diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..8e71fbb9b2d963efa9ad5f6b43c66d9df95cde43 100644 --- a/.gitattributes +++ b/.gitattributes @@ -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 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b/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 diff --git a/binary_final_model/learner.pkl b/binary_final_model/learner.pkl new file mode 100644 index 0000000000000000000000000000000000000000..4e0f0a8555e1246edff62b00b5e63349010f4a5d --- /dev/null +++ b/binary_final_model/learner.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7790aa650ae6aa9408956c045bc0bf00775328456dfbf121c814b6ea7b9125dd +size 6999 diff --git a/binary_final_model/metadata.json b/binary_final_model/metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e13d330596b429aa41658a01d7de420dac2f5977 --- /dev/null +++ b/binary_final_model/metadata.json @@ -0,0 +1,670 @@ +{ + 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0000000000000000000000000000000000000000..85e3e1aa09fc526e5320e5c3d572b6d74a30616c --- /dev/null +++ b/evaluation_results.json @@ -0,0 +1,20 @@ +{ + "binary_metrics": { + "accuracy": 0.9565217391304348, + "balanced_accuracy": 0.9, + "mcc": 0.870571500132014, + "f1": 0.972972972972973, + "precision": 0.9473684210526315, + "recall": 1.0, + "roc_auc": 0.9111111111111112 + }, + "multi_metrics": { + "accuracy": 0.5652173913043478, + "balanced_accuracy": 0.5433333333333333, + "mcc": 0.45545474461272645, + "f1": 0.5856558900037162, + "precision": 0.6447204968944099, + "recall": 0.5652173913043478, + "roc_auc": 0.7357054187044764 + } +} \ No newline at end of file diff --git a/final_results.json b/final_results.json new file mode 100644 index 0000000000000000000000000000000000000000..6a4bce26ca875f4260eaab57a211b0b67600656b --- /dev/null +++ b/final_results.json @@ -0,0 +1,22 @@ +{ + "best_n_components_binary": 11, + "best_n_components_multi": 43, + "binary_metrics": { + "accuracy": 0.9565217391304348, + "balanced_accuracy": 0.9, + "mcc": 0.870571500132014, + "f1": 0.972972972972973, + "precision": 0.9473684210526315, + "recall": 1.0, + "roc_auc": 0.9111111111111112 + }, + "multi_metrics": { + "accuracy": 0.5652173913043478, + "balanced_accuracy": 0.5433333333333333, + "mcc": 0.45545474461272645, + "f1": 0.5856558900037162, + "precision": 0.6447204968944099, + "recall": 0.5652173913043478, + "roc_auc": 0.7357054187044764 + } +} \ No newline at end of file diff --git a/multiclass_evaluation_details.csv b/multiclass_evaluation_details.csv new file mode 100644 index 0000000000000000000000000000000000000000..bd51e47436f748f3939e70f73b4fc59147948755 --- /dev/null +++ b/multiclass_evaluation_details.csv @@ -0,0 +1,47 @@ +question,original_embedding,UMAP_embedding,predicted_label,ground_truth,predicted_probability,threshold,correct +Can I replace just the probe on my 5302?,"[-0.47244585 -1.2448652 -1.0667974 ... 1.0724216 -0.22818728 + -1.349781 ]","[5.234801769256592, 5.433807849884033, 7.018633842468262, 5.499945163726807, 6.000035285949707, 6.274410724639893, 8.804303169250488, 5.364097595214844, 4.35991907119751, 3.6619362831115723, 4.919090747833252, 5.603604793548584, 4.756520748138428, 3.9250426292419434, 5.418533802032471, 3.41652774810791, 6.772504806518555, 6.054543972015381, 5.216796398162842, 5.342669486999512, 4.909356117248535, 4.4230241775512695, 4.6259846687316895, 7.165919303894043, 3.1750786304473877, 4.813863277435303, 5.880091190338135, 9.300065994262695, 5.909834861755371, 7.484697341918945, 6.657886981964111, 2.4897804260253906, 5.937840461730957, 4.4532928466796875, 5.631838798522949, 5.587003231048584, 2.9008052349090576, 3.5403172969818115, 3.85176944732666, 4.59974479675293, 4.380942344665527, 3.1622180938720703, 4.071831703186035]",2,2,0.25975284,N/A,Correct +Can you provide me the toggle code for the following 5301HA2S1E3AM00256RBNAM1Q4Q8QT?,"[-0.35559016 -0.8945851 0.1648938 ... -0.6318991 -0.3360016 + 0.40204248]","[5.22682523727417, 5.463078022003174, 7.151086330413818, 5.251652717590332, 6.1692891120910645, 6.050544261932373, 8.594462394714355, 5.351515293121338, 4.05584716796875, 3.861818313598633, 5.08193826675415, 5.676365852355957, 4.821697235107422, 4.264140605926514, 5.6290507316589355, 3.5421268939971924, 7.027447700500488, 5.985790252685547, 5.414233207702637, 5.456899642944336, 4.995302200317383, 4.393005847930908, 4.776671409606934, 7.331090927124023, 3.2937819957733154, 4.601432800292969, 5.7829976081848145, 9.407423973083496, 6.085653781890869, 7.700010299682617, 6.54728889465332, 2.4520294666290283, 5.715030670166016, 4.324016571044922, 5.797009468078613, 5.552805423736572, 2.6417622566223145, 3.4488232135772705, 3.8792564868927, 4.474574565887451, 4.478216171264648, 2.8682024478912354, 3.909878730773926]",1,1,0.24257046,N/A,Correct +One customer wants to measure the level with an NCR in an application at 450°C. Can we propose a solution?,"[-0.3322773 -1.4131006 0.04712018 ... 0.58911765 0.59821093 + 0.72960573]","[4.8283586502075195, 5.061882019042969, 6.348772048950195, 5.710759162902832, 5.842448711395264, 6.779734134674072, 8.740013122558594, 5.607325077056885, 4.787028789520264, 4.326949119567871, 5.110991954803467, 5.810680866241455, 4.704952239990234, 3.3988564014434814, 4.892542362213135, 3.340372085571289, 6.488606929779053, 6.090519905090332, 4.855278015136719, 5.017739772796631, 5.050486087799072, 4.772944450378418, 4.945756912231445, 6.660911560058594, 3.3082218170166016, 4.9601664543151855, 5.603716850280762, 9.1055269241333, 6.071701526641846, 7.054502964019775, 6.730260848999023, 2.115666389465332, 6.703486442565918, 3.7524688243865967, 5.108148097991943, 5.614909648895264, 3.1429390907287598, 3.826694965362549, 4.222379207611084, 4.765630722045898, 4.704078674316406, 3.12351131439209, 4.415772438049316]",4,3,0.29872933,N/A,Incorrect +"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 ]","[5.250683307647705, 5.397877216339111, 6.615599632263184, 5.3104400634765625, 6.20244026184082, 6.132264614105225, 8.541951179504395, 5.31747579574585, 4.3351731300354, 4.169921398162842, 5.042288303375244, 5.535209655761719, 4.878111839294434, 3.9764039516448975, 5.409152030944824, 3.3581323623657227, 6.760770797729492, 5.976065635681152, 5.295103073120117, 5.411023139953613, 5.106313705444336, 4.323243141174316, 4.925361633300781, 6.968864440917969, 3.2245850563049316, 4.548506259918213, 5.828981876373291, 9.391860008239746, 6.138263702392578, 7.457126140594482, 6.732510566711426, 2.2621166706085205, 5.824417591094971, 4.118889808654785, 5.660683631896973, 5.781336784362793, 2.9169304370880127, 3.67328143119812, 4.058563232421875, 4.534856796264648, 4.628142356872559, 3.085428476333618, 4.079500675201416]",3,4,0.25616845,N/A,Incorrect +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]","[4.809631824493408, 4.948132038116455, 6.578395366668701, 5.803930282592773, 5.769374370574951, 6.837090969085693, 8.921316146850586, 5.757294178009033, 4.698275089263916, 4.1622490882873535, 5.145084857940674, 5.830729961395264, 4.708735466003418, 3.4091196060180664, 4.999687194824219, 3.307974100112915, 6.5861334800720215, 6.129388809204102, 4.6059956550598145, 4.87503719329834, 4.9701409339904785, 4.895254135131836, 4.971733093261719, 6.740983486175537, 3.4222586154937744, 4.991971015930176, 5.463628768920898, 8.924182891845703, 6.047486305236816, 7.128940105438232, 6.635073184967041, 2.0518057346343994, 6.673269271850586, 3.8659615516662598, 4.9509968757629395, 5.5391154289245605, 3.0825326442718506, 3.6348989009857178, 4.318037509918213, 4.852945327758789, 4.767509460449219, 3.162170886993408, 4.37282133102417]",4,4,0.271035,N/A,Correct +Does the Thum work with a 1208?,"[-0.43710795 -0.64434594 0.35436007 ... 0.84961414 -0.0437652 + -0.34198081]","[4.870009422302246, 5.202162265777588, 6.53592586517334, 5.3758015632629395, 6.255921363830566, 6.1766357421875, 8.551557540893555, 5.620317459106445, 4.115883827209473, 4.422109127044678, 5.198793411254883, 5.637485980987549, 4.996426582336426, 4.281813144683838, 5.3871002197265625, 3.1530096530914307, 7.007913589477539, 6.145788192749023, 5.162024974822998, 5.240535259246826, 5.419701099395752, 4.69813871383667, 5.161735534667969, 6.898586273193359, 3.353435516357422, 4.47648811340332, 5.604245662689209, 9.130671501159668, 6.260983467102051, 7.631770610809326, 6.425529956817627, 2.272515058517456, 6.062317371368408, 3.825740098953247, 5.647968292236328, 5.662764549255371, 2.752246856689453, 3.357273578643799, 4.2065887451171875, 4.64109992980957, 4.695759296417236, 2.8070013523101807, 4.112056732177734]",3,3,0.22825004,N/A,Correct +Can a 3408 work in a stilling well?,"[ 0.2868967 -0.8452921 0.5940088 ... 0.08359468 0.06971174 + -0.00096037]","[4.860365867614746, 5.020544528961182, 6.821940898895264, 5.613131999969482, 5.898828506469727, 6.405548095703125, 8.833052635192871, 5.765259742736816, 4.214585304260254, 4.220325946807861, 5.183919429779053, 5.699065208435059, 4.8968706130981445, 3.981191635131836, 5.398187160491943, 3.328680992126465, 6.8886332511901855, 6.1908087730407715, 4.764645576477051, 5.012173175811768, 5.075133800506592, 4.899080753326416, 5.169144153594971, 6.932260036468506, 3.531527280807495, 4.694068908691406, 5.446893692016602, 8.919586181640625, 6.2057061195373535, 7.5645880699157715, 6.527580738067627, 2.0710039138793945, 6.276111602783203, 3.9643759727478027, 5.223371505737305, 5.596110820770264, 2.790963649749756, 3.178514242172241, 4.2492756843566895, 4.711868762969971, 4.869797706604004, 2.9811294078826904, 4.217151641845703]",2,1,0.21312554,N/A,Incorrect +What communication protocols does the Rosemount 5300 Series support?,"[ 0.6110664 -0.5845941 -0.5590821 ... 0.21724385 -0.06050914 + -0.35954624]","[4.771376132965088, 5.20997953414917, 6.77504825592041, 5.003879547119141, 6.106361389160156, 6.217694282531738, 8.35737419128418, 5.463244438171387, 4.110837936401367, 4.61241340637207, 5.407320022583008, 6.027422904968262, 4.821260929107666, 4.186401844024658, 5.52672815322876, 3.6717543601989746, 7.2492170333862305, 6.024605751037598, 5.307862281799316, 5.303464412689209, 4.979256629943848, 4.614943027496338, 5.173091888427734, 6.918839454650879, 3.570361375808716, 4.467193126678467, 5.445688724517822, 9.30186939239502, 6.411705017089844, 7.519384860992432, 6.564889430999756, 2.026068925857544, 5.788335800170898, 3.492997407913208, 5.588220119476318, 5.698314666748047, 2.709693670272827, 3.6112914085388184, 4.234804630279541, 4.492278575897217, 4.921562194824219, 2.3999593257904053, 3.9813907146453857]",0,0,0.25694987,N/A,Correct +"I am trying to configure this model code: 5301HA1S1V3AE00511SBKBM1Q4, but the following error appears in Oracle: 'Please note that the coaxial tube outer diameter is 28mm. Ensure that the outer tube will fit the intended process connection.' Could you help with a toggle code?","[-0.5398188 -0.00715818 -0.5328599 ... -0.348258 -0.6881501 + -0.09138941]","[5.110588550567627, 5.384117603302002, 7.175724983215332, 5.306290626525879, 6.074759483337402, 6.161298751831055, 8.633546829223633, 5.435581684112549, 4.081331253051758, 3.878511667251587, 5.109737396240234, 5.753794193267822, 4.775846004486084, 4.1851420402526855, 5.567625999450684, 3.581631898880005, 7.032350063323975, 6.015089511871338, 5.310320854187012, 5.3573713302612305, 4.926510810852051, 4.527812480926514, 4.809812545776367, 7.326530933380127, 3.3472917079925537, 4.653599262237549, 5.695241928100586, 9.318183898925781, 6.07664155960083, 7.661973476409912, 6.485107898712158, 2.4231979846954346, 5.816597938537598, 4.246140956878662, 5.682868480682373, 5.4941229820251465, 2.634779930114746, 3.4189293384552, 3.9143097400665283, 4.544582366943359, 4.517909049987793, 2.8485090732574463, 3.9369161128997803]",2,2,0.228781,N/A,Correct +Will a Magtech LTM-350 work with a Magnetrol float?,"[ 0.7013461 -0.5521553 0.15076321 ... 0.8459698 0.4072496 + -1.211089 ]","[4.628108978271484, 5.170438766479492, 6.303466320037842, 5.385027885437012, 5.960677146911621, 6.440286636352539, 8.507078170776367, 5.486703872680664, 4.429800510406494, 4.592099189758301, 5.16180944442749, 5.856551647186279, 4.82667350769043, 3.9790384769439697, 5.0813889503479, 3.4288330078125, 6.779150485992432, 6.1877875328063965, 5.324373722076416, 5.248246669769287, 5.249122142791748, 4.715746879577637, 5.070453643798828, 6.656724452972412, 3.38234806060791, 4.765368938446045, 5.646181106567383, 9.243258476257324, 6.323626518249512, 7.351251125335693, 6.644492149353027, 2.177306890487671, 6.597831726074219, 3.635408639907837, 5.50173807144165, 5.734726428985596, 2.872192621231079, 3.5802197456359863, 4.152416706085205, 4.564374923706055, 4.689958572387695, 2.675136089324951, 4.4275946617126465]",3,3,0.2652663,N/A,Correct +My tank has broken Vega forks. Does Rosemout have more robust vibrating forks?,"[ 0.5033286 -0.37894553 0.800643 ... 0.6952188 0.848549 + -1.0774451 ]","[5.013474941253662, 5.352047920227051, 6.11853551864624, 5.287201404571533, 5.848867893218994, 6.382102012634277, 8.417889595031738, 5.155871391296387, 4.716388702392578, 4.593352794647217, 4.967611312866211, 5.658383846282959, 4.738068103790283, 3.4496090412139893, 5.034808158874512, 3.690932035446167, 6.438720226287842, 5.974893569946289, 5.244848251342773, 5.343291759490967, 4.596792697906494, 4.35343599319458, 5.058777809143066, 6.649134635925293, 3.2434911727905273, 4.606673717498779, 5.888813018798828, 9.38860034942627, 6.10982608795166, 7.090694427490234, 7.032711982727051, 2.0061323642730713, 6.09564733505249, 3.6944310665130615, 5.417351245880127, 5.962242126464844, 3.2478137016296387, 3.9713687896728516, 3.986168146133423, 4.541908264160156, 4.901096820831299, 3.0959928035736084, 4.364837169647217]",2,2,0.28630346,N/A,Correct +Why can’t I use a 2555 in a liquid application?,"[ 0.43094262 -0.6709015 0.32598096 ... -0.06216473 -0.28386366 + 0.9836511 ]","[4.709680557250977, 5.041369438171387, 6.553102016448975, 5.81367301940918, 5.757393836975098, 6.788886070251465, 8.867141723632812, 5.700253009796143, 4.650233268737793, 4.178196907043457, 5.092689514160156, 5.859291076660156, 4.725091934204102, 3.5956311225891113, 4.941048622131348, 3.343994140625, 6.580509662628174, 6.205435276031494, 4.860426425933838, 4.9822258949279785, 5.08633279800415, 4.924456596374512, 4.875509738922119, 6.772892951965332, 3.3478431701660156, 5.059109210968018, 5.5880045890808105, 9.010401725769043, 6.045598983764648, 7.218861103057861, 6.62394905090332, 2.239063262939453, 6.864945888519287, 3.868191719055176, 5.150190353393555, 5.477644443511963, 3.004359006881714, 3.5468547344207764, 4.097727298736572, 4.748332977294922, 4.5971999168396, 3.023749828338623, 4.448639392852783]",2,2,0.2777247,N/A,Correct +Can you provide a 3” flushing ring that has a 1.065” to 0.757” opening to inner ring?,"[-0.11886071 -1.1202984 -0.35735497 ... 0.96286595 0.07401972 + -1.015845 ]","[4.905703067779541, 5.029998302459717, 6.755204200744629, 5.653717994689941, 5.861682415008545, 6.495656967163086, 8.858644485473633, 5.722005367279053, 4.366615295410156, 4.16514253616333, 5.142022609710693, 5.697071552276611, 4.837230682373047, 3.8028619289398193, 5.30280065536499, 3.3324623107910156, 6.770305156707764, 6.159137725830078, 4.747969627380371, 5.009347438812256, 5.029210090637207, 4.839217185974121, 5.092477798461914, 6.877624988555908, 3.4800467491149902, 4.781033515930176, 5.485583305358887, 8.95927619934082, 6.1549177169799805, 7.433606147766113, 6.5982584953308105, 2.0660030841827393, 6.364473819732666, 4.002898693084717, 5.157500267028809, 5.615973472595215, 2.886461019515991, 3.3310935497283936, 4.258816719055176, 4.736504077911377, 4.827126979827881, 3.079685926437378, 4.266122817993164]",4,2,0.2204859,N/A,Incorrect +What are the differences in the antenna types of the 3408?,"[-0.809346 -0.87673503 -0.23566982 ... 0.01280408 -0.07435005 + -0.28661853]","[4.8799896240234375, 5.107951641082764, 6.9242401123046875, 5.524744033813477, 6.046000003814697, 6.244848728179932, 8.768453598022461, 5.747292518615723, 4.016540050506592, 4.170135498046875, 5.189104080200195, 5.6686787605285645, 4.94332218170166, 4.2406229972839355, 5.519093990325928, 3.285341739654541, 7.042910099029541, 6.179502010345459, 4.897710800170898, 5.091879367828369, 5.167803764343262, 4.8679890632629395, 5.157671928405762, 7.098318099975586, 3.502704381942749, 4.562675952911377, 5.482232570648193, 8.952472686767578, 6.190817832946777, 7.728950023651123, 6.3797101974487305, 2.2121944427490234, 6.054915428161621, 4.019860744476318, 5.437117099761963, 5.542006015777588, 2.658958673477173, 3.073814630508423, 4.174972057342529, 4.693463325500488, 4.784952163696289, 2.890052080154419, 4.081239700317383]",1,1,0.24186224,N/A,Correct +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 ]","[4.15681791305542, 4.584106922149658, 6.829680919647217, 6.01605749130249, 5.58300256729126, 7.649896144866943, 9.251606941223145, 6.072364807128906, 4.8758015632629395, 4.086246490478516, 5.405157566070557, 6.566582202911377, 4.474350929260254, 2.958468437194824, 4.6974358558654785, 3.3243155479431152, 6.974384307861328, 6.143810749053955, 3.9073076248168945, 4.19651985168457, 4.416377544403076, 5.36079216003418, 4.722700595855713, 6.91734504699707, 3.614142894744873, 5.172247409820557, 5.002654075622559, 8.310696601867676, 5.685971260070801, 6.818861961364746, 6.137103080749512, 2.029996633529663, 6.549266338348389, 3.2507503032684326, 4.467493057250977, 5.016490936279297, 3.313647747039795, 3.825279712677002, 4.435535430908203, 5.341911792755127, 4.830807209014893, 2.8633759021759033, 4.115779876708984]",0,0,0.2979354,N/A,Correct +provide the obsolete models for NCR and GWR radars,"[-0.66464525 -1.1593035 1.1209342 ... 0.5743289 0.33375365 + 0.14368838]","[4.40273380279541, 4.582453727722168, 7.090657711029053, 6.12837028503418, 5.595602035522461, 7.476036071777344, 9.251344680786133, 6.206259727478027, 4.674300670623779, 3.9818174839019775, 5.451613426208496, 6.358118057250977, 4.525947570800781, 3.0796244144439697, 4.915348052978516, 3.4056649208068848, 6.874782562255859, 6.08234167098999, 3.8017406463623047, 4.251070976257324, 4.5226850509643555, 5.562811374664307, 4.989817142486572, 7.030768394470215, 3.7879271507263184, 5.0652546882629395, 5.024041652679443, 8.350333213806152, 5.800665855407715, 7.010853290557861, 6.192852020263672, 1.9200174808502197, 6.584022045135498, 3.4393081665039062, 4.526234149932861, 5.008347988128662, 3.035057544708252, 3.4551005363464355, 4.428629398345947, 5.234375476837158, 5.033280849456787, 3.0000946521759033, 4.090209484100342]",0,0,0.25651985,N/A,Correct +Can we purchase indicator lights for the 2500 solid switches that are rated for hazardous areas?,"[ 0.5781094 -0.79928714 0.6746985 ... 0.67995197 0.31056836 + -0.3167343 ]","[4.698828220367432, 5.194697380065918, 6.437478542327881, 5.619966506958008, 5.8909912109375, 6.554099082946777, 8.684915542602539, 5.536532402038574, 4.520320892333984, 4.269028186798096, 5.051136016845703, 5.811249732971191, 4.77335786819458, 3.9076967239379883, 4.976419925689697, 3.3742406368255615, 6.606987476348877, 6.2178802490234375, 5.304905414581299, 5.22940731048584, 5.312621116638184, 4.750625133514404, 4.850440502166748, 6.775852680206299, 3.284400224685669, 5.003255844116211, 5.732073783874512, 9.240113258361816, 6.185447692871094, 7.341250419616699, 6.630886077880859, 2.3709418773651123, 6.928375720977783, 3.932894229888916, 5.467482089996338, 5.577441215515137, 2.844073534011841, 3.5177571773529053, 4.015329837799072, 4.584138870239258, 4.448995113372803, 2.847033977508545, 4.515121936798096]",2,4,0.29602158,N/A,Incorrect +What is the accuracy of the Rosemount 5300 Series Guided Wave Radar?,"[ 0.02096949 -0.05146091 -0.57012373 ... 0.84454995 -0.0080111 + -0.02271277]","[4.222654342651367, 4.6346330642700195, 6.932953834533691, 5.966716766357422, 5.650564193725586, 7.591555118560791, 9.25284481048584, 6.092972755432129, 4.8097758293151855, 4.047544002532959, 5.398471832275391, 6.549688816070557, 4.48076057434082, 2.9480111598968506, 4.835244178771973, 3.398637056350708, 7.023257732391357, 6.045114040374756, 3.906403064727783, 4.207639217376709, 4.321998119354248, 5.337204933166504, 4.725618839263916, 6.9975786209106445, 3.665059804916382, 5.106694221496582, 5.021116733551025, 8.345560073852539, 5.660579204559326, 6.841958045959473, 6.146864414215088, 1.9837251901626587, 6.377551555633545, 3.2736010551452637, 4.50012731552124, 5.027760982513428, 3.285085439682007, 3.8055617809295654, 4.428488254547119, 5.357682704925537, 4.942579746246338, 2.9296810626983643, 4.067845821380615]",0,0,0.3565783,N/A,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]","[5.027590274810791, 5.341696262359619, 7.168266773223877, 5.532228469848633, 5.915220260620117, 6.342884063720703, 8.853691101074219, 5.493618965148926, 4.228561878204346, 3.6793293952941895, 4.985276222229004, 5.728416442871094, 4.738076686859131, 4.010077953338623, 5.462521076202393, 3.4596750736236572, 6.956301689147949, 6.120302200317383, 5.071450233459473, 5.210428237915039, 4.802721977233887, 4.648815155029297, 4.705996036529541, 7.2501606941223145, 3.2866592407226562, 4.780333518981934, 5.741240978240967, 9.118935585021973, 5.8797760009765625, 7.5701518058776855, 6.479576587677002, 2.4913692474365234, 5.90153694152832, 4.330678462982178, 5.570924282073975, 5.473379611968994, 2.82853627204895, 3.3599729537963867, 3.8462538719177246, 4.687578201293945, 4.451851844787598, 3.016639232635498, 4.009644508361816]",4,0,0.2582778,N/A,Incorrect +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 ]","[4.67492151260376, 5.081674098968506, 6.652695655822754, 5.846211910247803, 5.691969394683838, 6.825043678283691, 8.880339622497559, 5.662728786468506, 4.645711898803711, 4.115870952606201, 5.061921119689941, 5.913607120513916, 4.67317533493042, 3.5794403553009033, 4.932242393493652, 3.4415929317474365, 6.580655097961426, 6.196770191192627, 4.8736467361450195, 4.973773002624512, 4.960916996002197, 4.9715752601623535, 4.81234073638916, 6.871651649475098, 3.355177640914917, 5.078635215759277, 5.621191024780273, 9.008061408996582, 5.970031261444092, 7.224767208099365, 6.604915142059326, 2.290975332260132, 6.817039489746094, 3.8613979816436768, 5.175516128540039, 5.411110877990723, 2.9999260902404785, 3.5150551795959473, 3.9780421257019043, 4.7467803955078125, 4.578446388244629, 3.006295919418335, 4.415616989135742]",2,1,0.25816444,N/A,Incorrect +Could you propose a model code for a 5408 as a replacement for this old 5402AH2I14SPVCAM1Q4Q8?,"[-0.05408837 -2.1130726 -0.48752955 ... 0.14330526 0.18039587 + -0.7110612 ]","[5.248928546905518, 5.4331746101379395, 6.991487503051758, 5.213895320892334, 6.251542091369629, 6.02215051651001, 8.529026985168457, 5.356410503387451, 4.074382305145264, 4.027889251708984, 5.130812644958496, 5.645414352416992, 4.872729778289795, 4.265411853790283, 5.608849048614502, 3.4836533069610596, 6.994026184082031, 5.959977149963379, 5.423959255218506, 5.469970703125, 5.122113227844238, 4.354392051696777, 4.867269039154053, 7.232228755950928, 3.310990810394287, 4.542520999908447, 5.758847713470459, 9.43927001953125, 6.180156230926514, 7.674458980560303, 6.591580867767334, 2.3601012229919434, 5.740546226501465, 4.224862098693848, 5.782416343688965, 5.619370460510254, 2.6520421504974365, 3.5000863075256348, 3.984445571899414, 4.4491753578186035, 4.5546698570251465, 2.862553596496582, 3.9379820823669434]",3,2,0.24769208,N/A,Incorrect +"A customer ordered item 5301HS2S1V4AM00168BAE7M1HR7P1Q4Q8N2P3B3R8117, but the tag plate is not SST. Could we replace the tag plate and send an SST one?","[-0.6369428 -0.11479425 -0.59728503 ... 0.2500362 0.01440291 + 1.0664533 ]","[5.363462924957275, 5.470104694366455, 6.858312606811523, 5.2216315269470215, 6.185296535491943, 6.0879950523376465, 8.53096866607666, 5.24180269241333, 4.294802665710449, 3.9964160919189453, 5.048665523529053, 5.591501235961914, 4.811283588409424, 3.983875036239624, 5.51039457321167, 3.520357131958008, 6.806066989898682, 5.908719062805176, 5.401758670806885, 5.485044479370117, 4.971835613250732, 4.222295761108398, 4.802615165710449, 7.12158203125, 3.230421543121338, 4.597194671630859, 5.843405723571777, 9.506701469421387, 6.121252536773682, 7.483530044555664, 6.755502223968506, 2.304391860961914, 5.690550327301025, 4.261404037475586, 5.701990604400635, 5.73122501373291, 2.839404582977295, 3.7301793098449707, 3.99094820022583, 4.470833778381348, 4.563401222229004, 3.0602235794067383, 3.98803973197937]",3,4,0.26465374,N/A,Incorrect +What continuous level technologies are available to replace my displacer?,"[ 0.47953984 -1.2491609 -0.23528475 ... 0.244423 0.30204543 + -0.8279232 ]","[4.715249061584473, 5.143440246582031, 6.08380651473999, 5.439878940582275, 5.913969039916992, 6.549648284912109, 8.467947959899902, 5.4521708488464355, 4.633749485015869, 4.699438571929932, 5.131817817687988, 5.802687644958496, 4.761379718780518, 3.624058246612549, 4.917452335357666, 3.4758834838867188, 6.5485992431640625, 6.082888603210449, 5.1620049476623535, 5.185001373291016, 5.062134742736816, 4.6825151443481445, 5.149706840515137, 6.598190784454346, 3.3509600162506104, 4.727023124694824, 5.649281978607178, 9.235530853271484, 6.243451118469238, 7.14583158493042, 6.749029636383057, 2.0468909740448, 6.633752346038818, 3.535466194152832, 5.313758373260498, 5.788115978240967, 3.049335241317749, 3.800194025039673, 4.198512554168701, 4.644789695739746, 4.832439422607422, 2.8851404190063477, 4.461063385009766]",4,3,0.23024869,N/A,Incorrect diff --git a/multiclass_final_model/learner.pkl b/multiclass_final_model/learner.pkl new file mode 100644 index 0000000000000000000000000000000000000000..b1a75dc2050206329b0c8a837ac16322f997688d --- /dev/null +++ b/multiclass_final_model/learner.pkl @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e9a0a9761310c657e47f6028f8c342b6d51e3817c673a7e84d1baf9f6a4b9d82 +size 14089 diff --git a/multiclass_final_model/metadata.json b/multiclass_final_model/metadata.json new file mode 100644 index 0000000000000000000000000000000000000000..e13d330596b429aa41658a01d7de420dac2f5977 --- /dev/null +++ b/multiclass_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", + 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