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Northell
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material-subdomain-classifier

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Eval Results (legacy)
text-embeddings-inference
Model card Files
xet
Community
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Files changed (3) hide show
  1. README.md +97 -86
  2. config_setfit.json +33 -32
  3. model_head.pkl +2 -2
README.md CHANGED
@@ -5,82 +5,93 @@ tags:
5
  - text-classification
6
  - generated_from_setfit_trainer
7
  widget:
8
- - text: 'hasAdditionalInformation: TFP10-73Pepsi Max X 264 TFP10-174 BAT Velo X 353,
9
- hasColourDetails: 1pp - Face Print, hasCreatedDate: 2024-06-12, hasCustomerHomeCountry:
10
- United Kingdom, hasCustomerID: 25892, hasCustomerName: Co-operative Group Limited.(Co-operative
11
- Group Limited (Co-op Food)), hasCutting: Cut to shape, hasElementID: 3343462,
12
- hasElementTitle: POS028 SECURITY SHROUD, hasFinishedSizeHeight: 1540, hasFinishedSizeWidth:
13
- 600, hasFlatSizeHeight: 3080, hasFlatSizeWidth: 600, hasFscPaperBeenSpecified:
14
- No, hasInternalID: 354d490a-f709-4034-af56-3e0b28ee34ba, hasMachineFinishing:
15
- Yes, hasMachineFinishingDetails: Trimmed to Size, Fold in Half, Weld Long Edges
16
- Only with 2 x PP Eyelets Positioned as Template - Fold Twice (to 600x515 approx)
17
- for Flat Packing Pack in 2''s, hasMaterialCategory: Plastic, hasMaterialDescription:
18
- 180gsm White/White Woven PE, hasMaterialThicknessOrWeight: 180, hasMaterialType:
19
- Polypropylene, hasMaterialUnitOfMeasure: GSM, hasNumberOfVersions: 2, hasPackingRequirements:
20
- Delivery to K Displays, Smith Way Ossett, FAO Dean Newbold. Delivery required
21
- Friday 21st June. Please book in 48hrs in advance and mark all pallets on boxes
22
- with code, qty and P10 2024 Co-op Campaign, hasPrice: 3513.22 GBP, hasPrintedSides:
23
- Single sided, hasProofType: PDF digital proof, hasQuantity: 617, hasRecycledContentBeenOffered:
24
- No, hasSupplierName: Dominion Print Limited(Dominion Print Limited), hasTotalColours:
25
- 4, hasUnitOfMeasure: Millimetres (mm), '
26
- - text: 'hasAdditionalInformation: Mailed First Class, hasArtworkDoubleSidedStatus:
27
- Double Sided Different, hasCreatedDate: 2024-03-21, hasCustomerHomeCountry: United
28
- States, hasCustomerID: 32065, hasCustomerName: Republic Services, Inc(Republic
29
- Services), hasCutting: Trim to size, hasElementID: 3192439, hasElementTitle: Crockett
30
- Residental PC Mailer 2024, hasFinishedSizeHeight: 4, hasFinishedSizeWidth: 6,
31
- hasFscPaperBeenSpecified: No, hasInternalID: a63ca51f-99e2-4479-abb8-3e1f48c385e8,
32
- hasMaterialCategory: Paper, hasMaterialDescription: Uncoated Cover, hasMaterialThicknessOrWeight:
33
- 100, hasMaterialType: Paper, hasMaterialUnitOfMeasure: Pounds (lbs), hasNumberOfVersions:
34
- 1, hasPaperType: Cover, hasPrice: 302.6 USD, hasPrintedSides: Double sided, hasProofType:
35
- PDF digital proof, hasQuantity: 1200, hasRecycledContentBeenOffered: N/A, hasSendToDetails:
36
- INWK.RepublicServicesTeam@hhglobal.com, hasSupplierName: United Printing and Mail
37
- - HHG Strategic Partner (United Printing and Mail - 48084 - HHGSP - US Only),
38
- hasTotalColours: 4, hasTotalColoursFace: 4, hasUnitOfMeasure: Inches (in), '
39
- - text: 'hasAdditionalInformation: US-89839_AIRSUPRA HCP Discover Leave behind Qt
40
- 150,000 8.5”x11” flat/finished 80# Chorus Art Coated Cover 6/0 (CMYK + 2PMS) +
41
- Satin AQ S/W in 25s, hasColourDetails: 6/0 (CMYK + 2PMS) + Satin AQ, hasCreatedDate:
42
- 2024-07-11, hasCustomerHomeCountry: United States, hasCustomerID: 31753, hasCustomerName:
43
- AstraZeneca Pharmaceuticals LP(AstraZeneca - US - BBU), hasCutting: Trim to size,
44
- hasElementID: 3394425, hasElementTitle: US-89839_AIRSUPRA HCP Discover Leave behind,
45
- hasFinishedSizeHeight: 11, hasFinishedSizeWidth: 8.5, hasFlatSizeHeight: 11, hasFlatSizeWidth:
46
- 8.5, hasFscPaperBeenSpecified: Yes, hasInternalID: 91a64b08-cb2a-4d8e-b11d-b3908f11f2cd,
47
- hasMachineFinishing: Yes, hasMachineFinishingDetails: S/W in 25s, hasMaterialCategory:
48
- Paper, hasMaterialDescription: 80# Chorus Art Coated Cover, hasMaterialRecycledPercentage:
49
- 30%, hasMaterialThicknessOrWeight: 80, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure:
50
- Pounds (lbs), hasNumberOfVersions: 1, hasPackingRequirements: S/W in 25s, hasPaperType:
51
- Cover, hasPrice: 13847.67 USD, hasPrintedSides: Single sided, hasProductCategory:
52
- Loose Print, hasProofType: PDF digital proof,Colour contract proof, hasQuantity:
53
- 150000, hasQuantityPerVersion: 150000, hasRecycledContentBeenOffered: Yes, hasSupplierName:
54
- Phoenix Lithographing Corporation(Phoenix Lithographing Corp - HHGSP - PI), hasTotalColours:
55
- 6, hasUnitOfMeasure: Inches (in), '
56
- - text: 'hasAdditionalInformation: US-82104_AIRSUPRA HCP Clinical Leave Behind Qt
57
- 650,000 (4pg Bi-fold) 17"x11" flat 8.5"x11" finished 80# Coated Cover 6/6 (CMYK
58
- + 2PMS) + GLOSS AQ Trim / Score / Bi-Fold S/W in 25s, hasArtworkDoubleSidedStatus:
59
- Double Sided Different, hasColourDetails: 6/6 (CMYK + 2PMS) + GLOSS AQ, hasCreatedDate:
60
- 2024-01-18, hasCustomerHomeCountry: United States, hasCustomerID: 31753, hasCustomerName:
61
- AstraZeneca Pharmaceuticals LP(AstraZeneca - US - BBU), hasCutting: Trim to size,
62
- hasElementID: 3071417, hasElementTitle: US-82104_AIRSUPRA HCP Clinical Leave Behind,
63
- hasFinishedSizeHeight: 11, hasFinishedSizeWidth: 8.5, hasFlatSizeHeight: 11, hasFlatSizeWidth:
64
- 17, hasFscPaperBeenSpecified: Yes, hasInternalID: a8e77a84-d6af-4478-b83a-a54ea515b6f0,
65
- hasMachineFinishing: Yes, hasMachineFinishingDetails: Trim / Score / Bi-Fold S/W
66
- in 25s, hasMaterialCategory: Paper, hasMaterialDescription: 80# Coated Cover,
67
- hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight: 80, hasMaterialType:
68
- Paper and board, hasMaterialUnitOfMeasure: Pounds (lbs), hasNumberOfVersions:
69
- 1, hasPackingRequirements: S/W in 25s, hasPaperType: Cover, hasPrice: 118754 USD,
70
- hasPrintedSides: Double sided, hasProductCategory: Booklets & Brochures, hasProofType:
71
- Colour contract proof,PDF digital proof, hasQuantity: 650000, hasQuantityPerVersion:
72
- 650000, hasRecycledContentBeenOffered: Yes, hasSupplierName: Graphic Arts Incorporated(Graphic
73
- Arts Inc - 56170 - HHGSP), hasTotalColours: 6, hasUnitOfMeasure: Inches (in), '
74
- - text: 'hasCreatedDate: 2024-01-04, hasCustomerHomeCountry: United States, hasCustomerID:
75
- 14458, hasCustomerName: Lowe''s Companies Inc(Lowe''s FVS), hasCutting: Trim to
76
- size, hasElementID: 3044623, hasElementTitle: G284515 Commodity Moulding Profile
77
- Card 110911, hasFinishedSizeHeight: 6.875, hasFinishedSizeWidth: 3, hasFlatSizeHeight:
78
- 6.875, hasFlatSizeWidth: 3, hasFscPaperBeenSpecified: No, hasInternalID: c88f6dd9-5470-4870-a971-6d88eafb768d,
79
- hasMaterialCategory: Other, hasMaterialDescription: 8PT _C1S Cover, hasMaterialType:
80
- Other, hasNumberOfVersions: 1, hasPrice: 0.01 USD, hasPrintedSides: Single sided,
81
- hasProofType: PDF digital proof, hasQuantity: 1, hasRecycledContentBeenOffered:
82
- N/A, hasSupplierName: HH IC Content Production + Development(HH IC Content Production
83
- + Development), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), '
 
 
 
 
 
 
 
 
 
 
 
84
  metrics:
85
  - f1_micro
86
  - f1_macro
@@ -103,22 +114,22 @@ model-index:
103
  split: test
104
  metrics:
105
  - type: f1_micro
106
- value: 0.4888472352389878
107
  name: F1_Micro
108
  - type: f1_macro
109
- value: 0.07490145637740193
110
  name: F1_Macro
111
  - type: f1_weighted
112
- value: 0.45529275569713784
113
  name: F1_Weighted
114
  - type: precision
115
- value: 0.8907103538513184
116
  name: Precision
117
  - type: accuracy
118
- value: 0.9836170077323914
119
  name: Accuracy
120
  - type: recall
121
- value: 0.33686384558677673
122
  name: Recall
123
  ---
124
 
@@ -138,7 +149,7 @@ The model has been trained using an efficient few-shot learning technique that i
138
  <!-- - **Sentence Transformer:** [Unknown](https://huggingface.co/unknown) -->
139
  - **Classification head:** a OneVsRestClassifier instance
140
  - **Maximum Sequence Length:** 512 tokens
141
- - **Number of Classes:** 43 classes
142
  <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
143
  <!-- - **Language:** Unknown -->
144
  <!-- - **License:** Unknown -->
@@ -154,7 +165,7 @@ The model has been trained using an efficient few-shot learning technique that i
154
  ### Metrics
155
  | Label | F1_Micro | F1_Macro | F1_Weighted | Precision | Accuracy | Recall |
156
  |:--------|:---------|:---------|:------------|:----------|:---------|:-------|
157
- | **all** | 0.4888 | 0.0749 | 0.4553 | 0.8907 | 0.9836 | 0.3369 |
158
 
159
  ## Uses
160
 
@@ -174,7 +185,7 @@ from setfit import SetFitModel
174
  # Download from the 🤗 Hub
175
  model = SetFitModel.from_pretrained("setfit_model_id")
176
  # Run inference
177
- preds = model("hasCreatedDate: 2024-01-04, hasCustomerHomeCountry: United States, hasCustomerID: 14458, hasCustomerName: Lowe's Companies Inc(Lowe's FVS), hasCutting: Trim to size, hasElementID: 3044623, hasElementTitle: G284515 Commodity Moulding Profile Card 110911, hasFinishedSizeHeight: 6.875, hasFinishedSizeWidth: 3, hasFlatSizeHeight: 6.875, hasFlatSizeWidth: 3, hasFscPaperBeenSpecified: No, hasInternalID: c88f6dd9-5470-4870-a971-6d88eafb768d, hasMaterialCategory: Other, hasMaterialDescription: 8PT _C1S Cover, hasMaterialType: Other, hasNumberOfVersions: 1, hasPrice: 0.01 USD, hasPrintedSides: Single sided, hasProofType: PDF digital proof, hasQuantity: 1, hasRecycledContentBeenOffered: N/A, hasSupplierName: HH IC Content Production + Development(HH IC Content Production + Development), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), ")
178
  ```
179
 
180
  <!--
@@ -206,7 +217,7 @@ preds = model("hasCreatedDate: 2024-01-04, hasCustomerHomeCountry: United States
206
  ### Training Set Metrics
207
  | Training set | Min | Median | Max |
208
  |:-------------|:----|:---------|:----|
209
- | Word count | 61 | 109.9881 | 766 |
210
 
211
  ### Framework Versions
212
  - Python: 3.10.16
 
5
  - text-classification
6
  - generated_from_setfit_trainer
7
  widget:
8
+ - text: 'hasAdditionalInformation: 8pg Self Cover Brochure Flat 17" x 8.5" Accordion
9
+ Folded 4.25" x 8.5" Ink - 4/4, 4CP + OA Satin AQ Stock - 100# Gloss Text Finishing
10
+ - Score, Trim, Accordion Fold, Shrink Wrap in 25''s, hasArtworkDoubleSidedStatus:
11
+ Double Sided Different, hasCoatingOrSealer: Aqueous, hasColourDetails: Prints
12
+ 4/4, 4CP + OA Satin AQ, hasCreatedDate: 2024-04-12, hasCustomerHomeCountry: United
13
+ States, hasCustomerID: 19754, hasCustomerName: Kenvue, Inc.(Kenvue - Skillman),
14
+ hasCutting: Trim to size, hasElementID: 3229443, hasElementTitle: NTG General
15
+ Sun Brochure 2024, hasFinishedSizeHeight: 8.5, hasFinishedSizeWidth: 4.25, hasFlatSizeHeight:
16
+ 8.5, hasFlatSizeWidth: 17, hasFscPaperBeenSpecified: No, hasInternalID: b7dd2ed8-0a5f-4e57-8d8a-4aa41afa9d84,
17
+ hasMachineFinishing: Yes, hasMachineFinishingDetails: Score, Trim, Accordion Fold,
18
+ Shrink Wrap in 25''s, hasMaterialCategory: Paper, hasMaterialDescription: 100#
19
+ Gloss Text, hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight: 100,
20
+ hasMaterialType: Paper and board, hasMaterialUnitOfMeasure: GSM, hasNumberOfVersions:
21
+ 1, hasPackingRequirements: Delivers to Encompass Elements, hasPrice: 45 USD, hasPrintedSides:
22
+ Double sided, hasProductCategory: Booklets & Brochures, hasProofType: PDF digital
23
+ proof, hasQuantity: 200000, hasRecycledContentBeenOffered: N/A, hasSendToDetails:
24
+ PDF PROOF to Rick Stoy ( rick.stoy@hhglobal.com ), hasSupplierName: HH IC Preflight
25
+ Fees(HH IC Preflight Fees), hasTotalColours: 4, hasTotalColoursFace: 4, hasUnitOfMeasure:
26
+ Millimetres (mm), '
27
+ - text: 'hasArtworkDoubleSidedStatus: Double Sided Different, hasCreatedDate: 2024-01-05,
28
+ hasCustomerHomeCountry: United States, hasCustomerID: 32045, hasCustomerName:
29
+ Rent-A-Center, Inc.(Rent-A-Center), hasCutting: Trim to size, hasElementID: 3046855,
30
+ hasElementTitle: Loyalty Postcards - 4 Versions , hasFinishedSizeHeight: 4.5,
31
+ hasFinishedSizeWidth: 6, hasFlatSizeHeight: 4.5, hasFlatSizeWidth: 6, hasFscPaperBeenSpecified:
32
+ No, hasInternalID: 7bad5a0e-1e7b-4a1a-94e6-97e6ccd30055, hasMaterialCategory:
33
+ Paper, hasMaterialDescription: 80# Dull Cover, hasMaterialRecycledPercentage:
34
+ 0%, hasMaterialThicknessOrWeight: 80, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure:
35
+ Pounds (lbs), hasNumberOfVersions: 4, hasPrice: 156.3 USD, hasPrintedSides: Double
36
+ sided, hasProductCategory: Loose Print, hasProofType: PDF digital proof, hasQuantity:
37
+ 48, hasRecycledContentBeenOffered: N/A, hasSupplierName: American Printing & Mailing(American
38
+ Printing & Mailing - HHGSP PI), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), '
39
+ - text: 'hasAdditionalInformation: QTY – 250 + Overs Size Flat 2,625" x 2.375" Folded
40
+ 2.625" x 1.1875" Prints 1/1 Stock - 80# Gloss Text Finishing – Die cut to
41
+ shape ( round corners ) Apply strip of fugitive glue on Blank Back Panel, Fold
42
+ and Seal with dot of Fugitive Glue, hasArtworkDoubleSidedStatus: Double Sided
43
+ Different, hasColourDetails: 1/1, Black, hasCreatedDate: 2024-02-08, hasCustomerHomeCountry:
44
+ United States, hasCustomerID: 19754, hasCustomerName: Kenvue, Inc.(Kenvue - Skillman),
45
+ hasCutting: Trim to size, hasElementID: 3111960, hasElementTitle: Project Pismo
46
+ NTG Ultra Sheer Face Liquid Folded Panel FILLED , hasFinishedSizeHeight: 1.1875,
47
+ hasFinishedSizeWidth: 2.625, hasFlatSizeHeight: 2.375, hasFlatSizeWidth: 2.625,
48
+ hasFscPaperBeenSpecified: No, hasInternalID: 3948f154-5211-4628-b0cf-ac69cd6597d1,
49
+ hasMachineFinishing: Yes, hasMachineFinishingDetails: Die cut folding panel and
50
+ fold in half. seal closed with 1 removable low tack glue dot. Apply kleenstick
51
+ strip with liner to back panel leaving liner in tact for application, hasMaterialCategory:
52
+ Paper, hasMaterialDescription: 80# Gloss Text, hasMaterialRecycledPercentage:
53
+ 0%, hasMaterialThicknessOrWeight: 80, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure:
54
+ GSM, hasNumberOfVersions: 1, hasPackingRequirements: Deliver to Skillman, hasPrice:
55
+ 1390 USD, hasPrintedSides: Double sided, hasProductCategory: Booklets & Brochures,
56
+ hasProofType: PDF digital proof, hasQuantity: 250, hasQuantityPerVersion: 250,
57
+ hasRecycledContentBeenOffered: No, hasSendToDetails: Send PDF PROOF to Shawn Beury
58
+ ( sbeury01@kenvue.com ), hasSupplierName: Hatteras Press(Hatteras Press -HHGSP
59
+ - PI), hasTotalColours: 1, hasUnitOfMeasure: Inches (in), '
60
+ - text: 'hasAdditionalInformation: 2,400 packs of 25 of Trifold brochure, hasColourDetails:
61
+ 4/4 + Bleed, hasCreatedDate: 2024-09-20, hasCustomerHomeCountry: United States,
62
+ hasCustomerID: 26760, hasCustomerName: Elanco Animal Health(Elanco Animal Health),
63
+ hasCutting: Trim to size, hasElementID: 3522746, hasElementTitle: EM-US-20-0069,
64
+ Dog Health Brochure Reprint, hasFinishedSizeHeight: 8.5, hasFinishedSizeWidth:
65
+ 3.67, hasFlatSizeHeight: 8.5, hasFlatSizeWidth: 11, hasFscPaperBeenSpecified:
66
+ No, hasInternalID: bab8cdea-2c32-4de2-b783-3616742e6533, hasMachineFinishing:
67
+ Yes, hasMachineFinishingDetails: Trim, Score, Fold & s/w in packs of 25, hasMaterialCategory:
68
+ Paper, hasMaterialDescription: Dull Cover, hasMaterialRecycledPercentage: 0%,
69
+ hasMaterialThicknessOrWeight: 80, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure:
70
+ Pounds (lbs), hasNumberOfVersions: 1, hasPackingRequirements: Carton pack s/w
71
+ packs of 25 - Label Cartons EM-US-20-0069, Dog Health Brochure with item barcode
72
+ and Qty per carton - & Ship to DFS, hasPrice: 2045 USD, hasPrintedSides: Double
73
+ sided, hasProductCategory: Booklets & Brochures, hasProofType: PDF digital proof,
74
+ hasQuantity: 5750, hasRecycledContentBeenOffered: N/A, hasSupplierName: Modern
75
+ Litho – Kansas City(Modernlitho -James Printing. Inc - HHGSP), hasTotalColours:
76
+ 4, hasTotalColoursFace: 4, hasUnitOfMeasure: Inches (in), '
77
+ - text: 'hasAdditionalInformation: 299mm x 200mm sheet size. Kiss cut magnets - Printed
78
+ 1 colour onto 1mm white magnetic sheets, CAD and kiss cut - see cutter guide.
79
+ Layout - 13 deep and 20 wide @ 23mm x 10mm, hasColourDetails: Digitally printed
80
+ 1 colour black to face of 1mm white magnetic sheet, hasCreatedDate: 2024-05-17,
81
+ hasCustomerHomeCountry: United Kingdom, hasCustomerID: 37488, hasCustomerName:
82
+ Imperial Tobacco Ltd UK(Imperial Tobacco Ltd UK), hasCutting: Cut to shape, hasElementID:
83
+ 3293613, hasElementTitle: HHG0036F Generic Magnetic Price List Numerals, hasFinishedSizeHeight:
84
+ 299, hasFinishedSizeWidth: 200, hasFscPaperBeenSpecified: No, hasInternalID: 99124112-8ee2-44d4-9170-701acadadf62,
85
+ hasMachineFinishing: Yes, hasMachineFinishingDetails: Cad and kiss cut, hasMaterialCategory:
86
+ Plastic, hasMaterialDescription: 1mm white Isotropic ferrite powder with PVC binder,
87
+ hasMaterialRecycledPercentage: 5%, hasMaterialThicknessOrWeight: 1, hasMaterialType:
88
+ PVC, hasMaterialUnitOfMeasure: Millimetres (mm), hasNumberOfVersions: 1, hasPackingRequirements:
89
+ Collate into sets with back boards and SKU magnets IF required, otherwise box
90
+ in 50s, hasPressWetProofQuantity: 1, hasPrice: 2100 GBP, hasPrintedSides: Single
91
+ sided, hasProductCategory: Indoor/Outdoor Signage, hasProofType: Press / wet proof,
92
+ hasQuantity: 350, hasRecycledContentBeenOffered: No, hasSendToDetails: FAO Claire
93
+ Jackway Imperial Brands Bristol., hasSupplierName: RDD Europe Ltd(RDD Europe Ltd),
94
+ hasTotalColours: 1, hasUnitOfMeasure: Millimetres (mm), '
95
  metrics:
96
  - f1_micro
97
  - f1_macro
 
114
  split: test
115
  metrics:
116
  - type: f1_micro
117
+ value: 0.0
118
  name: F1_Micro
119
  - type: f1_macro
120
+ value: 0.0
121
  name: F1_Macro
122
  - type: f1_weighted
123
+ value: 0.0
124
  name: F1_Weighted
125
  - type: precision
126
+ value: .nan
127
  name: Precision
128
  - type: accuracy
129
+ value: 0.9772727489471436
130
  name: Accuracy
131
  - type: recall
132
+ value: 0.0
133
  name: Recall
134
  ---
135
 
 
149
  <!-- - **Sentence Transformer:** [Unknown](https://huggingface.co/unknown) -->
150
  - **Classification head:** a OneVsRestClassifier instance
151
  - **Maximum Sequence Length:** 512 tokens
152
+ - **Number of Classes:** 44 classes
153
  <!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
154
  <!-- - **Language:** Unknown -->
155
  <!-- - **License:** Unknown -->
 
165
  ### Metrics
166
  | Label | F1_Micro | F1_Macro | F1_Weighted | Precision | Accuracy | Recall |
167
  |:--------|:---------|:---------|:------------|:----------|:---------|:-------|
168
+ | **all** | 0.0 | 0.0 | 0.0 | nan | 0.9773 | 0.0 |
169
 
170
  ## Uses
171
 
 
185
  # Download from the 🤗 Hub
186
  model = SetFitModel.from_pretrained("setfit_model_id")
187
  # Run inference
188
+ preds = model("hasArtworkDoubleSidedStatus: Double Sided Different, hasCreatedDate: 2024-01-05, hasCustomerHomeCountry: United States, hasCustomerID: 32045, hasCustomerName: Rent-A-Center, Inc.(Rent-A-Center), hasCutting: Trim to size, hasElementID: 3046855, hasElementTitle: Loyalty Postcards - 4 Versions , hasFinishedSizeHeight: 4.5, hasFinishedSizeWidth: 6, hasFlatSizeHeight: 4.5, hasFlatSizeWidth: 6, hasFscPaperBeenSpecified: No, hasInternalID: 7bad5a0e-1e7b-4a1a-94e6-97e6ccd30055, hasMaterialCategory: Paper, hasMaterialDescription: 80# Dull Cover, hasMaterialRecycledPercentage: 0%, hasMaterialThicknessOrWeight: 80, hasMaterialType: Paper and board, hasMaterialUnitOfMeasure: Pounds (lbs), hasNumberOfVersions: 4, hasPrice: 156.3 USD, hasPrintedSides: Double sided, hasProductCategory: Loose Print, hasProofType: PDF digital proof, hasQuantity: 48, hasRecycledContentBeenOffered: N/A, hasSupplierName: American Printing & Mailing(American Printing & Mailing - HHGSP PI), hasTotalColours: 4, hasUnitOfMeasure: Inches (in), ")
189
  ```
190
 
191
  <!--
 
217
  ### Training Set Metrics
218
  | Training set | Min | Median | Max |
219
  |:-------------|:----|:---------|:----|
220
+ | Word count | 77 | 113.9875 | 202 |
221
 
222
  ### Framework Versions
223
  - Python: 3.10.16
config_setfit.json CHANGED
@@ -1,48 +1,49 @@
1
  {
2
  "labels": [
3
  "https://www.northell.com/taxonomies/MaterialTypes/TextilesCategory",
4
- "https://www.northell.com/taxonomies/MaterialTypes/Artboard",
5
- "https://www.northell.com/taxonomies/MaterialTypes/Leather",
6
- "https://www.northell.com/taxonomies/MaterialTypes/FabricCategory",
7
- "https://www.northell.com/taxonomies/MaterialTypes/Softwood",
8
- "https://www.northell.com/taxonomies/MaterialTypes/PVC",
9
- "https://www.northell.com/taxonomies/MaterialTypes/Hardwood",
10
- "https://www.northell.com/taxonomies/MaterialTypes/Nylon",
11
- "https://www.northell.com/taxonomies/MaterialTypes/Particleboard",
12
- "https://www.northell.com/taxonomies/MaterialTypes/PLABioplastic",
13
- "https://www.northell.com/taxonomies/MaterialTypes/Paper",
14
  "https://www.northell.com/taxonomies/MaterialTypes/Polyurethane",
15
- "https://www.northell.com/taxonomies/MaterialTypes/FoamBoard",
 
 
 
16
  "https://www.northell.com/taxonomies/MaterialTypes/Medium-densityfibreboardMDF",
17
- "https://www.northell.com/taxonomies/MaterialTypes/PlasticCategory",
18
- "https://www.northell.com/taxonomies/MaterialTypes/Bamboo",
19
- "https://www.northell.com/taxonomies/MaterialTypes/Aluminium",
20
- "https://www.northell.com/taxonomies/MaterialTypes/Tinplate",
21
- "https://www.northell.com/taxonomies/MaterialTypes/Displayboard",
22
- "https://www.northell.com/taxonomies/MaterialTypes/LDPE",
23
  "https://www.northell.com/taxonomies/MaterialTypes/MetalsCategory",
24
- "https://www.northell.com/taxonomies/MaterialTypes/MaterialTypeScheme",
25
- "https://www.northell.com/taxonomies/MaterialTypes/ABS",
26
  "https://www.northell.com/taxonomies/MaterialTypes/PaperCategory",
27
- "https://www.northell.com/taxonomies/MaterialTypes/Corrugated",
28
- "https://www.northell.com/taxonomies/MaterialTypes/Paperandboard",
29
- "https://www.northell.com/taxonomies/MaterialTypes/WoodCategory",
30
- "https://www.northell.com/taxonomies/MaterialTypes/Steel",
31
- "https://www.northell.com/taxonomies/MaterialTypes/Polystyrol",
32
  "https://www.northell.com/taxonomies/MaterialTypes/Acrylics",
 
 
 
 
33
  "https://www.northell.com/taxonomies/MaterialTypes/Polypropylene",
34
- "https://www.northell.com/taxonomies/MaterialTypes/Polystyrene",
 
 
 
 
35
  "https://www.northell.com/taxonomies/MaterialTypes/HDPE",
36
- "https://www.northell.com/taxonomies/MaterialTypes/PET",
37
- "https://www.northell.com/taxonomies/MaterialTypes/Polycarbonate",
 
38
  "https://www.northell.com/taxonomies/MaterialTypes/Wool",
39
- "https://www.northell.com/taxonomies/MaterialTypes/Cotton",
40
- "https://www.northell.com/taxonomies/MaterialTypes/Polyester",
41
  "https://www.northell.com/taxonomies/MaterialTypes/Fabric",
42
- "https://www.northell.com/taxonomies/MaterialTypes/Iron",
43
- "https://www.northell.com/taxonomies/MaterialTypes/OtherCategory",
44
  "https://www.northell.com/taxonomies/MaterialTypes/Other",
45
- "https://www.northell.com/taxonomies/MaterialTypes/AcrylicsPolymethylmethacrylate"
 
 
 
 
 
 
 
 
46
  ],
47
  "normalize_embeddings": false
48
  }
 
1
  {
2
  "labels": [
3
  "https://www.northell.com/taxonomies/MaterialTypes/TextilesCategory",
4
+ "https://www.northell.com/taxonomies/MaterialTypes/Aluminium",
5
+ "https://www.northell.com/taxonomies/MaterialTypes/OtherCategory",
6
+ "https://www.northell.com/taxonomies/MaterialTypes/Polyester",
7
+ "https://www.northell.com/taxonomies/MaterialTypes/PlasticCategory",
 
 
 
 
 
 
8
  "https://www.northell.com/taxonomies/MaterialTypes/Polyurethane",
9
+ "https://www.northell.com/taxonomies/MaterialTypes/Paperandboard",
10
+ "https://www.northell.com/taxonomies/MaterialTypes/ABS",
11
+ "https://www.northell.com/taxonomies/MaterialTypes/Softwood",
12
+ "https://www.northell.com/taxonomies/MaterialTypes/PET",
13
  "https://www.northell.com/taxonomies/MaterialTypes/Medium-densityfibreboardMDF",
 
 
 
 
 
 
14
  "https://www.northell.com/taxonomies/MaterialTypes/MetalsCategory",
 
 
15
  "https://www.northell.com/taxonomies/MaterialTypes/PaperCategory",
16
+ "https://www.northell.com/taxonomies/MaterialTypes/PVC",
17
+ "https://www.northell.com/taxonomies/MaterialTypes/Paper",
 
 
 
18
  "https://www.northell.com/taxonomies/MaterialTypes/Acrylics",
19
+ "https://www.northell.com/taxonomies/MaterialTypes/Hardwood",
20
+ "https://www.northell.com/taxonomies/MaterialTypes/Artboard",
21
+ "https://www.northell.com/taxonomies/MaterialTypes/FabricCategory",
22
+ "https://www.northell.com/taxonomies/MaterialTypes/Tinplate",
23
  "https://www.northell.com/taxonomies/MaterialTypes/Polypropylene",
24
+ "https://www.northell.com/taxonomies/MaterialTypes/Particleboard",
25
+ "https://www.northell.com/taxonomies/MaterialTypes/Steel",
26
+ "https://www.northell.com/taxonomies/MaterialTypes/FoamBoard",
27
+ "https://www.northell.com/taxonomies/MaterialTypes/WoodCategory",
28
+ "https://www.northell.com/taxonomies/MaterialTypes/LDPE",
29
  "https://www.northell.com/taxonomies/MaterialTypes/HDPE",
30
+ "https://www.northell.com/taxonomies/MaterialTypes/MaterialTypeScheme",
31
+ "https://www.northell.com/taxonomies/MaterialTypes/Bamboo",
32
+ "https://www.northell.com/taxonomies/MaterialTypes/Leather",
33
  "https://www.northell.com/taxonomies/MaterialTypes/Wool",
 
 
34
  "https://www.northell.com/taxonomies/MaterialTypes/Fabric",
35
+ "https://www.northell.com/taxonomies/MaterialTypes/Cotton",
36
+ "https://www.northell.com/taxonomies/MaterialTypes/Displayboard",
37
  "https://www.northell.com/taxonomies/MaterialTypes/Other",
38
+ "https://www.northell.com/taxonomies/MaterialTypes/Nylon",
39
+ "https://www.northell.com/taxonomies/MaterialTypes/Iron",
40
+ "https://www.northell.com/taxonomies/MaterialTypes/Polystyrene",
41
+ "https://www.northell.com/taxonomies/MaterialTypes/Corrugated",
42
+ "https://www.northell.com/taxonomies/MaterialTypes/Polycarbonate",
43
+ "https://www.northell.com/taxonomies/MaterialTypes/AcrylicsPolymethylmethacrylate",
44
+ "https://www.northell.com/taxonomies/MaterialTypes/PLABioplastic",
45
+ "https://www.northell.com/taxonomies/MaterialTypes/Polystyrol",
46
+ "https://www.northell.com/taxonomies/MaterialTypes/Unknown"
47
  ],
48
  "normalize_embeddings": false
49
  }
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