Upload POLARYS DistilBERT activity classifier

README.md

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+---
+language:
+- en
+license: apache-2.0
+base_model: distilbert-base-uncased
+tags:
+- polarys
+- text-classification
+- patrol-notes
+pipeline_tag: text-classification
+---
+
+# POLARYS BERT Activity Classifier
+
+DistilBERT fine-tuned to classify Ermita PS-5 patrol activity notes into categories such as:
+
+- Presence
+- Assistance
+- Security Coverage
+- Oplan / Special Ops
+- Community Engagement
+- Clearing Operations
+- Custodial / Jail
+- Other Operations
+
+## Intended use
+
+Analyze officer-submitted descriptive notes for activity categorization with confidence scores.
+Decision-support only — does not approve or modify reports.
+
+## Training data
+
+Cleaned `POLARYS_DATASETS.csv` WHAT/REMARKS text mapped to normalized activity labels.

config.json

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+{
+  "activation": "gelu",
+  "architectures": [
+    "DistilBertForSequenceClassification"
+  ],
+  "attention_dropout": 0.1,
+  "bos_token_id": null,
+  "dim": 768,
+  "dropout": 0.1,
+  "dtype": "float32",
+  "eos_token_id": null,
+  "hidden_dim": 3072,
+  "id2label": {
+    "0": "Assistance",
+    "1": "Clearing Operations",
+    "2": "Community Engagement",
+    "3": "Custodial / Jail",
+    "4": "Oplan / Special Ops",
+    "5": "Presence",
+    "6": "Security Coverage"
+  },
+  "initializer_range": 0.02,
+  "label2id": {
+    "Assistance": 0,
+    "Clearing Operations": 1,
+    "Community Engagement": 2,
+    "Custodial / Jail": 3,
+    "Oplan / Special Ops": 4,
+    "Presence": 5,
+    "Security Coverage": 6
+  },
+  "max_position_embeddings": 512,
+  "model_type": "distilbert",
+  "n_heads": 12,
+  "n_layers": 6,
+  "pad_token_id": 0,
+  "problem_type": "single_label_classification",
+  "qa_dropout": 0.1,
+  "seq_classif_dropout": 0.2,
+  "sinusoidal_pos_embds": false,
+  "tie_weights_": true,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.14.1",
+  "use_cache": false,
+  "vocab_size": 30522
+}

label_map.json

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+{
+  "label2id": {
+    "Assistance": 0,
+    "Clearing Operations": 1,
+    "Community Engagement": 2,
+    "Custodial / Jail": 3,
+    "Oplan / Special Ops": 4,
+    "Presence": 5,
+    "Security Coverage": 6
+  },
+  "id2label": {
+    "0": "Assistance",
+    "1": "Clearing Operations",
+    "2": "Community Engagement",
+    "3": "Custodial / Jail",
+    "4": "Oplan / Special Ops",
+    "5": "Presence",
+    "6": "Security Coverage"
+  }
+}

model.safetensors

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+oid sha256:8c1daad9e3d94cf7beaec28c20b2bc8d138f5f7a5496d18d10c9353e5edf6a00
+size 267847948

tokenizer_config.json

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+{
+  "backend": "tokenizers",
+  "cls_token": "[CLS]",
+  "do_lower_case": true,
+  "is_local": false,
+  "local_files_only": false,
+  "mask_token": "[MASK]",
+  "model_max_length": 512,
+  "pad_token": "[PAD]",
+  "sep_token": "[SEP]",
+  "strip_accents": null,
+  "tokenize_chinese_chars": true,
+  "tokenizer_class": "BertTokenizer",
+  "unk_token": "[UNK]"
+}

training_args.bin

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+size 4792