Upload dataset - Session upload_1761989119
Browse files- README.md +214 -182
- metadata.json +483 -447
- train.csv +2 -2
- train.jsonl +2 -2
- train.parquet +2 -2
- upload_manifest.json +3 -3
README.md
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language:
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- en
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task_categories:
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- other
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task_ids:
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- tabular-multi-class-classification
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@@ -15,50 +16,69 @@ license: bsd-3-clause
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tags:
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- cybersecurity
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- honeypot
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- threat-
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multilinguality:
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- monolingual
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annotations_creators:
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- machine-generated
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dataset_info:
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features:
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dtype: int64
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dtype: string
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- name: dest_ip
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- name: session
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- name: eventid
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dtype: string
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- name: files
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dtype: string
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- name: commands
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dtype: string
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splits:
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- name: train
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num_bytes:
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num_examples:
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download_size:
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dataset_size:
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config_name: default
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---
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@@ -464,50 +496,50 @@ print(f"Malicious events: {malicious_count}/{len(train_data)} ({malicious_count/
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## Data Fields
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-
The dataset contains
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### Network Features
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- `
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- `dest_ip`: Network-related information
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- `honeypot_ip_ext`: Network-related information
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- `src_port`: Network-related information
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-
-
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- ... and 14 more network features
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### Behavioral Features
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-
- `
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- `session`: Behavioral analysis data
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- `session_duration`: Behavioral analysis data
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-
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- `request.headers.User-Agent`: Behavioral analysis data
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-
- ... and 11 more behavioral features
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### Temporal Features
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- `@timestamp`: Time-based information
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- `timestamp`: Time-based information
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- `start_time`: Time-based information
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- `end_time`: Time-based information
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-
-
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- ... and 2 more temporal features
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### Security Features
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- `mitre_techniques`: Security and threat intelligence
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- `attack_vectors`: Security and threat intelligence
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- `mitre_tactic`: Security and threat intelligence
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- `mitre_technique`: Security and threat intelligence
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- `is_malicious`: Security and threat intelligence
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- ... and 2 more security features
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## Data Splits
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| Split | Examples |
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|-------|----------|
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-
| train |
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## Dataset Statistics
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-
- **Total size**: ~
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-
- **Average record size**: ~
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- **Feature completeness**: 100.0%
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## Ethical Considerations
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language:
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- en
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task_categories:
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+
- tabular-classification
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- other
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task_ids:
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- tabular-multi-class-classification
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tags:
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- cybersecurity
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- honeypot
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- threat-detection
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- network-security
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- intrusion-detection
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- tabular
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- security
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- anomaly-detection
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- classification
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multilinguality:
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- monolingual
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annotations_creators:
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- machine-generated
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+
paperswithcode_id: null
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dataset_info:
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features:
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- name: honeypot_ip_int
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dtype: string
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- name: flow
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dtype: string
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- name: payload_printable
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dtype: string
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- name: pkt_src
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dtype: string
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- name: geoip_ext
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dtype: string
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- name: dest_ip
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dtype: string
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- name: "@timestamp"
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dtype: string
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- name: src_port
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dtype: string
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- name: direction
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- name: alert
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- name: type
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dtype: string
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- name: src_ip
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dtype: string
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- name: geoip
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dtype: string
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- name: proto
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dtype: string
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- name: "@version"
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dtype: string
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- name: ip_rep
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dtype: string
|
| 65 |
+
- name: timestamp
|
| 66 |
dtype: string
|
| 67 |
+
- name: in_iface
|
| 68 |
dtype: string
|
| 69 |
+
- name: host
|
| 70 |
dtype: string
|
| 71 |
+
- name: honeypot_ip_ext
|
| 72 |
+
dtype: string
|
| 73 |
+
- name: event_type
|
| 74 |
+
dtype: string
|
| 75 |
+
- name: honeypot_hostname
|
| 76 |
+
dtype: string
|
| 77 |
+
- name: dest_port
|
| 78 |
+
dtype: int64
|
| 79 |
+
- name: stream
|
| 80 |
+
dtype: string
|
| 81 |
+
- name: flow_id
|
| 82 |
dtype: string
|
| 83 |
- name: mitre_techniques
|
| 84 |
dtype: string
|
|
|
|
| 96 |
dtype: string
|
| 97 |
- name: primary_label
|
| 98 |
dtype: string
|
| 99 |
+
- name: data
|
| 100 |
dtype: string
|
| 101 |
+
- name: action
|
| 102 |
dtype: string
|
| 103 |
+
- name: protocol
|
| 104 |
dtype: string
|
| 105 |
+
- name: mstshash
|
| 106 |
dtype: string
|
| 107 |
+
- name: mod
|
| 108 |
dtype: string
|
| 109 |
+
- name: os
|
| 110 |
dtype: string
|
| 111 |
+
- name: dist
|
| 112 |
dtype: string
|
| 113 |
+
- name: subject
|
| 114 |
dtype: string
|
| 115 |
+
- name: raw_sig
|
| 116 |
dtype: string
|
| 117 |
+
- name: params
|
| 118 |
+
dtype: string
|
| 119 |
+
- name: metadata
|
| 120 |
dtype: string
|
| 121 |
- name: app_proto
|
| 122 |
dtype: string
|
| 123 |
+
- name: tags
|
| 124 |
dtype: string
|
| 125 |
+
- name: tcp
|
| 126 |
dtype: string
|
| 127 |
- name: payload
|
| 128 |
dtype: string
|
| 129 |
+
- name: rdp
|
| 130 |
dtype: string
|
| 131 |
- name: tx_guessed
|
| 132 |
dtype: string
|
| 133 |
- name: tx_id
|
| 134 |
dtype: string
|
| 135 |
+
- name: fatt_rdp
|
|
|
|
|
|
|
| 136 |
dtype: string
|
| 137 |
+
- name: raw_freq
|
| 138 |
dtype: string
|
| 139 |
+
- name: uptime
|
| 140 |
dtype: string
|
| 141 |
- name: raw_mtu
|
| 142 |
dtype: string
|
| 143 |
+
- name: link
|
| 144 |
dtype: string
|
| 145 |
+
- name: fatt_ssh
|
| 146 |
dtype: string
|
| 147 |
+
- name: app_proto_tc
|
| 148 |
dtype: string
|
| 149 |
- name: download_count
|
| 150 |
dtype: string
|
| 151 |
+
- name: proxy_connection
|
| 152 |
dtype: string
|
| 153 |
+
- name: downloads
|
| 154 |
dtype: string
|
| 155 |
+
- name: is_virtual
|
| 156 |
dtype: string
|
| 157 |
- name: attack_connection
|
| 158 |
dtype: string
|
| 159 |
+
- name: operation_mode
|
| 160 |
dtype: string
|
| 161 |
- name: start_time
|
| 162 |
dtype: string
|
| 163 |
- name: end_time
|
| 164 |
dtype: string
|
| 165 |
+
- name: download_tries
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 166 |
dtype: string
|
| 167 |
+
- name: reason
|
| 168 |
dtype: string
|
| 169 |
+
- name: raw_hits
|
| 170 |
dtype: string
|
| 171 |
+
- name: tls
|
| 172 |
dtype: string
|
| 173 |
- name: anomaly
|
| 174 |
dtype: string
|
| 175 |
+
- name: ssh
|
| 176 |
dtype: string
|
| 177 |
+
- name: response.headers.Server
|
| 178 |
dtype: string
|
| 179 |
+
- name: request.protocol
|
| 180 |
dtype: string
|
| 181 |
+
- name: level
|
| 182 |
dtype: string
|
| 183 |
+
- name: "request.headers.X-Csrftoken"
|
| 184 |
dtype: string
|
| 185 |
+
- name: request.headers.Connection
|
|
|
|
|
|
|
| 186 |
dtype: string
|
| 187 |
+
- name: response.metadata.temperature
|
| 188 |
dtype: string
|
| 189 |
+
- name: request.headers.sortedSha256
|
| 190 |
dtype: string
|
| 191 |
+
- name: "request.headers.User-Agent"
|
| 192 |
dtype: string
|
| 193 |
+
- name: request.bodySha256
|
| 194 |
dtype: string
|
| 195 |
+
- name: request.userAgent
|
| 196 |
dtype: string
|
| 197 |
+
- name: request.method
|
| 198 |
dtype: string
|
| 199 |
+
- name: request.headers.sorted
|
| 200 |
dtype: string
|
| 201 |
+
- name: response.metadata.model
|
| 202 |
dtype: string
|
| 203 |
+
- name: request.body
|
| 204 |
dtype: string
|
| 205 |
- name: session
|
| 206 |
dtype: string
|
| 207 |
+
- name: "response.headers.Content-Type"
|
|
|
|
|
|
|
|
|
|
|
|
|
| 208 |
dtype: string
|
| 209 |
+
- name: msg
|
|
|
|
|
|
|
| 210 |
dtype: string
|
| 211 |
+
- name: request.headers.Accept
|
| 212 |
dtype: string
|
| 213 |
+
- name: request.requestURI
|
| 214 |
dtype: string
|
| 215 |
+
- name: response.metadata.provider
|
| 216 |
dtype: string
|
| 217 |
- name: sensorName
|
| 218 |
dtype: string
|
| 219 |
+
- name: hostname
|
|
|
|
|
|
|
|
|
|
|
|
|
| 220 |
dtype: string
|
| 221 |
- name: response.metadata.generationSource
|
| 222 |
dtype: string
|
| 223 |
+
- name: response.body
|
| 224 |
dtype: string
|
| 225 |
+
- name: input
|
| 226 |
dtype: string
|
| 227 |
+
- name: message
|
| 228 |
dtype: string
|
| 229 |
+
- name: output
|
| 230 |
dtype: string
|
| 231 |
+
- name: service
|
| 232 |
dtype: string
|
| 233 |
+
- name: username
|
| 234 |
dtype: string
|
| 235 |
+
- name: status
|
| 236 |
dtype: string
|
| 237 |
+
- name: environ
|
| 238 |
dtype: string
|
| 239 |
+
- name: session_duration
|
| 240 |
+
dtype: float64
|
| 241 |
+
- name: fatt_tls
|
| 242 |
dtype: string
|
| 243 |
+
- name: http
|
| 244 |
dtype: string
|
| 245 |
+
- name: password
|
| 246 |
dtype: string
|
| 247 |
+
- name: client
|
| 248 |
dtype: string
|
| 249 |
+
- name: app
|
| 250 |
dtype: string
|
| 251 |
+
- name: lang
|
| 252 |
dtype: string
|
| 253 |
+
- name: fileinfo
|
| 254 |
dtype: string
|
| 255 |
+
- name: client_version
|
| 256 |
dtype: string
|
| 257 |
- name: eventid
|
| 258 |
dtype: string
|
|
|
|
| 260 |
dtype: string
|
| 261 |
- name: files
|
| 262 |
dtype: string
|
| 263 |
+
- name: "request.headers.Content-Disposition"
|
| 264 |
dtype: string
|
| 265 |
+
- name: "request.headers.Upgrade-Insecure-Requests"
|
| 266 |
dtype: string
|
| 267 |
+
- name: "request.headers.X-Csrf-Token"
|
| 268 |
dtype: string
|
| 269 |
+
- name: fatt_http
|
| 270 |
dtype: string
|
| 271 |
- name: ftp
|
| 272 |
dtype: string
|
| 273 |
+
- name: smtp
|
| 274 |
dtype: string
|
| 275 |
+
- name: smb
|
| 276 |
dtype: string
|
| 277 |
+
- name: request
|
| 278 |
dtype: string
|
| 279 |
+
- name: response
|
| 280 |
dtype: string
|
| 281 |
+
- name: public_ip
|
| 282 |
dtype: string
|
| 283 |
+
- name: data_type
|
| 284 |
dtype: string
|
| 285 |
+
- name: id
|
| 286 |
dtype: string
|
| 287 |
+
- name: sensorid
|
| 288 |
dtype: string
|
| 289 |
+
- name: "request.headers.Accept-Encoding"
|
| 290 |
dtype: string
|
| 291 |
+
- name: request.headers.Ip
|
| 292 |
dtype: string
|
| 293 |
+
- name: request.headers.Hostname
|
| 294 |
dtype: string
|
| 295 |
+
- name: mqtt
|
| 296 |
dtype: string
|
| 297 |
+
- name: icmp_code
|
| 298 |
dtype: string
|
| 299 |
+
- name: icmp_type
|
| 300 |
dtype: string
|
| 301 |
+
- name: "request.headers.Content-Type"
|
| 302 |
dtype: string
|
| 303 |
+
- name: "request.headers.X-Requested-With"
|
| 304 |
dtype: string
|
| 305 |
+
- name: "request.headers.Accept-Language"
|
| 306 |
dtype: string
|
| 307 |
+
- name: request.headers.Referer
|
| 308 |
dtype: string
|
| 309 |
+
- name: "request.headers.X-Forwarded-For"
|
| 310 |
dtype: string
|
| 311 |
+
- name: request.headers.Authorization
|
| 312 |
dtype: string
|
| 313 |
+
- name: request.headers.Cookie
|
| 314 |
dtype: string
|
| 315 |
+
- name: request.headers.Ipaddress
|
| 316 |
dtype: string
|
| 317 |
+
- name: request.headers.Forwarded
|
| 318 |
+
dtype: string
|
| 319 |
+
- name: outfile
|
| 320 |
+
dtype: string
|
| 321 |
+
- name: filename
|
| 322 |
+
dtype: string
|
| 323 |
+
- name: src_url
|
| 324 |
+
dtype: string
|
| 325 |
+
- name: shasum
|
| 326 |
+
dtype: string
|
| 327 |
+
- name: request.headers.From
|
| 328 |
+
dtype: string
|
| 329 |
+
- name: duration
|
| 330 |
dtype: string
|
| 331 |
- name: request.headers.Origin
|
| 332 |
dtype: string
|
| 333 |
+
- name: "request.headers.Max-Forwards"
|
| 334 |
dtype: string
|
| 335 |
+
- name: request.headers.Pragma
|
| 336 |
dtype: string
|
| 337 |
+
- name: "request.headers.X-Amz-Date"
|
| 338 |
dtype: string
|
| 339 |
+
- name: "request.headers.Proxy-Authorization"
|
| 340 |
dtype: string
|
| 341 |
+
- name: "request.headers.Content-Encoding"
|
| 342 |
dtype: string
|
| 343 |
+
- name: request.headers.Range
|
| 344 |
dtype: string
|
| 345 |
+
- name: "request.headers.X-Amz-Target"
|
| 346 |
dtype: string
|
| 347 |
+
- name: request.headers.Username
|
| 348 |
dtype: string
|
| 349 |
+
- name: "request.headers.Accept-Charset"
|
| 350 |
dtype: string
|
| 351 |
+
- name: "request.headers.Qualys-Scan"
|
| 352 |
dtype: string
|
| 353 |
+
- name: "request.headers.Accept-Datetime"
|
| 354 |
dtype: string
|
| 355 |
+
- name: "request.headers.Content-Length"
|
| 356 |
dtype: string
|
| 357 |
+
- name: request.headers.Date
|
| 358 |
dtype: string
|
| 359 |
+
- name: "request.headers.X-Api-Version"
|
| 360 |
dtype: string
|
| 361 |
+
- name: "request.headers.Access-Control-Request-Headers"
|
| 362 |
dtype: string
|
| 363 |
+
- name: "request.headers.X-Xsrf-Token"
|
| 364 |
dtype: string
|
| 365 |
+
- name: request.headers.Warning
|
| 366 |
dtype: string
|
| 367 |
+
- name: "request.headers.X-Proxyuser-Ip"
|
| 368 |
dtype: string
|
| 369 |
+
- name: request.headers.Te
|
| 370 |
dtype: string
|
| 371 |
+
- name: request.headers.Dnt
|
| 372 |
dtype: string
|
| 373 |
+
- name: app_proto_ts
|
| 374 |
dtype: string
|
| 375 |
+
- name: "request.headers.Access-Control-Request-Method"
|
| 376 |
dtype: string
|
| 377 |
+
- name: request.headers.Location
|
| 378 |
dtype: string
|
| 379 |
+
- name: "request.headers.X-Druid-Comment"
|
| 380 |
dtype: string
|
| 381 |
+
- name: request.headers.Authentication
|
| 382 |
dtype: string
|
| 383 |
+
- name: "request.headers.X-Origin"
|
| 384 |
dtype: string
|
| 385 |
+
- name: "response.headers.Strict-Transport-Security"
|
| 386 |
dtype: string
|
| 387 |
+
- name: "response.headers.X-Frame-Options"
|
| 388 |
dtype: string
|
| 389 |
+
- name: "request.headers.X-Support-Http-Auth"
|
| 390 |
dtype: string
|
| 391 |
+
- name: "response.headers.X-Content-Type-Options"
|
| 392 |
dtype: string
|
| 393 |
+
- name: "request.headers.X-Transcend-Version"
|
| 394 |
dtype: string
|
| 395 |
+
- name: called_number
|
| 396 |
dtype: string
|
| 397 |
+
- name: sip_user_agent
|
| 398 |
+
dtype: string
|
| 399 |
+
- name: app_version
|
| 400 |
+
dtype: string
|
| 401 |
+
- name: created_by_node_id
|
| 402 |
+
dtype: string
|
| 403 |
+
- name: sip_method
|
| 404 |
+
dtype: string
|
| 405 |
+
- name: sip_message
|
| 406 |
+
dtype: string
|
| 407 |
+
- name: collected_method
|
| 408 |
+
dtype: string
|
| 409 |
+
- name: app_name
|
| 410 |
+
dtype: string
|
| 411 |
+
- name: transport_type
|
| 412 |
+
dtype: string
|
| 413 |
+
- name: event_uuid
|
| 414 |
dtype: string
|
| 415 |
- name: commands
|
| 416 |
dtype: string
|
| 417 |
splits:
|
| 418 |
- name: train
|
| 419 |
+
num_bytes: 2797862562
|
| 420 |
+
num_examples: 232040
|
| 421 |
+
download_size: 2797862562
|
| 422 |
+
dataset_size: 2797862562
|
| 423 |
config_name: default
|
| 424 |
---
|
| 425 |
|
|
|
|
| 496 |
|
| 497 |
## Data Fields
|
| 498 |
|
| 499 |
+
The dataset contains 192 features across several categories:
|
| 500 |
|
| 501 |
### Network Features
|
| 502 |
+
- `honeypot_ip_int`: Network-related information
|
| 503 |
+
- `flow`: Network-related information
|
| 504 |
+
- `geoip_ext`: Network-related information
|
| 505 |
- `dest_ip`: Network-related information
|
|
|
|
| 506 |
- `src_port`: Network-related information
|
| 507 |
+
- ... and 18 more network features
|
|
|
|
| 508 |
|
| 509 |
### Behavioral Features
|
| 510 |
+
- `request.headers.User-Agent`: Behavioral analysis data
|
| 511 |
+
- `request.userAgent`: Behavioral analysis data
|
| 512 |
- `session`: Behavioral analysis data
|
| 513 |
+
- `username`: Behavioral analysis data
|
| 514 |
- `session_duration`: Behavioral analysis data
|
| 515 |
+
- ... and 8 more behavioral features
|
|
|
|
|
|
|
| 516 |
|
| 517 |
### Temporal Features
|
| 518 |
- `@timestamp`: Time-based information
|
| 519 |
- `timestamp`: Time-based information
|
| 520 |
+
- `uptime`: Time-based information
|
| 521 |
- `start_time`: Time-based information
|
| 522 |
- `end_time`: Time-based information
|
| 523 |
+
- ... and 5 more temporal features
|
|
|
|
| 524 |
|
| 525 |
### Security Features
|
| 526 |
+
- `alert`: Security and threat intelligence
|
| 527 |
- `mitre_techniques`: Security and threat intelligence
|
| 528 |
- `attack_vectors`: Security and threat intelligence
|
| 529 |
- `mitre_tactic`: Security and threat intelligence
|
| 530 |
- `mitre_technique`: Security and threat intelligence
|
|
|
|
| 531 |
- ... and 2 more security features
|
| 532 |
|
| 533 |
## Data Splits
|
| 534 |
|
| 535 |
| Split | Examples |
|
| 536 |
|-------|----------|
|
| 537 |
+
| train | 232,040 |
|
| 538 |
|
| 539 |
## Dataset Statistics
|
| 540 |
|
| 541 |
+
- **Total size**: ~2668.2 MB
|
| 542 |
+
- **Average record size**: ~12058 bytes
|
| 543 |
- **Feature completeness**: 100.0%
|
| 544 |
|
| 545 |
## Ethical Considerations
|
metadata.json
CHANGED
|
@@ -3,43 +3,49 @@
|
|
| 3 |
"name": "attacks-monthly",
|
| 4 |
"version": "1.0.0",
|
| 5 |
"description": "Cybersecurity dataset from honeypot infrastructure",
|
| 6 |
-
"total_samples":
|
| 7 |
-
"features":
|
| 8 |
-
"creation_timestamp": "2025-
|
| 9 |
"data_source": "Honeypot Infrastructure",
|
| 10 |
"honeypot_types": {},
|
| 11 |
"time_range": {
|
| 12 |
"start": "",
|
| 13 |
-
"end": "2025-
|
| 14 |
}
|
| 15 |
},
|
| 16 |
"statistics": {
|
| 17 |
"total_events": 300000,
|
| 18 |
"successful_extractions": 300000,
|
| 19 |
-
"feature_extraction_time":
|
| 20 |
"dataset_creation_time": 0,
|
| 21 |
"quality_score": 0.0
|
| 22 |
},
|
| 23 |
"feature_schema": {
|
| 24 |
-
"
|
| 25 |
-
"
|
| 26 |
-
"
|
|
|
|
|
|
|
| 27 |
"dest_ip": "object",
|
| 28 |
-
"honeypot_ip_ext": "object",
|
| 29 |
-
"src_port": "object",
|
| 30 |
-
"os": "object",
|
| 31 |
"@timestamp": "object",
|
| 32 |
-
"
|
| 33 |
-
"
|
|
|
|
|
|
|
| 34 |
"src_ip": "object",
|
| 35 |
-
"
|
| 36 |
-
"
|
| 37 |
"@version": "object",
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 38 |
"honeypot_hostname": "object",
|
| 39 |
-
"
|
| 40 |
-
"
|
| 41 |
-
"
|
| 42 |
-
"geoip": "object",
|
| 43 |
"mitre_techniques": "object",
|
| 44 |
"attack_vectors": "object",
|
| 45 |
"mitre_tactic": "object",
|
|
@@ -48,181 +54,193 @@
|
|
| 48 |
"is_malicious": "bool",
|
| 49 |
"severity": "object",
|
| 50 |
"primary_label": "object",
|
| 51 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 52 |
"metadata": "object",
|
| 53 |
-
"pkt_src": "object",
|
| 54 |
-
"rdp": "object",
|
| 55 |
-
"proto": "object",
|
| 56 |
-
"tags": "object",
|
| 57 |
-
"in_iface": "object",
|
| 58 |
-
"event_type": "object",
|
| 59 |
-
"timestamp": "object",
|
| 60 |
-
"alert": "object",
|
| 61 |
"app_proto": "object",
|
| 62 |
-
"
|
| 63 |
-
"
|
| 64 |
"payload": "object",
|
| 65 |
-
"
|
| 66 |
"tx_guessed": "object",
|
| 67 |
"tx_id": "object",
|
| 68 |
-
"
|
| 69 |
-
"
|
| 70 |
-
"
|
| 71 |
-
"link": "object",
|
| 72 |
"raw_mtu": "object",
|
| 73 |
-
"
|
|
|
|
| 74 |
"app_proto_tc": "object",
|
| 75 |
-
"proxy_connection": "object",
|
| 76 |
"download_count": "object",
|
|
|
|
|
|
|
| 77 |
"is_virtual": "object",
|
| 78 |
-
"download_tries": "object",
|
| 79 |
-
"operation_mode": "object",
|
| 80 |
"attack_connection": "object",
|
| 81 |
-
"
|
| 82 |
"start_time": "object",
|
| 83 |
"end_time": "object",
|
| 84 |
-
"
|
| 85 |
-
"tcp": "object",
|
| 86 |
-
"uptime": "object",
|
| 87 |
-
"raw_freq": "object",
|
| 88 |
-
"mstshash": "object",
|
| 89 |
-
"action": "object",
|
| 90 |
-
"data": "object",
|
| 91 |
-
"anomaly": "object",
|
| 92 |
-
"lang": "object",
|
| 93 |
-
"app": "object",
|
| 94 |
-
"smb": "object",
|
| 95 |
-
"fatt_tls": "object",
|
| 96 |
-
"message": "object",
|
| 97 |
-
"fatt_rdp": "object",
|
| 98 |
-
"tls": "object",
|
| 99 |
"reason": "object",
|
| 100 |
"raw_hits": "object",
|
|
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|
| 101 |
"level": "object",
|
| 102 |
-
"
|
| 103 |
-
"
|
| 104 |
-
"
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| 105 |
"input": "object",
|
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|
| 106 |
"username": "object",
|
|
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|
| 107 |
"environ": "object",
|
| 108 |
-
"session": "object",
|
| 109 |
-
"msg": "object",
|
| 110 |
"session_duration": "float64",
|
| 111 |
-
"
|
|
|
|
| 112 |
"password": "object",
|
| 113 |
"client": "object",
|
| 114 |
-
"
|
| 115 |
-
"
|
| 116 |
"fileinfo": "object",
|
| 117 |
-
"
|
| 118 |
-
"response.headers.Server": "object",
|
| 119 |
-
"request.bodySha256": "object",
|
| 120 |
-
"response.metadata.model": "object",
|
| 121 |
-
"response.metadata.generationSource": "object",
|
| 122 |
-
"request.headers.Accept-Encoding": "object",
|
| 123 |
-
"request.headers.sorted": "object",
|
| 124 |
-
"request.userAgent": "object",
|
| 125 |
-
"response.body": "object",
|
| 126 |
-
"request.body": "object",
|
| 127 |
-
"request.requestURI": "object",
|
| 128 |
-
"hostname": "object",
|
| 129 |
-
"response.metadata.temperature": "object",
|
| 130 |
-
"response.headers.Content-Type": "object",
|
| 131 |
-
"request.headers.Accept": "object",
|
| 132 |
-
"request.method": "object",
|
| 133 |
-
"request.headers.User-Agent": "object",
|
| 134 |
-
"request.protocol": "object",
|
| 135 |
-
"request.headers.sortedSha256": "object",
|
| 136 |
-
"response.metadata.provider": "object",
|
| 137 |
-
"fatt_http": "object",
|
| 138 |
"eventid": "object",
|
| 139 |
"sensor": "object",
|
| 140 |
"files": "object",
|
| 141 |
-
"
|
|
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|
| 142 |
"outfile": "object",
|
| 143 |
"filename": "object",
|
| 144 |
"src_url": "object",
|
| 145 |
-
"
|
| 146 |
-
"
|
| 147 |
-
"icmp_code": "object",
|
| 148 |
-
"mqtt": "object",
|
| 149 |
-
"pgsql": "object",
|
| 150 |
-
"request.headers.Connection": "object",
|
| 151 |
"duration": "object",
|
| 152 |
-
"
|
|
|
|
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|
| 153 |
"request.headers.X-Support-Http-Auth": "object",
|
|
|
|
| 154 |
"request.headers.X-Transcend-Version": "object",
|
| 155 |
-
"request.headers.Content-Type": "object",
|
| 156 |
-
"request.headers.Accept-Language": "object",
|
| 157 |
-
"request.headers.X-Requested-With": "object",
|
| 158 |
-
"dcerpc": "object",
|
| 159 |
-
"app_proto_ts": "object",
|
| 160 |
-
"request.headers.Content-Length": "object",
|
| 161 |
-
"response.headers.X-Powered-By": "object",
|
| 162 |
-
"request.headers.Accept-Charset": "object",
|
| 163 |
-
"public_ip": "object",
|
| 164 |
-
"response": "object",
|
| 165 |
-
"request": "object",
|
| 166 |
-
"data_type": "object",
|
| 167 |
-
"sensorid": "object",
|
| 168 |
-
"id": "object",
|
| 169 |
-
"request.headers.Origin": "object",
|
| 170 |
-
"request.headers.Upgrade-Insecure-Requests": "object",
|
| 171 |
-
"app_name": "object",
|
| 172 |
-
"transport_type": "object",
|
| 173 |
-
"sip_user_agent": "object",
|
| 174 |
-
"sip_method": "object",
|
| 175 |
-
"created_by_node_id": "object",
|
| 176 |
"called_number": "object",
|
|
|
|
| 177 |
"app_version": "object",
|
|
|
|
|
|
|
| 178 |
"sip_message": "object",
|
| 179 |
-
"event_uuid": "object",
|
| 180 |
"collected_method": "object",
|
| 181 |
-
"
|
| 182 |
-
"
|
| 183 |
-
"
|
| 184 |
-
"user-agent_browser": "object",
|
| 185 |
-
"trapped": "object",
|
| 186 |
-
"user-agent": "object",
|
| 187 |
-
"request_method": "object",
|
| 188 |
-
"request_uri": "object",
|
| 189 |
-
"header_connection": "object",
|
| 190 |
-
"user-agent_os": "object",
|
| 191 |
-
"request.headers.Cache-Control": "object",
|
| 192 |
-
"request.headers.Pragma": "object",
|
| 193 |
-
"user-agent_browser_version": "object",
|
| 194 |
-
"header_user-agent": "object",
|
| 195 |
-
"header_accept-encoding": "object",
|
| 196 |
-
"header_accept": "object",
|
| 197 |
-
"header_content-type": "object",
|
| 198 |
-
"user-agent_device_model": "object",
|
| 199 |
-
"user-agent_device_brand": "object",
|
| 200 |
-
"user-agent_os_version": "object",
|
| 201 |
-
"request.headers.Keep-Alive": "object",
|
| 202 |
-
"trapped_for": "object",
|
| 203 |
"commands": "object"
|
| 204 |
},
|
| 205 |
"quality_metrics": {
|
| 206 |
"completeness": {
|
| 207 |
-
"
|
| 208 |
-
"
|
| 209 |
-
"
|
|
|
|
|
|
|
| 210 |
"dest_ip": 1.0,
|
| 211 |
-
"honeypot_ip_ext": 1.0,
|
| 212 |
-
"src_port": 1.0,
|
| 213 |
-
"os": 1.0,
|
| 214 |
"@timestamp": 1.0,
|
| 215 |
-
"
|
| 216 |
-
"
|
|
|
|
|
|
|
| 217 |
"src_ip": 1.0,
|
| 218 |
-
"
|
| 219 |
-
"
|
| 220 |
"@version": 1.0,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 221 |
"honeypot_hostname": 1.0,
|
| 222 |
-
"
|
| 223 |
-
"
|
| 224 |
-
"
|
| 225 |
-
"geoip": 1.0,
|
| 226 |
"mitre_techniques": 1.0,
|
| 227 |
"attack_vectors": 1.0,
|
| 228 |
"mitre_tactic": 1.0,
|
|
@@ -231,341 +249,359 @@
|
|
| 231 |
"is_malicious": 1.0,
|
| 232 |
"severity": 1.0,
|
| 233 |
"primary_label": 1.0,
|
| 234 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 235 |
"metadata": 1.0,
|
| 236 |
-
"pkt_src": 1.0,
|
| 237 |
-
"rdp": 1.0,
|
| 238 |
-
"proto": 1.0,
|
| 239 |
-
"tags": 1.0,
|
| 240 |
-
"in_iface": 1.0,
|
| 241 |
-
"event_type": 1.0,
|
| 242 |
-
"timestamp": 1.0,
|
| 243 |
-
"alert": 1.0,
|
| 244 |
"app_proto": 1.0,
|
| 245 |
-
"
|
| 246 |
-
"
|
| 247 |
"payload": 1.0,
|
| 248 |
-
"
|
| 249 |
"tx_guessed": 1.0,
|
| 250 |
"tx_id": 1.0,
|
| 251 |
-
"
|
| 252 |
-
"
|
| 253 |
-
"
|
| 254 |
-
"link": 1.0,
|
| 255 |
"raw_mtu": 1.0,
|
| 256 |
-
"
|
|
|
|
| 257 |
"app_proto_tc": 1.0,
|
| 258 |
-
"proxy_connection": 1.0,
|
| 259 |
"download_count": 1.0,
|
|
|
|
|
|
|
| 260 |
"is_virtual": 1.0,
|
| 261 |
-
"download_tries": 1.0,
|
| 262 |
-
"operation_mode": 1.0,
|
| 263 |
"attack_connection": 1.0,
|
| 264 |
-
"
|
| 265 |
"start_time": 1.0,
|
| 266 |
"end_time": 1.0,
|
| 267 |
-
"
|
| 268 |
-
"tcp": 1.0,
|
| 269 |
-
"uptime": 1.0,
|
| 270 |
-
"raw_freq": 1.0,
|
| 271 |
-
"mstshash": 1.0,
|
| 272 |
-
"action": 1.0,
|
| 273 |
-
"data": 1.0,
|
| 274 |
-
"anomaly": 1.0,
|
| 275 |
-
"lang": 1.0,
|
| 276 |
-
"app": 1.0,
|
| 277 |
-
"smb": 1.0,
|
| 278 |
-
"fatt_tls": 1.0,
|
| 279 |
-
"message": 1.0,
|
| 280 |
-
"fatt_rdp": 1.0,
|
| 281 |
-
"tls": 1.0,
|
| 282 |
"reason": 1.0,
|
| 283 |
"raw_hits": 1.0,
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 284 |
"level": 1.0,
|
| 285 |
-
"
|
| 286 |
-
"
|
| 287 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 288 |
"input": 1.0,
|
|
|
|
|
|
|
|
|
|
| 289 |
"username": 1.0,
|
|
|
|
| 290 |
"environ": 1.0,
|
| 291 |
-
"session": 1.0,
|
| 292 |
-
"msg": 1.0,
|
| 293 |
"session_duration": 1.0,
|
| 294 |
-
"
|
|
|
|
| 295 |
"password": 1.0,
|
| 296 |
"client": 1.0,
|
| 297 |
-
"
|
| 298 |
-
"
|
| 299 |
"fileinfo": 1.0,
|
| 300 |
-
"
|
| 301 |
-
"response.headers.Server": 1.0,
|
| 302 |
-
"request.bodySha256": 1.0,
|
| 303 |
-
"response.metadata.model": 1.0,
|
| 304 |
-
"response.metadata.generationSource": 1.0,
|
| 305 |
-
"request.headers.Accept-Encoding": 1.0,
|
| 306 |
-
"request.headers.sorted": 1.0,
|
| 307 |
-
"request.userAgent": 1.0,
|
| 308 |
-
"response.body": 1.0,
|
| 309 |
-
"request.body": 1.0,
|
| 310 |
-
"request.requestURI": 1.0,
|
| 311 |
-
"hostname": 1.0,
|
| 312 |
-
"response.metadata.temperature": 1.0,
|
| 313 |
-
"response.headers.Content-Type": 1.0,
|
| 314 |
-
"request.headers.Accept": 1.0,
|
| 315 |
-
"request.method": 1.0,
|
| 316 |
-
"request.headers.User-Agent": 1.0,
|
| 317 |
-
"request.protocol": 1.0,
|
| 318 |
-
"request.headers.sortedSha256": 1.0,
|
| 319 |
-
"response.metadata.provider": 1.0,
|
| 320 |
-
"fatt_http": 1.0,
|
| 321 |
"eventid": 1.0,
|
| 322 |
"sensor": 1.0,
|
| 323 |
"files": 1.0,
|
| 324 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 325 |
"outfile": 1.0,
|
| 326 |
"filename": 1.0,
|
| 327 |
"src_url": 1.0,
|
| 328 |
-
"
|
| 329 |
-
"
|
| 330 |
-
"icmp_code": 1.0,
|
| 331 |
-
"mqtt": 1.0,
|
| 332 |
-
"pgsql": 1.0,
|
| 333 |
-
"request.headers.Connection": 1.0,
|
| 334 |
"duration": 1.0,
|
| 335 |
-
"
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 336 |
"request.headers.X-Support-Http-Auth": 1.0,
|
|
|
|
| 337 |
"request.headers.X-Transcend-Version": 1.0,
|
| 338 |
-
"request.headers.Content-Type": 1.0,
|
| 339 |
-
"request.headers.Accept-Language": 1.0,
|
| 340 |
-
"request.headers.X-Requested-With": 1.0,
|
| 341 |
-
"dcerpc": 1.0,
|
| 342 |
-
"app_proto_ts": 1.0,
|
| 343 |
-
"request.headers.Content-Length": 1.0,
|
| 344 |
-
"response.headers.X-Powered-By": 1.0,
|
| 345 |
-
"request.headers.Accept-Charset": 1.0,
|
| 346 |
-
"public_ip": 1.0,
|
| 347 |
-
"response": 1.0,
|
| 348 |
-
"request": 1.0,
|
| 349 |
-
"data_type": 1.0,
|
| 350 |
-
"sensorid": 1.0,
|
| 351 |
-
"id": 1.0,
|
| 352 |
-
"request.headers.Origin": 1.0,
|
| 353 |
-
"request.headers.Upgrade-Insecure-Requests": 1.0,
|
| 354 |
-
"app_name": 1.0,
|
| 355 |
-
"transport_type": 1.0,
|
| 356 |
-
"sip_user_agent": 1.0,
|
| 357 |
-
"sip_method": 1.0,
|
| 358 |
-
"created_by_node_id": 1.0,
|
| 359 |
"called_number": 1.0,
|
|
|
|
| 360 |
"app_version": 1.0,
|
|
|
|
|
|
|
| 361 |
"sip_message": 1.0,
|
| 362 |
-
"event_uuid": 1.0,
|
| 363 |
"collected_method": 1.0,
|
| 364 |
-
"
|
| 365 |
-
"
|
| 366 |
-
"
|
| 367 |
-
"user-agent_browser": 1.0,
|
| 368 |
-
"trapped": 1.0,
|
| 369 |
-
"user-agent": 1.0,
|
| 370 |
-
"request_method": 1.0,
|
| 371 |
-
"request_uri": 1.0,
|
| 372 |
-
"header_connection": 1.0,
|
| 373 |
-
"user-agent_os": 1.0,
|
| 374 |
-
"request.headers.Cache-Control": 1.0,
|
| 375 |
-
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| 571 |
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| 3 |
"name": "attacks-monthly",
|
| 4 |
"version": "1.0.0",
|
| 5 |
"description": "Cybersecurity dataset from honeypot infrastructure",
|
| 6 |
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| 8 |
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| 9 |
"data_source": "Honeypot Infrastructure",
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| 10 |
"honeypot_types": {},
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| 11 |
"time_range": {
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| 12 |
"start": "",
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| 13 |
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| 14 |
}
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| 15 |
},
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| 16 |
"statistics": {
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
},
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| 23 |
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|
| 24 |
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|
| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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| 30 |
"@timestamp": "object",
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| 31 |
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|
| 32 |
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"direction": "object",
|
| 33 |
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"alert": "object",
|
| 34 |
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"type": "object",
|
| 35 |
"src_ip": "object",
|
| 36 |
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"geoip": "object",
|
| 37 |
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"proto": "object",
|
| 38 |
"@version": "object",
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| 39 |
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|
| 40 |
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"timestamp": "object",
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| 41 |
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| 42 |
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"host": "object",
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| 43 |
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| 44 |
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| 45 |
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| 46 |
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| 47 |
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| 48 |
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| 49 |
"mitre_techniques": "object",
|
| 50 |
"attack_vectors": "object",
|
| 51 |
"mitre_tactic": "object",
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|
| 54 |
"is_malicious": "bool",
|
| 55 |
"severity": "object",
|
| 56 |
"primary_label": "object",
|
| 57 |
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"data": "object",
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 62 |
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"os": "object",
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| 63 |
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"dist": "object",
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| 64 |
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"subject": "object",
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| 65 |
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| 66 |
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"params": "object",
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| 67 |
"metadata": "object",
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|
| 68 |
"app_proto": "object",
|
| 69 |
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"tags": "object",
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| 70 |
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"tcp": "object",
|
| 71 |
"payload": "object",
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| 72 |
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| 73 |
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| 74 |
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| 75 |
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| 86 |
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| 87 |
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| 88 |
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| 91 |
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| 99 |
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| 100 |
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| 102 |
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| 103 |
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| 104 |
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| 105 |
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| 107 |
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| 127 |
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| 128 |
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| 129 |
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| 130 |
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| 136 |
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| 137 |
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| 138 |
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| 139 |
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| 141 |
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| 166 |
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| 167 |
"outfile": "object",
|
| 168 |
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| 169 |
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|
| 170 |
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| 171 |
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| 172 |
"duration": "object",
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| 173 |
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| 174 |
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| 175 |
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| 177 |
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| 192 |
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| 196 |
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| 198 |
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| 199 |
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| 200 |
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| 201 |
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| 202 |
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| 203 |
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| 204 |
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| 205 |
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|
| 206 |
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|
| 207 |
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|
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| 211 |
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|
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|
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|
|
|
|
| 215 |
"commands": "object"
|
| 216 |
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|
| 217 |
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|
| 218 |
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|
| 219 |
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|
| 220 |
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|
| 221 |
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|
| 222 |
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|
| 223 |
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|
| 224 |
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|
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|
| 225 |
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|
| 226 |
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|
| 227 |
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|
| 228 |
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|
| 229 |
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"type": 1.0,
|
| 230 |
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|
| 231 |
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|
| 232 |
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|
| 233 |
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| 234 |
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| 235 |
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| 236 |
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| 237 |
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| 238 |
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| 239 |
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| 240 |
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| 241 |
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| 242 |
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| 243 |
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|
| 244 |
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|
| 245 |
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| 246 |
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|
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|
| 249 |
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|
| 250 |
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| 251 |
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| 252 |
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| 253 |
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| 254 |
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| 255 |
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| 256 |
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| 257 |
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| 258 |
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| 259 |
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| 260 |
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| 261 |
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| 262 |
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| 263 |
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| 264 |
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| 265 |
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| 266 |
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| 267 |
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| 268 |
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| 269 |
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| 270 |
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|
| 271 |
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| 272 |
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|
| 273 |
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| 274 |
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| 275 |
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| 276 |
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| 277 |
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| 278 |
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| 279 |
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| 280 |
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| 281 |
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| 282 |
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| 283 |
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| 284 |
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| 285 |
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| 286 |
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| 287 |
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| 289 |
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| 291 |
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| 322 |
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| 326 |
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| 400 |
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| 410 |
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| 411 |
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