[row,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[row,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[row,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[row,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[row,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[row,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('axitinib:p38 dialysed (3 replicates)');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.1"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/sequential-titration/README.md b/examples/sequential-titration/README.md
new file mode 100644
index 0000000..4da25bd
--- /dev/null
+++ b/examples/sequential-titration/README.md
@@ -0,0 +1,5 @@
+# Sequential titration assay example
+
+This directory contains data from a sequential titration assay conducted by Mehtap Isik, Chodera lab.
+
+More details forthcoming.
\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx b/examples/single-well-assay/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx
new file mode 100644
index 0000000..16deef3
Binary files /dev/null and b/examples/single-well-assay/20171119_p38_single_well_binding_assay/20171117 Single well binding assay design.xlsx differ
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc b/examples/single-well-assay/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc
new file mode 100644
index 0000000..831ce79
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/Lab notebook for p38 single well binding assay (start_20171119).gdoc
@@ -0,0 +1 @@
+{"url": "https://drive.google.com/open?id=1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "doc_id": "1S3vW12yoHmg4dV2Gco6dwx7lkPh-qGjztDn1L69WnvQ", "email": "john.chodera@choderalab.org"}
\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py b/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py
new file mode 100644
index 0000000..e266ae9
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/calculate_Lstated_array.py
@@ -0,0 +1,69 @@
+# Generate Numpy array of stated ligand concentration(Lstated) for logarithmic dilution along a row.
+#
+# Example output:
+# np.array([20.0e-6,9.15e-6,4.18e-6,1.91e-6,0.875e-6,0.4e-6,0.183e-6,0.0837e-6,0.0383e-6,0.0175e-6,0.008e-6,0.0001e-6], np.float64)
+#
+# Usage:
+# python calculate_Lstated_array.py --n_wells 12 --h_conc 8e-06 --l_conc 2.53e-09 --dilution logarithmic
+# python calculate_Lstated_array.py --n_wells 6 --h_conc 100 --l_conc 10 --dilution linear
+
+
+from __future__ import print_function, division
+import numpy as np
+import argparse
+import sys
+
+# Argument parser
+parser = argparse.ArgumentParser(prog="calculate_Lstated_array")
+parser.add_argument("--n_wells", dest="n_wells", help="Enter target number of different concentrations.", type=int)
+parser.add_argument("--h_conc", dest= "highest_conc", help="The highest concentration in the series (Unit: M).", type=float)
+parser.add_argument("--l_conc", dest="lowest_conc", help="The lowest concentration in the series (Unit: M).", type=float)
+parser.add_argument("--dilution", dest="dilution_method", help="Defines logarithmic or linear dilution.Enter 'logarithmic' or 'linear.'.", type=str)
+args = parser.parse_args()
+
+n = args.n_wells
+print("Number of wells: ", n)
+highest_conc = args.highest_conc
+print("Highest concentration (M): ", highest_conc)
+lowest_conc = args.lowest_conc
+print("Lowest concentration (M): ", lowest_conc)
+dilution_method = args.dilution_method
+print("Dilution method is {}.".format(dilution_method))
+
+
+if dilution_method == "logarithmic":
+
+ # Calculate dilution factor
+ DF = (highest_conc / lowest_conc)**(1.0/(n-1))
+ print("Dilution factor: {}".format(DF))
+
+ # Calculate concentration of solute in each well
+ Ltot = np.zeros(n)
+ for i, conc in enumerate(Ltot):
+ Ltot[i] = highest_conc/(DF**i)
+
+elif dilution_method == "linear":
+
+ # Calculate interval, i.e. concentration difference between consecutive dilution points
+ interval = (highest_conc - lowest_conc)/(n-1)
+ print("Linear concentration interval(M): {} ".format(interval) )
+
+ # Calculate linear dilution array
+ Ltot = np.zeros(n)
+ for i, conc in enumerate(Ltot):
+ Ltot[i] = highest_conc - i*interval
+
+else:
+
+ sys.exit("Error in --dilution argument! It must be specified as '--dilution linear' or '--dilution logarithmic' .")
+
+
+# Create a string that codes for Lstated array:
+array_string = "np.array(["
+for i in range(n-1):
+ array_string = array_string + str(Ltot[i]) + ","
+array_string = array_string + str(Ltot[n-1]) + "], np.float64)"
+
+# Print with matching format for input.py file
+print("Copy this line to Lstated section of assaytools input.py file: ")
+print(array_string)
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml
new file mode 100644
index 0000000..e17817f
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-48-06_plate_1.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml
new file mode 100644
index 0000000..4725827
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 15-52-45_plate_1.xml
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-17-59_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-17-59_plate_1.xml
new file mode 100644
index 0000000..c12dec9
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml
new file mode 100644
index 0000000..13054f9
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-26-29_plate_1.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-41-35_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-41-35_plate_1.xml
new file mode 100644
index 0000000..d8f3db8
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-41-35_plate_1.xml
@@ -0,0 +1,2839 @@
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+ Tecan.At.Communication.SIM.Connect, 3.4.2.0
+ Tecan.At.Communication.SIM.GeniosUltra, 3.2.3.0
+ Tecan.At.Communication.SIM.Safire3, 3.2.3.0
+ Tecan.At.Communication.SIM.Safire3Pro, 3.2.3.0
+ Tecan.At.Communication.SIM.SunriseMini, 3.2.3.0
+ Tecan.At.Instrument.Common, 3.4.2.0
+ Tecan.At.Instrument.Common.GCM, 3.4.2.0
+ Tecan.At.Instrument.Common.Reader, 3.2.3.0
+ Tecan.At.Instrument.Common.Stacker, 3.4.2.0
+ Tecan.At.Instrument.Gas.GCM, 3.4.2.0
+ Tecan.At.Instrument.GCM.Server, 3.4.2.0
+ Tecan.At.Instrument.Reader.AMR, 3.2.3.0
+ Tecan.At.Instrument.Reader.AMRPlus, 3.2.3.0
+ Tecan.At.Instrument.Reader.GeniosUltra, 3.2.3.0
+ Tecan.At.Instrument.Reader.Safire3, 3.2.3.0
+ Tecan.At.Instrument.Reader.Safire3Pro, 3.2.3.0
+ Tecan.At.Instrument.Reader.SunriseMini, 3.2.3.0
+ Tecan.At.Instrument.Server, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Connect, 3.4.2.0
+ Tecan.At.Instrument.Stacker.Server, 3.4.2.0
+ Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0
+ Tecan.At.Measurement.Common, 3.2.3.0
+ Tecan.At.Measurement.Server, 3.2.3.0
+ Tecan.At.XFluor, 1.10.4.0
+ Tecan.At.XFluor.Connect.Reader, 1.10.4.0
+ Tecan.At.XFluor.Core, 1.10.4.0
+ Tecan.At.XFluor.Device, 1.10.4.0
+ Tecan.At.XFluor.Device.AMR, 1.10.4.0
+ Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0
+ Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0
+ Tecan.At.XFluor.Device.Reader, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0
+ Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0
+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
+ Tecan.At.XFluor.ReaderEditor, 1.10.4.0
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+ infinite
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+ Firmware: V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml
new file mode 100644
index 0000000..0bc5d31
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-46-13_plate_1.xml
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml
new file mode 100644
index 0000000..c16b3cb
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 16-59-09_plate_1.xml
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+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-04-42_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-04-42_plate_1.xml
new file mode 100644
index 0000000..6cd42f2
--- /dev/null
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-19-31_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-19-31_plate_1.xml
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index 0000000..95b801d
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-24-20_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-24-20_plate_1.xml
new file mode 100644
index 0000000..4831b59
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-37-37_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-37-37_plate_1.xml
new file mode 100644
index 0000000..25a40c6
--- /dev/null
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-42-23_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-42-23_plate_1.xml
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index 0000000..4412f01
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-58-04_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 17-58-04_plate_1.xml
new file mode 100644
index 0000000..b19acef
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-02-55_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-02-55_plate_1.xml
new file mode 100644
index 0000000..e60a2ae
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-02-55_plate_1.xml
@@ -0,0 +1,2089 @@
+
+
+
+ 1
+
+
+
+ Tecan i-control , 1.10.4.0
+ Tecan.At.Common, 3.4.2.0
+ Tecan.At.Common.DocumentManagement, 3.4.2.0
+ Tecan.At.Common.DocumentManagement.Reader, 3.2.3.0
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+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-16-02_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-16-02_plate_1.xml
new file mode 100644
index 0000000..8e5661d
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml
new file mode 100644
index 0000000..7641d3e
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-20-31_plate_1.xml
@@ -0,0 +1,2089 @@
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+ Tecan.At.Instrument.Stacker.Server, 3.4.2.0
+ Tecan.At.Measurement.BuiltInTest.Common, 3.2.3.0
+ Tecan.At.Measurement.Common, 3.2.3.0
+ Tecan.At.Measurement.Server, 3.2.3.0
+ Tecan.At.XFluor, 1.10.4.0
+ Tecan.At.XFluor.Connect.Reader, 1.10.4.0
+ Tecan.At.XFluor.Core, 1.10.4.0
+ Tecan.At.XFluor.Device, 1.10.4.0
+ Tecan.At.XFluor.Device.AMR, 1.10.4.0
+ Tecan.At.XFluor.Device.AMRPlus, 1.10.4.0
+ Tecan.At.XFluor.Device.GeniosUltra, 1.10.4.0
+ Tecan.At.XFluor.Device.Reader, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3, 1.10.4.0
+ Tecan.At.XFluor.Device.Safire3Pro, 1.10.4.0
+ Tecan.At.XFluor.Device.SunriseMini, 1.10.4.0
+ Tecan.At.XFluor.ExcelOutput, 1.10.4.0
+ Tecan.At.XFluor.NanoQuant, 1.10.4.0
+ Tecan.At.XFluor.ReaderEditor, 1.10.4.0
+
+
+ infinite
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+
+ Firmware: V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MAI, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-35-42_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-35-42_plate_1.xml
new file mode 100644
index 0000000..768a200
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml
new file mode 100644
index 0000000..6ffbe84
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-40-27_plate_1.xml
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+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-54-33_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-54-33_plate_1.xml
new file mode 100644
index 0000000..e3d6352
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml
new file mode 100644
index 0000000..c226fb4
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 18-59-10_plate_1.xml
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-12-49_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-12-49_plate_1.xml
new file mode 100644
index 0000000..11a0a08
--- /dev/null
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml
new file mode 100644
index 0000000..8980d09
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-17-19_plate_1.xml
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diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-31-32_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-31-32_plate_1.xml
new file mode 100644
index 0000000..39c933b
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\ No newline at end of file
diff --git a/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml
new file mode 100644
index 0000000..788e59c
--- /dev/null
+++ b/examples/single-well-assay/20171119_p38_single_well_binding_assay/infinite reads/2017-11-20 19-36-19_plate_1.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml
new file mode 100755
index 0000000..d9eaef6
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180309_183711.xml
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml
new file mode 100755
index 0000000..877e8c4
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180309_204718.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
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+ 0.0821
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+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml
new file mode 100755
index 0000000..0d81690
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180309_210021.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+ 1468
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+ 1508
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+ 1555
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+ 1567
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+ 1512
+
+
+ 2384
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+
+ 1815
+
+
+ 1784
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+
+ 1774
+
+
+ 1836
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+
+ 1786
+
+
+ 1968
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+
+ 1812
+
+
+ 1942
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+
+ 2068
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+ 1805
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+
+ 1764
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+ 1755
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+ 1621
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+ 1601
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+ 1494
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+ 1569
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+
+ 1585
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+
+ 1633
+
+
+ 1816
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+
+ 1769
+
+
+ 1800
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+
+ 1963
+
+
+ 2323
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+
+ 1784
+
+
+ 1737
+
+
+ 1818
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+
+ 1996
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+
+ 2065
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+ 1790
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+ 1793
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+ 1732
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+ 2784
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+ 1807
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+ 1964
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+ 1674
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml
new file mode 100755
index 0000000..ca6b461
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180309_211322.xml
@@ -0,0 +1,2923 @@
+
+
+
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+ infinite M1000 PRO
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+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml
new file mode 100755
index 0000000..ae3b699
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180309_212628.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.0655
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml
new file mode 100755
index 0000000..9f6c36e
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180309_213931.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
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+ 1481
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+ 1614
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+ 1523
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+ 1529
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+ 2297
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+ 1777
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+ 1715
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+ 2367
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+ 3008
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+ 2098
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+ 2812
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+ 1763
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+ 1884
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml
new file mode 100755
index 0000000..7f2f570
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180309_215232.xml
@@ -0,0 +1,2923 @@
+
+
+
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+ infinite M1000 PRO
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+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml
new file mode 100755
index 0000000..f2a0ce4
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180309_220535.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
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+ 0.047
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+ 0.0452
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+
+ 0.0413
+
+
+ 0.0493
+
+
+ 0.06
+
+
+ 0.041
+
+
+ 0.0403
+
+
+ 0.0457
+
+
+ 0.0584
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+
+ 0.0501
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+
+ 0.0408
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+
+ 0.0452
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+
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+
+ 0.0408
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+
+ 0.0402
+
+
+ 0.0447
+
+
+ 0.0574
+
+
+ 0.0431
+
+
+ 0.0419
+
+
+ 0.049
+
+
+ 0.0674
+
+
+ 0.0432
+
+
+ 0.0397
+
+
+ 0.0562
+
+
+ 0.0695
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+
+ 0.0576
+
+
+ 0.0424
+
+
+ 0.054
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml
new file mode 100755
index 0000000..ded76f3
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180309_185013.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1492
+
+
+ 1501
+
+
+ 1508
+
+
+ 1552
+
+
+ 1567
+
+
+ 2153
+
+
+ 1980
+
+
+ 1896
+
+
+ 1939
+
+
+ 1979
+
+
+ 1856
+
+
+ 2131
+
+
+ 1810
+
+
+ 2899
+
+
+ 2146
+
+
+ 1959
+
+
+ 1880
+
+
+ 1915
+
+
+ 1623
+
+
+ 1717
+
+
+ 1529
+
+
+ 1509
+
+
+ 1538
+
+
+ 1517
+
+
+ 1503
+
+
+ 1540
+
+
+ 1919
+
+
+ 1566
+
+
+ 1590
+
+
+ 1606
+
+
+ 2023
+
+
+ 2017
+
+
+ 1901
+
+
+ 2136
+
+
+ 2135
+
+
+ 1797
+
+
+ 1767
+
+
+ 1880
+
+
+ 2159
+
+
+ 1941
+
+
+ 1917
+
+
+ 1866
+
+
+ 1757
+
+
+ 1595
+
+
+ 1564
+
+
+ 1594
+
+
+ 1558
+
+
+ 1526
+
+
+ 1515
+
+
+ 1497
+
+
+ 1540
+
+
+ 1558
+
+
+ 1585
+
+
+ 1622
+
+
+ 1871
+
+
+ 1782
+
+
+ 1953
+
+
+ 1952
+
+
+ 1934
+
+
+ 2585
+
+
+ 1718
+
+
+ 1894
+
+
+ 1938
+
+
+ 1862
+
+
+ 2031
+
+
+ 1928
+
+
+ 2089
+
+
+ 2459
+
+
+ 2246
+
+
+ 2315
+
+
+ 2215
+
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml
new file mode 100755
index 0000000..e9337ff
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180309_190314.xml
@@ -0,0 +1,2923 @@
+
+
+
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+
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+ infinite M1000 PRO
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+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.1866
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+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml
new file mode 100755
index 0000000..a56e95e
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180309_191615.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
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+ 0.1974
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml
new file mode 100755
index 0000000..8a4c0f4
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180309_192912.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1480
+
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+ 1489
+
+
+ 1510
+
+
+ 1526
+
+
+ 1545
+
+
+ 1582
+
+
+ 1847
+
+
+ 1851
+
+
+ 1891
+
+
+ 1917
+
+
+ 1888
+
+
+ 1920
+
+
+ 1794
+
+
+ 1949
+
+
+ 2167
+
+
+ 1947
+
+
+ 1856
+
+
+ 1850
+
+
+ 1631
+
+
+ 1540
+
+
+ 1536
+
+
+ 1508
+
+
+ 1481
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+
+ 1494
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+ 1500
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+
+ 1495
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+
+ 1711
+
+
+ 1568
+
+
+ 1578
+
+
+ 1606
+
+
+ 1905
+
+
+ 1848
+
+
+ 1870
+
+
+ 1975
+
+
+ 2275
+
+
+ 1818
+
+
+ 1743
+
+
+ 1873
+
+
+ 2037
+
+
+ 1934
+
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+ 1922
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+ 1802
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+ 1733
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+ 1725
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+ 1552
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+ 1583
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+ 1627
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+ 1769
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+ 2303
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+ 1962
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+ 1837
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+ 2917
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+ 1750
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+ 1879
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+ 1940
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+ 2011
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+ 2043
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+ 1600
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+ 1532
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+ 1874
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+ 2297
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+
+ 2294
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+
+ 2648
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+
+ 2560
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+ 2679
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml
new file mode 100755
index 0000000..4be6876
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180309_194135.xml
@@ -0,0 +1,2923 @@
+
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+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.1988
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml
new file mode 100755
index 0000000..56324f4
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180309_195438.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
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+ 1988
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+ 2616
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+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml
new file mode 100755
index 0000000..9c3ca5b
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180309_200741.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1436
+
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+ 1452
+
+
+ 1506
+
+
+ 1504
+
+
+ 1542
+
+
+ 1923
+
+
+ 1794
+
+
+ 1805
+
+
+ 1829
+
+
+ 1823
+
+
+ 1927
+
+
+ 2811
+
+
+ 2219
+
+
+ 1892
+
+
+ 2084
+
+
+ 1902
+
+
+ 1817
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+ 1804
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+
+ 1668
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+ 1562
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+ 1518
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+ 1492
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+ 1548
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+ 1558
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+ 1832
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+ 1848
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+ 1869
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+ 2444
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+ 1784
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+ 1713
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+ 1838
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+ 1977
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+ 1884
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+ 1698
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml
new file mode 100755
index 0000000..982dc52
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180309_202110.xml
@@ -0,0 +1,2923 @@
+
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+
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+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
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+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.1027
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+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml
new file mode 100755
index 0000000..42d06b6
--- /dev/null
+++ b/examples/single-well-assay/20180309_ p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180309_203415.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
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+
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+
+
+ 0.0524
+
+
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+
+ 0.0511
+
+
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+
+
+ 0.0421
+
+
+ 0.044
+
+
+ 0.0554
+
+
+ 0.0418
+
+
+ 0.0427
+
+
+ 0.0803
+
+
+ 0.0593
+
+
+ 0.0515
+
+
+ 0.0479
+
+
+ 0.0985
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml
new file mode 100755
index 0000000..91e2a3d
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc0_20180316_151003.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1759
+
+
+ 1773
+
+
+ 1762
+
+
+ 1827
+
+
+ 1967
+
+
+ 2026
+
+
+ 2383
+
+
+ 2357
+
+
+ 2681
+
+
+ 2892
+
+
+ 2966
+
+
+ 2999
+
+
+ 2820
+
+
+ 2775
+
+
+ 2620
+
+
+ 2698
+
+
+ 2407
+
+
+ 2351
+
+
+ 2110
+
+
+ 2032
+
+
+ 1926
+
+
+ 1937
+
+
+ 1923
+
+
+ 1876
+
+
+ 1788
+
+
+ 1894
+
+
+ 1904
+
+
+ 1897
+
+
+ 2360
+
+
+ 1942
+
+
+ 2024
+
+
+ 2061
+
+
+ 2140
+
+
+ 2206
+
+
+ 2264
+
+
+ 2220
+
+
+ 2218
+
+
+ 2212
+
+
+ 2241
+
+
+ 2191
+
+
+ 2005
+
+
+ 2027
+
+
+ 1882
+
+
+ 1895
+
+
+ 1842
+
+
+ 1790
+
+
+ 1790
+
+
+ 1771
+
+
+ 1814
+
+
+ 1785
+
+
+ 1798
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+
+ 1819
+
+
+ 1857
+
+
+ 1925
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+
+ 1997
+
+
+ 2000
+
+
+ 2154
+
+
+ 2114
+
+
+ 2113
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+
+ 2093
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+
+ 2132
+
+
+ 2119
+
+
+ 2106
+
+
+ 2109
+
+
+ 1970
+
+
+ 1983
+
+
+ 1861
+
+
+ 1837
+
+
+ 1802
+
+
+ 1767
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+
+ 1753
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+
+ 1719
+
+
+ 1735
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+
+ 1724
+
+
+ 1729
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+
+ 1762
+
+
+ 1815
+
+
+ 1807
+
+
+ 1950
+
+
+ 1938
+
+
+ 2138
+
+
+ 2196
+
+
+ 2181
+
+
+ 2208
+
+
+ 2149
+
+
+ 2123
+
+
+ 2074
+
+
+ 2142
+
+
+ 2046
+
+
+ 2037
+
+
+ 1882
+
+
+ 1868
+
+
+ 2356
+
+
+ 1782
+
+
+ 1740
+
+
+ 1728
+
+
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml
new file mode 100755
index 0000000..eca496d
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc10_20180316_173812.xml
@@ -0,0 +1,2923 @@
+
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.1115
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+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml
new file mode 100755
index 0000000..b3e37e7
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc11_20180316_175119.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
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+
+ 0.052
+
+
+ 0.116
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml
new file mode 100755
index 0000000..54d4305
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc12_20180316_180420.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
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+ 2944
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+ 2675
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml
new file mode 100755
index 0000000..3f0b1af
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc13_20180316_181722.xml
@@ -0,0 +1,2923 @@
+
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
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+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml
new file mode 100755
index 0000000..81432c9
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc14_20180316_183025.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml
new file mode 100755
index 0000000..fae77e6
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc15_20180316_184327.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml
new file mode 100755
index 0000000..758d39d
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_20180316_185636.xml
@@ -0,0 +1,2923 @@
+
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+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180316_190107.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180316_190107.xml
new file mode 100644
index 0000000..72d57c2
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180316_190107.xml
@@ -0,0 +1,11846 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180319_reread.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180319_reread.xml
new file mode 100644
index 0000000..561e622
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc16_spectra_20180319_reread.xml
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+ 2018-03-19T15:06:05.9624747-04:00
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml
new file mode 100755
index 0000000..5a19d96
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc1_20180316_152305.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml
new file mode 100755
index 0000000..b9feff2
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc2_20180316_153609.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
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+
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+ infinite M1000 PRO
+ 1311007572
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+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.041
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+
+ 0.0416
+
+
+ 0.0485
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml
new file mode 100755
index 0000000..4e2398d
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc3_20180316_160633.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
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+
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+ 2021
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+ 0.0434
+
+
+ 0.0567
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml
new file mode 100755
index 0000000..a91fd1e
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc4_20180316_161933.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1824
+
+
+ 1941
+
+
+ 1997
+
+
+ 2007
+
+
+ 1873
+
+
+ 1883
+
+
+ 3943
+
+
+ 3989
+
+
+ 2071
+
+
+ 2055
+
+
+ 2033
+
+
+ 2221
+
+
+ 2022
+
+
+ 2028
+
+
+ 2033
+
+
+ 2026
+
+
+ 4082
+
+
+ 4078
+
+
+ 1853
+
+
+ 1833
+
+
+ 1910
+
+
+ 1869
+
+
+ 1831
+
+
+ 1788
+
+
+ 1821
+
+
+ 1841
+
+
+ 1868
+
+
+ 1947
+
+
+ 1882
+
+
+ 1879
+
+
+ 4043
+
+
+ 4139
+
+
+ 2025
+
+
+ 2068
+
+
+ 2055
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+
+ 2030
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+
+ 2076
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+ 2037
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+ 2080
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+ 2043
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+ 4100
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+
+ 4011
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+
+ 1878
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+
+ 1839
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+ 2023
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+ 2444
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+
+ 2691
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+ 2644
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+ 1999
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+ 2572
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+ 2527
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+ 2381
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+ 2234
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+ 4796
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+ 0.1445
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+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml
new file mode 100755
index 0000000..1d938a0
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc5_20180316_163234.xml
@@ -0,0 +1,2923 @@
+
+
+
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+
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+
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+ infinite M1000 PRO
+ 1311007572
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+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.0498
+
+
+ 0.0394
+
+
+ 0.1288
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml
new file mode 100755
index 0000000..995a54e
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc6_20180316_164537.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
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+ 3459
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+ 1987
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+ 3996
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+ 0.063
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+
+ 0.066
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+
+ 0.053
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+
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+
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+ 0.0527
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+ 0.0446
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+
+ 0.0492
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+
+ 0.0672
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+
+ 0.0453
+
+
+ 0.0416
+
+
+ 0.0521
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+
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+
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+
+ 0.0421
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+
+ 0.0499
+
+
+ 0.0585
+
+
+ 0.0411
+
+
+ 0.0458
+
+
+ 0.0475
+
+
+ 0.0591
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+
+ 0.0514
+
+
+ 0.0553
+
+
+ 0.1314
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml
new file mode 100755
index 0000000..110ed8b
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc7_20180316_165840.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 2155
+
+
+ 2239
+
+
+ 2340
+
+
+ 2324
+
+
+ 1884
+
+
+ 1886
+
+
+ 2435
+
+
+ 2712
+
+
+ 2046
+
+
+ 2002
+
+
+ 2036
+
+
+ 2192
+
+
+ 1978
+
+
+ 2010
+
+
+ 2012
+
+
+ 1995
+
+
+ 2749
+
+
+ 2869
+
+
+ 1866
+
+
+ 1858
+
+
+ 2344
+
+
+ 2294
+
+
+ 2160
+
+
+ 2112
+
+
+ 2128
+
+
+ 2175
+
+
+ 2307
+
+
+ 2439
+
+
+ 1993
+
+
+ 1893
+
+
+ 2777
+
+
+ 3075
+
+
+ 2008
+
+
+ 2041
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+
+ 2038
+
+
+ 2006
+
+
+ 2035
+
+
+ 2026
+
+
+ 2058
+
+
+ 2026
+
+
+ 3202
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+
+ 2835
+
+
+ 1876
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+
+ 1865
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+
+ 2330
+
+
+ 2270
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+
+ 2129
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+
+ 2055
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+
+ 2084
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+
+ 2088
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+
+ 2263
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+
+ 2318
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+
+ 1864
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+ 1875
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+ 2892
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+ 3103
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+ 2040
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+ 2004
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+ 2643
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+ 2987
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+ 3106
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+ 4499
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+ 3394
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+ 3325
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+ 3172
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+ 2372
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+ 2997
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+
+ 3229
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+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml
new file mode 100755
index 0000000..420e16e
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc8_20180316_171209.xml
@@ -0,0 +1,2923 @@
+
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+ infinite M1000 PRO
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+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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+ 0.1174
+
+
+
+
\ No newline at end of file
diff --git a/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml
new file mode 100755
index 0000000..3f5c33d
--- /dev/null
+++ b/examples/single-well-assay/20180316_p38_and_boiled_p38_with_Bos_test/p38_Bos_conc9_20180316_172511.xml
@@ -0,0 +1,2923 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
+
+
+
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+
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml
new file mode 100755
index 0000000..e2c0dfa
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318(1).xml
@@ -0,0 +1,18688 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
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+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318.xml
new file mode 100755
index 0000000..e2c0dfa
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc0_20180320_165318.xml
@@ -0,0 +1,18688 @@
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml
new file mode 100755
index 0000000..904f929
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc10_20180321_030440.xml
@@ -0,0 +1,18688 @@
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+
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+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc11_20180321_040513.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc11_20180321_040513.xml
new file mode 100755
index 0000000..13f7fd3
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc11_20180321_040513.xml
@@ -0,0 +1,18688 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
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+
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+
+
+
+ OVER
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml
new file mode 100755
index 0000000..574810b
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc12_20180321_050547.xml
@@ -0,0 +1,18688 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ infinite M1000 PRO
+ 1311007572
+
+
+ MEX, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ MEM, V 1.20 Safire2 MCR (V 1.20 Safire2 MCR )
+ FPO, V_1.03_Safire2 FP (V_1.03_Safire2 FP )
+ ABS, V 1.00 MCR Abs 4 Channel (V 1.00 MCR Abs 4 Channel)
+ LUM, V_1.05_02/2015_LUMINESCENCE (Feb 24 2015/17.31.16)
+ BCR, V_1.00_02/2008_S3FTCAN
+ INA, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ INB, V_1.05_11/2011_S3LCE_ALPHA (Nov 3 2011/09.27.24)
+ TCAN, V_1.00_02/2008_S3FTCAN (Feb 21 2008/17.19.16)
+
+
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+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ OVER
+ 219582
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+ 121077
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml
new file mode 100755
index 0000000..3b70ff1
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc13_20180321_060625.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml
new file mode 100755
index 0000000..21eac88
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc14_20180321_070659.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml
new file mode 100755
index 0000000..052e230
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc15_20180321_080736.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc16_20180321_090811.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc16_20180321_090811.xml
new file mode 100755
index 0000000..8b5a0bb
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc16_20180321_090811.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc1_20180320_175851.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc1_20180320_175851.xml
new file mode 100755
index 0000000..8d20c80
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc1_20180320_175851.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml
new file mode 100755
index 0000000..32936cc
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924(1).xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml
new file mode 100755
index 0000000..32936cc
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc2_20180320_185924.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957(1).xml
new file mode 100755
index 0000000..6f95f67
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957(1).xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957.xml
new file mode 100755
index 0000000..6f95f67
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc3_20180320_195957.xml
@@ -0,0 +1,18688 @@
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030(1).xml
new file mode 100755
index 0000000..60e13f7
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030(1).xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml
new file mode 100755
index 0000000..60e13f7
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc4_20180320_210030.xml
@@ -0,0 +1,18688 @@
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml
new file mode 100755
index 0000000..91da15a
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105(1).xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105.xml
new file mode 100755
index 0000000..91da15a
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc5_20180320_220105.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144(1).xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144(1).xml
new file mode 100755
index 0000000..4f7f926
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144(1).xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144.xml
new file mode 100755
index 0000000..4f7f926
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc6_20180320_230144.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml
new file mode 100755
index 0000000..9cb50ab
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc7_20180321_000222.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc8_20180321_010326.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc8_20180321_010326.xml
new file mode 100755
index 0000000..caf3aae
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc8_20180321_010326.xml
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\ No newline at end of file
diff --git a/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc9_20180321_020406.xml b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc9_20180321_020406.xml
new file mode 100755
index 0000000..74f0b3a
--- /dev/null
+++ b/examples/single-well-assay/20180320_testing_imidazole_spectra_reads/p38_Bos_conc9_20180321_020406.xml
@@ -0,0 +1,18688 @@
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\ No newline at end of file
diff --git a/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb
new file mode 100644
index 0000000..893bdb7
--- /dev/null
+++ b/examples/single-well-assay/Plotting p38 sequential titration test data from 20180316.ipynb
@@ -0,0 +1,389 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " 'p38_Bos_conc0_20180316_151003.xml',\n",
+ " 'p38_Bos_conc1_20180316_152305.xml',\n",
+ " 'p38_Bos_conc2_20180316_153609.xml',\n",
+ " 'p38_Bos_conc3_20180316_160633.xml',\n",
+ " 'p38_Bos_conc4_20180316_161933.xml',\n",
+ " 'p38_Bos_conc5_20180316_163234.xml',\n",
+ " 'p38_Bos_conc6_20180316_164537.xml',\n",
+ " 'p38_Bos_conc7_20180316_165840.xml',\n",
+ " 'p38_Bos_conc8_20180316_171209.xml',\n",
+ " 'p38_Bos_conc9_20180316_172511.xml',\n",
+ " 'p38_Bos_conc10_20180316_173812.xml',\n",
+ " 'p38_Bos_conc11_20180316_175119.xml',\n",
+ " 'p38_Bos_conc12_20180316_180420.xml',\n",
+ " 'p38_Bos_conc13_20180316_181722.xml',\n",
+ " 'p38_Bos_conc14_20180316_183025.xml',\n",
+ " 'p38_Bos_conc15_20180316_184327.xml',\n",
+ " 'p38_Bos_conc16_20180316_185636.xml',\n",
+ "]\n",
+ "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n",
+ " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n",
+ " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n",
+ " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n",
+ " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n",
+ " 1.18713651e-05, 2.00000000e-05])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive xlimits for log-scale axis; '\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "17"
+ ]
+ },
+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,8])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '280_480_BOT_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.suptitle(label, fontsize=20)\n",
+ "#plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)\n",
+ "fig.savefig('p38_bos_%s.pdf' % label, dpi=500)\n",
+ "len(measurements)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ "'p38_Bos_conc16_spectra_20180316_190107.xml'\n",
+ "]\n",
+ "\n",
+ "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[15,12])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = 'ex280_scan_top_gain100'\n",
+ "\n",
+ "nreads=len(list(reads[0][label][well].keys()))\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " x_values = list(reads[0][label][well].keys())\n",
+ " measurements = list(reads[0][label][well].values())\n",
+ " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ " \n",
+ "ymax = data.max().max().max()\n",
+ "xmax = max(list(reads[0][label][well].keys()))\n",
+ "xmin = min(list(reads[0][label][well].keys()))\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n",
+ " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n",
+ " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n",
+ " plt.axis([xmin, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.suptitle(label, fontsize=20)\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)\n",
+ "fig.savefig('p38_bos_%s_logy.pdf' % label, dpi=500)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ "'p38_Bos_conc16_spectra_20180319_reread.xml'\n",
+ "]\n",
+ "\n",
+ "datapath = '20180316_p38_and_boiled_p38_with_Bos_test'\n",
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'plt' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfig\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfigure\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfigsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m15\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m12\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mnrows\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mncols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m12\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0mindex\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'plt' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[15,12])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = 'ex280_scan_top_gain100'\n",
+ "\n",
+ "nreads=len(list(reads[0][label][well].keys()))\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " x_values = list(reads[0][label][well].keys())\n",
+ " measurements = [reads[i][label][well].values() for i in range(nreads)]\n",
+ " measurements = [x if x != 'OVER' else 0.0 for x in measurements]\n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ " \n",
+ "ymax = data.max().max().max()\n",
+ "xmax = max(list(reads[0][label][well].keys()))\n",
+ "xmin = min(list(reads[0][label][well].keys()))\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.semilogy(x_values, data[row_index,col_index,:], 'k.');\n",
+ " plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n",
+ " plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n",
+ " plt.axis([xmin, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.suptitle(label, fontsize=20)\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)\n",
+ "fig.savefig('p38_bos_%s_logy_rereadplate.pdf' % label, dpi=500)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb b/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb
new file mode 100644
index 0000000..ebc6a02
--- /dev/null
+++ b/examples/single-well-assay/Plotting p38 sequential titration test data.ipynb
@@ -0,0 +1,191 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " 'p38_Bos_conc0_20180309_183711.xml',\n",
+ " 'p38_Bos_conc1_20180309_185013.xml',\n",
+ " 'p38_Bos_conc2_20180309_190314.xml',\n",
+ " 'p38_Bos_conc3_20180309_191615.xml',\n",
+ " 'p38_Bos_conc4_20180309_192912.xml',\n",
+ " 'p38_Bos_conc5_20180309_194135.xml',\n",
+ " 'p38_Bos_conc6_20180309_195438.xml',\n",
+ " 'p38_Bos_conc7_20180309_200741.xml',\n",
+ " 'p38_Bos_conc8_20180309_202110.xml',\n",
+ " 'p38_Bos_conc9_20180309_203415.xml',\n",
+ " 'p38_Bos_conc10_20180309_204718.xml',\n",
+ " 'p38_Bos_conc11_20180309_210021.xml',\n",
+ " 'p38_Bos_conc12_20180309_211322.xml',\n",
+ " 'p38_Bos_conc13_20180309_212628.xml',\n",
+ " 'p38_Bos_conc14_20180309_213931.xml',\n",
+ " 'p38_Bos_conc15_20180309_215232.xml',\n",
+ " 'p38_Bos_conc16_20180309_220535.xml',\n",
+ "]\n",
+ "datapath = '20180309_ p38_and_boiled_p38_with_Bos_test'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n",
+ " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n",
+ " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n",
+ " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n",
+ " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n",
+ " 1.18713651e-05, 2.00000000e-05])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:2966: UserWarning: Attempted to set non-positive xlimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive xlimits for log-scale axis; '\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,7])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '280_480_TOP_100'\n",
+ "#label = '340_480_TOP_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " plt.ylim(1000, 3000);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb b/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb
new file mode 100644
index 0000000..33b079f
--- /dev/null
+++ b/examples/single-well-assay/Preliminary_data_exploration_for_sequential_titration_assay.ipynb
@@ -0,0 +1,279 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " '2017-11-20 15-48-06_plate_1.xml',\n",
+ " '2017-11-20 16-17-59_plate_1.xml',\n",
+ " '2017-11-20 16-41-35_plate_1.xml',\n",
+ " '2017-11-20 16-59-09_plate_1.xml',\n",
+ " '2017-11-20 17-19-31_plate_1.xml',\n",
+ " '2017-11-20 17-37-37_plate_1.xml',\n",
+ " '2017-11-20 17-58-04_plate_1.xml',\n",
+ " '2017-11-20 18-16-02_plate_1.xml',\n",
+ " '2017-11-20 18-35-42_plate_1.xml',\n",
+ " '2017-11-20 18-54-33_plate_1.xml',\n",
+ " '2017-11-20 19-12-49_plate_1.xml',\n",
+ " '2017-11-20 19-31-32_plate_1.xml'\n",
+ "]\n",
+ "datapath = '20171119_p38_single_well_binding_assay/infinite reads'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.74937932e-08,\n",
+ " 3.82541000e-08, 8.36511642e-08, 1.82922021e-07,\n",
+ " 4.00000000e-07, 8.74689659e-07, 1.91270500e-06,\n",
+ " 4.18255821e-06, 9.14610104e-06, 2.00000000e-05])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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fGrxkO2h78DnsII55oDO3j7ZoHzHMA3EcT6evmvbe/5D3/oNXP0knx1LzzXiw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\nSUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[10,7])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = '280_480_TOP_100'\n",
+ "data = np.zeros([nrows, ncols, nreads], np.float64)\n",
+ "\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " measurements = [ reads[i][label][well] for i in range(nreads) ] \n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ "xmax = concentrations.max()\n",
+ "ymax = data.max().max().max()\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " plt.loglog(concentrations, data[row_index,col_index,:], 'k.');\n",
+ " plt.axis([0, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.tight_layout();\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)"
+ ]
+ },
+ {
+ "attachments": {
+ "image.png": {
+ "image/png": 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"
+ }
+ },
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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J565bglaHcxF5C6bcdHbS+ekmElP6aLp6HI3XJ3JqKXQeWEfTsYfTt7aJcccm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\njScY51xsPME452Lzf/TM0cy88PEOAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[0,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[0,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[0,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[0,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[0,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[0,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('bosutinib:p38 dialysed (3 replicates)')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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mkZ0I1/HpK+GqoGW0enyaKZsaWbDnvKC8lmUu4ZFpwZToEh6JmfM8sdSBmk0w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\n52Lz/wGKAC6ZuM83+gAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "row = 2\n",
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[row,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[row,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[row,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[row,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[row,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[row,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('gefitinib:p38 dialysed (3 replicates)');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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3kBqHkl0kSf9Fma6QmX2w1L5GoKuzi7GbXgsjZwVz2nSugd5P0HXQiuoU9vWR\nBkbOPYXs1uvI/H1n0mecU1MyojWbpu5elZJXoquza8pH6V2d1bWy4rYPoO+k8+GCIOayZpsCXU+l\nGNyjP5BXSTodzE+fzQbOxeepbxzKxWCaesrEw5++jAuWvxI2bhMIxntg+Tc4/FW/qV5pXx/p0NHE\nQdwOYbB3cIu4E0DH3A4Ge6trZcVt3wR9J51PH9U7lKlIp92xNCLlukiHmNnFwHwzu3jyMlMGVsuP\nvnbgs85lgo3bBPIGYbB3kI65W77+XItD6FvUx9CSIbo7uxGiu7OboSVDVQ86G+wdZF5q3hayeal5\nVdvnzD5KjuSVdBfwZoIMdhkmJdcwsxoen8RDuZG8zZB8CRr//abhVcOc8pNTWPfUOnbeZmfOOdRH\nyTrRR/KWczAfBE4C9gDuZ0sHY2ZW9+GS5RxMswxzd5xmpOZXBczsq2b2EuDbZraHme1etNTVuUR5\nVSCpYe65HCxbFnw6jlOeKCkzT5oJQ6aDmS0Hli9evPiEUmX6GAb7KacsXMK6nrvZefTFnPPX5fRx\nCFQ37IxcDnpfXyCfF+3txsjPUh5YrJJczp/6zAaizOzYnAwMsMcLxhh/70WkUjBegD0uBgZ+VvWj\n5ewlY+Q37EqBFPkNG8lespZ02qcUnS7uqGcP034XqWlYs4ZsD+RTUGiDfBtke6gpmUmGG2knT4qN\ntLORDPFMrNDo3a7c0CqWHZolN7QqFn2Bo7Zg5O2GzWQvmSJY5rQErduC6eoiMzpGewHyFo68HaWm\nof3ppXsz8u3DyW58HZm5t5BeuqxmM3M56O0NXgJubw8GjNX8bx5j/yM3tIre9+9JnpfQfn2eEVaR\n7l9Uk87AUb+dPFbkqJfWpNNpTFq3BTM4SPqRDkYuhjN/BiMXQ/qRGlPsp9Oks8s4bXBb0tllsQQP\nYs80kMuRy5zGsoEnyWVOq7lZlL36YfK0U2AOeeaSvfq56SmnS3rp3oy0H86ZOoOR9sNJL927Zp1O\ngxIlcW+jLhWTfjfBnKIrVphtvbVZKhV8rlhRo74TL7atecpSbLStecpWnHhxbfq+fkeoLx/o+/od\ntRn4jOIVZmedVXuFnbpAxKTfrdtFgiCY2+ATl8f9Hk2Wg4taHEaWg2t6tSHdv4gRVpG9+mEyR+9Y\nc/foWcU+tn820NoOhuZ4HJomR5oswYDp2ozMLO2m/cIC+XyB9vY2Mktrf8qV7l9EuvqXnZ1ZTEs7\nmEQCqHElhbhoAAAHJUlEQVQTs5HpNIz8LNXwTtWZHbS0g5kqgNpwP7gEjPTeh9MotO5TJMJERHMK\npFSgfU6hMRMRebYkp4Vp6RZMmhwjdhpZXkfGbiHNMmqNccSOZ0tyWpiWdjBks6QLN5O2G6GQatA+\nEt6ncVqWlu4ieffDcepLa7dgvPvhOHWltR0MePfDcepIU3aR6jE3teM406cpHYzVYW5qx3GmT1M6\nGMdxmgN3MI7jJIY7GMdxEsMdjOM4ieEOxnGcxHAH4zhOYriDcRwnMUpOHdsMSHoQmJjzohMoHnlX\nvF1qfQHwUAymTD53teVK7S9Xt0rbzVbfKLIo9Z3pulYqG/XaTiVrxHu5GzjOgkkQSxMlcW8zLMBQ\nqe0y65ESF0/33NWWK7W/XN2mWfeGr28UWZT6znRdK5WNem2neT3rdm2jlm2lLtJkT7o8wnpS5662\nXKn95epWabvZ6htFNpP1nY6+cmWjXtupZI14L0cq29RdpFqRtNLMFtfbjpliNtV3NtUVGre+rdSC\nqYahehsww8ym+s6mukKD1ndWt2Acx0mW2d6CcRwnQdzBOI6TGO5gHMdJjNZPmVklkrqA8wgGL/3B\nzM6us0mJIekgoI/gftjXzF5bZ5MSRVIbcCawPcH4kYvrbFKiSMoQ1PdO4Aozy87UuVuyBSPp25L+\nJmn1JPlhkn4v6U+SPl5BzT7A/zez44B9EzO2RuKoq5ndZGYnAj8EGvrHFtO1PRLYFdgIrE3K1jiI\nqb4GPAlsxQzXtyWfIkn6B4Iv9BIze1koSwF/AN5I8CX/GjgGSAHLJqk4DigAVxFcnEvN7MKZsX56\nxFFXM/tbeNyVwL+Y2eMzZP60ienaHgc8amZfl3SVmb19puyfLjHV9yEz2yzpBcCXzKxvpuxvyS6S\nmf1cUs8k8auBP5nZPQCSrgCONLNlwFsm65B0CvDpUNdVQEM6mDjqGpbpAsYb2blAbNd2LZAPNwvJ\nWVs7cV3fkEeBeUnYWYqWdDAl2BW4r2h7LXBAmfI/Bs6Q9B5gNEG7kmC6dQU4ngZ1ohGYbn2vAf4r\njD39PEnDEmJa9ZV0FHAoMJ8grjhjzCYHoylkJfuHZrYaaNimcwWmVVcAM/t0QrbMBNO9tusJHGqz\nMt36XkPgVGeclgzylmAtsFvR9kLggTrZkjSzqa7g9W3Y+s4mB/NrYG9Ju0tqB94NXFtnm5JiNtUV\nvL4NW9+WdDCSLgdywIskrZV0vJltAj4A/AT4HXClmd1ZTzvjYDbVFby+zVbflnxM7ThOY9CSLRjH\ncRoDdzCO4ySGOxjHcRLDHYzjOInhDsZxnMRwB+M4TmK4g3ESQ1JP+C7XdI+bL+nkou1dwhdO47Lr\nGEkDk2QZSSbp+CLZK0PZKXGde7bhDsZJkh5gSgcjqdx7cPOBZxyMmT0Qc0qFwwheZp3MKuBdRdvv\nBm6P8byzDncwLYakpZLukHS7pEtDWbekkVA+EqZmQNJFkr4qaYWkeyS9vUjPxyStCvWcHcr2lPRj\nSbdKuknSiyvoORs4SNJvJX1Y0rGSvitpOXC9pG1De24Lz3Vk0XF7hsd9MWwJrQ7PtZWkC8Pyv5H0\n+lB+rKRrQvv+KOkLJb4fAa8Abpti9xpgK0kvCMsdBlxXw+Vw4phu0pfGWICXAr8HFoTbO4Sfy4H3\nhuvHAd8P1y8CvkvwR7MvQY4RgDcDK4COSXpGgL3D9QOAGyroyQA/LLLvWIIX9Sb0zQG2D9cXAH8i\neFO4B1hddNwz28BHgAvD9RcTOoVQ9z0EcytvRTBn+W5TfEf/jyB502R5hiCj3wcJhuG/jiB9xRnA\nKfW+ts26zKZ0DbOBNwBXmdlDAGb2SChPA0eF65cCxf/u3zezzcBdYcYzgEMIfsTrJ/RI2hZ4LfDd\n4M8d2DJ50VR6puJ/i+wScFaYtW0zQZ6TcscCHAj8V2jX3ZLGCNKbAoyY2TiApLsIJmi/b9LxlVol\nVwL/Q+C8Lieos1Ml7mBaC1Eh70tIcZkNk44vpacNeMzMXlFC51R6puKpovU+YCdgfzPbKGmUoPVR\njnK6i20oMPX9/Sbg6FIKzGydpI0E6Sg/hDuYmvAYTGsxArxT0o4AknYI5SsIApYQ/KhvrqDneuA4\nSR0TeixIpXmvpHeEMkl6eQU9TwDbldnfCfwtdC6vJ2hxVDru52EdkLQP0EXQLayIpE5gjpk9XKHo\np4BTzayh02k2A+5gWggLXtkfBG6UdDvwpXDXB4H3SboD+GeCf+Zyen5MkF9kpaTfAhOPafuA40Pd\ndxJk5y/HHcCmMFD84Sn2DwOLJa0Mdd8dnv9h4BZJqyV9cdIx5wMpSasIujLHmtkGovFG4KeVCpnZ\nCjP7fkSdThk8XYMza5D0TeCbZvaLetsyW3AH4zhOYngXyXGcxHAH4zhOYriDcRwnMdzBOI6TGO5g\nHMdJDHcwjuMkhjsYx3ES4/8AnBrkQosmFt8AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "row = 7\n",
+ "plt.figure(figsize=[4,3]);\n",
+ "plt.loglog(concentrations, data[row,0,:], 'ro');\n",
+ "plt.loglog(concentrations, data[row,2,:], 'go');\n",
+ "plt.loglog(concentrations, data[row,4,:], 'bo');\n",
+ "plt.loglog(concentrations, data[row,1,:], 'r.');\n",
+ "plt.loglog(concentrations, data[row,3,:], 'g.');\n",
+ "plt.loglog(concentrations, data[row,5,:], 'b.');\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('axitinib:p38 dialysed (3 replicates)');"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/examples/single-well-assay/README.md b/examples/single-well-assay/README.md
new file mode 100644
index 0000000..4da25bd
--- /dev/null
+++ b/examples/single-well-assay/README.md
@@ -0,0 +1,5 @@
+# Sequential titration assay example
+
+This directory contains data from a sequential titration assay conducted by Mehtap Isik, Chodera lab.
+
+More details forthcoming.
\ No newline at end of file
diff --git a/examples/single-well-assay/bos_spectra_imidazole_ex280_scan_bottom_gain100_logy.pdf b/examples/single-well-assay/bos_spectra_imidazole_ex280_scan_bottom_gain100_logy.pdf
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diff --git a/examples/single-well-assay/p38_bos_340_480_BOT_100.pdf b/examples/single-well-assay/p38_bos_340_480_BOT_100.pdf
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diff --git a/examples/single-well-assay/spectra_single_well_data_analysis.ipynb b/examples/single-well-assay/spectra_single_well_data_analysis.ipynb
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+++ b/examples/single-well-assay/spectra_single_well_data_analysis.ipynb
@@ -0,0 +1,528 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "import numpy as np\n",
+ "import os\n",
+ "from matplotlib.pyplot import cm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import assaytools"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from assaytools import platereader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "filenames = [\n",
+ " 'p38_Bos_conc0_20180320_165318.xml',\n",
+ " 'p38_Bos_conc1_20180320_175851.xml', \n",
+ " 'p38_Bos_conc2_20180320_185924.xml', \n",
+ " 'p38_Bos_conc3_20180320_195957.xml',\n",
+ " 'p38_Bos_conc4_20180320_210030.xml',\n",
+ " 'p38_Bos_conc5_20180320_220105.xml', \n",
+ " 'p38_Bos_conc6_20180320_230144.xml', \n",
+ " 'p38_Bos_conc7_20180321_000222.xml',\n",
+ " 'p38_Bos_conc8_20180321_010326.xml', \n",
+ " 'p38_Bos_conc9_20180321_020406.xml',\n",
+ " 'p38_Bos_conc10_20180321_030440.xml', \n",
+ " 'p38_Bos_conc11_20180321_040513.xml', \n",
+ " 'p38_Bos_conc12_20180321_050547.xml', \n",
+ " 'p38_Bos_conc13_20180321_060625.xml', \n",
+ " 'p38_Bos_conc14_20180321_070659.xml', \n",
+ " 'p38_Bos_conc15_20180321_080736.xml', \n",
+ " 'p38_Bos_conc16_20180321_090811.xml',\n",
+ "]\n",
+ "datapath = '20180320_testing_imidazole_spectra_reads'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "concentrations = np.array([ 0.00000000e+00, 8.00000000e-09, 1.34778097e-08,\n",
+ " 2.27064194e-08, 3.82541000e-08, 6.44476851e-08,\n",
+ " 1.08576705e-07, 1.82922021e-07, 3.08173524e-07,\n",
+ " 5.19188015e-07, 8.74689659e-07, 1.47361260e-06,\n",
+ " 2.48263378e-06, 4.18255821e-06, 7.04646547e-06,\n",
+ " 1.18713651e-05, 2.00000000e-05])\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "reads = list()\n",
+ "nreads = len(filenames)\n",
+ "for read in range(nreads):\n",
+ " read = platereader.read_icontrol_xml(os.path.join(datapath, filenames[read]))\n",
+ " reads.append(read)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/cbook/deprecation.py:106: MatplotlibDeprecationWarning: Adding an axes using the same arguments as a previous axes currently reuses the earlier instance. In a future version, a new instance will always be created and returned. Meanwhile, this warning can be suppressed, and the future behavior ensured, by passing a unique label to each axes instance.\n",
+ " warnings.warn(message, mplDeprecation, stacklevel=1)\n",
+ "/Users/albaness/miniconda3/lib/python3.6/site-packages/matplotlib/axes/_base.py:3291: UserWarning: Attempted to set non-positive ylimits for log-scale axis; invalid limits will be ignored.\n",
+ " 'Attempted to set non-positive ylimits for log-scale axis; '\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig = plt.figure(figsize=[20,16])\n",
+ "nrows = 8\n",
+ "ncols = 12\n",
+ "index = 0\n",
+ "\n",
+ "label = 'ex280_scan_top_gain100'\n",
+ "data = np.zeros([nrows, ncols, nreads, 65], np.float64)\n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " x_values = list(reads[0][label][well].keys())\n",
+ " measurements = [list(reads[i][label][well].values()) for i in range(nreads)] \n",
+ " for i in range(nreads):\n",
+ " measurements[i] = [x if x != 'OVER' else 0.0 for x in measurements[i]]\n",
+ " data[row_index,col_index,:] = np.array(measurements)\n",
+ "\n",
+ " \n",
+ "ymax = data.max().max().max()\n",
+ "xmax = max(list(reads[0][label][well].keys()))\n",
+ "xmin = min(list(reads[0][label][well].keys()))\n",
+ " \n",
+ "for row_index in range(nrows):\n",
+ " for col_index in range(ncols):\n",
+ " row = '%c' % (ord('A')+row_index)\n",
+ " col = '%d' % (col_index+1)\n",
+ " plt.subplot(nrows,ncols,index+1)\n",
+ " well = row + col\n",
+ " color=cm.rainbow(np.linspace(0,1,17))\n",
+ " for read, c in zip(data[row_index,col_index,:], color):\n",
+ " plt.semilogy(x_values, read, c=c, marker='.');\n",
+ " #plt.semilogy(x_values, data[row_index,9,:], 'b.', alpha=.5);\n",
+ " #plt.semilogy(x_values, data[row_index,10,:], 'y.', alpha=0.5);\n",
+ " plt.axis([xmin, xmax, 0, ymax])\n",
+ " plt.xticks([]);\n",
+ " plt.yticks([]);\n",
+ " if row_index == 0:\n",
+ " plt.title(col);\n",
+ " if col_index == 0:\n",
+ " plt.ylabel(row);\n",
+ " index += 1\n",
+ " \n",
+ "plt.suptitle(label, fontsize=20)\n",
+ "fig.subplots_adjust(wspace=0, hspace=0)\n",
+ "fig.savefig('bos_spectra_imidazole_%s_logy.pdf' % label, dpi=500)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [],
+ "source": []
+ },
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "40"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "x_values.index('480')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'p38 + imidazole at 500 nm')"
+ ]
+ },
+ "execution_count": 56,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [0,1]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ " plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('p38 + imidazole at %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 54,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'p38 at 500 nm')"
+ ]
+ },
+ "execution_count": 54,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [2,3]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('p38 at %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'Boiled p38 at 500 nm')"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [4]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('Boiled p38 at %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'Abl + Imidazole at 500 nm')"
+ ]
+ },
+ "execution_count": 57,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [5,6]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('Abl + Imidazole at %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'Abl at 500 nm')"
+ ]
+ },
+ "execution_count": 65,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [7, 8]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('Abl at %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 60,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'Buffer + Imidazole 500 nm')"
+ ]
+ },
+ "execution_count": 60,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows):\n",
+ " for column in [9, 10]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('Buffer + Imidazole %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5,1,'Buffer 500 nm')"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure(figsize=[4,3]);\n",
+ "\n",
+ "color=cm.rainbow(np.linspace(0,1,17))\n",
+ "colorindex = 0\n",
+ "wavelength = '500'\n",
+ "for row in range(nrows -1): # nrows -1 because the last well in this column is the priming well \n",
+ " for column in [11]:\n",
+ " plt.loglog(concentrations, data[row,column,:,x_values.index(wavelength)], c=color[colorindex], marker='.', linestyle='None')\n",
+ " colorindex += 1\n",
+ "plt.ylim(1000, 100000)\n",
+ "plt.xlabel('concentration / M');\n",
+ "plt.ylabel('fluorescence intensity');\n",
+ "plt.title('Buffer %s nm' % wavelength)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}