Shown below are results for the glue weight measurements
IService::UPLOADDB INFO Working on test code ASIC_GLUE_WEIGHT
GlueWeightSvc::uploadDB INFO Formatting database test for ASIC_GLUE_WEIGHT
IService::UPLOADDB INFO Working on test code VISUAL_INSPECTION
IService::log INFO Logging status 1111 for component GPC2149_X_006_A_H3
IService::install INFO Installing output directory to /home/data/modules/GPC2149_X_006_A_H3/GlueWeightHybridASIC_PPB_v1-1/
IService::install INFO Installed warningLog.txt...
IService::install INFO Installed errorLog.txt...
IService::install INFO Installed infoLog.txt...
IService::install INFO Installed 20USBHX2001035_image.jpg...
IService::install INFO Installed DB_COMMENTS.json...
IService::install INFO Installed DB_READY_HYBRID_ASSEMBLY_ASIC_GLUE_WEIGHT.json...
IService::install INFO Installed DB_READY_HYBRID_ASSEMBLY_VISUAL_INSPECTION.json...
IService::install INFO Installed GPC2149_X_006_A_H3.root...
IService::install INFO Installed status.json...
MetaData::readField INFO Reading file /home/data/upload//GlueWeightHybridASIC_PPB_v1//20USBHX2001036.config
IService::next INFO Scheduling Data_20USBHX2001036.json file to run...
IService::next INFO Writing results to /home/data/output//GlueWeightHybridASIC_PPB_v1//GPC2149_X_006_A_H4/1/
Metadata
Value
Component type
Operator
KA, AD
Date
2022-07-13T22:13:39.359+00:00
Program
ASIC_X_PPB.SRC
Field
Weight/Volume
Assummed density of glue
1.077
Total volume of ASIC glue [uL]
42.719
Volume per glue dot [nL]
821.514
Weight of glue under ASICs [mg]
46.000
Weights of bare hybrid [g]
2.199
Weights of stuffed hybrid [g]
2.244
Metrology results
Shown below are the results of the module metrology scans
MetrologySvc::analyzeHybridThickness INFO Total stack up 786.782000, chip thickness 300.000000 and glue 84.444000, giving hybrid 402.338000 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 781.339246, chip thickness 300.000000 and glue 74.545556, giving hybrid 406.793691 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 776.086118, chip thickness 300.000000 and glue 72.472194, giving hybrid 403.613924 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 773.144500, chip thickness 300.000000 and glue 74.354167, giving hybrid 398.790334 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 770.876231, chip thickness 300.000000 and glue 71.150944, giving hybrid 399.725286 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 770.647146, chip thickness 300.000000 and glue 69.756694, giving hybrid 400.890452 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 769.569810, chip thickness 300.000000 and glue 67.541167, giving hybrid 402.028644 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 767.021160, chip thickness 300.000000 and glue 66.750694, giving hybrid 400.270466 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 776.199096, chip thickness 300.000000 and glue 65.061417, giving hybrid 411.137680 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 776.475139, chip thickness 300.000000 and glue 67.590500, giving hybrid 408.884639 thickness
MetrologySvc::analyzeHybridThickness INFO Total stack up 774.552000, chip thickness 300.000000 and glue 69.870125, giving hybrid 404.681875 thickness
IService::UPLOADDB INFO Working on test code ASIC_METROLOGY
MetrologySvc::uploadDB INFO Doing DB upload...
MetrologySvc::writeOutput INFO Writing common output file /home/data/output//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H3/1//Data__GPC2149_X_006_A_H3.txt
MetrologySvc::writeOutput INFO Writing results output file /home/data/output//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H3/1//Results__GPC2149_X_006_A_H3.txt
MetrologySvc::writeOutput INFO Writing common output file /home/data/output//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H3/1//Data__GPC2149_X_006_A_H3.txt
MetrologySvc::writeOutput INFO Writing results output file /home/data/output//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H3/1//Results__GPC2149_X_006_A_H3.txt
IService::log INFO Logging status 1111 for component GPC2149_X_006_A_H3
IService::install INFO Installing output directory to /home/data/modules/GPC2149_X_006_A_H3/MetrologyHybrid_PPB_X_v0-1/
IService::install INFO Installed warningLog.txt...
IService::install INFO Installed errorLog.txt...
IService::install INFO Installed infoLog.txt...
IService::install INFO Installed Summary.pdf...
IService::install INFO Installed TotalStackUp.pdf...
IService::install INFO Installed HybridThickness.pdf...
IService::install INFO Installed Positions.pdf...
IService::install INFO Installed Tilt.pdf...
IService::install INFO Installed Data__GPC2149_X_006_A_H3.txt...
IService::install INFO Installed Results__GPC2149_X_006_A_H3.txt...
IService::install INFO Installed Results.json...
IService::install INFO Installed DB_READY_HYBRID_ASSEMBLY_ASIC_METROLOGY.json...
IService::install INFO Installed GPC2149_X_006_A_H3.root...
IService::install INFO Installed status.json...
MetaData::readField INFO Reading file /home/data/upload//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H4.config
IService::next INFO Scheduling SCIPP-PPB-X-6H2-6H3-6H4-6H5-6H6.PRT file to run...
IService::next INFO Writing results to /home/data/output//MetrologyHybrid_PPB_X_v0//GPC2149_X_006_A_H4/1/
MetaData::getLocalName WARNING Could not find a local name for identifier 20USBHN0000769
Metadata
Value
Component type
X
Operator
Anthony Affolder
Date
2022-07-14T17:45:17.449+00:00
Program version
PPB_cloneable_v0_DB102
Instrument
SmartScope Flash 250
The thickness of the glue \(t_{glue}\) is calculated as:
$$t_{glue} = \frac{1}{N_{c}}\sum_{c=1}^{N_{c}} z_{c} - \frac{1}{N_{b}}\sum_{b=1}^{N_{b}} z_{b} - t_{chip} $$
where \(t_{chip}\) is the thickness of the chip
\(z_{i}\) is the z-height measurement,
\(N_{i}\) is the number of measurements on a given surface,
and \(c\) and \(b\) run over measurements taken on the chip and base, respectively.
The assumed thickness of the chip is \(t_{chip} = 300\mu m\).
Uncertainties on the glue height measurement are estimated from the spread in z-height measurements on a given surface.
On a given surface, the height uncertainty \(\sigma_{i}\) is calculated as:
$$\sigma_{i} = \frac{\Delta z}{2\sqrt{N_{i}}}$$
where \(\Delta z = z_{max} - z_{min}\) and \(z_{max}\) and \(z_{min}\) are the maximum and minimum z-height measurements, respectively.
In addition, a conservative \(\sigma_{chip} = 10\mu m\) uncertainty on the chip thickeness is assumed.
The total uncertainty is calculated as:
$$\sigma_{glue} = \sqrt{ \sigma_{c}^2 + \sigma_{b}^2 + \sigma_{chip} }$$
The glue thickness measurements for each ASIC are shown in the figure and table below.
The thickness total stack up is measured from the top of the each chip to the jig,
and accounts for the combined thickness of hybrid flex, glue, and ABC/HCC chips in the case of hybrid.
The positions of the ASICs are measured on the 95x95 \(\mu m^2\) square pads on the opposite side of the sensor wire bonds.
These measured positions are compared against the technical drawns to calculated the relative ASIC position.
In some cases, the SmartScope incorrectly measures a different object than these square pads,
and using properties (such as the perimeter), the position is corrected.
The positions are shown in the figure below. If any corrections are applied, they are shown as transparent points.
The hybrid thickness is plotted below. It is calculated from the total stack up height minus the assembed chip thickness and measured glue thickness.
The tilt of a chip can be calculated in either the direction along the surface of a chip. We define
the x-direction to be any points whose difference is much larger along x, and similarly for y. The tilt in both cases is defined to be:
$$tilt = \frac{|\Delta z|}{\sqrt{\Delta x^{2} + \Delta y^{2}}} $$
Wirebonding for GPC2149_X_006_A_H3
Wirebonding summaries will be given below
WireBondSvc::run INFO Loading group FAILED_ASIC_BACKEND
WireBondSvc::run INFO Loading group FAILED_HYBRID_TO_PANEL
WireBondSvc::run INFO Loading group REPAIRED_ASIC_BACKEND
WireBondSvc::run INFO Loading group REPAIRED_HYBRID_TO_PANEL
IService::UPLOADDB INFO Working on test code WIRE_BONDING
IService::UPLOADDB INFO Working on test code VISUAL_INSPECTION
IService::log INFO Logging status 1111 for component GPC2149_X_006_A_H3
IService::install INFO Installing output directory to /home/data/modules/GPC2149_X_006_A_H3/HybridBonding_v1-1/
IService::install INFO Installed warningLog.txt...
IService::install INFO Installed errorLog.txt...
IService::install INFO Installed infoLog.txt...
IService::install INFO Installed DB_READY_HYBRID_ASSEMBLY_WIRE_BONDING.json...
IService::install INFO Installed DB_READY_HYBRID_ASSEMBLY_VISUAL_INSPECTION.json...
IService::install INFO Installed GPC2149_X_006_A_H3.root...
IService::install INFO Installed status.json...
MetaData::readField INFO Reading file /home/data/upload//HybridBonding_v1//GPC2149_X_006_A_H4.config
IService::next INFO Scheduling HybridBonding_GPC2149_X_006_A_H4.json file to run...
IService::next INFO Writing results to /home/data/output//HybridBonding_v1//GPC2149_X_006_A_H4/1/
Metadata
Value
Date
2022-07-15T22:27:18.080+00:00
Operator
KA
Bonder
hk1
Version
v1
Bond number
Type
Comment
Electrical results
Electrical summaries will be given below
ElectricalSvc::getListOfFilesFromDir INFO Scanning for test files GPC2149_X_006_A_H3/20USBHX2001035
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_20220715.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_2_5.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_2_8.txt
ElectricalSvc::getListOfJsonFilesFromDir INFO Scanning for test files GPC2149_X_006_A_H3/20USBHX2001035
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220715_2_3.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220715_2_4.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220715_2_5.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220715_2_8.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220715_2_18.json
ElectricalSvc::read INFO Found 2 results files...
ElectricalSvc::read INFO Analyzing test ResponseCurve for component GPC2149_X_006_A_H3
ElectricalSvc::read INFO Detected 0 dead channels
ElectricalSvc::read INFO Detected 0 stuck channels
ElectricalSvc::read INFO Detected 0 low gain channels
ElectricalSvc::read INFO Detected 0 high gain channels
ElectricalSvc::read INFO Detected 0 low offset channels
ElectricalSvc::read INFO Detected 0 high offset channels
ElectricalSvc::read INFO Detected 2559 unbonded channels
ElectricalSvc::read INFO Detected 0 part bonded channels
ElectricalSvc::read INFO Detected 0 high noise channels
ElectricalSvc::read INFO Detected 0 inefficient channels
ElectricalSvc::load_asic_db INFO Reading ASIC database file /home/data/upload//ElectricalHybrids_PPB_v1//GPC2149_X_006_A_H3_GAIN_TEST.json
IService::UPLOADDB INFO Working on test code PEDESTAL_TRIM_PPA
IService::UPLOADDB INFO Working on test code STROBE_DELAY_PPA
IService::UPLOADDB INFO Working on test code RESPONSE_CURVE_PPA
IService::UPLOADDB INFO Working on test code NO_PPA
IService::log INFO Logging status 1111 for component GPC2149_X_006_A_H3
IService::install INFO Installing output directory to /home/data/modules/GPC2149_X_006_A_H3/ElectricalHybrids_PPB_v1-1/
IService::install INFO File already installed: warningLog.txt...
IService::install INFO File already installed: errorLog.txt...
IService::install INFO File already installed: infoLog.txt...
IService::install INFO File already installed: Gain_Channel1D.pdf...
IService::install INFO File already installed: DB_READY_PEDESTAL_TRIM_PPA_GPC2149_X_006_A_H3_20220715_2_3.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220715_2_4.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220715_2_5.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220715_2_8.json...
IService::install INFO File already installed: DB_READY_NO_PPA_GPC2149_X_006_A_H3_20220715_2_18.json...
IService::install INFO File already installed: GPC2149_X_006_A_H3.root...
IService::install INFO File already installed: status.json...
MetaData::readField INFO Reading file /home/data/upload//ElectricalHybrids_PPB_v1//GPC2149_X_006_A_H4.config
IService::next INFO Scheduling Panel-033_Jul-15th_final file to run...
IService::next INFO Writing results to /home/data/output//ElectricalHybrids_PPB_v1//GPC2149_X_006_A_H4/1/
MetaData::getLocalName WARNING Could not find a local name for identifier 20USBHN0000769
Defect
Number of channels (%)
Dead
0
Stuck
0
Low gain
0
High gain
0
Low offset
0
High offset
0
Unbonded
2559
Part bonded
0
High noise
0
Inefficient
0
Figures of gain and noise, and correlations with wafer/hybrid level test results, if they exist.
Electrical results
Electrical summaries will be given below
ElectricalSvc::getListOfFilesFromDir INFO Scanning for test files GPC2149_X_006_A_H3/20USBHX2001035
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_400_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_400_6.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_401_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_401_6.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_402_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_402_6.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_497_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_497_6.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_498_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_498_6.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_499_3.txt
ElectricalSvc::getListOfFilesFromDir INFO Found file GPC2149_X_006_A_H3_RC_499_6.txt
ElectricalSvc::getListOfJsonFilesFromDir INFO Scanning for test files GPC2149_X_006_A_H3/20USBHX2001035
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_400_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_400_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_400_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_401_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_401_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_401_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_402_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_402_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220804_402_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_497_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_497_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_497_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_498_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_498_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_498_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_499_2_STROBE_DELAY_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_499_3_RESPONSE_CURVE_NEXT.json
ElectricalSvc::getListOfJsonFilesFromDir INFO Loading json fle GPC2149_X_006_A_H3_20220805_499_6_RESPONSE_CURVE_NEXT.json
ElectricalSvc::read INFO Found 0 results files...
ElectricalSvc::load_asic_db INFO Reading ASIC database file /home/data/upload//BurnInHybrids_PPB_v1//GPC2149_X_006_A_H3_GAIN_TEST.json
IService::UPLOADDB INFO Working on test code STROBE_DELAY_PPA
IService::UPLOADDB INFO Working on test code RESPONSE_CURVE_PPA
IService::log INFO Logging status 1111 for component GPC2149_X_006_A_H3
IService::install INFO Installing output directory to /home/data/modules/GPC2149_X_006_A_H3/BurnInHybrids_PPB_v1-1/
IService::install INFO File already installed: warningLog.txt...
IService::install INFO File already installed: errorLog.txt...
IService::install INFO File already installed: infoLog.txt...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220804_400_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220804_401_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220804_402_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220805_497_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220805_498_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_STROBE_DELAY_PPA_GPC2149_X_006_A_H3_20220805_499_2_STROBE_DELAY_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_400_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_400_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_401_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_401_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_402_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220804_402_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_497_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_497_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_498_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_498_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_499_3_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: DB_READY_RESPONSE_CURVE_PPA_GPC2149_X_006_A_H3_20220805_499_6_RESPONSE_CURVE_NEXT.json...
IService::install INFO File already installed: GPC2149_X_006_A_H3.root...
IService::install INFO File already installed: status.json...
MetaData::readField INFO Reading file /home/data/upload//BurnInHybrids_PPB_v1//GPC2149_X_006_A_H4.config
IService::next INFO Scheduling ITSDAQ_Results_2022-11-19_07-26-13 file to run...
IService::next INFO Writing results to /home/data/output//BurnInHybrids_PPB_v1//GPC2149_X_006_A_H4/1/
ElectricalSvc::load_asic_db WARNING Could not find database ASIC GAIN_TEST results for GPC2149_X_006_A_H3
MetaData::getLocalName WARNING Could not find a local name for identifier 20USBHN0000769
Figures of gain and noise, and correlations with wafer/hybrid level test results, if they exist.
