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updated schedule response

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Files changed (20) hide show
  1. docs/integrate.md +263 -5
  2. test_output/{dataservice_gen_25_input_20251129_001007.json → api_gen_25_input_20251202_143828.json} +0 -0
  3. test_output/{api_gen_25_input_20251129_000959.json → api_gen_25_input_20251202_143844.json} +0 -0
  4. test_output/api_gen_25_output_20251129_000959.json +0 -1492
  5. test_output/api_gen_25_output_20251202_143844.json +0 -0
  6. test_output/{api_gen_30_input_20251129_001003.json → api_gen_30_input_20251202_143849.json} +0 -0
  7. test_output/api_gen_30_output_20251129_001003.json +0 -1653
  8. test_output/api_gen_30_output_20251202_143849.json +0 -0
  9. test_output/dataservice_gen_25_input_20251202_143854.json +0 -0
  10. test_output/dataservice_gen_25_output_20251129_001007.json +0 -1597
  11. test_output/dataservice_gen_25_output_20251202_143854.json +0 -0
  12. test_output/{dataservice_gen_30_input_20251129_001011.json → dataservice_gen_30_input_20251202_143859.json} +0 -0
  13. test_output/dataservice_gen_30_output_20251129_001011.json +0 -1575
  14. test_output/dataservice_gen_30_output_20251202_143859.json +0 -0
  15. test_output/{local_gen_25_input_20251129_001015.json → local_gen_25_input_20251202_143905.json} +862 -862
  16. test_output/local_gen_25_output_20251129_001015.json +0 -1432
  17. test_output/local_gen_25_output_20251202_143905.json +0 -0
  18. test_output/{local_gen_30_input_20251129_001019.json → local_gen_30_input_20251202_143910.json} +0 -0
  19. test_output/local_gen_30_output_20251129_001019.json +0 -1581
  20. test_output/local_gen_30_output_20251202_143910.json +0 -0
docs/integrate.md CHANGED
@@ -1,20 +1,26 @@
1
 
2
- GET /health
3
 
4
- Response:
 
 
5
 
 
 
6
  {
7
  "status": "healthy",
8
  "timestamp": "2025-11-25T00:17:15.053513",
9
  "service": "greedyoptim-api"
10
  }
 
11
 
 
12
 
13
- GET /methods
14
 
15
  Response:
16
-
17
- {
18
  "available_methods": {
19
  "ga": {
20
  "name": "Genetic Algorithm",
@@ -63,4 +69,256 @@ Response:
63
  "recommended_for_speed": "ga",
64
  "recommended_for_quality": "ensemble"
65
  }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
66
 
 
 
 
 
 
 
1
 
2
+ # GreedyOptim API Integration Guide
3
 
4
+ ## Endpoints
5
+
6
+ ### GET /health
7
 
8
+ Response:
9
+ ```json
10
  {
11
  "status": "healthy",
12
  "timestamp": "2025-11-25T00:17:15.053513",
13
  "service": "greedyoptim-api"
14
  }
15
+ ```
16
 
17
+ ---
18
 
19
+ ### GET /methods
20
 
21
  Response:
22
+ ```json
23
+ {
24
  "available_methods": {
25
  "ga": {
26
  "name": "Genetic Algorithm",
 
69
  "recommended_for_speed": "ga",
70
  "recommended_for_quality": "ensemble"
71
  }
72
+ ```
73
+
74
+ ---
75
+
76
+ ## POST /schedule - Full Schedule Response Structure
77
+
78
+ The `/schedule` endpoint returns a comprehensive schedule with service blocks and timing details.
79
+
80
+ ### Response Structure Overview
81
+
82
+ ```
83
+ FullScheduleResponse
84
+ ├── schedule_id: string
85
+ ├── generated_at: string (ISO datetime)
86
+ ├── valid_from: string (ISO datetime)
87
+ ├── valid_until: string (ISO datetime)
88
+ ├── depot: string
89
+ ├── trainsets: TrainsetScheduleResponse[]
90
+ ├── fleet_summary: FleetSummaryResponse
91
+ ├── optimization_metrics: OptimizationMetricsResponse
92
+ └── alerts: AlertResponse[]
93
+ ```
94
+
95
+ ---
96
+
97
+ ### TrainsetScheduleResponse
98
+
99
+ Each trainset in the schedule has the following structure:
100
+
101
+ | Field | Type | Description |
102
+ |-------|------|-------------|
103
+ | `trainset_id` | string | Unique identifier (e.g., "TS-001") |
104
+ | `status` | string | Current status: `REVENUE_SERVICE`, `STANDBY`, `MAINTENANCE` |
105
+ | `readiness_score` | float | Score from 0.0 to 1.0 indicating operational readiness |
106
+ | `daily_km_allocation` | float | Planned kilometers for the day |
107
+ | `cumulative_km` | float | Total kilometers accumulated |
108
+ | `assigned_duty` | string? | Duty assignment identifier |
109
+ | `priority_rank` | int? | Priority ranking for service assignment |
110
+ | `service_blocks` | ServiceBlockResponse[]? | List of assigned service blocks (for REVENUE_SERVICE) |
111
+ | `stabling_bay` | string? | Assigned stabling bay (for STANDBY) |
112
+ | `standby_reason` | string? | Reason for standby status |
113
+ | `maintenance_type` | string? | Type of maintenance: `PREVENTIVE`, `CORRECTIVE`, `OVERHAUL` |
114
+ | `ibl_bay` | string? | IBL bay assignment (for MAINTENANCE) |
115
+ | `estimated_completion` | string? | Estimated maintenance completion time |
116
+ | `alerts` | string[]? | List of alerts for this trainset |
117
+
118
+ ---
119
+
120
+ ### ServiceBlockResponse
121
+
122
+ Service blocks represent scheduled work periods for a trainset:
123
+
124
+ | Field | Type | Description |
125
+ |-------|------|-------------|
126
+ | `block_id` | string | Unique block identifier (e.g., "BLK-001") |
127
+ | `departure_time` | string | Block start time (HH:MM format) |
128
+ | `origin` | string | Starting station |
129
+ | `destination` | string | Ending station |
130
+ | `trip_count` | int | Number of trips in this block |
131
+ | `estimated_km` | float | Total kilometers for this block |
132
+ | `journey_time_minutes` | float? | Total journey time in minutes |
133
+ | `period` | string? | Time period: `EARLY_MORNING`, `MORNING_PEAK`, `MIDDAY`, `EVENING_PEAK`, `LATE_EVENING` |
134
+ | `is_peak` | bool | Whether this is a peak hour block |
135
+ | `trips` | TripResponse[]? | Detailed trip information |
136
+
137
+ ---
138
+
139
+ ### TripResponse
140
+
141
+ Each trip within a service block:
142
+
143
+ | Field | Type | Description |
144
+ |-------|------|-------------|
145
+ | `trip_id` | string | Unique trip identifier |
146
+ | `trip_number` | int | Sequential trip number |
147
+ | `direction` | string | Direction: `UP` or `DOWN` |
148
+ | `origin` | string | Origin station |
149
+ | `destination` | string | Destination station |
150
+ | `departure_time` | string | Departure time (HH:MM) |
151
+ | `arrival_time` | string | Arrival time (HH:MM) |
152
+ | `stops` | StationStopResponse[] | List of all station stops |
153
+
154
+ ---
155
+
156
+ ### StationStopResponse
157
+
158
+ Each station stop within a trip:
159
+
160
+ | Field | Type | Description |
161
+ |-------|------|-------------|
162
+ | `station_code` | string | Station code (e.g., "ALV") |
163
+ | `station_name` | string | Full station name (e.g., "Aluva") |
164
+ | `arrival_time` | string? | Arrival time at this station |
165
+ | `departure_time` | string? | Departure time from this station |
166
+ | `distance_from_origin_km` | float | Distance from trip origin in km |
167
+ | `platform` | int? | Platform number |
168
+
169
+ ---
170
+
171
+ ### FleetSummaryResponse
172
+
173
+ | Field | Type | Description |
174
+ |-------|------|-------------|
175
+ | `total_trainsets` | int | Total number of trainsets in fleet |
176
+ | `revenue_service` | int | Number in revenue service |
177
+ | `standby` | int | Number on standby |
178
+ | `maintenance` | int | Number in maintenance |
179
+ | `availability_percent` | float | Fleet availability percentage |
180
+
181
+ ---
182
+
183
+ ### OptimizationMetricsResponse
184
+
185
+ | Field | Type | Description |
186
+ |-------|------|-------------|
187
+ | `fitness_score` | float | Overall optimization fitness score |
188
+ | `method` | string | Optimization method used (ga, pso, cmaes, etc.) |
189
+ | `mileage_variance_coefficient` | float | Variance in mileage distribution |
190
+ | `total_planned_km` | float | Total planned kilometers for the day |
191
+ | `optimization_runtime_ms` | int | Time taken for optimization in milliseconds |
192
+
193
+ ---
194
+
195
+ ### AlertResponse
196
+
197
+ | Field | Type | Description |
198
+ |-------|------|-------------|
199
+ | `trainset_id` | string | Trainset this alert relates to |
200
+ | `severity` | string | Alert severity: `LOW`, `MEDIUM`, `HIGH`, `CRITICAL` |
201
+ | `alert_type` | string | Type of alert |
202
+ | `message` | string | Human-readable alert message |
203
+
204
+ ---
205
+
206
+ ## Example Response (Simplified)
207
+
208
+ ```json
209
+ {
210
+ "schedule_id": "SCH-20251202-001",
211
+ "generated_at": "2025-12-02T10:30:00",
212
+ "valid_from": "2025-12-02T05:00:00",
213
+ "valid_until": "2025-12-02T23:30:00",
214
+ "depot": "Muttom Depot",
215
+
216
+ "trainsets": [
217
+ {
218
+ "trainset_id": "TS-001",
219
+ "status": "REVENUE_SERVICE",
220
+ "readiness_score": 0.95,
221
+ "daily_km_allocation": 280.5,
222
+ "cumulative_km": 125000.0,
223
+ "assigned_duty": "DUTY-A1",
224
+ "priority_rank": 1,
225
+ "service_blocks": [
226
+ {
227
+ "block_id": "BLK-001",
228
+ "departure_time": "06:00",
229
+ "origin": "Aluva",
230
+ "destination": "Pettah",
231
+ "trip_count": 4,
232
+ "estimated_km": 104.8,
233
+ "journey_time_minutes": 180,
234
+ "period": "MORNING_PEAK",
235
+ "is_peak": true,
236
+ "trips": [
237
+ {
238
+ "trip_id": "TRIP-001",
239
+ "trip_number": 1,
240
+ "direction": "DOWN",
241
+ "origin": "Aluva",
242
+ "destination": "Pettah",
243
+ "departure_time": "06:00",
244
+ "arrival_time": "06:45",
245
+ "stops": [
246
+ {
247
+ "station_code": "ALV",
248
+ "station_name": "Aluva",
249
+ "arrival_time": null,
250
+ "departure_time": "06:00",
251
+ "distance_from_origin_km": 0.0,
252
+ "platform": 1
253
+ },
254
+ {
255
+ "station_code": "PTH",
256
+ "station_name": "Pettah",
257
+ "arrival_time": "06:45",
258
+ "departure_time": null,
259
+ "distance_from_origin_km": 26.2,
260
+ "platform": 2
261
+ }
262
+ ]
263
+ }
264
+ ]
265
+ }
266
+ ],
267
+ "alerts": []
268
+ },
269
+ {
270
+ "trainset_id": "TS-015",
271
+ "status": "STANDBY",
272
+ "readiness_score": 0.88,
273
+ "daily_km_allocation": 0.0,
274
+ "cumulative_km": 98000.0,
275
+ "stabling_bay": "BAY-03",
276
+ "standby_reason": "Reserve for peak hours",
277
+ "alerts": []
278
+ },
279
+ {
280
+ "trainset_id": "TS-020",
281
+ "status": "MAINTENANCE",
282
+ "readiness_score": 0.0,
283
+ "daily_km_allocation": 0.0,
284
+ "cumulative_km": 150000.0,
285
+ "maintenance_type": "PREVENTIVE",
286
+ "ibl_bay": "IBL-02",
287
+ "estimated_completion": "2025-12-03T14:00:00",
288
+ "alerts": ["Scheduled wheel profiling"]
289
+ }
290
+ ],
291
+
292
+ "fleet_summary": {
293
+ "total_trainsets": 25,
294
+ "revenue_service": 18,
295
+ "standby": 4,
296
+ "maintenance": 3,
297
+ "availability_percent": 88.0
298
+ },
299
+
300
+ "optimization_metrics": {
301
+ "fitness_score": 0.92,
302
+ "method": "ga",
303
+ "mileage_variance_coefficient": 0.08,
304
+ "total_planned_km": 4850.0,
305
+ "optimization_runtime_ms": 1250
306
+ },
307
+
308
+ "alerts": [
309
+ {
310
+ "trainset_id": "TS-007",
311
+ "severity": "MEDIUM",
312
+ "alert_type": "CERTIFICATE_EXPIRY",
313
+ "message": "Safety certificate expires in 5 days"
314
+ }
315
+ ]
316
+ }
317
+ ```
318
+
319
 
320
+ Why Use Blocks Instead of Individual Trips?
321
+ Crew Scheduling - A crew can be assigned to a block, not individual trips
322
+ Efficiency - Easier to manage and optimize at block level
323
+ Peak Hour Management - Blocks can be marked as is_peak: true to differentiate peak vs off-peak operations
324
+ Mileage Tracking - Each block has estimated_km for easy daily mileage calculation
test_output/{dataservice_gen_25_input_20251129_001007.json → api_gen_25_input_20251202_143828.json} RENAMED
The diff for this file is too large to render. See raw diff
 
test_output/{api_gen_25_input_20251129_000959.json → api_gen_25_input_20251202_143844.json} RENAMED
The diff for this file is too large to render. See raw diff
 
test_output/api_gen_25_output_20251129_000959.json DELETED
@@ -1,1492 +0,0 @@
1
- {
2
- "schedule_id": "SCH-20251129-509",
3
- "generated_at": "2025-11-29T00:10:03.460759",
4
- "valid_from": "2025-11-29T05:00:00+05:30",
5
- "valid_until": "2025-11-29T23:00:00+05:30",
6
- "depot": "Muttom_Depot",
7
- "trainsets": [
8
- {
9
- "trainset_id": "TS-001",
10
- "status": "REVENUE_SERVICE",
11
- "readiness_score": 0.7,
12
- "daily_km_allocation": 765.0,
13
- "cumulative_km": 334181.0,
14
- "assigned_duty": "DUTY-A1",
15
- "priority_rank": 1,
16
- "service_blocks": [
17
- {
18
- "block_id": "BLK-001",
19
- "departure_time": "07:00",
20
- "origin": "Pettah",
21
- "destination": "Aluva",
22
- "trip_count": 3,
23
- "estimated_km": 153.0
24
- },
25
- {
26
- "block_id": "BLK-022",
27
- "departure_time": "09:06",
28
- "origin": "Aluva",
29
- "destination": "Pettah",
30
- "trip_count": 3,
31
- "estimated_km": 153.0
32
- },
33
- {
34
- "block_id": "BLK-043",
35
- "departure_time": "13:00",
36
- "origin": "Pettah",
37
- "destination": "Aluva",
38
- "trip_count": 2,
39
- "estimated_km": 102.0
40
- },
41
- {
42
- "block_id": "BLK-064",
43
- "departure_time": "17:30",
44
- "origin": "Aluva",
45
- "destination": "Pettah",
46
- "trip_count": 3,
47
- "estimated_km": 153.0
48
- },
49
- {
50
- "block_id": "BLK-085",
51
- "departure_time": "19:36",
52
- "origin": "Pettah",
53
- "destination": "Aluva",
54
- "trip_count": 3,
55
- "estimated_km": 153.0
56
- },
57
- {
58
- "block_id": "BLK-106",
59
- "departure_time": "22:45",
60
- "origin": "Aluva",
61
- "destination": "Pettah",
62
- "trip_count": 1,
63
- "estimated_km": 51.0
64
- }
65
- ],
66
- "stabling_bay": "BAY-04",
67
- "standby_reason": null,
68
- "maintenance_type": null,
69
- "ibl_bay": null,
70
- "estimated_completion": null,
71
- "alerts": [
72
- "Signalling certificate expiring soon"
73
- ]
74
- },
75
- {
76
- "trainset_id": "TS-003",
77
- "status": "REVENUE_SERVICE",
78
- "readiness_score": 0.8,
79
- "daily_km_allocation": 714.0,
80
- "cumulative_km": 391722.0,
81
- "assigned_duty": "DUTY-A2",
82
- "priority_rank": 2,
83
- "service_blocks": [
84
- {
85
- "block_id": "BLK-002",
86
- "departure_time": "07:06",
87
- "origin": "Aluva",
88
- "destination": "Pettah",
89
- "trip_count": 3,
90
- "estimated_km": 153.0
91
- },
92
- {
93
- "block_id": "BLK-023",
94
- "departure_time": "09:12",
95
- "origin": "Pettah",
96
- "destination": "Aluva",
97
- "trip_count": 3,
98
- "estimated_km": 153.0
99
- },
100
- {
101
- "block_id": "BLK-044",
102
- "departure_time": "13:15",
103
- "origin": "Aluva",
104
- "destination": "Pettah",
105
- "trip_count": 2,
106
- "estimated_km": 102.0
107
- },
108
- {
109
- "block_id": "BLK-065",
110
- "departure_time": "17:36",
111
- "origin": "Pettah",
112
- "destination": "Aluva",
113
- "trip_count": 3,
114
- "estimated_km": 153.0
115
- },
116
- {
117
- "block_id": "BLK-086",
118
- "departure_time": "19:42",
119
- "origin": "Aluva",
120
- "destination": "Pettah",
121
- "trip_count": 3,
122
- "estimated_km": 153.0
123
- }
124
- ],
125
- "stabling_bay": "BAY-05",
126
- "standby_reason": null,
127
- "maintenance_type": null,
128
- "ibl_bay": null,
129
- "estimated_completion": null,
130
- "alerts": []
131
- },
132
- {
133
- "trainset_id": "TS-004",
134
- "status": "REVENUE_SERVICE",
135
- "readiness_score": 1.0,
136
- "daily_km_allocation": 714.0,
137
- "cumulative_km": 1075567.0,
138
- "assigned_duty": "DUTY-A3",
139
- "priority_rank": 3,
140
- "service_blocks": [
141
- {
142
- "block_id": "BLK-003",
143
- "departure_time": "07:12",
144
- "origin": "Pettah",
145
- "destination": "Aluva",
146
- "trip_count": 3,
147
- "estimated_km": 153.0
148
- },
149
- {
150
- "block_id": "BLK-024",
151
- "departure_time": "09:18",
152
- "origin": "Aluva",
153
- "destination": "Pettah",
154
- "trip_count": 3,
155
- "estimated_km": 153.0
156
- },
157
- {
158
- "block_id": "BLK-045",
159
- "departure_time": "13:30",
160
- "origin": "Pettah",
161
- "destination": "Aluva",
162
- "trip_count": 2,
163
- "estimated_km": 102.0
164
- },
165
- {
166
- "block_id": "BLK-066",
167
- "departure_time": "17:42",
168
- "origin": "Aluva",
169
- "destination": "Pettah",
170
- "trip_count": 3,
171
- "estimated_km": 153.0
172
- },
173
- {
174
- "block_id": "BLK-087",
175
- "departure_time": "19:48",
176
- "origin": "Pettah",
177
- "destination": "Aluva",
178
- "trip_count": 3,
179
- "estimated_km": 153.0
180
- }
181
- ],
182
- "stabling_bay": "BAY-12",
183
- "standby_reason": null,
184
- "maintenance_type": null,
185
- "ibl_bay": null,
186
- "estimated_completion": null,
187
- "alerts": []
188
- },
189
- {
190
- "trainset_id": "TS-005",
191
- "status": "REVENUE_SERVICE",
192
- "readiness_score": 1.0,
193
- "daily_km_allocation": 714.0,
194
- "cumulative_km": 244933.0,
195
- "assigned_duty": "DUTY-A4",
196
- "priority_rank": 4,
197
- "service_blocks": [
198
- {
199
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Rolling Stock certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Signalling certificate expiring soon"
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- "message": "Safety certificate expiring soon"
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- "alert_type": "COMPONENT_CRITICAL",
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Telecom certificate expiring soon"
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- "message": "HVAC certificate expiring soon"
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- "message": "Signalling certificate expiring soon"
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- "trainset_id": "TS-018",
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Rolling Stock certificate expiring soon"
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- "message": "HVAC certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Rolling Stock certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "HVAC certificate expiring soon"
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- "trainset_id": "TS-004",
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- "trainset_id": "TS-004",
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- "message": "HVAC certificate expiring soon"
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- "message": "HVAC certificate expiring soon"
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- "message": "HVAC certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Telecom certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Telecom certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "HVAC certificate expiring soon"
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- "alert_type": "CERTIFICATE_EXPIRING",
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- "message": "Safety certificate expiring soon"
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- "message": "Telecom certificate expiring soon"
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- "alert_type": "COMPONENT_CRITICAL",
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- "message": "Brake_Pad in critical condition (wear: 100.0%)"
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- "trainset_id": "TS-003",
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- "severity": "HIGH",
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- "alert_type": "COMPONENT_CRITICAL",
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- "message": "Telecom certificate expiring soon"
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- "trainset_id": "TS-025",
1522
- "severity": "MEDIUM",
1523
- "alert_type": "CERTIFICATE_EXPIRING",
1524
- "message": "Telecom certificate expiring soon"
1525
- },
1526
- {
1527
- "trainset_id": "TS-005",
1528
- "severity": "MEDIUM",
1529
- "alert_type": "CERTIFICATE_EXPIRING",
1530
- "message": "Rolling Stock certificate expiring soon"
1531
- },
1532
- {
1533
- "trainset_id": "TS-005",
1534
- "severity": "MEDIUM",
1535
- "alert_type": "CERTIFICATE_EXPIRING",
1536
- "message": "Telecom certificate expiring soon"
1537
- },
1538
- {
1539
- "trainset_id": "TS-010",
1540
- "severity": "HIGH",
1541
- "alert_type": "COMPONENT_CRITICAL",
1542
- "message": "Brake_Pad in critical condition (wear: 91.0%)"
1543
- },
1544
- {
1545
- "trainset_id": "TS-013",
1546
- "severity": "MEDIUM",
1547
- "alert_type": "CERTIFICATE_EXPIRING",
1548
- "message": "Telecom certificate expiring soon"
1549
- },
1550
- {
1551
- "trainset_id": "TS-013",
1552
- "severity": "HIGH",
1553
- "alert_type": "COMPONENT_CRITICAL",
1554
- "message": "Brake_Pad in critical condition (wear: 100.0%)"
1555
- },
1556
- {
1557
- "trainset_id": "TS-013",
1558
- "severity": "HIGH",
1559
- "alert_type": "COMPONENT_CRITICAL",
1560
- "message": "Pantograph in critical condition (wear: 100.0%)"
1561
- },
1562
- {
1563
- "trainset_id": "TS-013",
1564
- "severity": "HIGH",
1565
- "alert_type": "COMPONENT_CRITICAL",
1566
- "message": "Battery in critical condition (wear: 99.0%)"
1567
- },
1568
- {
1569
- "trainset_id": "TS-023",
1570
- "severity": "HIGH",
1571
- "alert_type": "COMPONENT_CRITICAL",
1572
- "message": "Brake_Pad in critical condition (wear: 100.0%)"
1573
- }
1574
- ]
1575
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
test_output/dataservice_gen_30_output_20251202_143859.json ADDED
The diff for this file is too large to render. See raw diff
 
test_output/{local_gen_25_input_20251129_001015.json → local_gen_25_input_20251202_143905.json} RENAMED
@@ -3,177 +3,177 @@
3
  {
4
  "trainset_id": "TS-001",
5
  "operational_status": "IN_SERVICE",
6
- "last_maintenance_date": "2025-10-22",
7
- "total_mileage_km": 111134.18,
8
- "age_years": 5
9
  },
10
  {
11
  "trainset_id": "TS-002",
12
  "operational_status": "IN_SERVICE",
13
- "last_maintenance_date": "2025-11-01",
14
- "total_mileage_km": 154404.03,
15
- "age_years": 1
16
  },
17
  {
18
  "trainset_id": "TS-003",
19
  "operational_status": "STANDBY",
20
- "last_maintenance_date": "2025-10-03",
21
- "total_mileage_km": 144754.01,
22
- "age_years": 2
23
  },
24
  {
25
  "trainset_id": "TS-004",
26
  "operational_status": "IN_SERVICE",
27
- "last_maintenance_date": "2025-10-05",
28
- "total_mileage_km": 151715.4,
29
- "age_years": 4
30
  },
31
  {
32
  "trainset_id": "TS-005",
33
  "operational_status": "IN_SERVICE",
34
- "last_maintenance_date": "2025-09-06",
35
- "total_mileage_km": 142678.06,
36
- "age_years": 4
37
  },
38
  {
39
  "trainset_id": "TS-006",
40
  "operational_status": "STANDBY",
41
- "last_maintenance_date": "2025-09-05",
42
- "total_mileage_km": 113035.67,
43
- "age_years": 6
44
  },
45
  {
46
  "trainset_id": "TS-007",
47
  "operational_status": "IN_SERVICE",
48
- "last_maintenance_date": "2025-10-31",
49
- "total_mileage_km": 86336.09,
50
- "age_years": 2
51
  },
52
  {
53
  "trainset_id": "TS-008",
54
  "operational_status": "IN_SERVICE",
55
- "last_maintenance_date": "2025-09-01",
56
- "total_mileage_km": 52459.38,
57
- "age_years": 6
58
  },
59
  {
60
  "trainset_id": "TS-009",
61
  "operational_status": "STANDBY",
62
- "last_maintenance_date": "2025-09-23",
63
- "total_mileage_km": 170370.58,
64
- "age_years": 4
65
  },
66
  {
67
  "trainset_id": "TS-010",
68
  "operational_status": "IN_SERVICE",
69
- "last_maintenance_date": "2025-09-24",
70
- "total_mileage_km": 128616.07,
71
- "age_years": 8
72
  },
73
  {
74
  "trainset_id": "TS-011",
75
  "operational_status": "IN_SERVICE",
76
- "last_maintenance_date": "2025-10-13",
77
- "total_mileage_km": 58474.42,
78
- "age_years": 1
79
  },
80
  {
81
  "trainset_id": "TS-012",
82
  "operational_status": "STANDBY",
83
- "last_maintenance_date": "2025-09-04",
84
- "total_mileage_km": 153131.5,
85
- "age_years": 2
86
  },
87
  {
88
  "trainset_id": "TS-013",
89
  "operational_status": "IN_SERVICE",
90
- "last_maintenance_date": "2025-11-07",
91
- "total_mileage_km": 54065.77,
92
- "age_years": 7
93
  },
94
  {
95
  "trainset_id": "TS-014",
96
  "operational_status": "IN_SERVICE",
97
- "last_maintenance_date": "2025-10-15",
98
- "total_mileage_km": 134250.56,
99
- "age_years": 6
100
  },
101
  {
102
  "trainset_id": "TS-015",
103
  "operational_status": "STANDBY",
104
- "last_maintenance_date": "2025-09-22",
105
- "total_mileage_km": 152079.2,
106
- "age_years": 5
107
  },
108
  {
109
  "trainset_id": "TS-016",
110
  "operational_status": "IN_SERVICE",
111
- "last_maintenance_date": "2025-09-27",
112
- "total_mileage_km": 151057.74,
113
- "age_years": 1
114
  },
115
  {
116
  "trainset_id": "TS-017",
117
  "operational_status": "IN_SERVICE",
118
- "last_maintenance_date": "2025-09-24",
119
- "total_mileage_km": 178100.51,
120
  "age_years": 8
121
  },
122
  {
123
  "trainset_id": "TS-018",
124
  "operational_status": "STANDBY",
125
- "last_maintenance_date": "2025-09-08",
126
- "total_mileage_km": 168173.89,
127
- "age_years": 6
128
  },
129
  {
130
  "trainset_id": "TS-019",
131
  "operational_status": "IN_SERVICE",
132
- "last_maintenance_date": "2025-11-17",
133
- "total_mileage_km": 61111.79,
134
- "age_years": 5
135
  },
136
  {
137
  "trainset_id": "TS-020",
138
  "operational_status": "IN_SERVICE",
139
- "last_maintenance_date": "2025-09-11",
140
- "total_mileage_km": 195905.7,
141
- "age_years": 5
142
  },
143
  {
144
  "trainset_id": "TS-021",
145
- "operational_status": "OUT_OF_SERVICE",
146
- "last_maintenance_date": "2025-10-31",
147
- "total_mileage_km": 151746.82,
148
- "age_years": 7
149
  },
150
  {
151
  "trainset_id": "TS-022",
152
  "operational_status": "OUT_OF_SERVICE",
153
- "last_maintenance_date": "2025-11-09",
154
- "total_mileage_km": 59944.09,
155
- "age_years": 1
156
  },
157
  {
158
  "trainset_id": "TS-023",
159
  "operational_status": "MAINTENANCE",
160
- "last_maintenance_date": "2025-11-06",
161
- "total_mileage_km": 154268.26,
162
- "age_years": 5
163
  },
164
  {
165
  "trainset_id": "TS-024",
166
- "operational_status": "OUT_OF_SERVICE",
167
- "last_maintenance_date": "2025-09-20",
168
- "total_mileage_km": 107005.9,
169
- "age_years": 1
170
  },
171
  {
172
  "trainset_id": "TS-025",
173
  "operational_status": "OUT_OF_SERVICE",
174
- "last_maintenance_date": "2025-09-25",
175
- "total_mileage_km": 168132.24,
176
- "age_years": 4
177
  }
178
  ],
179
  "fitness_certificates": [
@@ -181,2281 +181,2281 @@
181
  "trainset_id": "TS-001",
182
  "department": "ROLLING_STOCK",
183
  "status": "ISSUED",
184
- "issue_date": "2025-09-08",
185
- "expiry_date": "2026-09-08"
186
  },
187
  {
188
  "trainset_id": "TS-001",
189
  "department": "ELECTRICAL",
190
  "status": "ISSUED",
191
- "issue_date": "2025-06-18",
192
- "expiry_date": "2026-06-18"
193
  },
194
  {
195
  "trainset_id": "TS-001",
196
  "department": "MECHANICAL",
197
  "status": "ISSUED",
198
- "issue_date": "2025-08-13",
199
- "expiry_date": "2026-08-13"
200
  },
201
  {
202
  "trainset_id": "TS-001",
203
  "department": "SAFETY",
204
  "status": "ISSUED",
205
- "issue_date": "2025-07-15",
206
- "expiry_date": "2026-07-15"
207
  },
208
  {
209
  "trainset_id": "TS-001",
210
  "department": "OPERATIONS",
211
  "status": "ISSUED",
212
- "issue_date": "2025-09-29",
213
- "expiry_date": "2026-09-29"
214
  },
215
  {
216
  "trainset_id": "TS-002",
217
  "department": "ROLLING_STOCK",
218
  "status": "ISSUED",
219
- "issue_date": "2025-08-03",
220
- "expiry_date": "2026-08-03"
221
  },
222
  {
223
  "trainset_id": "TS-002",
224
  "department": "ELECTRICAL",
225
  "status": "ISSUED",
226
- "issue_date": "2025-09-09",
227
- "expiry_date": "2026-09-09"
228
  },
229
  {
230
  "trainset_id": "TS-002",
231
  "department": "MECHANICAL",
232
  "status": "ISSUED",
233
- "issue_date": "2025-10-11",
234
- "expiry_date": "2026-10-11"
235
  },
236
  {
237
  "trainset_id": "TS-002",
238
  "department": "SAFETY",
239
  "status": "ISSUED",
240
- "issue_date": "2025-07-29",
241
- "expiry_date": "2026-07-29"
242
  },
243
  {
244
  "trainset_id": "TS-002",
245
  "department": "OPERATIONS",
246
- "status": "SUSPENDED",
247
- "issue_date": "2025-07-09",
248
- "expiry_date": "2026-07-09"
249
  },
250
  {
251
  "trainset_id": "TS-003",
252
  "department": "ROLLING_STOCK",
253
  "status": "ISSUED",
254
- "issue_date": "2025-09-06",
255
- "expiry_date": "2026-09-06"
256
  },
257
  {
258
  "trainset_id": "TS-003",
259
  "department": "ELECTRICAL",
260
- "status": "ISSUED",
261
- "issue_date": "2025-09-07",
262
- "expiry_date": "2026-09-07"
263
  },
264
  {
265
  "trainset_id": "TS-003",
266
  "department": "MECHANICAL",
267
  "status": "ISSUED",
268
- "issue_date": "2025-09-28",
269
- "expiry_date": "2026-09-28"
270
  },
271
  {
272
  "trainset_id": "TS-003",
273
  "department": "SAFETY",
274
  "status": "ISSUED",
275
- "issue_date": "2025-07-27",
276
- "expiry_date": "2026-07-27"
277
  },
278
  {
279
  "trainset_id": "TS-003",
280
  "department": "OPERATIONS",
281
- "status": "PENDING",
282
- "issue_date": "2025-10-11",
283
- "expiry_date": "2026-10-11"
284
  },
285
  {
286
  "trainset_id": "TS-004",
287
  "department": "ROLLING_STOCK",
288
  "status": "ISSUED",
289
- "issue_date": "2025-10-03",
290
- "expiry_date": "2026-10-03"
291
  },
292
  {
293
  "trainset_id": "TS-004",
294
  "department": "ELECTRICAL",
295
  "status": "ISSUED",
296
- "issue_date": "2025-10-09",
297
- "expiry_date": "2026-10-09"
298
  },
299
  {
300
  "trainset_id": "TS-004",
301
  "department": "MECHANICAL",
302
  "status": "ISSUED",
303
- "issue_date": "2025-07-12",
304
- "expiry_date": "2026-07-12"
305
  },
306
  {
307
  "trainset_id": "TS-004",
308
  "department": "SAFETY",
309
- "status": "ISSUED",
310
- "issue_date": "2025-08-14",
311
- "expiry_date": "2026-08-14"
312
  },
313
  {
314
  "trainset_id": "TS-004",
315
  "department": "OPERATIONS",
316
  "status": "ISSUED",
317
- "issue_date": "2025-06-11",
318
- "expiry_date": "2026-06-11"
319
  },
320
  {
321
  "trainset_id": "TS-005",
322
  "department": "ROLLING_STOCK",
323
  "status": "ISSUED",
324
- "issue_date": "2025-08-25",
325
- "expiry_date": "2026-08-25"
326
  },
327
  {
328
  "trainset_id": "TS-005",
329
  "department": "ELECTRICAL",
330
  "status": "ISSUED",
331
- "issue_date": "2025-06-17",
332
- "expiry_date": "2026-06-17"
333
  },
334
  {
335
  "trainset_id": "TS-005",
336
  "department": "MECHANICAL",
337
  "status": "ISSUED",
338
- "issue_date": "2025-09-25",
339
- "expiry_date": "2026-09-25"
340
  },
341
  {
342
  "trainset_id": "TS-005",
343
  "department": "SAFETY",
344
  "status": "ISSUED",
345
- "issue_date": "2025-10-18",
346
- "expiry_date": "2026-10-18"
347
  },
348
  {
349
  "trainset_id": "TS-005",
350
  "department": "OPERATIONS",
351
- "status": "ISSUED",
352
- "issue_date": "2025-08-06",
353
- "expiry_date": "2026-08-06"
354
  },
355
  {
356
  "trainset_id": "TS-006",
357
  "department": "ROLLING_STOCK",
358
- "status": "ISSUED",
359
- "issue_date": "2025-09-11",
360
- "expiry_date": "2026-09-11"
361
  },
362
  {
363
  "trainset_id": "TS-006",
364
  "department": "ELECTRICAL",
365
  "status": "ISSUED",
366
- "issue_date": "2025-09-04",
367
- "expiry_date": "2026-09-04"
368
  },
369
  {
370
  "trainset_id": "TS-006",
371
  "department": "MECHANICAL",
372
  "status": "ISSUED",
373
- "issue_date": "2025-10-14",
374
- "expiry_date": "2026-10-14"
375
  },
376
  {
377
  "trainset_id": "TS-006",
378
  "department": "SAFETY",
379
- "status": "ISSUED",
380
- "issue_date": "2025-06-03",
381
- "expiry_date": "2026-06-03"
382
  },
383
  {
384
  "trainset_id": "TS-006",
385
  "department": "OPERATIONS",
386
  "status": "ISSUED",
387
- "issue_date": "2025-08-05",
388
- "expiry_date": "2026-08-05"
389
  },
390
  {
391
  "trainset_id": "TS-007",
392
  "department": "ROLLING_STOCK",
393
  "status": "ISSUED",
394
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- "issue_date": "2025-09-01",
962
- "expiry_date": "2026-09-01"
963
  },
964
  {
965
  "trainset_id": "TS-023",
966
  "department": "MECHANICAL",
967
- "status": "ISSUED",
968
- "issue_date": "2025-06-25",
969
- "expiry_date": "2026-06-25"
970
  },
971
  {
972
  "trainset_id": "TS-023",
973
  "department": "SAFETY",
974
  "status": "ISSUED",
975
- "issue_date": "2025-07-25",
976
- "expiry_date": "2026-07-25"
977
  },
978
  {
979
  "trainset_id": "TS-023",
980
  "department": "OPERATIONS",
981
- "status": "ISSUED",
982
- "issue_date": "2025-06-28",
983
- "expiry_date": "2026-06-28"
984
  },
985
  {
986
  "trainset_id": "TS-024",
987
  "department": "ROLLING_STOCK",
988
  "status": "ISSUED",
989
- "issue_date": "2025-08-17",
990
- "expiry_date": "2026-08-17"
991
  },
992
  {
993
  "trainset_id": "TS-024",
994
  "department": "ELECTRICAL",
995
  "status": "ISSUED",
996
- "issue_date": "2025-08-12",
997
- "expiry_date": "2026-08-12"
998
  },
999
  {
1000
  "trainset_id": "TS-024",
1001
  "department": "MECHANICAL",
1002
  "status": "ISSUED",
1003
- "issue_date": "2025-08-13",
1004
- "expiry_date": "2026-08-13"
1005
  },
1006
  {
1007
  "trainset_id": "TS-024",
1008
  "department": "SAFETY",
1009
  "status": "ISSUED",
1010
- "issue_date": "2025-10-16",
1011
- "expiry_date": "2026-10-16"
1012
  },
1013
  {
1014
  "trainset_id": "TS-024",
1015
  "department": "OPERATIONS",
1016
  "status": "ISSUED",
1017
- "issue_date": "2025-08-18",
1018
- "expiry_date": "2026-08-18"
1019
  },
1020
  {
1021
  "trainset_id": "TS-025",
1022
  "department": "ROLLING_STOCK",
1023
  "status": "ISSUED",
1024
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1025
- "expiry_date": "2026-06-03"
1026
  },
1027
  {
1028
  "trainset_id": "TS-025",
1029
  "department": "ELECTRICAL",
1030
  "status": "ISSUED",
1031
- "issue_date": "2025-08-24",
1032
- "expiry_date": "2026-08-24"
1033
  },
1034
  {
1035
  "trainset_id": "TS-025",
1036
  "department": "MECHANICAL",
1037
  "status": "ISSUED",
1038
- "issue_date": "2025-10-29",
1039
- "expiry_date": "2026-10-29"
1040
  },
1041
  {
1042
  "trainset_id": "TS-025",
1043
  "department": "SAFETY",
1044
  "status": "ISSUED",
1045
- "issue_date": "2025-10-03",
1046
- "expiry_date": "2026-10-03"
1047
  },
1048
  {
1049
  "trainset_id": "TS-025",
1050
  "department": "OPERATIONS",
1051
  "status": "ISSUED",
1052
- "issue_date": "2025-10-18",
1053
- "expiry_date": "2026-10-18"
1054
  }
1055
  ],
1056
  "component_health": [
1057
  {
1058
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1059
  "component": "Traction_Motor",
1060
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1061
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1062
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1063
  },
1064
  {
1065
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1066
  "component": "Brake_System",
1067
  "status": "GOOD",
1068
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1069
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1070
  },
1071
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1072
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1073
  "component": "HVAC",
1074
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1075
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1076
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1077
  },
1078
  {
1079
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1080
  "component": "Door_System",
1081
- "status": "GOOD",
1082
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1083
- "last_inspection": "2025-11-06"
1084
  },
1085
  {
1086
  "trainset_id": "TS-001",
1087
  "component": "Pantograph",
1088
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1089
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1090
- "last_inspection": "2025-11-08"
1091
  },
1092
  {
1093
  "trainset_id": "TS-001",
1094
  "component": "Bogie",
1095
- "status": "EXCELLENT",
1096
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1097
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1098
  },
1099
  {
1100
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1101
  "component": "Coupler",
1102
  "status": "GOOD",
1103
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1104
- "last_inspection": "2025-11-03"
1105
  },
1106
  {
1107
  "trainset_id": "TS-001",
1108
  "component": "Battery",
1109
- "status": "EXCELLENT",
1110
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1111
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1112
  },
1113
  {
1114
  "trainset_id": "TS-002",
1115
  "component": "Traction_Motor",
1116
- "status": "FAIR",
1117
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1118
- "last_inspection": "2025-11-26"
1119
  },
1120
  {
1121
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1122
  "component": "Brake_System",
1123
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1124
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1125
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1126
  },
1127
  {
1128
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1129
  "component": "HVAC",
1130
  "status": "GOOD",
1131
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1132
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1133
  },
1134
  {
1135
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1136
  "component": "Door_System",
1137
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1138
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1139
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1140
  },
1141
  {
1142
  "trainset_id": "TS-002",
1143
  "component": "Pantograph",
1144
  "status": "GOOD",
1145
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1146
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1147
  },
1148
  {
1149
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1150
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1151
- "status": "GOOD",
1152
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1153
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1154
  },
1155
  {
1156
  "trainset_id": "TS-002",
1157
  "component": "Coupler",
1158
- "status": "GOOD",
1159
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1160
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1161
  },
1162
  {
1163
  "trainset_id": "TS-002",
1164
  "component": "Battery",
1165
- "status": "EXCELLENT",
1166
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1167
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1168
  },
1169
  {
1170
  "trainset_id": "TS-003",
1171
  "component": "Traction_Motor",
1172
- "status": "GOOD",
1173
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1174
- "last_inspection": "2025-11-04"
1175
  },
1176
  {
1177
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1178
  "component": "Brake_System",
1179
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1180
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1181
- "last_inspection": "2025-11-25"
1182
  },
1183
  {
1184
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1185
  "component": "HVAC",
1186
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1187
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1188
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1189
  },
1190
  {
1191
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1192
  "component": "Door_System",
1193
  "status": "EXCELLENT",
1194
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1195
- "last_inspection": "2025-11-12"
1196
  },
1197
  {
1198
  "trainset_id": "TS-003",
1199
  "component": "Pantograph",
1200
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1201
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1202
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1203
  },
1204
  {
1205
  "trainset_id": "TS-003",
1206
  "component": "Bogie",
1207
- "status": "GOOD",
1208
- "wear_level": 40.0,
1209
- "last_inspection": "2025-10-30"
1210
  },
1211
  {
1212
  "trainset_id": "TS-003",
1213
  "component": "Coupler",
1214
- "status": "GOOD",
1215
- "wear_level": 49.7,
1216
- "last_inspection": "2025-11-09"
1217
  },
1218
  {
1219
  "trainset_id": "TS-003",
1220
  "component": "Battery",
1221
- "status": "FAIR",
1222
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1223
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1224
  },
1225
  {
1226
  "trainset_id": "TS-004",
1227
  "component": "Traction_Motor",
1228
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1229
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1230
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1231
  },
1232
  {
1233
  "trainset_id": "TS-004",
1234
  "component": "Brake_System",
1235
  "status": "GOOD",
1236
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1237
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1238
  },
1239
  {
1240
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1241
  "component": "HVAC",
1242
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1243
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1244
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1245
  },
1246
  {
1247
  "trainset_id": "TS-004",
1248
  "component": "Door_System",
1249
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1250
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1251
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1252
  },
1253
  {
1254
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1255
  "component": "Pantograph",
1256
  "status": "EXCELLENT",
1257
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1258
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1259
  },
1260
  {
1261
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1262
  "component": "Bogie",
1263
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1264
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1265
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1266
  },
1267
  {
1268
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1269
  "component": "Coupler",
1270
  "status": "GOOD",
1271
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1272
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1273
  },
1274
  {
1275
  "trainset_id": "TS-004",
1276
  "component": "Battery",
1277
  "status": "GOOD",
1278
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1279
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1280
  },
1281
  {
1282
  "trainset_id": "TS-005",
1283
  "component": "Traction_Motor",
1284
  "status": "EXCELLENT",
1285
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1286
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1287
  },
1288
  {
1289
  "trainset_id": "TS-005",
1290
  "component": "Brake_System",
1291
- "status": "GOOD",
1292
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1293
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1294
  },
1295
  {
1296
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1297
  "component": "HVAC",
1298
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1299
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1300
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1301
  },
1302
  {
1303
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1304
  "component": "Door_System",
1305
  "status": "CRITICAL",
1306
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1307
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1308
  },
1309
  {
1310
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1311
  "component": "Pantograph",
1312
  "status": "GOOD",
1313
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1314
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1315
  },
1316
  {
1317
  "trainset_id": "TS-005",
1318
  "component": "Bogie",
1319
  "status": "EXCELLENT",
1320
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1321
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1322
  },
1323
  {
1324
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1325
  "component": "Coupler",
1326
- "status": "GOOD",
1327
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1328
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1329
  },
1330
  {
1331
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1332
  "component": "Battery",
1333
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1334
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1335
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1336
  },
1337
  {
1338
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1339
  "component": "Traction_Motor",
1340
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1341
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1342
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1343
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1344
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1345
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1346
  "component": "Brake_System",
1347
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1348
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1349
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1350
  },
1351
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1352
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1353
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1354
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1355
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1356
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1357
  },
1358
  {
1359
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1360
  "component": "Door_System",
1361
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1362
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1363
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1364
  },
1365
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1366
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1367
  "component": "Pantograph",
1368
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1369
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1370
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1371
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1372
  {
1373
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1374
  "component": "Bogie",
1375
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1376
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1377
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1378
  },
1379
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1380
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1381
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1382
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1383
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1384
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1385
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1386
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1387
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1388
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1389
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1390
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1391
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1392
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1393
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1394
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1395
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1396
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1397
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1398
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1399
  },
1400
  {
1401
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1402
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1403
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1404
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1405
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1406
  },
1407
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1408
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1409
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1410
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1411
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1412
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1413
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1414
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1415
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1416
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1417
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1418
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1419
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1420
  },
1421
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1422
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1423
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1424
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1425
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1426
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1427
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1428
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1429
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1430
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1431
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1432
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1433
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1434
  },
1435
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1436
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1437
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1438
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1439
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1440
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1441
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1442
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1443
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1444
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1445
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1446
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1447
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1448
  },
1449
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1450
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1451
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1452
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1453
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1454
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1455
  },
1456
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1457
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1458
  "component": "Brake_System",
1459
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1460
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1461
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1462
  },
1463
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1464
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1465
  "component": "HVAC",
1466
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1467
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1468
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1469
  },
1470
  {
1471
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1472
  "component": "Door_System",
1473
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1474
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1475
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1476
  },
1477
  {
1478
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1479
  "component": "Pantograph",
1480
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1481
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1482
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1483
  },
1484
  {
1485
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1486
  "component": "Bogie",
1487
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1488
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1489
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1490
  },
1491
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1492
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1493
  "component": "Coupler",
1494
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1495
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1496
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1497
  },
1498
  {
1499
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1500
  "component": "Battery",
1501
- "status": "GOOD",
1502
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1503
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1504
  },
1505
  {
1506
  "trainset_id": "TS-009",
1507
  "component": "Traction_Motor",
1508
  "status": "EXCELLENT",
1509
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1510
- "last_inspection": "2025-11-24"
1511
  },
1512
  {
1513
  "trainset_id": "TS-009",
1514
  "component": "Brake_System",
1515
  "status": "GOOD",
1516
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1517
- "last_inspection": "2025-11-10"
1518
  },
1519
  {
1520
  "trainset_id": "TS-009",
1521
  "component": "HVAC",
1522
  "status": "GOOD",
1523
- "wear_level": 10.9,
1524
- "last_inspection": "2025-11-08"
1525
  },
1526
  {
1527
  "trainset_id": "TS-009",
1528
  "component": "Door_System",
1529
- "status": "GOOD",
1530
- "wear_level": 36.4,
1531
- "last_inspection": "2025-11-14"
1532
  },
1533
  {
1534
  "trainset_id": "TS-009",
1535
  "component": "Pantograph",
1536
- "status": "EXCELLENT",
1537
- "wear_level": 26.4,
1538
- "last_inspection": "2025-11-16"
1539
  },
1540
  {
1541
  "trainset_id": "TS-009",
1542
  "component": "Bogie",
1543
- "status": "EXCELLENT",
1544
- "wear_level": 18.8,
1545
- "last_inspection": "2025-11-22"
1546
  },
1547
  {
1548
  "trainset_id": "TS-009",
1549
  "component": "Coupler",
1550
- "status": "GOOD",
1551
- "wear_level": 38.7,
1552
- "last_inspection": "2025-11-09"
1553
  },
1554
  {
1555
  "trainset_id": "TS-009",
1556
  "component": "Battery",
1557
  "status": "EXCELLENT",
1558
- "wear_level": 19.4,
1559
- "last_inspection": "2025-11-16"
1560
  },
1561
  {
1562
  "trainset_id": "TS-010",
1563
  "component": "Traction_Motor",
1564
- "status": "GOOD",
1565
- "wear_level": 46.3,
1566
- "last_inspection": "2025-11-07"
1567
  },
1568
  {
1569
  "trainset_id": "TS-010",
1570
  "component": "Brake_System",
1571
  "status": "EXCELLENT",
1572
- "wear_level": 35.9,
1573
- "last_inspection": "2025-11-12"
1574
  },
1575
  {
1576
  "trainset_id": "TS-010",
1577
  "component": "HVAC",
1578
  "status": "GOOD",
1579
- "wear_level": 46.0,
1580
- "last_inspection": "2025-11-17"
1581
  },
1582
  {
1583
  "trainset_id": "TS-010",
1584
  "component": "Door_System",
1585
- "status": "EXCELLENT",
1586
- "wear_level": 39.7,
1587
- "last_inspection": "2025-11-18"
1588
  },
1589
  {
1590
  "trainset_id": "TS-010",
1591
  "component": "Pantograph",
1592
  "status": "GOOD",
1593
- "wear_level": 12.6,
1594
- "last_inspection": "2025-11-01"
1595
  },
1596
  {
1597
  "trainset_id": "TS-010",
1598
  "component": "Bogie",
1599
  "status": "GOOD",
1600
- "wear_level": 43.8,
1601
- "last_inspection": "2025-11-11"
1602
  },
1603
  {
1604
  "trainset_id": "TS-010",
1605
  "component": "Coupler",
1606
  "status": "EXCELLENT",
1607
- "wear_level": 22.6,
1608
- "last_inspection": "2025-11-12"
1609
  },
1610
  {
1611
  "trainset_id": "TS-010",
1612
  "component": "Battery",
1613
- "status": "FAIR",
1614
- "wear_level": 86.9,
1615
- "last_inspection": "2025-11-18"
1616
  },
1617
  {
1618
  "trainset_id": "TS-011",
1619
  "component": "Traction_Motor",
1620
- "status": "EXCELLENT",
1621
  "wear_level": 41.9,
1622
- "last_inspection": "2025-11-27"
1623
  },
1624
  {
1625
  "trainset_id": "TS-011",
1626
  "component": "Brake_System",
1627
- "status": "GOOD",
1628
- "wear_level": 35.5,
1629
- "last_inspection": "2025-11-09"
1630
  },
1631
  {
1632
  "trainset_id": "TS-011",
1633
  "component": "HVAC",
1634
  "status": "EXCELLENT",
1635
- "wear_level": 37.3,
1636
- "last_inspection": "2025-11-19"
1637
  },
1638
  {
1639
  "trainset_id": "TS-011",
1640
  "component": "Door_System",
1641
- "status": "EXCELLENT",
1642
- "wear_level": 35.5,
1643
- "last_inspection": "2025-11-06"
1644
  },
1645
  {
1646
  "trainset_id": "TS-011",
1647
  "component": "Pantograph",
1648
- "status": "GOOD",
1649
- "wear_level": 10.6,
1650
- "last_inspection": "2025-11-17"
1651
  },
1652
  {
1653
  "trainset_id": "TS-011",
1654
  "component": "Bogie",
1655
- "status": "EXCELLENT",
1656
- "wear_level": 46.5,
1657
- "last_inspection": "2025-11-24"
1658
  },
1659
  {
1660
  "trainset_id": "TS-011",
1661
  "component": "Coupler",
1662
- "status": "POOR",
1663
- "wear_level": 85.2,
1664
- "last_inspection": "2025-11-15"
1665
  },
1666
  {
1667
  "trainset_id": "TS-011",
1668
  "component": "Battery",
1669
  "status": "EXCELLENT",
1670
- "wear_level": 30.2,
1671
- "last_inspection": "2025-11-04"
1672
  },
1673
  {
1674
  "trainset_id": "TS-012",
1675
  "component": "Traction_Motor",
1676
- "status": "GOOD",
1677
- "wear_level": 29.1,
1678
- "last_inspection": "2025-10-31"
1679
  },
1680
  {
1681
  "trainset_id": "TS-012",
1682
  "component": "Brake_System",
1683
  "status": "EXCELLENT",
1684
- "wear_level": 28.2,
1685
- "last_inspection": "2025-11-06"
1686
  },
1687
  {
1688
  "trainset_id": "TS-012",
1689
  "component": "HVAC",
1690
- "status": "EXCELLENT",
1691
- "wear_level": 29.5,
1692
- "last_inspection": "2025-10-31"
1693
  },
1694
  {
1695
  "trainset_id": "TS-012",
1696
  "component": "Door_System",
1697
  "status": "GOOD",
1698
- "wear_level": 17.2,
1699
- "last_inspection": "2025-11-09"
1700
  },
1701
  {
1702
  "trainset_id": "TS-012",
1703
  "component": "Pantograph",
1704
- "status": "EXCELLENT",
1705
- "wear_level": 44.8,
1706
- "last_inspection": "2025-11-01"
1707
  },
1708
  {
1709
  "trainset_id": "TS-012",
1710
  "component": "Bogie",
1711
- "status": "GOOD",
1712
- "wear_level": 18.5,
1713
- "last_inspection": "2025-11-07"
1714
  },
1715
  {
1716
  "trainset_id": "TS-012",
1717
  "component": "Coupler",
1718
- "status": "GOOD",
1719
- "wear_level": 24.7,
1720
- "last_inspection": "2025-11-28"
1721
  },
1722
  {
1723
  "trainset_id": "TS-012",
1724
  "component": "Battery",
1725
- "status": "GOOD",
1726
- "wear_level": 38.6,
1727
- "last_inspection": "2025-11-22"
1728
  },
1729
  {
1730
  "trainset_id": "TS-013",
1731
  "component": "Traction_Motor",
1732
  "status": "GOOD",
1733
- "wear_level": 32.8,
1734
- "last_inspection": "2025-11-10"
1735
  },
1736
  {
1737
  "trainset_id": "TS-013",
1738
  "component": "Brake_System",
1739
- "status": "EXCELLENT",
1740
- "wear_level": 45.9,
1741
- "last_inspection": "2025-11-21"
1742
  },
1743
  {
1744
  "trainset_id": "TS-013",
1745
  "component": "HVAC",
1746
- "status": "POOR",
1747
- "wear_level": 74.3,
1748
- "last_inspection": "2025-11-15"
1749
  },
1750
  {
1751
  "trainset_id": "TS-013",
1752
  "component": "Door_System",
1753
  "status": "EXCELLENT",
1754
- "wear_level": 33.7,
1755
- "last_inspection": "2025-11-21"
1756
  },
1757
  {
1758
  "trainset_id": "TS-013",
1759
  "component": "Pantograph",
1760
- "status": "GOOD",
1761
- "wear_level": 43.5,
1762
- "last_inspection": "2025-11-04"
1763
  },
1764
  {
1765
  "trainset_id": "TS-013",
1766
  "component": "Bogie",
1767
  "status": "EXCELLENT",
1768
- "wear_level": 13.8,
1769
- "last_inspection": "2025-11-06"
1770
  },
1771
  {
1772
  "trainset_id": "TS-013",
1773
  "component": "Coupler",
1774
  "status": "GOOD",
1775
- "wear_level": 11.7,
1776
- "last_inspection": "2025-11-16"
1777
  },
1778
  {
1779
  "trainset_id": "TS-013",
1780
  "component": "Battery",
1781
- "status": "EXCELLENT",
1782
- "wear_level": 20.6,
1783
- "last_inspection": "2025-11-17"
1784
  },
1785
  {
1786
  "trainset_id": "TS-014",
1787
  "component": "Traction_Motor",
1788
  "status": "GOOD",
1789
- "wear_level": 39.4,
1790
- "last_inspection": "2025-11-20"
1791
  },
1792
  {
1793
  "trainset_id": "TS-014",
1794
  "component": "Brake_System",
1795
- "status": "GOOD",
1796
- "wear_level": 31.4,
1797
- "last_inspection": "2025-11-11"
1798
  },
1799
  {
1800
  "trainset_id": "TS-014",
1801
  "component": "HVAC",
1802
  "status": "EXCELLENT",
1803
- "wear_level": 39.3,
1804
- "last_inspection": "2025-11-14"
1805
  },
1806
  {
1807
  "trainset_id": "TS-014",
1808
  "component": "Door_System",
1809
- "status": "CRITICAL",
1810
- "wear_level": 67.3,
1811
- "last_inspection": "2025-11-21"
1812
  },
1813
  {
1814
  "trainset_id": "TS-014",
1815
  "component": "Pantograph",
1816
- "status": "GOOD",
1817
- "wear_level": 15.7,
1818
- "last_inspection": "2025-11-06"
1819
  },
1820
  {
1821
  "trainset_id": "TS-014",
1822
  "component": "Bogie",
1823
- "status": "GOOD",
1824
- "wear_level": 16.0,
1825
- "last_inspection": "2025-11-28"
1826
  },
1827
  {
1828
  "trainset_id": "TS-014",
1829
  "component": "Coupler",
1830
- "status": "GOOD",
1831
- "wear_level": 10.7,
1832
- "last_inspection": "2025-11-12"
1833
  },
1834
  {
1835
  "trainset_id": "TS-014",
1836
  "component": "Battery",
1837
  "status": "GOOD",
1838
- "wear_level": 14.2,
1839
- "last_inspection": "2025-11-15"
1840
  },
1841
  {
1842
  "trainset_id": "TS-015",
1843
  "component": "Traction_Motor",
1844
- "status": "EXCELLENT",
1845
- "wear_level": 44.1,
1846
- "last_inspection": "2025-11-09"
1847
  },
1848
  {
1849
  "trainset_id": "TS-015",
1850
  "component": "Brake_System",
1851
  "status": "GOOD",
1852
- "wear_level": 48.7,
1853
- "last_inspection": "2025-11-06"
1854
  },
1855
  {
1856
  "trainset_id": "TS-015",
1857
  "component": "HVAC",
1858
- "status": "GOOD",
1859
- "wear_level": 42.9,
1860
- "last_inspection": "2025-11-08"
1861
  },
1862
  {
1863
  "trainset_id": "TS-015",
1864
  "component": "Door_System",
1865
  "status": "GOOD",
1866
- "wear_level": 18.0,
1867
- "last_inspection": "2025-11-11"
1868
  },
1869
  {
1870
  "trainset_id": "TS-015",
1871
  "component": "Pantograph",
1872
  "status": "EXCELLENT",
1873
- "wear_level": 24.2,
1874
- "last_inspection": "2025-11-12"
1875
  },
1876
  {
1877
  "trainset_id": "TS-015",
1878
  "component": "Bogie",
1879
- "status": "EXCELLENT",
1880
- "wear_level": 45.9,
1881
- "last_inspection": "2025-11-25"
1882
  },
1883
  {
1884
  "trainset_id": "TS-015",
1885
  "component": "Coupler",
1886
- "status": "EXCELLENT",
1887
- "wear_level": 17.7,
1888
- "last_inspection": "2025-10-31"
1889
  },
1890
  {
1891
  "trainset_id": "TS-015",
1892
  "component": "Battery",
1893
- "status": "EXCELLENT",
1894
- "wear_level": 17.4,
1895
- "last_inspection": "2025-11-08"
1896
  },
1897
  {
1898
  "trainset_id": "TS-016",
1899
  "component": "Traction_Motor",
1900
- "status": "FAIR",
1901
- "wear_level": 66.1,
1902
- "last_inspection": "2025-11-21"
1903
  },
1904
  {
1905
  "trainset_id": "TS-016",
1906
  "component": "Brake_System",
1907
  "status": "GOOD",
1908
- "wear_level": 33.7,
1909
- "last_inspection": "2025-11-19"
1910
  },
1911
  {
1912
  "trainset_id": "TS-016",
1913
  "component": "HVAC",
1914
  "status": "EXCELLENT",
1915
- "wear_level": 47.4,
1916
- "last_inspection": "2025-11-14"
1917
  },
1918
  {
1919
  "trainset_id": "TS-016",
1920
  "component": "Door_System",
1921
- "status": "EXCELLENT",
1922
- "wear_level": 36.5,
1923
- "last_inspection": "2025-11-24"
1924
  },
1925
  {
1926
  "trainset_id": "TS-016",
1927
  "component": "Pantograph",
1928
- "status": "EXCELLENT",
1929
- "wear_level": 26.6,
1930
- "last_inspection": "2025-11-28"
1931
  },
1932
  {
1933
  "trainset_id": "TS-016",
1934
  "component": "Bogie",
1935
- "status": "POOR",
1936
- "wear_level": 62.5,
1937
- "last_inspection": "2025-11-21"
1938
  },
1939
  {
1940
  "trainset_id": "TS-016",
1941
  "component": "Coupler",
1942
  "status": "EXCELLENT",
1943
- "wear_level": 14.7,
1944
- "last_inspection": "2025-11-09"
1945
  },
1946
  {
1947
  "trainset_id": "TS-016",
1948
  "component": "Battery",
1949
- "status": "EXCELLENT",
1950
- "wear_level": 36.6,
1951
- "last_inspection": "2025-11-23"
1952
  },
1953
  {
1954
  "trainset_id": "TS-017",
1955
  "component": "Traction_Motor",
1956
  "status": "GOOD",
1957
- "wear_level": 13.5,
1958
- "last_inspection": "2025-11-12"
1959
  },
1960
  {
1961
  "trainset_id": "TS-017",
1962
  "component": "Brake_System",
1963
- "status": "GOOD",
1964
- "wear_level": 44.5,
1965
- "last_inspection": "2025-11-22"
1966
  },
1967
  {
1968
  "trainset_id": "TS-017",
1969
  "component": "HVAC",
1970
  "status": "GOOD",
1971
- "wear_level": 26.1,
1972
- "last_inspection": "2025-11-27"
1973
  },
1974
  {
1975
  "trainset_id": "TS-017",
1976
  "component": "Door_System",
1977
  "status": "EXCELLENT",
1978
- "wear_level": 18.4,
1979
- "last_inspection": "2025-11-19"
1980
  },
1981
  {
1982
  "trainset_id": "TS-017",
1983
  "component": "Pantograph",
1984
- "status": "EXCELLENT",
1985
- "wear_level": 43.1,
1986
- "last_inspection": "2025-11-25"
1987
  },
1988
  {
1989
  "trainset_id": "TS-017",
1990
  "component": "Bogie",
1991
  "status": "GOOD",
1992
- "wear_level": 42.6,
1993
- "last_inspection": "2025-11-08"
1994
  },
1995
  {
1996
  "trainset_id": "TS-017",
1997
  "component": "Coupler",
1998
  "status": "GOOD",
1999
- "wear_level": 12.9,
2000
- "last_inspection": "2025-11-10"
2001
  },
2002
  {
2003
  "trainset_id": "TS-017",
2004
  "component": "Battery",
2005
- "status": "GOOD",
2006
- "wear_level": 12.9,
2007
  "last_inspection": "2025-11-21"
2008
  },
2009
  {
2010
  "trainset_id": "TS-018",
2011
  "component": "Traction_Motor",
2012
- "status": "GOOD",
2013
- "wear_level": 44.4,
2014
- "last_inspection": "2025-11-13"
2015
  },
2016
  {
2017
  "trainset_id": "TS-018",
2018
  "component": "Brake_System",
2019
  "status": "EXCELLENT",
2020
- "wear_level": 35.5,
2021
- "last_inspection": "2025-11-19"
2022
  },
2023
  {
2024
  "trainset_id": "TS-018",
2025
  "component": "HVAC",
2026
- "status": "GOOD",
2027
- "wear_level": 26.6,
2028
- "last_inspection": "2025-11-07"
2029
  },
2030
  {
2031
  "trainset_id": "TS-018",
2032
  "component": "Door_System",
2033
- "status": "EXCELLENT",
2034
- "wear_level": 25.2,
2035
- "last_inspection": "2025-11-22"
2036
  },
2037
  {
2038
  "trainset_id": "TS-018",
2039
  "component": "Pantograph",
2040
- "status": "CRITICAL",
2041
- "wear_level": 93.4,
2042
- "last_inspection": "2025-11-11"
2043
  },
2044
  {
2045
  "trainset_id": "TS-018",
2046
  "component": "Bogie",
2047
- "status": "EXCELLENT",
2048
- "wear_level": 36.6,
2049
- "last_inspection": "2025-10-31"
2050
  },
2051
  {
2052
  "trainset_id": "TS-018",
2053
  "component": "Coupler",
2054
- "status": "CRITICAL",
2055
- "wear_level": 92.4,
2056
- "last_inspection": "2025-11-06"
2057
  },
2058
  {
2059
  "trainset_id": "TS-018",
2060
  "component": "Battery",
2061
- "status": "EXCELLENT",
2062
- "wear_level": 35.9,
2063
- "last_inspection": "2025-11-15"
2064
  },
2065
  {
2066
  "trainset_id": "TS-019",
2067
  "component": "Traction_Motor",
2068
  "status": "GOOD",
2069
- "wear_level": 40.0,
2070
- "last_inspection": "2025-11-15"
2071
  },
2072
  {
2073
  "trainset_id": "TS-019",
2074
  "component": "Brake_System",
2075
- "status": "GOOD",
2076
- "wear_level": 46.9,
2077
- "last_inspection": "2025-10-30"
2078
  },
2079
  {
2080
  "trainset_id": "TS-019",
2081
  "component": "HVAC",
2082
  "status": "GOOD",
2083
- "wear_level": 11.4,
2084
- "last_inspection": "2025-11-02"
2085
  },
2086
  {
2087
  "trainset_id": "TS-019",
2088
  "component": "Door_System",
2089
- "status": "CRITICAL",
2090
- "wear_level": 82.5,
2091
- "last_inspection": "2025-10-31"
2092
  },
2093
  {
2094
  "trainset_id": "TS-019",
2095
  "component": "Pantograph",
2096
- "status": "EXCELLENT",
2097
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2098
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2099
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2100
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2101
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2102
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2103
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2104
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2105
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2106
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2107
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2108
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2109
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2110
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2111
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2112
- "last_inspection": "2025-11-21"
2113
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2114
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2115
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2116
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2117
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2118
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2119
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2120
  },
2121
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2122
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2123
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2124
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2125
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2126
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2127
  },
2128
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2129
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2130
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2131
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2132
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2133
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2134
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2135
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2136
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2137
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2138
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2139
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2140
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2141
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2142
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2143
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2144
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2145
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2146
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2147
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2148
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2149
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2150
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2151
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2152
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2153
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2154
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2155
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2156
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2157
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2158
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2159
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2160
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2161
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2162
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2163
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2164
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2165
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2166
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2167
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2168
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2169
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2170
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2171
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2172
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2173
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2174
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2175
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2176
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2177
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2178
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2179
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2180
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2181
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2182
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2183
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2184
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2185
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2186
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2187
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2188
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2189
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2190
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2191
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2192
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2193
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2194
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2195
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2197
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2198
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2199
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2200
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2201
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2202
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2203
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2204
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2205
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2206
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2207
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2208
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2209
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2210
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2211
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2212
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2213
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2214
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2215
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2217
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2218
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2220
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2221
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2222
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2223
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2224
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2225
  },
2226
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2227
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2228
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2229
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2230
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2231
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2232
  },
2233
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2234
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2235
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2236
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2237
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2239
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2240
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2241
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2242
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2243
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2246
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2248
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2250
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2253
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2255
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2256
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2257
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2260
  },
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2262
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2263
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2264
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2265
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2266
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2267
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2269
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2270
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2274
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2276
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2277
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2278
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2279
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2280
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2281
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2283
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2284
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2285
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2288
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2290
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2295
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2302
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2305
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2309
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2330
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2354
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2358
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2360
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2400
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2407
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2459
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2460
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81
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86
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88
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91
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92
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93
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95
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98
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100
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102
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109
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112
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113
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116
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118
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119
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120
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121
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123
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124
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125
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126
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127
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130
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133
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134
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140
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144
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151
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153
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154
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155
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157
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158
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159
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160
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161
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162
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163
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164
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165
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167
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168
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169
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170
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171
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172
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174
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175
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176
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177
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178
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179
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181
  "trainset_id": "TS-001",
182
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183
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184
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185
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186
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187
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188
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189
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191
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192
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193
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195
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200
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201
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202
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206
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214
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216
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220
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221
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222
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223
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226
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227
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228
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229
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230
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233
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234
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235
  },
236
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237
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241
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242
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244
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248
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249
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251
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255
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256
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257
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258
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261
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262
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263
  },
264
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265
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266
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268
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269
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270
  },
271
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272
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275
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276
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277
  },
278
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279
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280
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284
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285
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286
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290
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291
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292
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293
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296
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298
  },
299
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300
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303
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305
  },
306
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307
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310
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311
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312
  },
313
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314
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315
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316
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317
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318
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319
  },
320
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321
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325
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326
  },
327
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328
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330
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331
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332
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333
  },
334
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335
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336
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337
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338
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339
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340
  },
341
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342
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344
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345
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346
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347
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348
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349
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350
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352
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353
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354
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355
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356
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361
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362
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363
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364
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365
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366
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367
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368
  },
369
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370
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371
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373
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374
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375
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376
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377
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381
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382
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383
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384
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388
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389
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390
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391
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397
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398
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400
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401
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402
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403
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404
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405
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406
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408
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409
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410
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411
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412
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416
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417
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418
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423
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424
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425
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431
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438
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439
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440
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443
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445
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446
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452
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453
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459
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480
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669
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683
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690
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704
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706
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711
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721
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724
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725
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732
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733
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738
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739
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740
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741
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753
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760
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762
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767
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773
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774
  },
775
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776
  "trainset_id": "TS-018",
777
  "department": "ROLLING_STOCK",
778
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779
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780
+ "expiry_date": "2026-07-06"
781
  },
782
  {
783
  "trainset_id": "TS-018",
784
  "department": "ELECTRICAL",
785
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786
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787
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788
  },
789
  {
790
  "trainset_id": "TS-018",
791
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792
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793
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794
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795
  },
796
  {
797
  "trainset_id": "TS-018",
798
  "department": "SAFETY",
799
  "status": "ISSUED",
800
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801
+ "expiry_date": "2026-07-25"
802
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803
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804
  "trainset_id": "TS-018",
805
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806
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807
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808
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809
  },
810
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811
  "trainset_id": "TS-019",
812
  "department": "ROLLING_STOCK",
813
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814
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815
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816
  },
817
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818
  "trainset_id": "TS-019",
819
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820
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821
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822
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823
  },
824
  {
825
  "trainset_id": "TS-019",
826
  "department": "MECHANICAL",
827
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828
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829
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830
  },
831
  {
832
  "trainset_id": "TS-019",
833
  "department": "SAFETY",
834
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835
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836
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837
  },
838
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839
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840
  "department": "OPERATIONS",
841
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842
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843
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844
  },
845
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846
  "trainset_id": "TS-020",
847
  "department": "ROLLING_STOCK",
848
  "status": "ISSUED",
849
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850
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851
  },
852
  {
853
  "trainset_id": "TS-020",
854
  "department": "ELECTRICAL",
855
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856
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857
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858
  },
859
  {
860
  "trainset_id": "TS-020",
861
  "department": "MECHANICAL",
862
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863
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864
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865
  },
866
  {
867
  "trainset_id": "TS-020",
868
  "department": "SAFETY",
869
  "status": "ISSUED",
870
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871
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872
  },
873
  {
874
  "trainset_id": "TS-020",
875
  "department": "OPERATIONS",
876
  "status": "ISSUED",
877
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878
+ "expiry_date": "2026-07-24"
879
  },
880
  {
881
  "trainset_id": "TS-021",
882
  "department": "ROLLING_STOCK",
883
  "status": "ISSUED",
884
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885
+ "expiry_date": "2026-08-13"
886
  },
887
  {
888
  "trainset_id": "TS-021",
889
  "department": "ELECTRICAL",
890
  "status": "ISSUED",
891
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892
+ "expiry_date": "2026-06-21"
893
  },
894
  {
895
  "trainset_id": "TS-021",
896
  "department": "MECHANICAL",
897
  "status": "ISSUED",
898
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899
+ "expiry_date": "2026-06-16"
900
  },
901
  {
902
  "trainset_id": "TS-021",
903
  "department": "SAFETY",
904
  "status": "ISSUED",
905
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906
+ "expiry_date": "2026-09-04"
907
  },
908
  {
909
  "trainset_id": "TS-021",
910
  "department": "OPERATIONS",
911
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912
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913
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914
  },
915
  {
916
  "trainset_id": "TS-022",
917
  "department": "ROLLING_STOCK",
918
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919
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920
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921
  },
922
  {
923
  "trainset_id": "TS-022",
924
  "department": "ELECTRICAL",
925
  "status": "ISSUED",
926
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927
+ "expiry_date": "2026-06-12"
928
  },
929
  {
930
  "trainset_id": "TS-022",
931
  "department": "MECHANICAL",
932
  "status": "ISSUED",
933
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934
+ "expiry_date": "2026-09-03"
935
  },
936
  {
937
  "trainset_id": "TS-022",
938
  "department": "SAFETY",
939
  "status": "ISSUED",
940
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941
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942
  },
943
  {
944
  "trainset_id": "TS-022",
945
  "department": "OPERATIONS",
946
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947
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948
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949
  },
950
  {
951
  "trainset_id": "TS-023",
952
  "department": "ROLLING_STOCK",
953
  "status": "ISSUED",
954
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955
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956
  },
957
  {
958
  "trainset_id": "TS-023",
959
  "department": "ELECTRICAL",
960
  "status": "ISSUED",
961
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962
+ "expiry_date": "2026-10-12"
963
  },
964
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965
  "trainset_id": "TS-023",
966
  "department": "MECHANICAL",
967
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968
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969
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970
  },
971
  {
972
  "trainset_id": "TS-023",
973
  "department": "SAFETY",
974
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975
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976
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977
  },
978
  {
979
  "trainset_id": "TS-023",
980
  "department": "OPERATIONS",
981
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982
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983
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984
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985
  {
986
  "trainset_id": "TS-024",
987
  "department": "ROLLING_STOCK",
988
  "status": "ISSUED",
989
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990
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991
  },
992
  {
993
  "trainset_id": "TS-024",
994
  "department": "ELECTRICAL",
995
  "status": "ISSUED",
996
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997
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998
  },
999
  {
1000
  "trainset_id": "TS-024",
1001
  "department": "MECHANICAL",
1002
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1003
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1004
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1005
  },
1006
  {
1007
  "trainset_id": "TS-024",
1008
  "department": "SAFETY",
1009
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1010
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1011
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1012
  },
1013
  {
1014
  "trainset_id": "TS-024",
1015
  "department": "OPERATIONS",
1016
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1017
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1018
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1019
  },
1020
  {
1021
  "trainset_id": "TS-025",
1022
  "department": "ROLLING_STOCK",
1023
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1024
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1025
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1026
  },
1027
  {
1028
  "trainset_id": "TS-025",
1029
  "department": "ELECTRICAL",
1030
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1031
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1032
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1033
  },
1034
  {
1035
  "trainset_id": "TS-025",
1036
  "department": "MECHANICAL",
1037
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1038
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1039
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1040
  },
1041
  {
1042
  "trainset_id": "TS-025",
1043
  "department": "SAFETY",
1044
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1045
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1046
+ "expiry_date": "2026-08-19"
1047
  },
1048
  {
1049
  "trainset_id": "TS-025",
1050
  "department": "OPERATIONS",
1051
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1052
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1053
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1054
  }
1055
  ],
1056
  "component_health": [
1057
  {
1058
  "trainset_id": "TS-001",
1059
  "component": "Traction_Motor",
1060
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1061
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1062
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1063
  },
1064
  {
1065
  "trainset_id": "TS-001",
1066
  "component": "Brake_System",
1067
  "status": "GOOD",
1068
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1069
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1070
  },
1071
  {
1072
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1073
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1074
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1075
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1076
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1077
  },
1078
  {
1079
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1080
  "component": "Door_System",
1081
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1082
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1083
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1084
  },
1085
  {
1086
  "trainset_id": "TS-001",
1087
  "component": "Pantograph",
1088
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1089
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1090
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1091
  },
1092
  {
1093
  "trainset_id": "TS-001",
1094
  "component": "Bogie",
1095
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1096
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1097
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1098
  },
1099
  {
1100
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1101
  "component": "Coupler",
1102
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1103
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1104
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1105
  },
1106
  {
1107
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1108
  "component": "Battery",
1109
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1110
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1111
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1112
  },
1113
  {
1114
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1115
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1116
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1117
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1118
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1119
  },
1120
  {
1121
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1122
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1123
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1124
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1125
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1126
  },
1127
  {
1128
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1129
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1130
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1131
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1132
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1133
  },
1134
  {
1135
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1136
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1137
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1138
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1139
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1140
  },
1141
  {
1142
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1143
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1144
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1145
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1146
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1147
  },
1148
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1149
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1150
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1151
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1152
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1153
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1154
  },
1155
  {
1156
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1157
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1158
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1159
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1160
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1161
  },
1162
  {
1163
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1164
  "component": "Battery",
1165
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1166
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1167
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1168
  },
1169
  {
1170
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1171
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1172
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1173
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1174
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1175
  },
1176
  {
1177
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1178
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1179
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1180
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1182
  },
1183
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1184
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1185
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1186
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1187
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1188
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1189
  },
1190
  {
1191
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1192
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1193
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1194
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1195
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1196
  },
1197
  {
1198
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1199
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1200
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1201
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1202
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1203
  },
1204
  {
1205
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1206
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1207
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1208
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1209
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1210
  },
1211
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1212
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1213
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1214
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1215
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1216
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1217
  },
1218
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1219
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1220
  "component": "Battery",
1221
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1222
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1223
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1224
  },
1225
  {
1226
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1227
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1228
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1229
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1230
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1231
  },
1232
  {
1233
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1234
  "component": "Brake_System",
1235
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1236
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1237
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1238
  },
1239
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1240
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1241
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1242
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1243
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1244
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1245
  },
1246
  {
1247
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1248
  "component": "Door_System",
1249
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1250
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1252
  },
1253
  {
1254
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1255
  "component": "Pantograph",
1256
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1257
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1258
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1259
  },
1260
  {
1261
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1262
  "component": "Bogie",
1263
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1264
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1265
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1266
  },
1267
  {
1268
  "trainset_id": "TS-004",
1269
  "component": "Coupler",
1270
  "status": "GOOD",
1271
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1272
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1273
  },
1274
  {
1275
  "trainset_id": "TS-004",
1276
  "component": "Battery",
1277
  "status": "GOOD",
1278
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1279
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1280
  },
1281
  {
1282
  "trainset_id": "TS-005",
1283
  "component": "Traction_Motor",
1284
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1285
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1286
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1287
  },
1288
  {
1289
  "trainset_id": "TS-005",
1290
  "component": "Brake_System",
1291
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1292
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1293
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1294
  },
1295
  {
1296
  "trainset_id": "TS-005",
1297
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1298
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1299
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1300
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1301
  },
1302
  {
1303
  "trainset_id": "TS-005",
1304
  "component": "Door_System",
1305
  "status": "CRITICAL",
1306
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1307
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1308
  },
1309
  {
1310
  "trainset_id": "TS-005",
1311
  "component": "Pantograph",
1312
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1313
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1314
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1315
  },
1316
  {
1317
  "trainset_id": "TS-005",
1318
  "component": "Bogie",
1319
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1320
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1321
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1322
  },
1323
  {
1324
  "trainset_id": "TS-005",
1325
  "component": "Coupler",
1326
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1327
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1328
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1329
  },
1330
  {
1331
  "trainset_id": "TS-005",
1332
  "component": "Battery",
1333
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1334
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1335
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1336
  },
1337
  {
1338
  "trainset_id": "TS-006",
1339
  "component": "Traction_Motor",
1340
  "status": "EXCELLENT",
1341
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1342
+ "last_inspection": "2025-11-13"
1343
  },
1344
  {
1345
  "trainset_id": "TS-006",
1346
  "component": "Brake_System",
1347
+ "status": "GOOD",
1348
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1349
+ "last_inspection": "2025-11-28"
1350
  },
1351
  {
1352
  "trainset_id": "TS-006",
1353
  "component": "HVAC",
1354
+ "status": "GOOD",
1355
+ "wear_level": 22.7,
1356
+ "last_inspection": "2025-11-02"
1357
  },
1358
  {
1359
  "trainset_id": "TS-006",
1360
  "component": "Door_System",
1361
+ "status": "GOOD",
1362
+ "wear_level": 38.9,
1363
+ "last_inspection": "2025-11-15"
1364
  },
1365
  {
1366
  "trainset_id": "TS-006",
1367
  "component": "Pantograph",
1368
  "status": "EXCELLENT",
1369
+ "wear_level": 40.3,
1370
+ "last_inspection": "2025-11-13"
1371
  },
1372
  {
1373
  "trainset_id": "TS-006",
1374
  "component": "Bogie",
1375
  "status": "GOOD",
1376
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1377
  "last_inspection": "2025-11-15"
1378
  },
1379
  {
1380
  "trainset_id": "TS-006",
1381
  "component": "Coupler",
1382
  "status": "GOOD",
1383
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1384
+ "last_inspection": "2025-11-17"
1385
  },
1386
  {
1387
  "trainset_id": "TS-006",
1388
  "component": "Battery",
1389
+ "status": "EXCELLENT",
1390
+ "wear_level": 22.7,
1391
+ "last_inspection": "2025-12-01"
1392
  },
1393
  {
1394
  "trainset_id": "TS-007",
1395
  "component": "Traction_Motor",
1396
  "status": "GOOD",
1397
+ "wear_level": 49.8,
1398
+ "last_inspection": "2025-11-18"
1399
  },
1400
  {
1401
  "trainset_id": "TS-007",
1402
  "component": "Brake_System",
1403
+ "status": "GOOD",
1404
+ "wear_level": 34.4,
1405
+ "last_inspection": "2025-11-27"
1406
  },
1407
  {
1408
  "trainset_id": "TS-007",
1409
  "component": "HVAC",
1410
+ "status": "GOOD",
1411
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1412
+ "last_inspection": "2025-11-28"
1413
  },
1414
  {
1415
  "trainset_id": "TS-007",
1416
  "component": "Door_System",
1417
+ "status": "EXCELLENT",
1418
+ "wear_level": 12.7,
1419
+ "last_inspection": "2025-11-11"
1420
  },
1421
  {
1422
  "trainset_id": "TS-007",
1423
  "component": "Pantograph",
1424
+ "status": "GOOD",
1425
+ "wear_level": 36.7,
1426
+ "last_inspection": "2025-11-10"
1427
  },
1428
  {
1429
  "trainset_id": "TS-007",
1430
  "component": "Bogie",
1431
+ "status": "CRITICAL",
1432
+ "wear_level": 90.6,
1433
+ "last_inspection": "2025-11-05"
1434
  },
1435
  {
1436
  "trainset_id": "TS-007",
1437
  "component": "Coupler",
1438
  "status": "EXCELLENT",
1439
+ "wear_level": 38.4,
1440
+ "last_inspection": "2025-11-11"
1441
  },
1442
  {
1443
  "trainset_id": "TS-007",
1444
  "component": "Battery",
1445
+ "status": "EXCELLENT",
1446
+ "wear_level": 25.0,
1447
+ "last_inspection": "2025-11-22"
1448
  },
1449
  {
1450
  "trainset_id": "TS-008",
1451
  "component": "Traction_Motor",
1452
+ "status": "POOR",
1453
+ "wear_level": 68.3,
1454
+ "last_inspection": "2025-11-14"
1455
  },
1456
  {
1457
  "trainset_id": "TS-008",
1458
  "component": "Brake_System",
1459
+ "status": "EXCELLENT",
1460
+ "wear_level": 40.4,
1461
+ "last_inspection": "2025-11-07"
1462
  },
1463
  {
1464
  "trainset_id": "TS-008",
1465
  "component": "HVAC",
1466
  "status": "EXCELLENT",
1467
+ "wear_level": 48.3,
1468
+ "last_inspection": "2025-11-07"
1469
  },
1470
  {
1471
  "trainset_id": "TS-008",
1472
  "component": "Door_System",
1473
+ "status": "GOOD",
1474
+ "wear_level": 26.8,
1475
+ "last_inspection": "2025-11-14"
1476
  },
1477
  {
1478
  "trainset_id": "TS-008",
1479
  "component": "Pantograph",
1480
  "status": "EXCELLENT",
1481
+ "wear_level": 34.6,
1482
+ "last_inspection": "2025-11-30"
1483
  },
1484
  {
1485
  "trainset_id": "TS-008",
1486
  "component": "Bogie",
1487
+ "status": "CRITICAL",
1488
+ "wear_level": 72.1,
1489
+ "last_inspection": "2025-11-24"
1490
  },
1491
  {
1492
  "trainset_id": "TS-008",
1493
  "component": "Coupler",
1494
+ "status": "EXCELLENT",
1495
+ "wear_level": 49.4,
1496
+ "last_inspection": "2025-11-24"
1497
  },
1498
  {
1499
  "trainset_id": "TS-008",
1500
  "component": "Battery",
1501
+ "status": "EXCELLENT",
1502
+ "wear_level": 15.5,
1503
+ "last_inspection": "2025-11-27"
1504
  },
1505
  {
1506
  "trainset_id": "TS-009",
1507
  "component": "Traction_Motor",
1508
  "status": "EXCELLENT",
1509
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1510
+ "last_inspection": "2025-11-15"
1511
  },
1512
  {
1513
  "trainset_id": "TS-009",
1514
  "component": "Brake_System",
1515
  "status": "GOOD",
1516
+ "wear_level": 23.5,
1517
+ "last_inspection": "2025-11-06"
1518
  },
1519
  {
1520
  "trainset_id": "TS-009",
1521
  "component": "HVAC",
1522
  "status": "GOOD",
1523
+ "wear_level": 38.4,
1524
+ "last_inspection": "2025-11-28"
1525
  },
1526
  {
1527
  "trainset_id": "TS-009",
1528
  "component": "Door_System",
1529
+ "status": "EXCELLENT",
1530
+ "wear_level": 18.0,
1531
+ "last_inspection": "2025-12-01"
1532
  },
1533
  {
1534
  "trainset_id": "TS-009",
1535
  "component": "Pantograph",
1536
+ "status": "GOOD",
1537
+ "wear_level": 31.5,
1538
+ "last_inspection": "2025-11-15"
1539
  },
1540
  {
1541
  "trainset_id": "TS-009",
1542
  "component": "Bogie",
1543
+ "status": "GOOD",
1544
+ "wear_level": 11.8,
1545
+ "last_inspection": "2025-11-12"
1546
  },
1547
  {
1548
  "trainset_id": "TS-009",
1549
  "component": "Coupler",
1550
+ "status": "EXCELLENT",
1551
+ "wear_level": 22.7,
1552
+ "last_inspection": "2025-11-18"
1553
  },
1554
  {
1555
  "trainset_id": "TS-009",
1556
  "component": "Battery",
1557
  "status": "EXCELLENT",
1558
+ "wear_level": 13.9,
1559
+ "last_inspection": "2025-11-30"
1560
  },
1561
  {
1562
  "trainset_id": "TS-010",
1563
  "component": "Traction_Motor",
1564
+ "status": "EXCELLENT",
1565
+ "wear_level": 47.7,
1566
+ "last_inspection": "2025-11-19"
1567
  },
1568
  {
1569
  "trainset_id": "TS-010",
1570
  "component": "Brake_System",
1571
  "status": "EXCELLENT",
1572
+ "wear_level": 15.8,
1573
+ "last_inspection": "2025-11-27"
1574
  },
1575
  {
1576
  "trainset_id": "TS-010",
1577
  "component": "HVAC",
1578
  "status": "GOOD",
1579
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1580
+ "last_inspection": "2025-11-15"
1581
  },
1582
  {
1583
  "trainset_id": "TS-010",
1584
  "component": "Door_System",
1585
+ "status": "GOOD",
1586
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1587
+ "last_inspection": "2025-11-30"
1588
  },
1589
  {
1590
  "trainset_id": "TS-010",
1591
  "component": "Pantograph",
1592
  "status": "GOOD",
1593
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1594
+ "last_inspection": "2025-11-10"
1595
  },
1596
  {
1597
  "trainset_id": "TS-010",
1598
  "component": "Bogie",
1599
  "status": "GOOD",
1600
+ "wear_level": 45.9,
1601
+ "last_inspection": "2025-11-15"
1602
  },
1603
  {
1604
  "trainset_id": "TS-010",
1605
  "component": "Coupler",
1606
  "status": "EXCELLENT",
1607
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1608
+ "last_inspection": "2025-11-16"
1609
  },
1610
  {
1611
  "trainset_id": "TS-010",
1612
  "component": "Battery",
1613
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1614
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1615
+ "last_inspection": "2025-11-04"
1616
  },
1617
  {
1618
  "trainset_id": "TS-011",
1619
  "component": "Traction_Motor",
1620
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1621
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1622
+ "last_inspection": "2025-11-14"
1623
  },
1624
  {
1625
  "trainset_id": "TS-011",
1626
  "component": "Brake_System",
1627
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1628
+ "wear_level": 13.7,
1629
+ "last_inspection": "2025-11-27"
1630
  },
1631
  {
1632
  "trainset_id": "TS-011",
1633
  "component": "HVAC",
1634
  "status": "EXCELLENT",
1635
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1636
+ "last_inspection": "2025-11-25"
1637
  },
1638
  {
1639
  "trainset_id": "TS-011",
1640
  "component": "Door_System",
1641
+ "status": "GOOD",
1642
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1643
+ "last_inspection": "2025-11-20"
1644
  },
1645
  {
1646
  "trainset_id": "TS-011",
1647
  "component": "Pantograph",
1648
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1649
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1650
+ "last_inspection": "2025-11-29"
1651
  },
1652
  {
1653
  "trainset_id": "TS-011",
1654
  "component": "Bogie",
1655
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1656
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1657
+ "last_inspection": "2025-11-19"
1658
  },
1659
  {
1660
  "trainset_id": "TS-011",
1661
  "component": "Coupler",
1662
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1663
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1664
+ "last_inspection": "2025-11-22"
1665
  },
1666
  {
1667
  "trainset_id": "TS-011",
1668
  "component": "Battery",
1669
  "status": "EXCELLENT",
1670
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1671
+ "last_inspection": "2025-11-03"
1672
  },
1673
  {
1674
  "trainset_id": "TS-012",
1675
  "component": "Traction_Motor",
1676
+ "status": "EXCELLENT",
1677
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1678
+ "last_inspection": "2025-11-25"
1679
  },
1680
  {
1681
  "trainset_id": "TS-012",
1682
  "component": "Brake_System",
1683
  "status": "EXCELLENT",
1684
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1685
+ "last_inspection": "2025-11-24"
1686
  },
1687
  {
1688
  "trainset_id": "TS-012",
1689
  "component": "HVAC",
1690
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1691
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1692
+ "last_inspection": "2025-11-07"
1693
  },
1694
  {
1695
  "trainset_id": "TS-012",
1696
  "component": "Door_System",
1697
  "status": "GOOD",
1698
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1699
+ "last_inspection": "2025-11-06"
1700
  },
1701
  {
1702
  "trainset_id": "TS-012",
1703
  "component": "Pantograph",
1704
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1705
+ "wear_level": 78.8,
1706
+ "last_inspection": "2025-11-14"
1707
  },
1708
  {
1709
  "trainset_id": "TS-012",
1710
  "component": "Bogie",
1711
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1712
+ "wear_level": 14.9,
1713
+ "last_inspection": "2025-11-24"
1714
  },
1715
  {
1716
  "trainset_id": "TS-012",
1717
  "component": "Coupler",
1718
+ "status": "EXCELLENT",
1719
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1720
+ "last_inspection": "2025-11-21"
1721
  },
1722
  {
1723
  "trainset_id": "TS-012",
1724
  "component": "Battery",
1725
+ "status": "EXCELLENT",
1726
+ "wear_level": 48.7,
1727
+ "last_inspection": "2025-11-29"
1728
  },
1729
  {
1730
  "trainset_id": "TS-013",
1731
  "component": "Traction_Motor",
1732
  "status": "GOOD",
1733
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1734
+ "last_inspection": "2025-11-02"
1735
  },
1736
  {
1737
  "trainset_id": "TS-013",
1738
  "component": "Brake_System",
1739
+ "status": "CRITICAL",
1740
+ "wear_level": 75.2,
1741
+ "last_inspection": "2025-11-25"
1742
  },
1743
  {
1744
  "trainset_id": "TS-013",
1745
  "component": "HVAC",
1746
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1747
+ "wear_level": 10.1,
1748
+ "last_inspection": "2025-12-01"
1749
  },
1750
  {
1751
  "trainset_id": "TS-013",
1752
  "component": "Door_System",
1753
  "status": "EXCELLENT",
1754
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1755
+ "last_inspection": "2025-11-13"
1756
  },
1757
  {
1758
  "trainset_id": "TS-013",
1759
  "component": "Pantograph",
1760
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1761
+ "wear_level": 32.7,
1762
+ "last_inspection": "2025-11-11"
1763
  },
1764
  {
1765
  "trainset_id": "TS-013",
1766
  "component": "Bogie",
1767
  "status": "EXCELLENT",
1768
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1769
+ "last_inspection": "2025-11-21"
1770
  },
1771
  {
1772
  "trainset_id": "TS-013",
1773
  "component": "Coupler",
1774
  "status": "GOOD",
1775
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1776
+ "last_inspection": "2025-11-03"
1777
  },
1778
  {
1779
  "trainset_id": "TS-013",
1780
  "component": "Battery",
1781
+ "status": "CRITICAL",
1782
+ "wear_level": 78.4,
1783
+ "last_inspection": "2025-11-06"
1784
  },
1785
  {
1786
  "trainset_id": "TS-014",
1787
  "component": "Traction_Motor",
1788
  "status": "GOOD",
1789
+ "wear_level": 45.3,
1790
+ "last_inspection": "2025-11-28"
1791
  },
1792
  {
1793
  "trainset_id": "TS-014",
1794
  "component": "Brake_System",
1795
+ "status": "FAIR",
1796
+ "wear_level": 72.1,
1797
+ "last_inspection": "2025-11-16"
1798
  },
1799
  {
1800
  "trainset_id": "TS-014",
1801
  "component": "HVAC",
1802
  "status": "EXCELLENT",
1803
+ "wear_level": 12.7,
1804
+ "last_inspection": "2025-12-01"
1805
  },
1806
  {
1807
  "trainset_id": "TS-014",
1808
  "component": "Door_System",
1809
+ "status": "EXCELLENT",
1810
+ "wear_level": 16.8,
1811
+ "last_inspection": "2025-11-30"
1812
  },
1813
  {
1814
  "trainset_id": "TS-014",
1815
  "component": "Pantograph",
1816
+ "status": "EXCELLENT",
1817
+ "wear_level": 24.9,
1818
+ "last_inspection": "2025-11-10"
1819
  },
1820
  {
1821
  "trainset_id": "TS-014",
1822
  "component": "Bogie",
1823
+ "status": "EXCELLENT",
1824
+ "wear_level": 35.0,
1825
+ "last_inspection": "2025-11-18"
1826
  },
1827
  {
1828
  "trainset_id": "TS-014",
1829
  "component": "Coupler",
1830
+ "status": "EXCELLENT",
1831
+ "wear_level": 17.3,
1832
+ "last_inspection": "2025-11-23"
1833
  },
1834
  {
1835
  "trainset_id": "TS-014",
1836
  "component": "Battery",
1837
  "status": "GOOD",
1838
+ "wear_level": 28.9,
1839
+ "last_inspection": "2025-11-17"
1840
  },
1841
  {
1842
  "trainset_id": "TS-015",
1843
  "component": "Traction_Motor",
1844
+ "status": "FAIR",
1845
+ "wear_level": 78.5,
1846
+ "last_inspection": "2025-11-03"
1847
  },
1848
  {
1849
  "trainset_id": "TS-015",
1850
  "component": "Brake_System",
1851
  "status": "GOOD",
1852
+ "wear_level": 42.4,
1853
+ "last_inspection": "2025-11-04"
1854
  },
1855
  {
1856
  "trainset_id": "TS-015",
1857
  "component": "HVAC",
1858
+ "status": "EXCELLENT",
1859
+ "wear_level": 36.9,
1860
+ "last_inspection": "2025-11-24"
1861
  },
1862
  {
1863
  "trainset_id": "TS-015",
1864
  "component": "Door_System",
1865
  "status": "GOOD",
1866
+ "wear_level": 35.7,
1867
+ "last_inspection": "2025-11-07"
1868
  },
1869
  {
1870
  "trainset_id": "TS-015",
1871
  "component": "Pantograph",
1872
  "status": "EXCELLENT",
1873
+ "wear_level": 24.5,
1874
+ "last_inspection": "2025-11-10"
1875
  },
1876
  {
1877
  "trainset_id": "TS-015",
1878
  "component": "Bogie",
1879
+ "status": "GOOD",
1880
+ "wear_level": 33.3,
1881
+ "last_inspection": "2025-11-17"
1882
  },
1883
  {
1884
  "trainset_id": "TS-015",
1885
  "component": "Coupler",
1886
+ "status": "GOOD",
1887
+ "wear_level": 13.6,
1888
+ "last_inspection": "2025-11-27"
1889
  },
1890
  {
1891
  "trainset_id": "TS-015",
1892
  "component": "Battery",
1893
+ "status": "GOOD",
1894
+ "wear_level": 26.0,
1895
+ "last_inspection": "2025-11-27"
1896
  },
1897
  {
1898
  "trainset_id": "TS-016",
1899
  "component": "Traction_Motor",
1900
+ "status": "GOOD",
1901
+ "wear_level": 45.4,
1902
+ "last_inspection": "2025-11-18"
1903
  },
1904
  {
1905
  "trainset_id": "TS-016",
1906
  "component": "Brake_System",
1907
  "status": "GOOD",
1908
+ "wear_level": 38.2,
1909
+ "last_inspection": "2025-11-16"
1910
  },
1911
  {
1912
  "trainset_id": "TS-016",
1913
  "component": "HVAC",
1914
  "status": "EXCELLENT",
1915
+ "wear_level": 30.6,
1916
+ "last_inspection": "2025-11-27"
1917
  },
1918
  {
1919
  "trainset_id": "TS-016",
1920
  "component": "Door_System",
1921
+ "status": "GOOD",
1922
+ "wear_level": 13.3,
1923
+ "last_inspection": "2025-11-18"
1924
  },
1925
  {
1926
  "trainset_id": "TS-016",
1927
  "component": "Pantograph",
1928
+ "status": "CRITICAL",
1929
+ "wear_level": 65.3,
1930
+ "last_inspection": "2025-11-13"
1931
  },
1932
  {
1933
  "trainset_id": "TS-016",
1934
  "component": "Bogie",
1935
+ "status": "GOOD",
1936
+ "wear_level": 17.8,
1937
+ "last_inspection": "2025-11-20"
1938
  },
1939
  {
1940
  "trainset_id": "TS-016",
1941
  "component": "Coupler",
1942
  "status": "EXCELLENT",
1943
+ "wear_level": 45.4,
1944
+ "last_inspection": "2025-11-23"
1945
  },
1946
  {
1947
  "trainset_id": "TS-016",
1948
  "component": "Battery",
1949
+ "status": "EXCELLENT",
1950
+ "wear_level": 11.2,
1951
+ "last_inspection": "2025-11-02"
1952
  },
1953
  {
1954
  "trainset_id": "TS-017",
1955
  "component": "Traction_Motor",
1956
  "status": "GOOD",
1957
+ "wear_level": 47.5,
1958
+ "last_inspection": "2025-11-07"
1959
  },
1960
  {
1961
  "trainset_id": "TS-017",
1962
  "component": "Brake_System",
1963
+ "status": "FAIR",
1964
+ "wear_level": 83.0,
1965
+ "last_inspection": "2025-11-28"
1966
  },
1967
  {
1968
  "trainset_id": "TS-017",
1969
  "component": "HVAC",
1970
  "status": "GOOD",
1971
+ "wear_level": 47.2,
1972
+ "last_inspection": "2025-11-30"
1973
  },
1974
  {
1975
  "trainset_id": "TS-017",
1976
  "component": "Door_System",
1977
  "status": "EXCELLENT",
1978
+ "wear_level": 36.6,
1979
+ "last_inspection": "2025-11-22"
1980
  },
1981
  {
1982
  "trainset_id": "TS-017",
1983
  "component": "Pantograph",
1984
+ "status": "GOOD",
1985
+ "wear_level": 12.9,
1986
+ "last_inspection": "2025-11-03"
1987
  },
1988
  {
1989
  "trainset_id": "TS-017",
1990
  "component": "Bogie",
1991
  "status": "GOOD",
1992
+ "wear_level": 24.1,
1993
+ "last_inspection": "2025-11-21"
1994
  },
1995
  {
1996
  "trainset_id": "TS-017",
1997
  "component": "Coupler",
1998
  "status": "GOOD",
1999
+ "wear_level": 21.0,
2000
+ "last_inspection": "2025-11-28"
2001
  },
2002
  {
2003
  "trainset_id": "TS-017",
2004
  "component": "Battery",
2005
+ "status": "EXCELLENT",
2006
+ "wear_level": 49.4,
2007
  "last_inspection": "2025-11-21"
2008
  },
2009
  {
2010
  "trainset_id": "TS-018",
2011
  "component": "Traction_Motor",
2012
+ "status": "POOR",
2013
+ "wear_level": 93.9,
2014
+ "last_inspection": "2025-11-06"
2015
  },
2016
  {
2017
  "trainset_id": "TS-018",
2018
  "component": "Brake_System",
2019
  "status": "EXCELLENT",
2020
+ "wear_level": 26.3,
2021
+ "last_inspection": "2025-11-11"
2022
  },
2023
  {
2024
  "trainset_id": "TS-018",
2025
  "component": "HVAC",
2026
+ "status": "EXCELLENT",
2027
+ "wear_level": 36.6,
2028
+ "last_inspection": "2025-11-09"
2029
  },
2030
  {
2031
  "trainset_id": "TS-018",
2032
  "component": "Door_System",
2033
+ "status": "GOOD",
2034
+ "wear_level": 23.0,
2035
+ "last_inspection": "2025-11-14"
2036
  },
2037
  {
2038
  "trainset_id": "TS-018",
2039
  "component": "Pantograph",
2040
+ "status": "GOOD",
2041
+ "wear_level": 31.9,
2042
+ "last_inspection": "2025-11-21"
2043
  },
2044
  {
2045
  "trainset_id": "TS-018",
2046
  "component": "Bogie",
2047
+ "status": "FAIR",
2048
+ "wear_level": 83.1,
2049
+ "last_inspection": "2025-11-09"
2050
  },
2051
  {
2052
  "trainset_id": "TS-018",
2053
  "component": "Coupler",
2054
+ "status": "GOOD",
2055
+ "wear_level": 41.8,
2056
+ "last_inspection": "2025-11-30"
2057
  },
2058
  {
2059
  "trainset_id": "TS-018",
2060
  "component": "Battery",
2061
+ "status": "CRITICAL",
2062
+ "wear_level": 73.7,
2063
+ "last_inspection": "2025-11-03"
2064
  },
2065
  {
2066
  "trainset_id": "TS-019",
2067
  "component": "Traction_Motor",
2068
  "status": "GOOD",
2069
+ "wear_level": 43.5,
2070
+ "last_inspection": "2025-11-16"
2071
  },
2072
  {
2073
  "trainset_id": "TS-019",
2074
  "component": "Brake_System",
2075
+ "status": "FAIR",
2076
+ "wear_level": 66.4,
2077
+ "last_inspection": "2025-11-18"
2078
  },
2079
  {
2080
  "trainset_id": "TS-019",
2081
  "component": "HVAC",
2082
  "status": "GOOD",
2083
+ "wear_level": 27.6,
2084
+ "last_inspection": "2025-12-01"
2085
  },
2086
  {
2087
  "trainset_id": "TS-019",
2088
  "component": "Door_System",
2089
+ "status": "EXCELLENT",
2090
+ "wear_level": 36.5,
2091
+ "last_inspection": "2025-11-15"
2092
  },
2093
  {
2094
  "trainset_id": "TS-019",
2095
  "component": "Pantograph",
2096
+ "status": "FAIR",
2097
+ "wear_level": 80.0,
2098
+ "last_inspection": "2025-11-24"
2099
  },
2100
  {
2101
  "trainset_id": "TS-019",
2102
  "component": "Bogie",
2103
  "status": "EXCELLENT",
2104
+ "wear_level": 33.3,
2105
+ "last_inspection": "2025-11-26"
2106
  },
2107
  {
2108
  "trainset_id": "TS-019",
2109
  "component": "Coupler",
2110
  "status": "GOOD",
2111
+ "wear_level": 27.4,
2112
+ "last_inspection": "2025-11-23"
2113
  },
2114
  {
2115
  "trainset_id": "TS-019",
2116
  "component": "Battery",
2117
  "status": "GOOD",
2118
+ "wear_level": 25.2,
2119
+ "last_inspection": "2025-11-11"
2120
  },
2121
  {
2122
  "trainset_id": "TS-020",
2123
  "component": "Traction_Motor",
2124
  "status": "EXCELLENT",
2125
+ "wear_level": 49.9,
2126
+ "last_inspection": "2025-11-02"
2127
  },
2128
  {
2129
  "trainset_id": "TS-020",
2130
  "component": "Brake_System",
2131
+ "status": "GOOD",
2132
+ "wear_level": 12.9,
2133
+ "last_inspection": "2025-11-17"
2134
  },
2135
  {
2136
  "trainset_id": "TS-020",
2137
  "component": "HVAC",
2138
  "status": "GOOD",
2139
+ "wear_level": 49.9,
2140
+ "last_inspection": "2025-11-12"
2141
  },
2142
  {
2143
  "trainset_id": "TS-020",
2144
  "component": "Door_System",
2145
+ "status": "GOOD",
2146
+ "wear_level": 12.4,
2147
+ "last_inspection": "2025-11-02"
2148
  },
2149
  {
2150
  "trainset_id": "TS-020",
2151
  "component": "Pantograph",
2152
+ "status": "EXCELLENT",
2153
+ "wear_level": 15.9,
2154
+ "last_inspection": "2025-11-20"
2155
  },
2156
  {
2157
  "trainset_id": "TS-020",
2158
  "component": "Bogie",
2159
  "status": "GOOD",
2160
+ "wear_level": 12.5,
2161
+ "last_inspection": "2025-11-23"
2162
  },
2163
  {
2164
  "trainset_id": "TS-020",
2165
  "component": "Coupler",
2166
  "status": "EXCELLENT",
2167
+ "wear_level": 43.4,
2168
+ "last_inspection": "2025-11-23"
2169
  },
2170
  {
2171
  "trainset_id": "TS-020",
2172
  "component": "Battery",
2173
+ "status": "GOOD",
2174
+ "wear_level": 17.5,
2175
+ "last_inspection": "2025-11-08"
2176
  },
2177
  {
2178
  "trainset_id": "TS-021",
2179
  "component": "Traction_Motor",
2180
+ "status": "EXCELLENT",
2181
+ "wear_level": 16.0,
2182
+ "last_inspection": "2025-11-23"
2183
  },
2184
  {
2185
  "trainset_id": "TS-021",
2186
  "component": "Brake_System",
2187
  "status": "EXCELLENT",
2188
+ "wear_level": 33.5,
2189
+ "last_inspection": "2025-11-27"
2190
  },
2191
  {
2192
  "trainset_id": "TS-021",
2193
  "component": "HVAC",
2194
  "status": "GOOD",
2195
+ "wear_level": 20.9,
2196
+ "last_inspection": "2025-11-19"
2197
  },
2198
  {
2199
  "trainset_id": "TS-021",
2200
  "component": "Door_System",
2201
  "status": "EXCELLENT",
2202
+ "wear_level": 33.7,
2203
+ "last_inspection": "2025-11-05"
2204
  },
2205
  {
2206
  "trainset_id": "TS-021",
2207
  "component": "Pantograph",
2208
+ "status": "GOOD",
2209
+ "wear_level": 41.2,
2210
  "last_inspection": "2025-11-08"
2211
  },
2212
  {
2213
  "trainset_id": "TS-021",
2214
  "component": "Bogie",
2215
  "status": "EXCELLENT",
2216
+ "wear_level": 48.3,
2217
+ "last_inspection": "2025-11-09"
2218
  },
2219
  {
2220
  "trainset_id": "TS-021",
2221
  "component": "Coupler",
2222
+ "status": "FAIR",
2223
+ "wear_level": 66.6,
2224
+ "last_inspection": "2025-11-22"
2225
  },
2226
  {
2227
  "trainset_id": "TS-021",
2228
  "component": "Battery",
2229
  "status": "EXCELLENT",
2230
+ "wear_level": 23.6,
2231
+ "last_inspection": "2025-11-16"
2232
  },
2233
  {
2234
  "trainset_id": "TS-022",
2235
  "component": "Traction_Motor",
2236
+ "status": "EXCELLENT",
2237
+ "wear_level": 20.3,
2238
+ "last_inspection": "2025-11-13"
2239
  },
2240
  {
2241
  "trainset_id": "TS-022",
2242
  "component": "Brake_System",
2243
+ "status": "GOOD",
2244
+ "wear_level": 12.1,
2245
+ "last_inspection": "2025-12-01"
2246
  },
2247
  {
2248
  "trainset_id": "TS-022",
2249
  "component": "HVAC",
2250
+ "status": "GOOD",
2251
+ "wear_level": 18.9,
2252
+ "last_inspection": "2025-11-23"
2253
  },
2254
  {
2255
  "trainset_id": "TS-022",
2256
  "component": "Door_System",
2257
+ "status": "GOOD",
2258
+ "wear_level": 32.9,
2259
+ "last_inspection": "2025-11-22"
2260
  },
2261
  {
2262
  "trainset_id": "TS-022",
2263
  "component": "Pantograph",
2264
+ "status": "EXCELLENT",
2265
+ "wear_level": 44.3,
2266
+ "last_inspection": "2025-11-27"
2267
  },
2268
  {
2269
  "trainset_id": "TS-022",
2270
  "component": "Bogie",
2271
  "status": "GOOD",
2272
+ "wear_level": 49.3,
2273
+ "last_inspection": "2025-11-05"
2274
  },
2275
  {
2276
  "trainset_id": "TS-022",
2277
  "component": "Coupler",
2278
  "status": "POOR",
2279
+ "wear_level": 80.1,
2280
+ "last_inspection": "2025-11-17"
2281
  },
2282
  {
2283
  "trainset_id": "TS-022",
2284
  "component": "Battery",
2285
  "status": "GOOD",
2286
+ "wear_level": 43.4,
2287
+ "last_inspection": "2025-11-23"
2288
  },
2289
  {
2290
  "trainset_id": "TS-023",
2291
  "component": "Traction_Motor",
2292
+ "status": "GOOD",
2293
+ "wear_level": 24.1,
2294
+ "last_inspection": "2025-11-11"
2295
  },
2296
  {
2297
  "trainset_id": "TS-023",
2298
  "component": "Brake_System",
2299
  "status": "GOOD",
2300
+ "wear_level": 40.7,
2301
+ "last_inspection": "2025-11-14"
2302
  },
2303
  {
2304
  "trainset_id": "TS-023",
2305
  "component": "HVAC",
2306
+ "status": "GOOD",
2307
+ "wear_level": 27.4,
2308
+ "last_inspection": "2025-11-30"
2309
  },
2310
  {
2311
  "trainset_id": "TS-023",
2312
  "component": "Door_System",
2313
+ "status": "GOOD",
2314
+ "wear_level": 24.3,
2315
+ "last_inspection": "2025-11-30"
2316
  },
2317
  {
2318
  "trainset_id": "TS-023",
2319
  "component": "Pantograph",
2320
  "status": "EXCELLENT",
2321
+ "wear_level": 36.0,
2322
+ "last_inspection": "2025-11-07"
2323
  },
2324
  {
2325
  "trainset_id": "TS-023",
2326
  "component": "Bogie",
2327
+ "status": "GOOD",
2328
+ "wear_level": 20.6,
2329
+ "last_inspection": "2025-11-08"
2330
  },
2331
  {
2332
  "trainset_id": "TS-023",
2333
  "component": "Coupler",
2334
+ "status": "POOR",
2335
+ "wear_level": 79.9,
2336
+ "last_inspection": "2025-11-13"
2337
  },
2338
  {
2339
  "trainset_id": "TS-023",
2340
  "component": "Battery",
2341
+ "status": "POOR",
2342
+ "wear_level": 67.4,
2343
+ "last_inspection": "2025-11-30"
2344
  },
2345
  {
2346
  "trainset_id": "TS-024",
2347
  "component": "Traction_Motor",
2348
+ "status": "EXCELLENT",
2349
+ "wear_level": 32.5,
2350
+ "last_inspection": "2025-11-30"
2351
  },
2352
  {
2353
  "trainset_id": "TS-024",
2354
  "component": "Brake_System",
2355
  "status": "GOOD",
2356
+ "wear_level": 49.9,
2357
+ "last_inspection": "2025-11-25"
2358
  },
2359
  {
2360
  "trainset_id": "TS-024",
2361
  "component": "HVAC",
2362
+ "status": "GOOD",
2363
+ "wear_level": 38.3,
2364
+ "last_inspection": "2025-11-09"
2365
  },
2366
  {
2367
  "trainset_id": "TS-024",
2368
  "component": "Door_System",
2369
  "status": "EXCELLENT",
2370
+ "wear_level": 33.7,
2371
+ "last_inspection": "2025-11-07"
2372
  },
2373
  {
2374
  "trainset_id": "TS-024",
2375
  "component": "Pantograph",
2376
  "status": "GOOD",
2377
+ "wear_level": 45.3,
2378
+ "last_inspection": "2025-11-16"
2379
  },
2380
  {
2381
  "trainset_id": "TS-024",
2382
  "component": "Bogie",
2383
+ "status": "FAIR",
2384
+ "wear_level": 79.4,
2385
+ "last_inspection": "2025-11-17"
2386
  },
2387
  {
2388
  "trainset_id": "TS-024",
2389
  "component": "Coupler",
2390
  "status": "GOOD",
2391
+ "wear_level": 40.2,
2392
+ "last_inspection": "2025-11-22"
2393
  },
2394
  {
2395
  "trainset_id": "TS-024",
2396
  "component": "Battery",
2397
+ "status": "EXCELLENT",
2398
+ "wear_level": 34.2,
2399
+ "last_inspection": "2025-11-19"
2400
  },
2401
  {
2402
  "trainset_id": "TS-025",
2403
  "component": "Traction_Motor",
2404
+ "status": "GOOD",
2405
+ "wear_level": 16.2,
2406
+ "last_inspection": "2025-11-28"
2407
  },
2408
  {
2409
  "trainset_id": "TS-025",
2410
  "component": "Brake_System",
2411
  "status": "GOOD",
2412
+ "wear_level": 32.9,
2413
+ "last_inspection": "2025-11-19"
2414
  },
2415
  {
2416
  "trainset_id": "TS-025",
2417
  "component": "HVAC",
2418
+ "status": "GOOD",
2419
+ "wear_level": 41.8,
2420
+ "last_inspection": "2025-11-09"
2421
  },
2422
  {
2423
  "trainset_id": "TS-025",
2424
  "component": "Door_System",
2425
+ "status": "GOOD",
2426
+ "wear_level": 15.7,
2427
+ "last_inspection": "2025-11-28"
2428
  },
2429
  {
2430
  "trainset_id": "TS-025",
2431
  "component": "Pantograph",
2432
  "status": "EXCELLENT",
2433
+ "wear_level": 14.0,
2434
+ "last_inspection": "2025-12-01"
2435
  },
2436
  {
2437
  "trainset_id": "TS-025",
2438
  "component": "Bogie",
2439
+ "status": "FAIR",
2440
+ "wear_level": 86.5,
2441
+ "last_inspection": "2025-11-10"
2442
  },
2443
  {
2444
  "trainset_id": "TS-025",
2445
  "component": "Coupler",
2446
+ "status": "GOOD",
2447
+ "wear_level": 21.5,
2448
+ "last_inspection": "2025-11-08"
2449
  },
2450
  {
2451
  "trainset_id": "TS-025",
2452
  "component": "Battery",
2453
  "status": "GOOD",
2454
+ "wear_level": 38.4,
2455
+ "last_inspection": "2025-11-07"
2456
  }
2457
  ],
2458
+ "date": "2025-12-02",
2459
  "method": "ga",
2460
  "config": {
2461
  "required_service_trains": 15,
test_output/local_gen_25_output_20251129_001015.json DELETED
@@ -1,1432 +0,0 @@
1
- {
2
- "schedule_id": "SCH-20251129-360",
3
- "generated_at": "2025-11-29T00:10:19.725899",
4
- "valid_from": "2025-11-29T05:00:00+05:30",
5
- "valid_until": "2025-11-29T23:00:00+05:30",
6
- "depot": "Muttom_Depot",
7
- "trainsets": [
8
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- "method": "ga",
1413
- "mileage_variance_coefficient": 0.134,
1414
- "total_planned_km": 13974.0,
1415
- "optimization_runtime_ms": 3952
1416
- },
1417
- "alerts": [
1418
- {
1419
- "trainset_id": "TS-006",
1420
- "severity": "MEDIUM",
1421
- "alert_type": "COMPONENT_WARNING",
1422
- "message": "Battery requires attention (wear: 84.0%)"
1423
- },
1424
- {
1425
- "trainset_id": "TS-007",
1426
- "severity": "HIGH",
1427
- "alert_type": "COMPONENT_CRITICAL",
1428
- "message": "Brake_System in critical condition (wear: 62.2%)"
1429
- },
1430
- {
1431
- "trainset_id": "TS-008",
1432
- "severity": "HIGH",
1433
- "alert_type": "COMPONENT_CRITICAL",
1434
- "message": "Bogie in critical condition (wear: 86.7%)"
1435
- },
1436
- {
1437
- "trainset_id": "TS-009",
1438
- "severity": "MEDIUM",
1439
- "alert_type": "COMPONENT_WARNING",
1440
- "message": "Coupler requires attention (wear: 81.1%)"
1441
- },
1442
- {
1443
- "trainset_id": "TS-010",
1444
- "severity": "MEDIUM",
1445
- "alert_type": "CERTIFICATE_EXPIRING",
1446
- "message": "ROLLING_STOCK certificate expiring soon"
1447
- },
1448
- {
1449
- "trainset_id": "TS-014",
1450
- "severity": "MEDIUM",
1451
- "alert_type": "CERTIFICATE_EXPIRING",
1452
- "message": "MECHANICAL certificate expiring soon"
1453
- },
1454
- {
1455
- "trainset_id": "TS-017",
1456
- "severity": "HIGH",
1457
- "alert_type": "COMPONENT_CRITICAL",
1458
- "message": "Bogie in critical condition (wear: 77.5%)"
1459
- },
1460
- {
1461
- "trainset_id": "TS-020",
1462
- "severity": "HIGH",
1463
- "alert_type": "COMPONENT_CRITICAL",
1464
- "message": "Battery in critical condition (wear: 89.1%)"
1465
- },
1466
- {
1467
- "trainset_id": "TS-021",
1468
- "severity": "MEDIUM",
1469
- "alert_type": "COMPONENT_WARNING",
1470
- "message": "HVAC requires attention (wear: 89.6%)"
1471
- },
1472
- {
1473
- "trainset_id": "TS-021",
1474
- "severity": "HIGH",
1475
- "alert_type": "COMPONENT_CRITICAL",
1476
- "message": "Bogie in critical condition (wear: 67.7%)"
1477
- },
1478
- {
1479
- "trainset_id": "TS-018",
1480
- "severity": "HIGH",
1481
- "alert_type": "CERTIFICATE_EXPIRED",
1482
- "message": "ROLLING_STOCK certificate expired"
1483
- },
1484
- {
1485
- "trainset_id": "TS-018",
1486
- "severity": "HIGH",
1487
- "alert_type": "COMPONENT_CRITICAL",
1488
- "message": "Bogie in critical condition (wear: 85.3%)"
1489
- },
1490
- {
1491
- "trainset_id": "TS-019",
1492
- "severity": "MEDIUM",
1493
- "alert_type": "COMPONENT_WARNING",
1494
- "message": "Coupler requires attention (wear: 91.9%)"
1495
- },
1496
- {
1497
- "trainset_id": "TS-022",
1498
- "severity": "MEDIUM",
1499
- "alert_type": "COMPONENT_WARNING",
1500
- "message": "Battery requires attention (wear: 92.0%)"
1501
- },
1502
- {
1503
- "trainset_id": "TS-025",
1504
- "severity": "HIGH",
1505
- "alert_type": "COMPONENT_CRITICAL",
1506
- "message": "Door_System in critical condition (wear: 83.8%)"
1507
- },
1508
- {
1509
- "trainset_id": "TS-025",
1510
- "severity": "HIGH",
1511
- "alert_type": "COMPONENT_CRITICAL",
1512
- "message": "Pantograph in critical condition (wear: 71.4%)"
1513
- },
1514
- {
1515
- "trainset_id": "TS-025",
1516
- "severity": "MEDIUM",
1517
- "alert_type": "COMPONENT_WARNING",
1518
- "message": "Bogie requires attention (wear: 94.8%)"
1519
- },
1520
- {
1521
- "trainset_id": "TS-002",
1522
- "severity": "MEDIUM",
1523
- "alert_type": "CERTIFICATE_EXPIRING",
1524
- "message": "OPERATIONS certificate expiring soon"
1525
- },
1526
- {
1527
- "trainset_id": "TS-002",
1528
- "severity": "MEDIUM",
1529
- "alert_type": "COMPONENT_WARNING",
1530
- "message": "Coupler requires attention (wear: 90.7%)"
1531
- },
1532
- {
1533
- "trainset_id": "TS-004",
1534
- "severity": "HIGH",
1535
- "alert_type": "CERTIFICATE_EXPIRED",
1536
- "message": "SAFETY certificate expired"
1537
- },
1538
- {
1539
- "trainset_id": "TS-004",
1540
- "severity": "HIGH",
1541
- "alert_type": "COMPONENT_CRITICAL",
1542
- "message": "HVAC in critical condition (wear: 90.2%)"
1543
- },
1544
- {
1545
- "trainset_id": "TS-012",
1546
- "severity": "HIGH",
1547
- "alert_type": "CERTIFICATE_EXPIRED",
1548
- "message": "ROLLING_STOCK certificate expired"
1549
- },
1550
- {
1551
- "trainset_id": "TS-012",
1552
- "severity": "MEDIUM",
1553
- "alert_type": "CERTIFICATE_EXPIRING",
1554
- "message": "SAFETY certificate expiring soon"
1555
- },
1556
- {
1557
- "trainset_id": "TS-024",
1558
- "severity": "MEDIUM",
1559
- "alert_type": "CERTIFICATE_EXPIRING",
1560
- "message": "MECHANICAL certificate expiring soon"
1561
- },
1562
- {
1563
- "trainset_id": "TS-024",
1564
- "severity": "MEDIUM",
1565
- "alert_type": "COMPONENT_WARNING",
1566
- "message": "Door_System requires attention (wear: 91.7%)"
1567
- },
1568
- {
1569
- "trainset_id": "TS-028",
1570
- "severity": "HIGH",
1571
- "alert_type": "CERTIFICATE_EXPIRED",
1572
- "message": "OPERATIONS certificate expired"
1573
- },
1574
- {
1575
- "trainset_id": "TS-028",
1576
- "severity": "MEDIUM",
1577
- "alert_type": "COMPONENT_WARNING",
1578
- "message": "Battery requires attention (wear: 90.2%)"
1579
- }
1580
- ]
1581
- }
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
test_output/local_gen_30_output_20251202_143910.json ADDED
The diff for this file is too large to render. See raw diff