Sat, Jan 3, 2026

Propagation anomalies - 2026-01-03

Detection of blocks that propagated slower than expected, attempting to find correlations with blob count.

Show code
display_sql("block_production_timeline", target_date)
View query
WITH
-- Base slots using proposer duty as the source of truth
slots AS (
    SELECT DISTINCT
        slot,
        slot_start_date_time,
        proposer_validator_index
    FROM canonical_beacon_proposer_duty
    WHERE meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
),

-- Proposer entity mapping
proposer_entity AS (
    SELECT
        index,
        entity
    FROM ethseer_validator_entity
    WHERE meta_network_name = 'mainnet'
),

-- Blob count per slot
blob_count AS (
    SELECT
        slot,
        uniq(blob_index) AS blob_count
    FROM canonical_beacon_blob_sidecar
    WHERE meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
    GROUP BY slot
),

-- Canonical block hash (to verify MEV payload was actually used)
canonical_block AS (
    SELECT DISTINCT
        slot,
        execution_payload_block_hash
    FROM canonical_beacon_block
    WHERE meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
),

-- MEV bid timing using timestamp_ms
mev_bids AS (
    SELECT
        slot,
        slot_start_date_time,
        min(timestamp_ms) AS first_bid_timestamp_ms,
        max(timestamp_ms) AS last_bid_timestamp_ms
    FROM mev_relay_bid_trace
    WHERE meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
    GROUP BY slot, slot_start_date_time
),

-- MEV payload delivery - join canonical block with delivered payloads
-- Note: Use is_mev flag because ClickHouse LEFT JOIN returns 0 (not NULL) for non-matching rows
-- Get value from proposer_payload_delivered (not bid_trace, which may not have the winning block)
mev_payload AS (
    SELECT
        cb.slot,
        cb.execution_payload_block_hash AS winning_block_hash,
        1 AS is_mev,
        max(pd.value) AS winning_bid_value,
        groupArray(DISTINCT pd.relay_name) AS relay_names,
        any(pd.builder_pubkey) AS winning_builder
    FROM canonical_block cb
    GLOBAL INNER JOIN mev_relay_proposer_payload_delivered pd
        ON cb.slot = pd.slot AND cb.execution_payload_block_hash = pd.block_hash
    WHERE pd.meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
    GROUP BY cb.slot, cb.execution_payload_block_hash
),

-- Winning bid timing from bid_trace (may not exist for all MEV blocks)
winning_bid AS (
    SELECT
        bt.slot,
        bt.slot_start_date_time,
        argMin(bt.timestamp_ms, bt.event_date_time) AS winning_bid_timestamp_ms
    FROM mev_relay_bid_trace bt
    GLOBAL INNER JOIN mev_payload mp ON bt.slot = mp.slot AND bt.block_hash = mp.winning_block_hash
    WHERE bt.meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
    GROUP BY bt.slot, bt.slot_start_date_time
),

-- Block gossip timing with spread
block_gossip AS (
    SELECT
        slot,
        min(event_date_time) AS block_first_seen,
        max(event_date_time) AS block_last_seen
    FROM libp2p_gossipsub_beacon_block
    WHERE meta_network_name = 'mainnet'
      AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
    GROUP BY slot
),

-- Column arrival timing: first arrival per column, then min/max of those
column_gossip AS (
    SELECT
        slot,
        min(first_seen) AS first_column_first_seen,
        max(first_seen) AS last_column_first_seen
    FROM (
        SELECT
            slot,
            column_index,
            min(event_date_time) AS first_seen
        FROM libp2p_gossipsub_data_column_sidecar
        WHERE meta_network_name = 'mainnet'
          AND slot_start_date_time >= '2026-01-03' AND slot_start_date_time < '2026-01-03'::date + INTERVAL 1 DAY
          AND event_date_time > '1970-01-01 00:00:01'
        GROUP BY slot, column_index
    )
    GROUP BY slot
)

SELECT
    s.slot AS slot,
    s.slot_start_date_time AS slot_start_date_time,
    pe.entity AS proposer_entity,

    -- Blob count
    coalesce(bc.blob_count, 0) AS blob_count,

    -- MEV bid timing (absolute and relative to slot start)
    fromUnixTimestamp64Milli(mb.first_bid_timestamp_ms) AS first_bid_at,
    mb.first_bid_timestamp_ms - toInt64(toUnixTimestamp(mb.slot_start_date_time)) * 1000 AS first_bid_ms,
    fromUnixTimestamp64Milli(mb.last_bid_timestamp_ms) AS last_bid_at,
    mb.last_bid_timestamp_ms - toInt64(toUnixTimestamp(mb.slot_start_date_time)) * 1000 AS last_bid_ms,

    -- Winning bid timing (from bid_trace, may be NULL if block hash not in bid_trace)
    if(wb.slot != 0, fromUnixTimestamp64Milli(wb.winning_bid_timestamp_ms), NULL) AS winning_bid_at,
    if(wb.slot != 0, wb.winning_bid_timestamp_ms - toInt64(toUnixTimestamp(s.slot_start_date_time)) * 1000, NULL) AS winning_bid_ms,

    -- MEV payload info (from proposer_payload_delivered, always present for MEV blocks)
    if(mp.is_mev = 1, mp.winning_bid_value, NULL) AS winning_bid_value,
    if(mp.is_mev = 1, mp.relay_names, []) AS winning_relays,
    if(mp.is_mev = 1, mp.winning_builder, NULL) AS winning_builder,

    -- Block gossip timing with spread
    bg.block_first_seen,
    dateDiff('millisecond', s.slot_start_date_time, bg.block_first_seen) AS block_first_seen_ms,
    bg.block_last_seen,
    dateDiff('millisecond', s.slot_start_date_time, bg.block_last_seen) AS block_last_seen_ms,
    dateDiff('millisecond', bg.block_first_seen, bg.block_last_seen) AS block_spread_ms,

    -- Column arrival timing (NULL when no blobs)
    if(coalesce(bc.blob_count, 0) = 0, NULL, cg.first_column_first_seen) AS first_column_first_seen,
    if(coalesce(bc.blob_count, 0) = 0, NULL, dateDiff('millisecond', s.slot_start_date_time, cg.first_column_first_seen)) AS first_column_first_seen_ms,
    if(coalesce(bc.blob_count, 0) = 0, NULL, cg.last_column_first_seen) AS last_column_first_seen,
    if(coalesce(bc.blob_count, 0) = 0, NULL, dateDiff('millisecond', s.slot_start_date_time, cg.last_column_first_seen)) AS last_column_first_seen_ms,
    if(coalesce(bc.blob_count, 0) = 0, NULL, dateDiff('millisecond', cg.first_column_first_seen, cg.last_column_first_seen)) AS column_spread_ms

FROM slots s
GLOBAL LEFT JOIN proposer_entity pe ON s.proposer_validator_index = pe.index
GLOBAL LEFT JOIN blob_count bc ON s.slot = bc.slot
GLOBAL LEFT JOIN mev_bids mb ON s.slot = mb.slot
GLOBAL LEFT JOIN mev_payload mp ON s.slot = mp.slot
GLOBAL LEFT JOIN winning_bid wb ON s.slot = wb.slot
GLOBAL LEFT JOIN block_gossip bg ON s.slot = bg.slot
GLOBAL LEFT JOIN column_gossip cg ON s.slot = cg.slot

ORDER BY s.slot DESC
Show code
df = load_parquet("block_production_timeline", target_date)

# Filter to valid blocks (exclude missed slots)
df = df[df["block_first_seen_ms"].notna()]
df = df[(df["block_first_seen_ms"] >= 0) & (df["block_first_seen_ms"] < 60000)]

# Flag MEV vs local blocks
df["has_mev"] = df["winning_bid_value"].notna()
df["block_type"] = df["has_mev"].map({True: "MEV", False: "Local"})

# Get max blob count for charts
max_blobs = df["blob_count"].max()

print(f"Total valid blocks: {len(df):,}")
print(f"MEV blocks: {df['has_mev'].sum():,} ({df['has_mev'].mean()*100:.1f}%)")
print(f"Local blocks: {(~df['has_mev']).sum():,} ({(~df['has_mev']).mean()*100:.1f}%)")
Total valid blocks: 7,183
MEV blocks: 6,686 (93.1%)
Local blocks: 497 (6.9%)

Anomaly detection method

The method:

  1. Fit linear regression: block_first_seen_ms ~ blob_count
  2. Calculate residuals (actual - expected)
  3. Flag blocks with residuals > 2σ as anomalies

Points above the ±2σ band propagated slower than expected given their blob count.

Show code
# Conditional outliers: blocks slow relative to their blob count
df_anomaly = df.copy()

# Fit regression: block_first_seen_ms ~ blob_count
slope, intercept, r_value, p_value, std_err = stats.linregress(
    df_anomaly["blob_count"].astype(float), df_anomaly["block_first_seen_ms"]
)

# Calculate expected value and residual
df_anomaly["expected_ms"] = intercept + slope * df_anomaly["blob_count"].astype(float)
df_anomaly["residual_ms"] = df_anomaly["block_first_seen_ms"] - df_anomaly["expected_ms"]

# Calculate residual standard deviation
residual_std = df_anomaly["residual_ms"].std()

# Flag anomalies: residual > 2σ (unexpectedly slow)
df_anomaly["is_anomaly"] = df_anomaly["residual_ms"] > 2 * residual_std

n_anomalies = df_anomaly["is_anomaly"].sum()
pct_anomalies = n_anomalies / len(df_anomaly) * 100

# Prepare outliers dataframe
df_outliers = df_anomaly[df_anomaly["is_anomaly"]].copy()
df_outliers["relay"] = df_outliers["winning_relays"].apply(lambda x: x[0] if len(x) > 0 else "Local")
df_outliers["proposer"] = df_outliers["proposer_entity"].fillna("Unknown")
df_outliers["builder"] = df_outliers["winning_builder"].apply(
    lambda x: f"{x[:10]}..." if pd.notna(x) and x else "Local"
)

print(f"Regression: block_ms = {intercept:.1f} + {slope:.2f} × blob_count (R² = {r_value**2:.3f})")
print(f"Residual σ = {residual_std:.1f}ms")
print(f"Anomalies (>2σ slow): {n_anomalies:,} ({pct_anomalies:.1f}%)")
Regression: block_ms = 1769.7 + 19.42 × blob_count (R² = 0.012)
Residual σ = 637.8ms
Anomalies (>2σ slow): 246 (3.4%)
Show code
# Create scatter plot with regression band
x_range = np.array([0, int(max_blobs)])
y_pred = intercept + slope * x_range
y_upper = y_pred + 2 * residual_std
y_lower = y_pred - 2 * residual_std

fig = go.Figure()

# Add ±2σ band
fig.add_trace(go.Scatter(
    x=np.concatenate([x_range, x_range[::-1]]),
    y=np.concatenate([y_upper, y_lower[::-1]]),
    fill="toself",
    fillcolor="rgba(100,100,100,0.2)",
    line=dict(width=0),
    name="±2σ band",
    hoverinfo="skip",
))

# Add regression line
fig.add_trace(go.Scatter(
    x=x_range,
    y=y_pred,
    mode="lines",
    line=dict(color="white", width=2, dash="dash"),
    name="Expected",
))

# Normal points (sample to avoid overplotting)
df_normal = df_anomaly[~df_anomaly["is_anomaly"]]
if len(df_normal) > 2000:
    df_normal = df_normal.sample(2000, random_state=42)

fig.add_trace(go.Scatter(
    x=df_normal["blob_count"],
    y=df_normal["block_first_seen_ms"],
    mode="markers",
    marker=dict(size=4, color="rgba(100,150,200,0.4)"),
    name=f"Normal ({len(df_anomaly) - n_anomalies:,})",
    hoverinfo="skip",
))

# Anomaly points
fig.add_trace(go.Scatter(
    x=df_outliers["blob_count"],
    y=df_outliers["block_first_seen_ms"],
    mode="markers",
    marker=dict(
        size=7,
        color="#e74c3c",
        line=dict(width=1, color="white"),
    ),
    name=f"Anomalies ({n_anomalies:,})",
    customdata=np.column_stack([
        df_outliers["slot"],
        df_outliers["residual_ms"].round(0),
        df_outliers["relay"],
    ]),
    hovertemplate="<b>Slot %{customdata[0]}</b><br>Blobs: %{x}<br>Actual: %{y:.0f}ms<br>+%{customdata[1]}ms vs expected<br>Relay: %{customdata[2]}<extra></extra>",
))

fig.update_layout(
    margin=dict(l=60, r=30, t=30, b=60),
    xaxis=dict(title="Blob count", range=[-0.5, int(max_blobs) + 0.5]),
    yaxis=dict(title="Block first seen (ms from slot start)"),
    legend=dict(orientation="h", yanchor="bottom", y=1.02, xanchor="right", x=1),
    height=500,
)
fig.show(config={"responsive": True})

All propagation anomalies

Blocks that propagated much slower than expected given their blob count, sorted by residual (worst first).

Show code
# All anomalies table with selectable text and Lab links
if n_anomalies > 0:
    df_table = df_outliers.sort_values("residual_ms", ascending=False)[
        ["slot", "blob_count", "block_first_seen_ms", "expected_ms", "residual_ms", "proposer", "builder", "relay"]
    ].copy()
    df_table["block_first_seen_ms"] = df_table["block_first_seen_ms"].round(0).astype(int)
    df_table["expected_ms"] = df_table["expected_ms"].round(0).astype(int)
    df_table["residual_ms"] = df_table["residual_ms"].round(0).astype(int)
    
    # Build HTML table
    html = '''
    <style>
    .anomaly-table { border-collapse: collapse; width: 100%; font-family: monospace; font-size: 13px; }
    .anomaly-table th { background: #2c3e50; color: white; padding: 8px 12px; text-align: left; position: sticky; top: 0; }
    .anomaly-table td { padding: 6px 12px; border-bottom: 1px solid #eee; }
    .anomaly-table tr:hover { background: #f5f5f5; }
    .anomaly-table .num { text-align: right; }
    .anomaly-table .delta { background: #ffebee; color: #c62828; font-weight: bold; }
    .anomaly-table a { color: #1976d2; text-decoration: none; }
    .anomaly-table a:hover { text-decoration: underline; }
    .table-container { max-height: 600px; overflow-y: auto; }
    </style>
    <div class="table-container">
    <table class="anomaly-table">
    <thead>
    <tr><th>Slot</th><th class="num">Blobs</th><th class="num">Actual (ms)</th><th class="num">Expected (ms)</th><th class="num">Δ (ms)</th><th>Proposer</th><th>Builder</th><th>Relay</th></tr>
    </thead>
    <tbody>
    '''
    
    for _, row in df_table.iterrows():
        slot_link = f'<a href="https://lab.ethpandaops.io/ethereum/slots/{row["slot"]}" target="_blank">{row["slot"]}</a>'
        html += f'''<tr>
            <td>{slot_link}</td>
            <td class="num">{row["blob_count"]}</td>
            <td class="num">{row["block_first_seen_ms"]}</td>
            <td class="num">{row["expected_ms"]}</td>
            <td class="num delta">+{row["residual_ms"]}</td>
            <td>{row["proposer"]}</td>
            <td>{row["builder"]}</td>
            <td>{row["relay"]}</td>
        </tr>'''
    
    html += '</tbody></table></div>'
    display(HTML(html))
    print(f"\nTotal anomalies: {len(df_table):,}")
else:
    print("No anomalies detected.")
SlotBlobsActual (ms)Expected (ms)Δ (ms)ProposerBuilderRelay
13381212 0 11124 1770 +9354 Local Local
13381952 0 8126 1770 +6356 solo_stakers Local Local
13383280 0 6724 1770 +4954 whale_0x3212 Local Local
13381216 0 5123 1770 +3353 upbit Local Local
13384416 0 4750 1770 +2980 Local Local
13387136 0 4694 1770 +2924 upbit Local Local
13382464 0 4356 1770 +2586 Local Local
13384013 0 4321 1770 +2551 rocketpool Local Local
13383072 0 4095 1770 +2325 upbit Local Local
13382080 0 3941 1770 +2171 Local Local
13381725 2 3879 1808 +2071 blockdaemon 0x8a850621... Ultra Sound
13388127 5 3859 1867 +1992 lido Local Local
13385504 1 3756 1789 +1967 revolut 0x850b00e0... BloXroute Regulated
13387077 3 3743 1828 +1915 blockdaemon 0x850b00e0... BloXroute Regulated
13387874 1 3675 1789 +1886 blockdaemon 0xb26f9666... Titan Relay
13388149 1 3649 1789 +1860 ether.fi 0x850b00e0... Flashbots
13387358 5 3724 1867 +1857 ether.fi 0x8527d16c... Ultra Sound
13382277 7 3762 1906 +1856 blockdaemon 0x850b00e0... BloXroute Regulated
13386016 6 3730 1886 +1844 binance 0x853b0078... Agnostic Gnosis
13387154 1 3615 1789 +1826 blockdaemon 0xb26f9666... Titan Relay
13385844 1 3576 1789 +1787 0xb26f9666... Titan Relay
13383174 7 3687 1906 +1781 blockdaemon 0x850b00e0... BloXroute Regulated
13382310 4 3622 1847 +1775 blockdaemon 0xb67eaa5e... BloXroute Regulated
13385069 0 3541 1770 +1771 0x88857150... Ultra Sound
13385296 1 3560 1789 +1771 figment 0x850b00e0... BloXroute Regulated
13386657 3 3588 1828 +1760 0x88510a78... BloXroute Regulated
13381367 6 3636 1886 +1750 blockdaemon 0xb26f9666... Titan Relay
13384143 10 3694 1964 +1730 blockdaemon 0xb26f9666... Titan Relay
13387832 4 3573 1847 +1726 figment 0x8527d16c... Ultra Sound
13385125 9 3665 1944 +1721 0x850b00e0... BloXroute Regulated
13387791 2 3529 1808 +1721 figment 0x88a53ec4... BloXroute Regulated
13382935 6 3593 1886 +1707 0x8527d16c... Ultra Sound
13385991 7 3608 1906 +1702 revolut 0x850b00e0... BloXroute Regulated
13383888 7 3600 1906 +1694 0x850b00e0... BloXroute Regulated
13383145 1 3478 1789 +1689 Local Local
13386863 9 3625 1944 +1681 0x850b00e0... BloXroute Regulated
13384873 8 3601 1925 +1676 0x8527d16c... Ultra Sound
13382011 1 3461 1789 +1672 revolut 0x8527d16c... Ultra Sound
13381768 10 3634 1964 +1670 blockdaemon 0xb26f9666... Titan Relay
13383896 3 3495 1828 +1667 revolut 0x8527d16c... Ultra Sound
13386556 0 3430 1770 +1660 revolut 0x91a8729e... Ultra Sound
13386056 2 3449 1808 +1641 paralinker 0x823e0146... BloXroute Max Profit
13383682 1 3406 1789 +1617 blockdaemon 0x8a850621... Ultra Sound
13383762 12 3618 2003 +1615 0x856b0004... Ultra Sound
13384864 1 3388 1789 +1599 0xb26f9666... BloXroute Regulated
13382784 5 3463 1867 +1596 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
13385605 13 3618 2022 +1596 0xb26f9666... Titan Relay
13388133 1 3384 1789 +1595 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13384243 11 3566 1983 +1583 0x8527d16c... Ultra Sound
13383872 3 3390 1828 +1562 0x8527d16c... Ultra Sound
13383415 0 3323 1770 +1553 0x8a850621... Titan Relay
13386344 6 3439 1886 +1553 0xb67eaa5e... BloXroute Regulated
13386079 10 3513 1964 +1549 ether.fi 0x8527d16c... Ultra Sound
13384976 2 3350 1808 +1542 blockdaemon 0x8a850621... Ultra Sound
13381606 1 3330 1789 +1541 blockdaemon 0x82c466b9... BloXroute Regulated
13385864 8 3463 1925 +1538 ether.fi 0xb67eaa5e... BloXroute Regulated
13384821 1 3323 1789 +1534 blockdaemon 0x850b00e0... BloXroute Regulated
13381416 9 3468 1944 +1524 0x850b00e0... BloXroute Regulated
13381550 5 3390 1867 +1523 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13383393 7 3427 1906 +1521 0x850b00e0... BloXroute Regulated
13386367 9 3459 1944 +1515 luno 0x853b0078... Titan Relay
13385555 8 3438 1925 +1513 ether.fi Local Local
13381913 4 3357 1847 +1510 figment 0x850b00e0... BloXroute Max Profit
13387344 7 3413 1906 +1507 0xb26f9666... BloXroute Max Profit
13384656 0 3270 1770 +1500 luno 0xb67eaa5e... BloXroute Regulated
13387801 6 3376 1886 +1490 everstake 0x853b0078... Agnostic Gnosis
13387826 1 3271 1789 +1482 0x850b00e0... BloXroute Regulated
13382937 2 3288 1808 +1480 luno 0x8527d16c... Ultra Sound
13386022 15 3540 2061 +1479 0x8527d16c... Ultra Sound
13386495 5 3345 1867 +1478 0xb67eaa5e... BloXroute Regulated
13383785 5 3340 1867 +1473 blockdaemon 0xb67eaa5e... BloXroute Regulated
13381811 1 3262 1789 +1473 revolut 0xb26f9666... Titan Relay
13384198 6 3358 1886 +1472 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13385597 0 3240 1770 +1470 blockdaemon_lido 0x926b7905... BloXroute Regulated
13384097 11 3453 1983 +1470 0x850b00e0... BloXroute Regulated
13384612 0 3238 1770 +1468 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13385303 0 3236 1770 +1466 blockdaemon 0xb67eaa5e... BloXroute Regulated
13382008 4 3312 1847 +1465 0x88a53ec4... BloXroute Regulated
13382332 6 3350 1886 +1464 blockdaemon 0xb26f9666... Titan Relay
13386716 6 3349 1886 +1463 0xb7c5e609... BloXroute Regulated
13382441 1 3251 1789 +1462 blockdaemon_lido 0x82c466b9... BloXroute Regulated
13382783 6 3345 1886 +1459 blockdaemon 0xb26f9666... Titan Relay
13381810 7 3361 1906 +1455 luno 0x850b00e0... BloXroute Regulated
13382060 1 3243 1789 +1454 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13384253 2 3261 1808 +1453 everstake 0x850b00e0... BloXroute Max Profit
13387138 8 3374 1925 +1449 luno 0x855b00e6... Ultra Sound
13383929 1 3236 1789 +1447 blockdaemon 0xb26f9666... Titan Relay
13385377 5 3310 1867 +1443 blockdaemon_lido 0xb26f9666... Titan Relay
13384220 9 3386 1944 +1442 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
13385441 0 3211 1770 +1441 0xb26f9666... BloXroute Max Profit
13386902 4 3288 1847 +1441 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13382985 1 3221 1789 +1432 blockdaemon_lido 0x8527d16c... Ultra Sound
13381472 1 3218 1789 +1429 gateway.fmas_lido 0x850b00e0... BloXroute Regulated
13386265 6 3315 1886 +1429 blockdaemon_lido 0xb26f9666... Titan Relay
13384958 0 3194 1770 +1424 p2porg 0x99dbe3e8... Agnostic Gnosis
13385548 4 3271 1847 +1424 0x8a850621... Ultra Sound
13386363 7 3327 1906 +1421 blockdaemon_lido 0xb26f9666... Titan Relay
13382264 5 3288 1867 +1421 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
13381796 4 3268 1847 +1421 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
13383506 7 3326 1906 +1420 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13384939 5 3286 1867 +1419 blockdaemon_lido 0x91b123d8... BloXroute Regulated
13387326 9 3362 1944 +1418 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13386891 8 3342 1925 +1417 blockdaemon_lido 0xb7c5e609... BloXroute Regulated
13383681 5 3283 1867 +1416 0xb26f9666... BloXroute Max Profit
13383179 4 3262 1847 +1415 blockscape_lido Local Local
13383697 1 3202 1789 +1413 0x850b00e0... BloXroute Regulated
13386960 11 3396 1983 +1413 p2porg 0x850b00e0... BloXroute Regulated
13385871 7 3317 1906 +1411 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
13385856 11 3389 1983 +1406 p2porg 0xb26f9666... Titan Relay
13388267 6 3291 1886 +1405 liquid_collective 0xb26f9666... Titan Relay
13386917 4 3250 1847 +1403 gateway.fmas_lido 0x855b00e6... BloXroute Max Profit
13384353 6 3288 1886 +1402 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13386449 7 3300 1906 +1394 gateway.fmas_lido 0x8527d16c... Ultra Sound
13382297 7 3300 1906 +1394 blockdaemon 0x8527d16c... Ultra Sound
13383427 0 3163 1770 +1393 0x91a8729e... BloXroute Regulated
13387906 2 3198 1808 +1390 everstake 0x856b0004... Agnostic Gnosis
13382702 13 3410 2022 +1388 0x88a53ec4... BloXroute Regulated
13385366 0 3157 1770 +1387 everstake 0xb26f9666... Aestus
13386994 1 3175 1789 +1386 everstake 0x853b0078... Aestus
13386881 6 3271 1886 +1385 blockdaemon 0xb26f9666... Titan Relay
13381555 7 3290 1906 +1384 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
13381479 7 3288 1906 +1382 p2porg 0xb67eaa5e... BloXroute Regulated
13385053 6 3268 1886 +1382 p2porg 0x8db2a99d... Flashbots
13384017 7 3287 1906 +1381 revolut 0x91b123d8... BloXroute Regulated
13383927 1 3169 1789 +1380 p2porg 0xb26f9666... BloXroute Max Profit
13383586 1 3168 1789 +1379 0xb26f9666... Titan Relay
13383120 9 3323 1944 +1379 0x8db2a99d... BloXroute Max Profit
13385212 2 3187 1808 +1379 p2porg 0x853b0078... Flashbots
13381897 0 3148 1770 +1378 0x91a8729e... Ultra Sound
13387525 7 3282 1906 +1376 0x8a850621... Ultra Sound
13386258 11 3358 1983 +1375 blockdaemon_lido 0x850b00e0... BloXroute Regulated
13386158 12 3376 2003 +1373 coinbase 0x8a850621... Ultra Sound
13382314 0 3134 1770 +1364 0x850b00e0... BloXroute Regulated
13381774 5 3231 1867 +1364 0xb26f9666... BloXroute Regulated
13381245 9 3307 1944 +1363 0x88a53ec4... BloXroute Max Profit
13384499 7 3268 1906 +1362 whale_0xc541 0x855b00e6... BloXroute Max Profit
13386577 2 3170 1808 +1362 p2porg 0x856b0004... Agnostic Gnosis
13386026 0 3131 1770 +1361 bitstamp 0x91a8729e... BloXroute Max Profit
13387240 8 3286 1925 +1361 blockdaemon_lido 0x853b0078... Titan Relay
13387351 2 3169 1808 +1361 0x850b00e0... BloXroute Regulated
13386140 2 3167 1808 +1359 0x850b00e0... BloXroute Regulated
13387062 7 3264 1906 +1358 luno 0x88510a78... BloXroute Regulated
13384181 0 3128 1770 +1358 bitstamp 0x91a8729e... BloXroute Max Profit
13382889 2 3165 1808 +1357 gateway.fmas_lido 0x8527d16c... Ultra Sound
13382913 8 3276 1925 +1351 0x850b00e0... BloXroute Regulated
13383583 9 3295 1944 +1351 revolut Local Local
13385170 5 3217 1867 +1350 0x850b00e0... BloXroute Max Profit
13385978 1 3139 1789 +1350 figment 0x850b00e0... Ultra Sound
13381966 3 3174 1828 +1346 blockdaemon 0x850b00e0... BloXroute Regulated
13382429 1 3135 1789 +1346 everstake 0xb26f9666... Titan Relay
13387409 4 3192 1847 +1345 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
13384872 1 3133 1789 +1344 0x88510a78... Flashbots
13382292 7 3249 1906 +1343 0x850b00e0... BloXroute Max Profit
13383386 3 3170 1828 +1342 0x855b00e6... BloXroute Max Profit
13387179 2 3149 1808 +1341 everstake 0x853b0078... BloXroute Max Profit
13384217 6 3226 1886 +1340 blockdaemon_lido 0x8527d16c... Ultra Sound
13382714 10 3303 1964 +1339 p2porg 0x82c466b9... Flashbots
13386930 6 3225 1886 +1339 figment 0x8527d16c... Ultra Sound
13387038 7 3244 1906 +1338 p2porg 0x8527d16c... Ultra Sound
13388128 1 3125 1789 +1336 ether.fi 0xb26f9666... Titan Relay
13386540 1 3123 1789 +1334 p2porg 0xb26f9666... BloXroute Max Profit
13387374 4 3181 1847 +1334 p2porg 0xb26f9666... Aestus
13385524 1 3122 1789 +1333 0x82c466b9... BloXroute Regulated
13387211 9 3277 1944 +1333 abyss_finance 0x855b00e6... BloXroute Max Profit
13387299 2 3141 1808 +1333 p2porg 0x850b00e0... BloXroute Max Profit
13385162 3 3159 1828 +1331 p2porg 0xb26f9666... Titan Relay
13388143 4 3178 1847 +1331 p2porg 0x8527d16c... Ultra Sound
13382123 4 3174 1847 +1327 0x850b00e0... BloXroute Max Profit
13387653 2 3135 1808 +1327 0x8527d16c... Ultra Sound
13382829 8 3251 1925 +1326 blockdaemon 0x91b123d8... BloXroute Regulated
13386981 3 3153 1828 +1325 0x850b00e0... Flashbots
13384546 1 3114 1789 +1325 p2porg 0x8527d16c... Ultra Sound
13384012 12 3327 2003 +1324 p2porg 0x855b00e6... BloXroute Max Profit
13386426 15 3383 2061 +1322 p2porg 0x850b00e0...</