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@@ -33,3 +33,59 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F2/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F3/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F4/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F6/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F7/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L1/S1F8/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L2/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_BAG_L2/S1F2/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+binary_final_model/models/XGBoost_r33_BAG_L1/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_r33_BAG_L1/S1F2/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_r33_BAG_L1/S1F3/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+binary_final_model/models/XGBoost_r33_BAG_L1/S1F5/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+binary_final_model/models/XGBoost_r33_BAG_L1/S1F8/xgb.ubj filter=lfs diff=lfs merge=lfs -text
+binary_final_model/models/XGBoost_r89_BAG_L1/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+multiclass_final_model/models/XGBoost_BAG_L1/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+multiclass_final_model/models/XGBoost_r33_BAG_L1/S1F1/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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+multiclass_final_model/models/XGBoost_r33_BAG_L1/S1F3/xgb.ubj filter=lfs diff=lfs merge=lfs -text
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binary_evaluation_details.csv

@@ -0,0 +1,47 @@
+question,original_embedding,UMAP_embedding,predicted_label,ground_truth,predicted_probability,threshold,correct
+How do I configure the three 1408 burst mode options to work with the tri-Loop?,"[-0.02001118 -0.22062099  0.70359135 ... -0.57379335  0.10364994
+  0.05567749]","[3.2988128662109375, 7.679569244384766, 3.778761625289917, 4.700032711029053, 4.095130443572998, 1.8363351821899414, 1.0972986221313477, 3.8207383155822754, 6.202139377593994, 2.8056206703186035, 4.222069263458252]",1,1,0.7899030447006226,0.5,Correct
+Why doesn't my 2120 work right after I swapped in new electronics?,"[ 0.06110048 -1.0918571  -0.3208763  ... -0.529542   -0.65511805
+ -1.3072436 ]","[4.5269012451171875, 8.239043235778809, 3.4996564388275146, 4.3679704666137695, 3.837045192718506, 1.2655197381973267, 0.9681135416030884, 2.9397637844085693, 5.157210826873779, 3.096539258956909, 4.98402738571167]",1,1,0.7861610054969788,0.5,Correct
+Will high pressure LNG cause a significant change to vapor DC to shift accuracy significantly,"[ 0.7200316  -0.6938053  -0.33531684 ...  0.4138531  -0.633993
+  0.30529553]","[4.251623630523682, 8.48228931427002, 3.624161720275879, 4.44891881942749, 3.9409737586975098, 1.3187627792358398, 1.4625067710876465, 2.3536455631256104, 5.23904275894165, 3.071359634399414, 5.03215217590332]",1,1,0.7969673275947571,0.5,Correct
+Can I replace just the probe on my 5302?,"[-0.47244585 -1.2448652  -1.0667974  ...  1.0724216  -0.22818728
+ -1.349781  ]","[4.23783540725708, 7.980197906494141, 3.115281105041504, 4.277493000030518, 4.245990753173828, 2.6866538524627686, 0.7879774570465088, 3.754091262817383, 4.77822208404541, 2.9233150482177734, 4.106472015380859]",1,1,0.786282479763031,0.5,Correct
+Would the Tri-Loop work with the 1408 transmitter?,"[ 0.21053758 -0.45402375  0.21473458 ... -0.40520027  0.6978116
+ -0.6578685 ]","[3.204503059387207, 7.697860240936279, 3.883941411972046, 4.748889923095703, 4.063700199127197, 1.7584482431411743, 1.2757799625396729, 3.825676441192627, 6.385159015655518, 2.7190773487091064, 4.17462682723999]",1,1,0.7703346610069275,0.5,Correct
+"We sold a 2140AHA1MH4AARE15601G6R3138 to our client for a HCL acid application. It lasted them 1 year and 4 months before the acid finished it. Is there any method, coating or solution we have that could increase its lifetime?","[ 0.65132105 -0.34651512  0.00818852 ...  0.8386164  -0.04253612
+ -0.16476573]","[4.215787887573242, 8.4295654296875, 4.355112075805664, 4.321935653686523, 3.6032779216766357, 1.6199216842651367, 2.0083088874816895, 3.4376988410949707, 4.959939956665039, 3.303098440170288, 4.4320807456970215]",1,1,0.7738639116287231,0.5,Correct
+How do I determine if I need heat trace on an MLI?,"[ 0.20659475 -0.9532355  -0.6650189  ...  0.4207516   0.5127983
+  0.2733696 ]","[4.241158485412598, 8.247933387756348, 4.094225883483887, 4.647910118103027, 4.121198654174805, 1.6297693252563477, 1.0028985738754272, 2.869905948638916, 5.464347839355469, 3.3289341926574707, 4.947553634643555]",1,1,0.8211328983306885,0.5,Correct
+provide the obsolete models for NCR and GWR radars,"[-0.66464525 -1.1593035   1.1209342  ...  0.5743289   0.33375365
+  0.14368838]","[4.343015193939209, 8.776637077331543, 1.9133566617965698, 3.7641570568084717, 3.431288957595825, 0.31342455744743347, 2.4328548908233643, 1.3990578651428223, 4.9755048751831055, 2.5172781944274902, 4.716536998748779]",0,0,0.45483389496803284,0.5,Correct
+Why isn't the 2120 PNP/PLC option available for intrinsically safe setup with a PLC?,"[-0.39670953 -0.758512   -0.400986   ...  0.5253011   0.2952927
+ -0.18940577]","[4.3702392578125, 8.00568675994873, 3.958127021789551, 4.571307182312012, 3.953371286392212, 1.517482876777649, 0.67816561460495, 3.377629518508911, 5.479244232177734, 3.238126516342163, 4.813859939575195]",1,1,0.8146451711654663,0.5,Correct
+"Why do I need a toggle code for a 5300 coaxial probe with 1"" NPT connection?","[-1.2990927  -0.63253176 -1.2362131  ... -0.2982811   0.03659217
+ -0.40011254]","[4.103986740112305, 7.751357555389404, 2.8363144397735596, 4.251580715179443, 4.146539688110352, 2.4811594486236572, 0.7931156158447266, 4.040632247924805, 5.021121978759766, 2.5480148792266846, 3.896355628967285]",1,1,0.7972031831741333,0.5,Correct
+"If a customer has a 5708 3D scanner on a silo, can a 5408 be offered as a replacement?","[-0.17050393 -0.9096883   0.00487002 ...  0.757119   -0.8002327
+ -0.07755148]","[3.962890386581421, 7.673303127288818, 3.5353193283081055, 4.36708402633667, 4.449126243591309, 2.6250510215759277, 0.9494076371192932, 4.03239107131958, 4.852100849151611, 2.974724054336548, 4.097880840301514]",1,1,0.8259965777397156,0.5,Correct
+Which transmitter should I choose to replace my E&H level transmitter?,"[ 0.2624242  -1.0767758  -0.38988808 ...  1.1020262   0.5990834
+ -1.5306108 ]","[3.3057520389556885, 7.837281227111816, 4.194718837738037, 4.797056674957275, 3.858567237854004, 1.4352285861968994, 1.717532992362976, 3.752032518386841, 6.457594394683838, 2.6653337478637695, 4.182321071624756]",1,1,0.8075088262557983,0.5,Correct
+"One of our customers bought a 1208 with Bluetooth last month, and now he is complaining that he received an instrument without Bluetooth.","[ 0.13065168 -0.94995016  0.02968066 ...  0.13664594  0.42264703
+  0.3571472 ]","[3.654798984527588, 7.648284435272217, 3.7476184368133545, 4.428467750549316, 4.409276008605957, 2.4999337196350098, 1.1821268796920776, 4.075014114379883, 5.072734355926514, 3.0378761291503906, 4.080042362213135]",1,1,0.8434926271438599,0.5,Correct
+A customer has an application with emulsion present. Can we offer a 5300 GWR for a trial?,"[ 0.25053596 -0.3810935   0.5597523  ...  0.8428386   0.37317538
+ -0.6104586 ]","[4.170321941375732, 8.095307350158691, 3.8843021392822266, 4.3752617835998535, 4.219192981719971, 2.295886754989624, 1.2786571979522705, 3.5830719470977783, 4.813302516937256, 3.204866647720337, 4.366468906402588]",1,1,0.7848702669143677,0.5,Correct
+What is the minimun dielectric constant for a coaxial probe in a 5300?,"[-0.37822565 -0.6473004  -0.8242089  ...  0.31472245 -0.02155008
+  0.11206254]","[4.133988380432129, 7.993145942687988, 2.7297322750091553, 4.234868049621582, 4.13686990737915, 2.510476589202881, 0.8673179745674133, 3.664646625518799, 4.919231414794922, 2.6984827518463135, 4.027157306671143]",1,0,0.7969932556152344,0.5,Incorrect
+Please show me an image of the accuracy over measuring range of a Rosemount 5300 guided wave radar with a coaxial probe.,"[-0.32713398  0.05152888 -0.30556312 ...  0.76518697  0.16966419
+ -0.3488154 ]","[4.6319475173950195, 9.168962478637695, 2.3095779418945312, 4.238422393798828, 3.508945941925049, 0.51621413230896, 2.5717623233795166, 1.2685586214065552, 4.273322582244873, 2.722154378890991, 4.995709419250488]",0,0,0.33510923385620117,0.5,Correct
+How many snap-on centering disks are required in a 12m high tank for a Rosemount 3408?,"[ 0.36868662  0.10141469  0.6142572  ... -0.6385998   0.12308493
+ -0.7545881 ]","[3.2341883182525635, 7.582559585571289, 3.323188543319702, 4.533247470855713, 3.7597334384918213, 1.4604754447937012, 1.7811692953109741, 4.05939245223999, 5.856379508972168, 2.513252019882202, 3.873358964920044]",1,1,0.582014799118042,0.5,Correct
+What communication protocols does the Rosemount 5300 Series support?,"[ 0.6110664  -0.5845941  -0.5590821  ...  0.21724385 -0.06050914
+ -0.35954624]","[3.27687406539917, 7.398749828338623, 3.201262950897217, 4.494688510894775, 3.892204999923706, 1.6079684495925903, 1.7768323421478271, 4.279982089996338, 5.706503391265869, 2.355607509613037, 3.708115339279175]",0,0,0.34097820520401,0.5,Correct
+What is the accuracy of the Rosemount 5300 Series Guided Wave Radar?,"[ 0.02096949 -0.05146091 -0.57012373 ...  0.84454995 -0.0080111
+ -0.02271277]","[4.337101936340332, 9.040635108947754, 2.18630313873291, 3.904351234436035, 3.5485758781433105, 0.41203078627586365, 2.586482286453247, 1.2497010231018066, 4.426443576812744, 2.800804853439331, 4.860594272613525]",0,0,0.08503155410289764,0.5,Correct
+Can a 3408 work in a stilling well?,"[ 0.2868967  -0.8452921   0.5940088  ...  0.08359468  0.06971174
+ -0.00096037]","[3.442051649093628, 7.94922399520874, 3.0431275367736816, 4.380367755889893, 4.028543949127197, 1.8529870510101318, 0.9902148842811584, 3.0743906497955322, 5.931249618530273, 2.6811330318450928, 4.52593994140625]",1,1,0.8235683441162109,0.5,Correct
+"My water tank has an agitator. How do I mount the 1208 to keep it out of the ""Signal Path""?","[-0.15344763 -1.1362823  -0.53923416 ... -0.63905984  0.80199814
+ -1.0120052 ]","[3.3785393238067627, 7.962601184844971, 3.518953323364258, 4.6112380027771, 3.7999134063720703, 1.3117491006851196, 1.6066243648529053, 3.495875835418701, 5.7010111808776855, 3.054511308670044, 4.448241233825684]",1,1,0.8525527715682983,0.5,Correct
+Application involves reading the level of fine metal powder in bins that rotate in and out from under 3408 transmitter. Will this application work? Can we do a  30 day trial?,"[ 0.8776876  -0.76360697  0.06587101 ... -0.25477126  0.79014146
+ -0.03063755]","[4.168149471282959, 8.314055442810059, 4.246382713317871, 4.5381317138671875, 4.0667948722839355, 1.696597695350647, 1.5840182304382324, 3.109116792678833, 5.210720539093018, 3.201091766357422, 4.727059841156006]",1,1,0.8191414475440979,0.5,Correct
+I would like to use a 5300 for solids level measurement but my process pressure is 3000 psig. What are my options?,"[ 1.2914262  -1.1336179   0.35944283 ...  0.40795445 -0.9334945
+ -0.04067288]","[4.088640213012695, 8.445963859558105, 3.514270067214966, 4.451180934906006, 3.836777448654175, 1.3668596744537354, 1.4403021335601807, 2.3233234882354736, 5.476820468902588, 2.992697238922119, 5.034846305847168]",1,1,0.8106953501701355,0.5,Correct

binary_final_model/learner.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7790aa650ae6aa9408956c045bc0bf00775328456dfbf121c814b6ea7b9125dd
+size 6999

binary_final_model/metadata.json

@@ -0,0 +1,670 @@
+{
+  "system": "Linux",
+  "version": "1.2",
+  "lite": false,
+  "py_version": "3.11",
+  "py_version_micro": "3.11.11",
+  "packages": {
+    "colorama": "0.4.6",
+    "psutil": "6.1.0",
+    "setproctitle": "1.2.2",
+    "bottleneck": "1.4.2",
+    "cython": "3.0.12",
+    "deprecated": "1.2.18",
+    "farama-notifications": "0.0.4",
+    "gdal": "3.6.4",
+    "gitpython": "3.1.44",
+    "mako": "1.3.9",
+    "markdown": "3.7",
+    "markupsafe": "3.0.2",
+    "pydrive2": "1.21.3",
+    "pyjwt": "2.10.1",
+    "pyopengl": "3.1.9",
+    "pysocks": "1.7.1",
+    "pyyaml": "6.0.2",
+    "pyomo": "6.8.2",
+    "sqlalchemy": "2.0.38",
+    "send2trash": "1.8.3",
+    "absl-py": "1.4.0",
+    "accelerate": "0.34.2",
+    "adagio": "0.2.6",
+    "aiohappyeyeballs": "2.4.6",
+    "aiohttp": "3.11.13",
+    "aiohttp-cors": "0.7.0",
+    "aiosignal": "1.3.2",
+    "alabaster": "1.0.0",
+    "albucore": "0.0.23",
+    "albumentations": "2.0.4",
+    "ale-py": "0.10.2",
+    "alembic": "1.15.1",
+    "altair": "5.5.0",
+    "annotated-types": "0.7.0",
+    "antlr4-python3-runtime": "4.9.3",
+    "anyio": "3.7.1",
+    "appdirs": "1.4.4",
+    "argon2-cffi": "23.1.0",
+    "argon2-cffi-bindings": "21.2.0",
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