fix: materialize stationary yutong daily mileage

This commit is contained in:
lingniu
2026-07-19 13:23:33 +08:00
parent dffe559160
commit 4da26ad3ba
7 changed files with 292 additions and 9 deletions

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@@ -339,7 +339,7 @@ export MYSQL_DSN="$(sed -n 's/^MYSQL_DSN=//p' /opt/lingniu-go-native/env/base.en
| `vehicle_stat_samples_total{status="skipped_missing_fields"}` | 任意持续增长,或单 topic 可行动跳过数 / `vehicle_stat_writes_total{status="ok"}` 超过 `capacity-check -stat-sample-max-actionable-skip-ratio` | fields topic 收到了 envelope 但没有扁平化 `fields`。优先查 gateway `BuildFieldsEnvelope`、NATS/Kafka bridge topic 映射,以及是否误把 RAW envelope 写进 fields topic。 |
| `vehicle_stat_samples_total{status="skipped_missing_vin"}` / `skipped_missing_mileage` / `skipped_non_positive_mileage` / `skipped_missing_source` | 单 topic 可行动跳过数 / `vehicle_stat_writes_total{status="ok"}` 超过 `capacity-check -stat-sample-max-actionable-skip-ratio` | fields topic 有消费但大量样本无法进入每日里程。按协议和跳过原因分别检查 VIN 映射、总里程字段映射、里程单位/异常值、`vehicle_data_source` 关联。 |
| `vehicle_stat_samples_total{status="event_time_future_adjusted"}` | 连续增长或集中在某协议/source | 设备事件时间比接收时间未来超过 10 分钟统计已回退到接收时间。优先检查上游平台或终端时钟RAW 帧仍保留设备原始时间,业务 location、Redis 当前态和每日里程使用归一后的时间。 |
| `vehicle_stat_samples_total{status="written"}` | stat-writer `ok` 增长但 `written` 不增长 | fields topic 有消费但没有有效里程样本入库,按 `skipped_missing_vin``skipped_missing_mileage``skipped_non_positive_mileage``skipped_missing_source``skipped_same_mileage` 定位原因;如果主要是 `skipped_same_mileage`,通常表示上游总里程未变化,不等同故障。 |
| `vehicle_stat_samples_total{status="written"}` / `recovered_stationary` | stat-writer `ok` 增长但 `written` 不增长 | fields topic 有消费但没有有效里程样本入库,按 `skipped_missing_vin``skipped_missing_mileage``skipped_non_positive_mileage``skipped_missing_source``skipped_same_mileage` 定位原因;如果主要是 `skipped_same_mileage`,通常表示上游总里程未变化,不等同故障。`recovered_stationary` 表示宇通明确静止帧已用同来源历史仪表值生成 `0 km`,应与 `skipped_missing_mileage` 联合观察。 |
| `vehicle_stat_sources_total{status="written"}` / `skipped_throttled` | `vehicle_stat_samples_total{status="found"}` 增长但 source tracking 无增长 | 来源管理链路没有维护 `vehicle_data_source`。优先查 source endpoint 是否为空、`vehicle_data_source` 表结构、MySQL 写入错误和 `STATS_SOURCE_TOUCH_INTERVAL_SECONDS`。 |
| `vehicle_stat_sources_total{status="skipped_missing_endpoint"}` | 单 topic 缺 endpoint / found 超过 `capacity-check -stat-source-max-missing-ratio` | fields envelope 缺 `source_endpoint`,无法区分平台来源和维护 source。优先查 Gateway 是否填充 TCP remote/MQTT endpoint以及 NATS/Kafka bridge 是否保留 envelope 字段。 |
| `vehicle_stat_projections_total{status="written"}` / `skipped_throttled` | source 候选持续写入但最终日里程更新频率低 | `vehicle_daily_mileage_source` 是每样本候选事实层,`vehicle_daily_mileage` 是最终投影层。`skipped_throttled` 增长通常表示受 `STATS_PROJECT_INTERVAL_SECONDS` 节流,不代表样本丢失;如需强一致核验可临时设投影间隔为 `0`。 |
@@ -506,6 +506,8 @@ BACKFILL_DATE_TO=2026-07-12 \
/opt/lingniu-go-native/current/stats-backfill
```
宇通协议会把定位、车况和仪表里程拆成不同的稀疏帧。当天只有明确 `meter_speed=0` 的定位帧、但没有新的仪表总里程帧时stat-writer 会用同一来源最近的历史总里程生成一条显式 `0 km` 记录,`quality_reason=stationary_carry_forward`;后续收到真实总里程后仍会正常覆盖增长。`vehicle_stat_samples_total{status="recovered_stationary"}` 用于观察该恢复路径。历史补录只能在轨迹核验确认为 `0 km` 后,临时为单次 `stats-backfill` 增加 `BACKFILL_STATIONARY_CARRY_FORWARD=true`;该开关默认关闭,禁止写入 timer避免仅凭最新静止状态推断整日未行驶。
生产定时补算使用 systemd timer默认每天 01:30 补算昨天往前 3 天,覆盖上游晚到或断传后恢复的总里程字段:
```bash

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@@ -687,6 +687,7 @@ func recordStatSampleMetrics(registry *metrics.Registry, message kafka.Message,
addStatSampleMetric(registry, message, protocol, "skipped_missing_fields", result.SamplesSkippedMissingFields)
addStatSampleMetric(registry, message, protocol, "skipped_missing_vin", result.SamplesSkippedMissingVIN)
addStatSampleMetric(registry, message, protocol, "skipped_missing_mileage", result.SamplesSkippedMissingMileage)
addStatSampleMetric(registry, message, protocol, "recovered_stationary", result.SamplesRecoveredStationary)
addStatSampleMetric(registry, message, protocol, "skipped_non_mileage_frame", result.SamplesSkippedNonMileageFrame)
addStatSampleMetric(registry, message, protocol, "skipped_non_positive_mileage", result.SamplesSkippedNonPositiveMileage)
addStatSampleMetric(registry, message, protocol, "skipped_missing_time", result.SamplesSkippedMissingTime)

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@@ -35,6 +35,7 @@ type config struct {
Reset bool
Debug bool
EventTimeFullScan bool
StationaryCarry bool
ProgressEvery int64
BaselineLookback int
Location *time.Location
@@ -453,7 +454,8 @@ func addRealtimeLocationFallbackAggregates(ctx context.Context, mysqlDB *sql.DB,
return added, err
}
for vin, currentSources := range current {
for _, currentRow := range currentSources {
for i := range currentSources {
currentRow := currentSources[i]
key := vin + "|" + date + "|" + string(protocol) + "|" + currentRow.SourceKey
if _, exists := aggregates[key]; exists {
continue
@@ -462,8 +464,22 @@ func addRealtimeLocationFallbackAggregates(ctx context.Context, mysqlDB *sql.DB,
if err != nil {
return added, err
}
if cfg.StationaryCarry && !hasPrevious {
continue
}
if cfg.StationaryCarry {
// A sparse Yutong location frame can retain an older
// realtime odometer than the durable daily baseline.
// Stationary carry-forward represents an explicit zero
// day, so both ends must use the latest trusted baseline.
currentRow.FirstTotalKM = previousRow.TotalKM
currentRow.TotalKM = previousRow.TotalKM
currentSources[i] = currentRow
}
agg := aggregateFromDailySource(date, protocol, currentRow, previousRow, hasPrevious)
if hasPrevious {
if cfg.StationaryCarry {
agg.QualityReason = stats.QualityReasonStationaryCarry
} else if hasPrevious {
agg.QualityReason = "realtime_location_fallback_historical_baseline"
} else {
agg.QualityReason = "realtime_location_fallback_current_day_first_baseline"
@@ -716,15 +732,28 @@ func queryRealtimeLocationLastRows(ctx context.Context, db *sql.DB, cfg config,
if loc == nil {
loc = time.FixedZone("Asia/Shanghai", 8*3600)
}
sqlText := `SELECT l.vin, COALESCE(NULLIF(s.peer, ''), ''), l.total_mileage_event_time, l.total_mileage_km
eventTimeColumn := "l.total_mileage_event_time"
timePredicate := `l.total_mileage_event_time >= ?
AND l.total_mileage_event_time < DATE_ADD(?, INTERVAL 1 DAY)`
if cfg.StationaryCarry {
eventTimeColumn = "l.event_time"
timePredicate = `l.event_time >= ?
AND l.event_time < DATE_ADD(?, INTERVAL 1 DAY)
AND l.total_mileage_event_time < ?
AND COALESCE(l.speed_kmh, 0) = 0`
}
sqlText := `SELECT l.vin, COALESCE(NULLIF(s.peer, ''), ''), ` + eventTimeColumn + `, l.total_mileage_km
FROM vehicle_realtime_location l
LEFT JOIN vehicle_realtime_snapshot s ON s.protocol = l.protocol AND s.vin = l.vin
WHERE l.protocol = ?
AND l.vin IS NOT NULL AND l.vin <> ''
AND l.total_mileage_km IS NOT NULL AND l.total_mileage_km > 0
AND l.total_mileage_event_time >= ?
AND l.total_mileage_event_time < DATE_ADD(?, INTERVAL 1 DAY)`
rows, err := db.QueryContext(ctx, sqlText, string(protocol), date, date)
AND ` + timePredicate
args := []any{string(protocol), date, date}
if cfg.StationaryCarry {
args = append(args, date)
}
rows, err := db.QueryContext(ctx, sqlText, args...)
if err != nil {
return nil, err
}
@@ -979,6 +1008,7 @@ func loadConfig() (config, error) {
Reset: envBool("BACKFILL_RESET", false),
Debug: envBool("BACKFILL_DEBUG", false),
EventTimeFullScan: envBool("BACKFILL_EVENT_TIME_FULL_SCAN", false),
StationaryCarry: envBool("BACKFILL_STATIONARY_CARRY_FORWARD", false),
ProgressEvery: int64(envInt("BACKFILL_PROGRESS_EVERY", 100000)),
BaselineLookback: envInt("BACKFILL_BASELINE_LOOKBACK_DAYS", 7),
Location: loc,

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@@ -323,6 +323,95 @@ func TestQueryRealtimeLocationLastRowsBuildsYutongSourceFromPeer(t *testing.T) {
}
}
func TestQueryRealtimeLocationLastRowsCanCarryStationaryYutongMileage(t *testing.T) {
db, mock, err := sqlmock.New()
if err != nil {
t.Fatalf("sqlmock.New() error = %v", err)
}
defer db.Close()
loc := time.FixedZone("Asia/Shanghai", 8*3600)
currentEventTime := time.Date(2026, 7, 19, 6, 5, 42, 0, loc)
mock.ExpectQuery("(?s)SELECT.*l\\.event_time.*l\\.total_mileage_event_time < \\?.*COALESCE\\(l\\.speed_kmh, 0\\) = 0").
WithArgs("YUTONG_MQTT", "2026-07-19", "2026-07-19", "2026-07-19").
WillReturnRows(sqlmock.NewRows([]string{"vin", "peer", "event_time", "total_mileage_km"}).
AddRow("LMRKH9AC9R1004099", "mqtt://yutong/ytforward/shln/2", currentEventTime, 24245.0))
rows, err := queryRealtimeLocationLastRows(context.Background(), db, config{
Location: loc,
StationaryCarry: true,
}, envelope.ProtocolYutongMQTT, "2026-07-19")
if err != nil {
t.Fatalf("queryRealtimeLocationLastRows() error = %v", err)
}
sourceRows := rows["LMRKH9AC9R1004099"]
if len(sourceRows) != 1 {
t.Fatalf("rows = %d, want 1", len(sourceRows))
}
if !sourceRows[0].TS.Equal(currentEventTime) || sourceRows[0].TotalKM != 24245 {
t.Fatalf("stationary carry row = %#v", sourceRows[0])
}
if err := mock.ExpectationsWereMet(); err != nil {
t.Fatalf("sql expectations: %v", err)
}
}
func TestAddRealtimeLocationFallbackStationaryCarryUsesTrustedHistoricalBaseline(t *testing.T) {
mysqlDB, mysqlMock, err := sqlmock.New()
if err != nil {
t.Fatalf("mysql sqlmock.New() error = %v", err)
}
defer mysqlDB.Close()
tdDB, tdMock, err := sqlmock.New()
if err != nil {
t.Fatalf("td sqlmock.New() error = %v", err)
}
defer tdDB.Close()
loc := time.FixedZone("Asia/Shanghai", 8*3600)
vin := "LMRKH9AC5R1004133"
currentTS := time.Date(2026, 7, 19, 10, 20, 20, 0, loc)
previousTS := time.Date(2026, 7, 17, 8, 49, 55, 0, loc)
sourceKey := stats.SourceKeyForSource(envelope.ProtocolYutongMQTT, "", vin, "mqtt", "PLATFORM", "yutong")
mysqlMock.ExpectQuery("(?s)FROM vehicle_realtime_location l.*l\\.event_time.*l\\.total_mileage_event_time < \\?").
WithArgs("YUTONG_MQTT", "2026-07-19", "2026-07-19", "2026-07-19").
WillReturnRows(sqlmock.NewRows([]string{"vin", "peer", "event_time", "total_mileage_km"}).
AddRow(vin, "mqtt://yutong/ytforward/shln/4", currentTS, 55451.0))
mysqlMock.ExpectQuery("(?s)SELECT latest_total_mileage_km, latest_event_time.*FROM vehicle_daily_mileage_source").
WithArgs(vin, "2026-07-19", "YUTONG_MQTT", sourceKey).
WillReturnRows(sqlmock.NewRows([]string{"latest_total_mileage_km", "latest_event_time"}).AddRow(55466.0, previousTS))
aggregates := map[string]*metricAgg{}
added, err := addRealtimeLocationFallbackAggregates(context.Background(), mysqlDB, tdDB, config{
TDengineDatabase: "lingniu_vehicle_ts",
DateFrom: "2026-07-19",
DateTo: "2026-07-19",
Protocols: []envelope.Protocol{envelope.ProtocolYutongMQTT},
Location: loc,
StationaryCarry: true,
}, aggregates)
if err != nil {
t.Fatalf("addRealtimeLocationFallbackAggregates() error = %v", err)
}
if added != 1 || len(aggregates) != 1 {
t.Fatalf("added=%d aggregates=%d", added, len(aggregates))
}
for _, agg := range aggregates {
if agg.FirstKM != 55466 || agg.LatestKM != 55466 {
t.Fatalf("stationary km range = %v -> %v", agg.FirstKM, agg.LatestKM)
}
if agg.QualityStatus != stats.QualityOK || agg.QualityReason != stats.QualityReasonStationaryCarry {
t.Fatalf("quality = %s/%s", agg.QualityStatus, agg.QualityReason)
}
}
if err := mysqlMock.ExpectationsWereMet(); err != nil {
t.Fatalf("mysql sql expectations: %v", err)
}
if err := tdMock.ExpectationsWereMet(); err != nil {
t.Fatalf("td sql expectations: %v", err)
}
}
func TestAddRealtimeLocationFallbackAggregatesUsesHistoricalBaseline(t *testing.T) {
mysqlDB, mysqlMock, err := sqlmock.New()
if err != nil {

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@@ -69,6 +69,7 @@ type AppendResult struct {
SamplesSkippedMissingFields int
SamplesSkippedMissingVIN int
SamplesSkippedMissingMileage int
SamplesRecoveredStationary int
SamplesSkippedNonMileageFrame int
SamplesSkippedNonPositiveMileage int
SamplesSkippedMissingTime int
@@ -282,6 +283,19 @@ func (w *Writer) AppendWithResult(ctx context.Context, env envelope.FrameEnvelop
if err != nil {
return result, err
}
var stationaryCandidate *SourceMileageSample
if len(samples) == 0 && hasSource && result.SamplesSkippedMissingMileage > 0 {
sample, candidate, recovered, recoverErr := w.stationaryCarryForward(ctx, env, identity)
if recoverErr != nil {
return result, recoverErr
}
if recovered {
samples = []MetricSample{sample}
stationaryCandidate = &candidate
result.SamplesFound++
result.SamplesRecoveredStationary++
}
}
for _, sample := range samples {
if !hasSource {
result.SamplesSkippedMissingSource++
@@ -293,9 +307,13 @@ func (w *Writer) AppendWithResult(ctx context.Context, env envelope.FrameEnvelop
continue
}
candidate := SourceMileageSampleFromMetric(sample, identity)
if stationaryCandidate != nil {
candidate = *stationaryCandidate
} else {
if err := w.applyRealtimeBaseline(ctx, &candidate); err != nil {
return result, err
}
}
projectDaily := w.shouldProjectDailyMileage(sample)
if projectDaily {
result.ProjectionsAttempted++
@@ -316,6 +334,47 @@ func (w *Writer) AppendWithResult(ctx context.Context, env envelope.FrameEnvelop
return result, nil
}
func (w *Writer) stationaryCarryForward(ctx context.Context, env envelope.FrameEnvelope, identity SourceIdentity) (MetricSample, SourceMileageSample, bool, error) {
if env.Protocol != envelope.ProtocolYutongMQTT || strings.TrimSpace(env.VIN) == "" {
return MetricSample{}, SourceMileageSample{}, false, nil
}
location, ok := telemetry.LocationProjectionForProtocol(env.Protocol, env.Fields)
if !ok || location.SpeedKMH == nil || *location.SpeedKMH != 0 {
return MetricSample{}, SourceMileageSample{}, false, nil
}
eventMS, _, ok := envelope.NormalizedEventTimeMSWithReason(env)
if !ok {
return MetricSample{}, SourceMileageSample{}, false, nil
}
eventTime := time.UnixMilli(eventMS).In(w.loc)
sample := MetricSample{
VIN: strings.TrimSpace(env.VIN),
Protocol: env.Protocol,
StatDate: eventTime.Format("2006-01-02"),
EventTime: eventTime,
SourceKey: SourceKeyForSource(env.Protocol, env.Phone, env.DeviceID, identity.SourceIP, identity.SourceKind, identity.SourceCode),
Phone: strings.TrimSpace(env.Phone),
DeviceID: strings.TrimSpace(env.DeviceID),
SourceEndpoint: strings.TrimSpace(env.SourceEndpoint),
PlatformName: strings.TrimSpace(env.PlatformName),
}
candidate := SourceMileageSampleFromMetric(sample, identity)
baseline, found, err := w.previousBaseline(ctx, candidate)
if err != nil || !found || baseline.LatestTotalKM <= 0 || baseline.LatestEventTime.IsZero() {
return MetricSample{}, SourceMileageSample{}, false, err
}
sample.TotalMileageKM = baseline.LatestTotalKM
candidate = SourceMileageSampleFromMetric(sample, identity)
candidate.FirstTotalKM = baseline.LatestTotalKM
candidate.LatestTotalKM = baseline.LatestTotalKM
candidate.DailyKM = 0
candidate.FirstEventTime = baseline.LatestEventTime
candidate.LatestEventTime = eventTime
candidate.QualityStatus = QualityOK
candidate.QualityReason = QualityReasonStationaryCarry
return sample, candidate, true, nil
}
func (w *Writer) writeMileageSample(ctx context.Context, sample MetricSample, candidate SourceMileageSample, projectDaily bool) error {
if projectDaily {
if beginner, ok := w.exec.(txBeginner); ok {

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@@ -1838,6 +1838,107 @@ func TestWriterSkipsConsecutiveDuplicateMileageSamples(t *testing.T) {
}
}
func TestWriterCarriesPreviousYutongMileageIntoStationaryDay(t *testing.T) {
exec := &recordingExec{}
loc := time.FixedZone("Asia/Shanghai", 8*3600)
writer := NewWriter(exec, loc)
eventTime := time.Date(2026, 7, 19, 6, 5, 42, 0, loc)
previousTime := time.Date(2026, 7, 18, 16, 48, 10, 0, loc)
vin := "LMRKH9AC9R1004099"
sourceKey := "YUTONG_MQTT:" + vin + "@PLATFORM:yutong"
sample := MetricSample{
VIN: vin,
Protocol: envelope.ProtocolYutongMQTT,
StatDate: "2026-07-19",
SourceKey: sourceKey,
}
writer.baselineCache[mileageCacheKey(sample)] = sourceBaselineCacheEntry{
baseline: sourceBaseline{
LatestTotalKM: 24245,
LatestEventTime: previousTime,
QualityReason: QualityReasonHistorical,
},
found: true,
cachedAt: time.Now(),
}
event := managedTestSource(envelope.FrameEnvelope{
Protocol: envelope.ProtocolYutongMQTT,
VIN: vin,
DeviceID: vin,
SourceEndpoint: "mqtt://yutong/ytforward/shln/2",
SourceCode: "yutong",
PlatformName: "宇通",
EventTimeMS: eventTime.UnixMilli(),
ReceivedAtMS: eventTime.UnixMilli(),
Fields: map[string]any{
"yutong_mqtt.data.latitude": "30.645438",
"yutong_mqtt.data.longitude": "114.435672",
"yutong_mqtt.data.meter_speed": "0",
},
})
result, err := writer.AppendWithResult(context.Background(), event)
if err != nil {
t.Fatalf("AppendWithResult() error = %v", err)
}
if result.SamplesRecoveredStationary != 1 || result.SamplesWritten != 1 || result.ProjectionsWritten != 1 {
t.Fatalf("stationary carry result = %+v", result)
}
if result.SamplesSkippedMissingMileage != 1 {
t.Fatalf("source-data evidence must retain the missing-mileage counter: %+v", result)
}
if len(exec.calls) != 7 {
t.Fatalf("exec calls = %d, want source touch plus six mileage writes", len(exec.calls))
}
sourceWrite := exec.calls[1]
if !strings.Contains(sourceWrite.query, "INSERT INTO vehicle_daily_mileage_source") {
t.Fatalf("source mileage write missing: %s", sourceWrite.query)
}
if got := sourceWrite.args[9]; got != float64(24245) {
t.Fatalf("first total mileage = %#v, want carried 24245", got)
}
if got := sourceWrite.args[10]; got != float64(24245) {
t.Fatalf("latest total mileage = %#v, want carried 24245", got)
}
if got := sourceWrite.args[11]; got != float64(0) {
t.Fatalf("daily mileage = %#v, want explicit zero", got)
}
if got := sourceWrite.args[16]; got != QualityReasonStationaryCarry {
t.Fatalf("quality reason = %#v, want %q", got, QualityReasonStationaryCarry)
}
}
func TestWriterDoesNotCarryMileageForMovingYutongFrame(t *testing.T) {
exec := &recordingExec{}
loc := time.FixedZone("Asia/Shanghai", 8*3600)
writer := NewWriter(exec, loc)
eventTime := time.Date(2026, 7, 19, 8, 0, 0, 0, loc)
event := managedTestSource(envelope.FrameEnvelope{
Protocol: envelope.ProtocolYutongMQTT,
VIN: "LMRKH9AC9R1004099",
DeviceID: "LMRKH9AC9R1004099",
SourceEndpoint: "mqtt://yutong/ytforward/shln/2",
SourceCode: "yutong",
EventTimeMS: eventTime.UnixMilli(),
Fields: map[string]any{
"yutong_mqtt.data.latitude": "30.645438",
"yutong_mqtt.data.longitude": "114.435672",
"yutong_mqtt.data.meter_speed": "12",
},
})
result, err := writer.AppendWithResult(context.Background(), event)
if err != nil {
t.Fatalf("AppendWithResult() error = %v", err)
}
if result.SamplesRecoveredStationary != 0 || result.SamplesWritten != 0 || result.SamplesSkippedMissingMileage != 1 {
t.Fatalf("moving frame must remain missing-mileage evidence: %+v", result)
}
if len(exec.calls) != 1 || !strings.Contains(exec.calls[0].query, "INSERT INTO vehicle_data_source") {
t.Fatalf("moving frame writes = %+v, want source touch only", exec.calls)
}
}
func TestWriterAppendWithResultReportsDuplicateMileage(t *testing.T) {
exec := &recordingExec{}
writer := NewWriter(exec, time.FixedZone("Asia/Shanghai", 8*3600))

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@@ -15,6 +15,7 @@ const (
QualityInvalidDelta = "INVALID_DELTA"
QualityReasonHistorical = "historical_source_baseline"
QualityReasonCurrentDayFirst = "current_day_first_baseline"
QualityReasonStationaryCarry = "stationary_carry_forward"
maxSelectedDailyMileageKM = 2500
maxSelectedDailyMileageKMSQL = "2500"
maxNegativeMileageJitterKMSQL = "1"