Hugging Face's logo

LlmSubmission
/
BERTopic_UKR_CH

Text Classification
BERTopic
Model card Files Community
Edit model card

BERTopic_UKR_CH

This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.

Usage

To use this model, please install BERTopic:

pip install -U bertopic

You can use the model as follows:

from bertopic import BERTopic
topic_model = BERTopic.load("DssLlmSubmission/BERTopic_UKR_CH")

topic_model.get_topic_info()

Topic overview

  • Number of topics: 267 #Please note that after training, we manually assessed all clusters and merged similar ones leading to a total of 17 distinct clusters.
  • Number of training documents: 550677
Click here for an overview of all topics. The following Python code uses a dictionary to map the 267 clusters found by algorithm to the 17 distinct clusters we identified by qualitative analysis. 
topic_mapping = {-1: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 0: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Information Requests'}, 1: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 2: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Insurance'}, 3: {'cluster_id': 2, 'cluster_name': 'Pet', 'sub_cluster': 'Pet'}, 4: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Asylum'}, 5: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Ticket Inquiries'}, 6: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Carriers, Transport to and from Ukraine'}, 7: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 8: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 9: {'cluster_id': 5, 'cluster_name': 'Volunteering', 'sub_cluster': 'Volunteering'}, 10: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Communication'}, 11: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Translation Services'}, 12: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Passport'}, 13: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Dentistry'}, 14: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 15: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Currency'}, 16: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Banking'}, 17: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Protocols'}, 18: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Mail'}, 19: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 20: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Clothing'}, 21: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Financial Assistance'}, 22: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 23: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 24: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Carriers, Transport to and from Ukraine'}, 25: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 26: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 27: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 28: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Leasing Regulation'}, 29: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 30: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Open Chat'}, 31: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Communication'}, 32: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 33: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 34: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Food'}, 35: {'cluster_id': 2, 'cluster_name': 'Pet', 'sub_cluster': 'Pet'}, 36: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Carriers, Transport to and from Ukraine'}, 37: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Vehicle'}, 38: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 39: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 40: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 41: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 42: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Status Acquisition'}, 43: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Consulate Services'}, 44: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 45: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 46: {'cluster_id': 5, 'cluster_name': 'Volunteering', 'sub_cluster': 'Volunteering'}, 47: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 48: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Vehicle'}, 49: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 50: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 51: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'War Chat'}, 52: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 53: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Network Provider'}, 54: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 55: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 56: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 57: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Asylum'}, 58: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 59: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 60: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Tax'}, 61: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Expense'}, 62: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 63: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 64: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 65: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Carriers, Transport to and from Ukraine'}, 66: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 67: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 68: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 69: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Family Reunion'}, 70: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 71: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 72: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 73: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 74: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 75: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Vaccinations'}, 76: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Police'}, 77: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Financial Assistance'}, 78: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 79: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Carriers, Transport to and from Ukraine'}, 80: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 81: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 82: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 83: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Parking'}, 84: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 85: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 86: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 87: {'cluster_id': 11, 'cluster_name': 'Legal information', 'sub_cluster': 'Legal information'}, 88: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 89: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 90: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Insurance'}, 91: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Network Provider'}, 92: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 93: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 94: {'cluster_id': 12, 'cluster_name': 'Religious Information', 'sub_cluster': 'Religious Information'}, 95: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Network Provider'}, 96: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 97: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 98: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 99: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 100: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Banking'}, 101: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 102: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 103: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Library'}, 104: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Library'}, 105: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Tax'}, 106: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Police'}, 107: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 108: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 109: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Network Provider'}, 110: {'cluster_id': 11, 'cluster_name': 'Legal information', 'sub_cluster': 'Legal information'}, 111: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Passport'}, 112: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 113: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 114: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 115: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 116: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 117: {'cluster_id': 9, 'cluster_name': 'Education', 'sub_cluster': 'Education'}, 118: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 119: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 120: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 121: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 122: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Translation Services'}, 123: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Insurance'}, 124: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 125: {'cluster_id': 11, 'cluster_name': 'Legal information', 'sub_cluster': 'Legal information'}, 126: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 127: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 128: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 129: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Psychotherapy'}, 130: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 131: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 132: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 133: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 134: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 135: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Home Appliances'}, 136: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 137: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 138: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 139: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Tax'}, 140: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Vaccinations'}, 141: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 142: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 143: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 144: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 145: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 146: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 147: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 148: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Vehicle'}, 149: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 150: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 151: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 152: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 153: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 154: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 155: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 156: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 157: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 158: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 159: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 160: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Communication'}, 161: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 162: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 163: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 164: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 165: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 166: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 167: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Public Transportation'}, 168: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Communication'}, 169: {'cluster_id': 12, 'cluster_name': 'Religious Information', 'sub_cluster': 'Religious Information'}, 170: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 171: {'cluster_id': 3, 'cluster_name': 'Transportation', 'sub_cluster': 'Taxi Services'}, 172: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 173: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 174: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 175: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Open Chat'}, 176: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 177: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 178: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 179: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 180: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 181: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 182: {'cluster_id': 11, 'cluster_name': 'Legal information', 'sub_cluster': 'Divorce'}, 183: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 184: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Protocols'}, 185: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 186: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 187: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 188: {'cluster_id': 11, 'cluster_name': 'Legal information', 'sub_cluster': 'Marriage'}, 189: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 190: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 191: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 192: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 193: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 194: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 195: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 196: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 197: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 198: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 199: {'cluster_id': 5, 'cluster_name': 'Volunteering', 'sub_cluster': 'Volunteering'}, 200: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 201: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Logistics'}, 202: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 203: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Consulate Services'}, 204: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Seeking'}, 205: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Other Item Request'}, 206: {'cluster_id': 4, 'cluster_name': 'Accommodation', 'sub_cluster': 'Leasing Regulation'}, 207: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Other Item Request'}, 208: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Job'}, 209: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 210: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 211: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 212: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 213: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Infant & Toddler Care'}, 214: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 215: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 216: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 217: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 218: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 219: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 220: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 221: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 222: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Hospice Care'}, 223: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 224: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 225: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 226: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 227: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Dentistry'}, 228: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 229: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 230: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Customs'}, 231: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 232: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 233: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Customs'}, 234: {'cluster_id': 6, 'cluster_name': 'Integration', 'sub_cluster': 'Customs'}, 235: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Disability'}, 236: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 237: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 238: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 239: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 240: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 241: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Network Provider'}, 242: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 243: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 244: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 245: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 246: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 247: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Travel'}, 248: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 249: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Leisure and Fitness'}, 250: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 251: {'cluster_id': 10, 'cluster_name': 'Social Activity', 'sub_cluster': 'Regulation'}, 252: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 253: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Open Chat'}, 254: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 255: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Medical Request'}, 256: {'cluster_id': 0, 'cluster_name': 'Immigration', 'sub_cluster': 'Immigration Procedure'}, 257: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 258: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 259: {'cluster_id': 8, 'cluster_name': 'Social Services', 'sub_cluster': 'Protocols'}, 260: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 261: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 262: {'cluster_id': -1, 'cluster_name': 'Unknown', 'sub_cluster': 'Unknown'}, 263: {'cluster_id': 1, 'cluster_name': 'Healthcare and Insurance', 'sub_cluster': 'Infant & Toddler Care'}, 264: {'cluster_id': 7, 'cluster_name': 'Living Essentials', 'sub_cluster': 'Shopping'}, 265: {'cluster_id': 5, 'cluster_name': 'Volunteering', 'sub_cluster': 'Volunteering'}}
    df['cluster_id_fit'] = df['predicted_class_old'].map(lambda x: topic_mapping[x]['cluster_id'])
    df['predicted_class'] = df['predicted_class_old'].map(lambda x: topic_mapping[x]['cluster_name'])
    df['sub_cluster'] = df['predicted_class_old'].map(lambda x: topic_mapping[x]['sub_cluster'])

Training hyperparameters

  • calculate_probabilities: False
  • language: None
  • low_memory: False
  • min_topic_size: 10
  • n_gram_range: (1, 1)
  • nr_topics: auto
  • seed_topic_list: None
  • top_n_words: 10
  • verbose: True

Framework versions

  • Numpy: 1.24.4
  • HDBSCAN: 0.8.33
  • UMAP: 0.5.4
  • Pandas: 2.0.3
  • Scikit-Learn: 1.3.1
  • Sentence-transformers: 2.2.2
  • Transformers: 4.34.0
  • Numba: 0.58.0
  • Plotly: 5.17.0
  • Python: 3.8.10
Downloads last month
11
Inference Examples
Text Classification
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.