Fri, May 22, 2026

Propagation anomalies - 2026-05-22

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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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 >= '2026-05-22' AND slot_start_date_time < '2026-05-22'::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: 7,181
MEV blocks: 6,719 (93.6%)
Local blocks: 462 (6.4%)

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 = 1690.6 + 14.84 × blob_count (R² = 0.008)
Residual σ = 620.9ms
Anomalies (>2σ slow): 548 (7.6%)
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
14387632 0 8644 1691 +6953 abyss_finance Local Local
14385654 5 7223 1765 +5458 solo_stakers Local Local
14386880 0 6870 1691 +5179 upbit Local Local
14387232 0 6786 1691 +5095 upbit Local Local
14387264 6 6641 1780 +4861 upbit Local Local
14388128 0 6362 1691 +4671 upbit Local Local
14382693 0 4141 1691 +2450 kraken Local Local
14383360 7 4176 1794 +2382 upbit 0xb4ce6162... Ultra Sound
14382753 2 3869 1720 +2149 solo_stakers Local Local
14387008 0 3798 1691 +2107 blockdaemon Local Local
14384800 0 3762 1691 +2071 stakefish Local Local
14382431 0 3697 1691 +2006 kraken 0xb26f9666... Ultra Sound
14384640 5 3711 1765 +1946 blockdaemon 0x8527d16c... Ultra Sound
14382439 7 3640 1794 +1846 blockdaemon 0x850b00e0... BloXroute Max Profit
14388761 1 3490 1705 +1785 solo_stakers 0x850b00e0... BloXroute Regulated
14388643 0 3463 1691 +1772 ether.fi 0x851b00b1... Ultra Sound
14387489 5 3532 1765 +1767 blockdaemon 0x823e0146... Ultra Sound
14385304 8 3575 1809 +1766 blockdaemon_lido 0x857b0038... BloXroute Max Profit
14384769 0 3456 1691 +1765 nethermind_lido 0xb26f9666... Aestus
14383867 6 3543 1780 +1763 coinbase 0x8db2a99d... BloXroute Max Profit
14383890 0 3450 1691 +1759 0x851b00b1... Ultra Sound
14385024 1 3457 1705 +1752 blockdaemon 0xb26f9666... Ultra Sound
14385180 0 3435 1691 +1744 solo_stakers 0xb67eaa5e... Titan Relay
14387296 7 3528 1794 +1734 bitstamp 0xb67eaa5e... BloXroute Max Profit
14388988 0 3417 1691 +1726 blockdaemon 0xb4ce6162... Ultra Sound
14387207 6 3484 1780 +1704 coinbase 0x823e0146... BloXroute Max Profit
14383315 0 3394 1691 +1703 Local Local
14386903 5 3464 1765 +1699 Local Local
14384012 11 3553 1854 +1699 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14385386 0 3386 1691 +1695 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14387872 0 3375 1691 +1684 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14382867 4 3431 1750 +1681 ether.fi 0xb67eaa5e... Titan Relay
14388391 2 3401 1720 +1681 blockdaemon 0x8a850621... Titan Relay
14387615 1 3382 1705 +1677 nethermind_lido 0xb26f9666... Aestus
14383581 2 3386 1720 +1666 blockdaemon 0x88a53ec4... BloXroute Max Profit
14384535 1 3367 1705 +1662 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14387382 3 3394 1735 +1659 blockdaemon 0x857b0038... BloXroute Max Profit
14387039 0 3341 1691 +1650 whale_0xdc8d 0xb26f9666... Titan Relay
14384480 0 3338 1691 +1647 whale_0x3ffa 0xb67eaa5e... BloXroute Max Profit
14382119 3 3381 1735 +1646 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14386175 7 3440 1794 +1646 nethermind_lido 0x856b0004... BloXroute Max Profit
14388899 6 3422 1780 +1642 0x8527d16c... Ultra Sound
14382298 0 3330 1691 +1639 blockdaemon 0x8a850621... Titan Relay
14388061 2 3351 1720 +1631 p2porg 0x857b0038... BloXroute Max Profit
14386271 5 3390 1765 +1625 blockdaemon 0x857b0038... Ultra Sound
14389166 1 3327 1705 +1622 blockdaemon 0xac23f8cc... BloXroute Max Profit
14383905 1 3327 1705 +1622 blockdaemon 0x8527d16c... Ultra Sound
14384687 0 3308 1691 +1617 blockdaemon_lido 0x88857150... Ultra Sound
14387671 7 3397 1794 +1603 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14382021 2 3322 1720 +1602 blockdaemon_lido 0x823e0146... BloXroute Max Profit
14383604 0 3290 1691 +1599 blockdaemon_lido 0xb26f9666... Ultra Sound
14384619 3 3334 1735 +1599 0x856b0004... BloXroute Max Profit
14384941 5 3363 1765 +1598 0x8db2a99d... BloXroute Max Profit
14384651 12 3465 1869 +1596 blockdaemon 0x88a53ec4... BloXroute Regulated
14388535 1 3301 1705 +1596 blockdaemon 0x8a850621... Ultra Sound
14389088 1 3299 1705 +1594 bitgo 0x857b0038... Titan Relay
14383577 1 3298 1705 +1593 blockdaemon 0x8db2a99d... BloXroute Max Profit
14383751 5 3357 1765 +1592 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14382724 5 3343 1765 +1578 luno 0x8db2a99d... Ultra Sound
14384275 12 3444 1869 +1575 blockdaemon 0x88a53ec4... BloXroute Max Profit
14383138 2 3294 1720 +1574 blockdaemon Local Local
14386193 1 3279 1705 +1574 revolut 0xb26f9666... Titan Relay
14383553 6 3353 1780 +1573 revolut 0x88a53ec4... BloXroute Regulated
14387202 8 3382 1809 +1573 gateway.fmas_lido 0xb7c5e609... BloXroute Max Profit
14389015 6 3352 1780 +1572 blockdaemon 0x8db2a99d... Titan Relay
14385777 5 3332 1765 +1567 0xb26f9666... Ultra Sound
14386660 5 3330 1765 +1565 blockdaemon_lido 0xb26f9666... Ultra Sound
14386129 7 3358 1794 +1564 blockdaemon_lido 0x88857150... Ultra Sound
14388808 5 3327 1765 +1562 revolut 0xb26f9666... Titan Relay
14386069 1 3267 1705 +1562 revolut 0xb26f9666... Titan Relay
14384545 5 3326 1765 +1561 blockdaemon 0x8527d16c... Ultra Sound
14382835 3 3296 1735 +1561 blockdaemon_lido 0x8527d16c... Ultra Sound
14383621 1 3265 1705 +1560 luno 0x856b0004... BloXroute Max Profit
14384215 11 3413 1854 +1559 0xb4ce6162... Ultra Sound
14389080 7 3353 1794 +1559 0x8527d16c... Ultra Sound
14384261 0 3247 1691 +1556 whale_0xdc8d 0x88a53ec4... BloXroute Max Profit
14385893 0 3244 1691 +1553 whale_0x8914 0x851b00b1... Ultra Sound
14383304 5 3316 1765 +1551 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14384099 9 3374 1824 +1550 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14388402 0 3238 1691 +1547 whale_0x8ebd 0x8a850621... Titan Relay
14386056 3 3280 1735 +1545 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14383516 7 3338 1794 +1544 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14383920 0 3233 1691 +1542 whale_0x8914 0x851b00b1... Ultra Sound
14388866 3 3277 1735 +1542 whale_0xdc8d 0x8db2a99d... Titan Relay
14382615 0 3232 1691 +1541 whale_0x3878 0x851b00b1... Ultra Sound
14383079 5 3306 1765 +1541 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14388953 1 3244 1705 +1539 revolut 0xb26f9666... Titan Relay
14387721 1 3244 1705 +1539 blockdaemon_lido 0x8527d16c... Ultra Sound
14389127 0 3229 1691 +1538 luno 0xb26f9666... Ultra Sound
14388028 0 3226 1691 +1535 blockdaemon 0xb26f9666... Ultra Sound
14384782 6 3315 1780 +1535 revolut 0xb26f9666... Titan Relay
14388228 4 3285 1750 +1535 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14388321 6 3314 1780 +1534 blockdaemon 0x850b00e0... BloXroute Max Profit
14382614 6 3314 1780 +1534 blockdaemon_lido 0x8527d16c... Ultra Sound
14382915 11 3388 1854 +1534 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14385947 5 3297 1765 +1532 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14384280 0 3221 1691 +1530 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14389118 0 3220 1691 +1529 blockdaemon_lido 0xb67eaa5e... Titan Relay
14387225 0 3220 1691 +1529 whale_0x8914 0x88857150... Ultra Sound
14382605 0 3219 1691 +1528 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14384405 3 3260 1735 +1525 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14389170 5 3288 1765 +1523 blockdaemon_lido 0xb67eaa5e... Titan Relay
14385571 8 3332 1809 +1523 revolut 0x8527d16c... Ultra Sound
14387323 1 3228 1705 +1523 blockdaemon 0xb7c5e609... BloXroute Max Profit
14383462 0 3213 1691 +1522 whale_0x3878 0xb67eaa5e... Ultra Sound
14387519 1 3226 1705 +1521 coinbase 0xb26f9666... Aestus
14386044 6 3299 1780 +1519 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14386283 1 3224 1705 +1519 gateway.fmas_lido 0x823e0146... BloXroute Max Profit
14384204 0 3209 1691 +1518 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14388091 9 3341 1824 +1517 blockdaemon 0x8527d16c... Ultra Sound
14384401 10 3354 1839 +1515 bitstamp 0xb67eaa5e... BloXroute Max Profit
14385323 8 3318 1809 +1509 revolut 0xb26f9666... Titan Relay
14385384 8 3316 1809 +1507 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14386956 11 3359 1854 +1505 gateway.fmas_lido 0x850b00e0... Flashbots
14385649 0 3192 1691 +1501 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14383535 4 3251 1750 +1501 revolut 0x853b0078... BloXroute Max Profit
14388824 10 3340 1839 +1501 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14385676 5 3265 1765 +1500 p2porg_lido 0x850b00e0... BloXroute Max Profit
14382461 1 3204 1705 +1499 revolut 0x9129eeb4... Ultra Sound
14385046 3 3233 1735 +1498 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14388952 1 3203 1705 +1498 whale_0x8ebd 0x850b00e0... Flashbots
14385123 0 3188 1691 +1497 p2porg 0x88a53ec4... BloXroute Regulated
14386654 0 3188 1691 +1497 whale_0xdc8d 0x8527d16c... Ultra Sound
14386545 0 3187 1691 +1496 whale_0xfd67 0x851b00b1... Ultra Sound
14387063 0 3187 1691 +1496 gateway.fmas_lido 0x823e0146... Flashbots
14383036 6 3276 1780 +1496 Local Local
14388618 0 3186 1691 +1495 gateway.fmas_lido 0x850b00e0... Flashbots
14382042 0 3186 1691 +1495 revolut 0x8527d16c... Ultra Sound
14384253 8 3303 1809 +1494 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14386347 10 3331 1839 +1492 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14387101 14 3389 1898 +1491 blockdaemon 0x8527d16c... Ultra Sound
14384044 1 3196 1705 +1491 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14385450 0 3178 1691 +1487 blockdaemon 0x8527d16c... Ultra Sound
14386240 4 3237 1750 +1487 0xb7c5e609... BloXroute Max Profit
14383819 0 3167 1691 +1476 gateway.fmas_lido 0xba003e46... BloXroute Max Profit
14386807 0 3165 1691 +1474 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14385209 6 3252 1780 +1472 bitstamp 0x850b00e0... BloXroute Max Profit
14385388 2 3192 1720 +1472 p2porg_lido 0x850b00e0... Flashbots
14384731 7 3264 1794 +1470 p2porg 0x850b00e0... BloXroute Regulated
14382291 1 3174 1705 +1469 blockdaemon 0x8527d16c... Ultra Sound
14387655 13 3349 1883 +1466 blockdaemon 0x8527d16c... Ultra Sound
14387069 0 3156 1691 +1465 gateway.fmas_lido 0x823e0146... BloXroute Max Profit
14387266 1 3169 1705 +1464 whale_0xfd67 0x8db2a99d... BloXroute Max Profit
14385322 6 3241 1780 +1461 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14386267 6 3241 1780 +1461 coinbase 0xb67eaa5e... BloXroute Regulated
14383933 9 3284 1824 +1460 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14382658 6 3238 1780 +1458 blockdaemon_lido 0xa230e2cf... BloXroute Max Profit
14388008 9 3282 1824 +1458 blockdaemon_lido 0xb26f9666... Titan Relay
14388984 2 3178 1720 +1458 coinbase 0x823e0146... BloXroute Max Profit
14387573 0 3147 1691 +1456 blockdaemon_lido 0xb26f9666... Titan Relay
14387280 5 3218 1765 +1453 whale_0xfd67 0x8db2a99d... Ultra Sound
14383121 7 3246 1794 +1452 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14388341 0 3140 1691 +1449 whale_0x8914 0x8527d16c... Ultra Sound
14386858 5 3214 1765 +1449 p2porg 0x850b00e0... Flashbots
14383874 1 3153 1705 +1448 p2porg 0xb7c5e609... BloXroute Max Profit
14384660 0 3138 1691 +1447 p2porg 0x823e0146... BloXroute Max Profit
14386927 0 3137 1691 +1446 p2porg_lido 0x851b00b1... BloXroute Max Profit
14387926 5 3211 1765 +1446 revolut 0xb26f9666... Titan Relay
14384567 7 3240 1794 +1446 coinbase 0x88a53ec4... BloXroute Max Profit
14387204 0 3136 1691 +1445 whale_0x6ddb 0x88857150... Ultra Sound
14384802 2 3164 1720 +1444 whale_0xfd67 0x88a53ec4... BloXroute Regulated
14382787 1 3149 1705 +1444 p2porg_lido 0x88a53ec4... BloXroute Regulated
14384509 4 3190 1750 +1440 p2porg 0x857b0038... BloXroute Max Profit
14386119 7 3234 1794 +1440 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14383212 0 3125 1691 +1434 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14382511 8 3242 1809 +1433 whale_0xfd67 0xa230e2cf... BloXroute Max Profit
14384031 5 3196 1765 +1431 p2porg 0x850b00e0... BloXroute Regulated
14388399 2 3151 1720 +1431 p2porg_lido 0x850b00e0... Flashbots
14385223 6 3209 1780 +1429 coinbase 0x8db2a99d... BloXroute Max Profit
14385424 0 3117 1691 +1426 0x8db2a99d... Titan Relay
14382154 2 3146 1720 +1426 coinbase 0xb67eaa5e... BloXroute Max Profit
14388642 1 3130 1705 +1425 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14385567 5 3188 1765 +1423 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14383559 2 3143 1720 +1423 p2porg 0x850b00e0... BloXroute Regulated
14382826 13 3306 1883 +1423 blockdaemon_lido 0xb26f9666... Titan Relay
14383658 5 3187 1765 +1422 whale_0xf273 0xb67eaa5e... BloXroute Regulated
14386812 5 3186 1765 +1421 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14382521 10 3260 1839 +1421 coinbase 0xb67eaa5e... BloXroute Max Profit
14386493 8 3230 1809 +1421 p2porg 0x88a53ec4... BloXroute Regulated
14383629 1 3126 1705 +1421 whale_0x8ebd 0xac09aa45... Flashbots
14384134 5 3185 1765 +1420 blockdaemon 0x8527d16c... Ultra Sound
14385146 0 3110 1691 +1419 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14384036 0 3110 1691 +1419 kiln 0x8db2a99d... BloXroute Max Profit
14387914 14 3317 1898 +1419 revolut 0xb26f9666... Titan Relay
14382326 1 3124 1705 +1419 coinbase 0xb67eaa5e... BloXroute Regulated
14387285 6 3198 1780 +1418 bitstamp 0x88a53ec4... BloXroute Regulated
14386371 8 3227 1809 +1418 p2porg 0x850b00e0... BloXroute Regulated
14383467 7 3212 1794 +1418 whale_0xfd67 0x88857150... Ultra Sound
14383896 0 3108 1691 +1417 p2porg 0x851b00b1... BloXroute Max Profit
14388714 5 3182 1765 +1417 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14384604 9 3241 1824 +1417 whale_0xfd67 0x8db2a99d... Titan Relay
14383427 9 3240 1824 +1416 solo_stakers 0xb4ce6162... Ultra Sound
14384315 5 3180 1765 +1415 blockdaemon_lido 0xb26f9666... Titan Relay
14385369 2 3135 1720 +1415 kiln 0x850b00e0... BloXroute Max Profit
14384649 1 3120 1705 +1415 whale_0x8ebd 0x8527d16c... Ultra Sound
14389084 2 3134 1720 +1414 p2porg 0x850b00e0... Flashbots
14383068 1 3116 1705 +1411 p2porg_lido 0x850b00e0... BloXroute Max Profit
14386944 5 3175 1765 +1410 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14384923 2 3129 1720 +1409 figment 0x853b0078... BloXroute Max Profit
14388434 1 3114 1705 +1409 p2porg 0x850b00e0... BloXroute Max Profit
14386303 0 3096 1691 +1405 whale_0xedc6 0xb7c5c39a... BloXroute Max Profit
14384133 4 3155 1750 +1405 bitstamp 0x850b00e0... Flashbots
14386997 1 3109 1705 +1404 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14382371 0 3094 1691 +1403 whale_0x8ebd 0xb26f9666... Titan Relay
14386152 12 3272 1869 +1403 p2porg 0x850b00e0... BloXroute Regulated
14382875 10 3242 1839 +1403 coinbase 0xb67eaa5e... BloXroute Max Profit
14383090 2 3123 1720 +1403 bitstamp 0x88a53ec4... BloXroute Max Profit
14388767 1 3108 1705 +1403 stakingfacilities_lido 0xb26f9666... Titan Relay
14388400 1 3107 1705 +1402 solo_stakers 0xb67eaa5e... BloXroute Max Profit
14388019 6 3181 1780 +1401 blockdaemon_lido 0xb26f9666... Titan Relay
14384237 0 3091 1691 +1400 whale_0x8914 0x88a53ec4... BloXroute Regulated
14388392 5 3165 1765 +1400 coinbase 0x88a53ec4... BloXroute Max Profit
14388096 0 3090 1691 +1399 p2porg 0x88a53ec4... BloXroute Regulated
14383020 6 3179 1780 +1399 0xb26f9666... Titan Relay
14385608 3 3134 1735 +1399 whale_0x8ebd 0x8527d16c... Ultra Sound
14383686 1 3104 1705 +1399 coinbase 0xb67eaa5e... BloXroute Max Profit
14387510 6 3178 1780 +1398 p2porg 0x8db2a99d... BloXroute Max Profit
14383818 0 3088 1691 +1397 p2porg 0x853b0078... BloXroute Max Profit
14385378 0 3087 1691 +1396 p2porg 0x8db2a99d... BloXroute Max Profit
14387223 6 3176 1780 +1396 p2porg_lido 0x823e0146... BloXroute Max Profit
14387062 6 3175 1780 +1395 kiln 0x8db2a99d... BloXroute Max Profit
14387802 5 3160 1765 +1395 coinbase 0x850b00e0... BloXroute Max Profit
14389186 0 3085 1691 +1394 p2porg 0xba003e46... BloXroute Max Profit
14387437 0 3084 1691 +1393 p2porg 0xb26f9666... Titan Relay
14386055 5 3158 1765 +1393 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14385888 0 3083 1691 +1392 kiln 0x88857150... Ultra Sound
14383772 2 3112 1720 +1392 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14385235 1 3097 1705 +1392 coinbase 0xb26f9666... BloXroute Regulated
14387179 0 3082 1691 +1391 whale_0x8ebd 0x8527d16c... Ultra Sound
14386272 5 3155 1765 +1390 whale_0x8ebd 0x8527d16c... Ultra Sound
14385707 17 3333 1943 +1390 revolut 0x8527d16c... Ultra Sound
14387794 10 3229 1839 +1390 blockdaemon_lido 0x88857150... Ultra Sound
14386094 8 3199 1809 +1390 whale_0x3878 0xb67eaa5e... BloXroute Regulated
14386066 0 3080 1691 +1389 p2porg 0xb26f9666... Titan Relay
14384412 5 3154 1765 +1389 p2porg_lido 0x88a53ec4... BloXroute Regulated
14384658 5 3153 1765 +1388 whale_0x8914 0x88a53ec4... BloXroute Regulated
14388791 5 3153 1765 +1388 whale_0xc611 0x8527d16c... Ultra Sound
14385856 11 3242 1854 +1388 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14387144 1 3093 1705 +1388 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14387320 1 3093 1705 +1388 coinbase 0x8db2a99d... Titan Relay
14385920 0 3078 1691 +1387 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14386982 5 3152 1765 +1387 0x850b00e0... Flashbots
14388315 0 3077 1691 +1386 p2porg_lido 0x88a53ec4... BloXroute Regulated
14386195 6 3166 1780 +1386 whale_0x8ebd 0xb26f9666... Titan Relay
14384508 4 3136 1750 +1386 whale_0xedc6 0x856b0004... Ultra Sound
14384213 4 3136 1750 +1386 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14385882 3 3121 1735 +1386 whale_0x8ebd 0x8527d16c... Ultra Sound
14388311 1 3091 1705 +1386 whale_0x4b5e 0x8db2a99d... BloXroute Max Profit
14383881 1 3091 1705 +1386 figment 0x853b0078... BloXroute Max Profit
14388604 0 3073 1691 +1382 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14388146 5 3147 1765 +1382 whale_0xfd67 0xb67eaa5e... Titan Relay
14389145 2 3102 1720 +1382 coinbase 0xb67eaa5e... BloXroute Max Profit
14388909 0 3072 1691 +1381 whale_0xfd67 0x88a53ec4... BloXroute Max Profit
14385815 1 3086 1705 +1381 coinbase 0xb26f9666... Titan Relay
14382493 0 3070 1691 +1379 coinbase 0xb67eaa5e... BloXroute Regulated
14388328 3 3114 1735 +1379 p2porg 0xb67eaa5e... BloXroute Regulated
14387224 1 3084 1705 +1379 whale_0x8ebd 0xb7c5e609... BloXroute Max Profit
14388812 5 3143 1765 +1378 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14386110 1 3083 1705 +1378 p2porg_lido 0x88a53ec4... BloXroute Regulated
14387423 0 3068 1691 +1377 whale_0x8ebd 0x8527d16c... Ultra Sound
14387406 0 3068 1691 +1377 0x850b00e0... Flashbots
14383243 3 3112 1735 +1377 coinbase 0xb67eaa5e... BloXroute Max Profit
14386482 2 3094 1720 +1374 0x850b00e0... BloXroute Max Profit
14384048 10 3212 1839 +1373 whale_0x8914 0xb67eaa5e... BloXroute Max Profit
14386527 2 3093 1720 +1373 p2porg 0xb26f9666... Titan Relay
14384713 2 3093 1720 +1373 coinbase 0xb26f9666... Titan Relay
14383359 1 3078 1705 +1373 coinbase 0x8527d16c... Ultra Sound
14389114 2 3092 1720 +1372 p2porg_lido 0x88a53ec4... BloXroute Regulated
14387805 14 3270 1898 +1372 bitstamp 0xb67eaa5e... BloXroute Max Profit
14385463 0 3062 1691 +1371 p2porg_lido 0x851b00b1... BloXroute Max Profit
14387773 5 3136 1765 +1371 coinbase 0xb67eaa5e... BloXroute Max Profit
14386475 4 3120 1750 +1370 whale_0x8ebd 0x823e0146... Ultra Sound
14382667 2 3090 1720 +1370 p2porg 0xa230e2cf... BloXroute Max Profit
14384451 7 3164 1794 +1370 p2porg 0x823e0146... Flashbots
14386629 0 3060 1691 +1369 coinbase 0x8527d16c... Ultra Sound
14388936 0 3060 1691 +1369 whale_0x8ebd 0x805e28e6... BloXroute Max Profit
14389002 2 3089 1720 +1369 p2porg 0x853b0078... BloXroute Max Profit
14384153 2 3089 1720 +1369 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14383244 0 3059 1691 +1368 p2porg 0x850b00e0... BloXroute Regulated
14384982 6 3148 1780 +1368 coinbase 0xb26f9666... Titan Relay
14385287 2 3088 1720 +1368 whale_0x8ebd 0x823e0146... Flashbots
14384624 0 3058 1691 +1367 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14389193 0 3056 1691 +1365 p2porg_lido 0x96f44633... BloXroute Max Profit
14385754 2 3085 1720 +1365 p2porg 0x823e0146... Flashbots
14386491 1 3070 1705 +1365 coinbase 0xb67eaa5e... BloXroute Max Profit
14386883 0 3055 1691 +1364 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14383097 4 3114 1750 +1364 whale_0x8ebd 0x8527d16c... Ultra Sound
14389164 0 3054 1691 +1363 0x8527d16c... Ultra Sound
14389039 0 3053 1691 +1362 p2porg 0xb26f9666... Titan Relay
14382860 1 3067 1705 +1362 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14383066 11 3215 1854 +1361 whale_0x8ebd 0x8527d16c... Ultra Sound
14383520 4 3111 1750 +1361 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14385671 0 3050 1691 +1359 blockdaemon_lido 0xb26f9666... Ultra Sound
14382921 1 3064 1705 +1359 whale_0xedc6 0xa230e2cf... BloXroute Max Profit
14388395 0 3049 1691 +1358 p2porg_lido 0x823e0146... BloXroute Max Profit
14384718 1 3063 1705 +1358 coinbase 0x8db2a99d... BloXroute Max Profit
14388045 6 3137 1780 +1357 p2porg 0x850b00e0... BloXroute Regulated
14388075 1 3062 1705 +1357 p2porg 0xb26f9666... BloXroute Regulated
14388426 6 3136 1780 +1356 0x88a53ec4... BloXroute Regulated
14386101 5 3121 1765 +1356 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14384832 3 3091 1735 +1356 solo_stakers 0x823e0146... BloXroute Max Profit
14388442 0 3046 1691 +1355 whale_0x8914 0xb67eaa5e... BloXroute Regulated
14382426 2 3075 1720 +1355 p2porg 0xa230e2cf... Ultra Sound
14386715 0 3045 1691 +1354 coinbase 0x856b0004... BloXroute Max Profit
14384688 0 3044 1691 +1353 coinbase 0x8527d16c... Ultra Sound
14383278 0 3044 1691 +1353 coinbase 0x88a53ec4... BloXroute Max Profit
14384163 6 3133 1780 +1353 whale_0x8ebd 0x8527d16c... Ultra Sound
14386072 1 3058 1705 +1353 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14387470 4 3102 1750 +1352 whale_0x8ebd 0x88857150... Ultra Sound
14382529 1 3057 1705 +1352 coinbase Local Local
14382210 1 3056 1705 +1351 figment 0xb67eaa5e... BloXroute Max Profit
14385413 7 3145 1794 +1351 kiln 0xb67eaa5e... BloXroute Max Profit
14387933 17 3293 1943 +1350 whale_0x3878 0x88a53ec4... BloXroute Regulated
14386050 9 3174 1824 +1350 stader 0x8527d16c... Ultra Sound
14386703 5 3113 1765 +1348 kiln 0x850b00e0... BloXroute Max Profit
14388580 8 3157 1809 +1348 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14388187 0 3038 1691 +1347 coinbase 0x8527d16c... Ultra Sound
14384414 0 3038 1691 +1347 whale_0x8ebd 0x8527d16c... Ultra Sound
14382307 2 3067 1720 +1347 figment 0xb26f9666... Titan Relay
14387730 5 3111 1765 +1346 coinbase 0xb26f9666... Titan Relay
14388904 2 3066 1720 +1346 0xb26f9666... BloXroute Max Profit
14386032 8 3155 1809 +1346 0x850b00e0... BloXroute Max Profit
14384821 1 3050 1705 +1345 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14389109 7 3139 1794 +1345 p2porg 0x850b00e0... BloXroute Max Profit
14386352 5 3109 1765 +1344 p2porg 0xb26f9666... Titan Relay
14384845 0 3034 1691 +1343 kiln 0xb26f9666... Titan Relay
14385154 5 3108 1765 +1343 0x8db2a99d... BloXroute Max Profit
14388458 5 3108 1765 +1343 0xb26f9666... Titan Relay
14382180 3 3078 1735 +1343 whale_0xedc6 0x856b0004... BloXroute Max Profit
14387001 7 3137 1794 +1343 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14386906 21 3344 2002 +1342 coinbase 0x88a53ec4... BloXroute Regulated
14383327 1 3047 1705 +1342 p2porg 0x853b0078... BloXroute Max Profit
14388382 0 3032 1691 +1341 p2porg 0xb26f9666... BloXroute Regulated
14383167 1 3046 1705 +1341 kiln 0x8527d16c... Ultra Sound
14383641 3 3075 1735 +1340 coinbase 0x853b0078... BloXroute Max Profit
14385645 1 3045 1705 +1340 whale_0x8ebd 0x8527d16c... Ultra Sound
14383107 1 3045 1705 +1340 p2porg 0xa230e2cf... BloXroute Max Profit
14383853 1 3045 1705 +1340 bitstamp 0xb67eaa5e... BloXroute Regulated
14387284 5 3104 1765 +1339 coinbase 0x88857150... Ultra Sound
14388358 9 3163 1824 +1339 p2porg 0x8db2a99d... BloXroute Max Profit
14384003 2 3059 1720 +1339 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14383683 1 3043 1705 +1338 coinbase 0x8db2a99d... BloXroute Max Profit
14384909 6 3117 1780 +1337 figment 0xb26f9666... Titan Relay
14383746 1 3041 1705 +1336 everstake 0x856b0004... BloXroute Max Profit
14386561 6 3115 1780 +1335 kiln 0x856b0004... BloXroute Max Profit
14388934 0 3025 1691 +1334 p2porg 0x823e0146... BloXroute Max Profit
14388805 0 3023 1691 +1332 kiln 0xb7c5e609... BloXroute Max Profit
14386049 0 3023 1691 +1332 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14383705 21 3334 2002 +1332 revolut 0x856b0004... BloXroute Max Profit
14383944 8 3141 1809 +1332 p2porg 0x853b0078... BloXroute Regulated
14388948 1 3037 1705 +1332 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14385115 0 3022 1691 +1331 0x8db2a99d... BloXroute Max Profit
14387306 5 3096 1765 +1331 coinbase 0x856b0004... BloXroute Max Profit
14386054 0 3021 1691 +1330 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14386106 6 3110 1780 +1330 p2porg_lido 0xb26f9666... Titan Relay
14383069 5 3094 1765 +1329 figment 0x88a53ec4... BloXroute Regulated
14388968 5 3094 1765 +1329 coinbase 0xb26f9666... Titan Relay
14386841 5 3094 1765 +1329 coinbase 0x8db2a99d... Titan Relay
14386472 0 3019 1691 +1328 p2porg 0x851b00b1... BloXroute Max Profit
14389090 5 3093 1765 +1328 whale_0x8ebd 0x8527d16c... Ultra Sound
14386607 9 3152 1824 +1328 whale_0x8ebd 0xb73d7672... Flashbots
14389004 0 3018 1691 +1327 p2porg 0x8db2a99d... BloXroute Max Profit
14387210 0 3017 1691 +1326 0x8527d16c... Ultra Sound
14386710 0 3017 1691 +1326 coinbase 0x8527d16c... Ultra Sound
14385009 2 3045 1720 +1325 kiln 0x8db2a99d... BloXroute Max Profit
14386370 1 3030 1705 +1325 solo_stakers 0x850b00e0... BloXroute Regulated
14388797 1 3029 1705 +1324 p2porg 0x8db2a99d... BloXroute Max Profit
14384232 5 3088 1765 +1323 coinbase 0x8527d16c... Ultra Sound
14383246 1 3028 1705 +1323 p2porg 0x8db2a99d... BloXroute Max Profit
14386064 5 3087 1765 +1322 figment 0x8db2a99d... BloXroute Max Profit
14384543 3 3057 1735 +1322 coinbase 0x8527d16c... Ultra Sound
14383563 1 3027 1705 +1322 kiln 0xb67eaa5e... BloXroute Regulated
14385054 0 3012 1691 +1321 coinbase 0x823e0146... Titan Relay
14387604 1 3026 1705 +1321 0x8527d16c... Ultra Sound
14384678 0 3011 1691 +1320 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14383789 1 3025 1705 +1320 p2porg 0x8db2a99d... BloXroute Max Profit
14383852 6 3099 1780 +1319 everstake 0x88a53ec4... BloXroute Max Profit
14384770 9 3143 1824 +1319 coinbase 0x823e0146... Ultra Sound
14387339 5 3083 1765 +1318 coinbase 0x88a53ec4... BloXroute Regulated
14388834 5 3083 1765 +1318 coinbase 0xb72cae2f... Ultra Sound
14385364 5 3083 1765 +1318 p2porg_lido 0x853b0078... Flashbots
14388239 2 3038 1720 +1318 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14387542 0 3008 1691 +1317 whale_0x8ebd 0x8527d16c... Ultra Sound
14388336 0 3007 1691 +1316 coinbase 0x8527d16c... Ultra Sound
14386211 0 3006 1691 +1315 kiln 0xb26f9666... Titan Relay
14386727 6 3094 1780 +1314 coinbase 0x856b0004... BloXroute Max Profit
14385971 5 3078 1765 +1313 coinbase 0x8527d16c... Ultra Sound
14382252 1 3016 1705 +1311 p2porg_lido 0xa230e2cf... BloXroute Max Profit
14387112 1 3016 1705 +1311 coinbase 0xb26f9666... BloXroute Max Profit
14383974 1 3016 1705 +1311 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14387350 0 3001 1691 +1310 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14387996 6 3090 1780 +1310 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14386512 1 3015 1705 +1310 kiln 0x8527d16c... Ultra Sound
14388892 7 3104 1794 +1310 blockdaemon_lido 0xb26f9666... Titan Relay
14382397 0 3000 1691 +1309 p2porg 0xb26f9666... BloXroute Max Profit
14382040 4 3059 1750 +1309 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14386664 11 3162 1854 +1308 p2porg 0x850b00e0... Flashbots
14386515 2 3028 1720 +1308 bitstamp 0x850b00e0... BloXroute Max Profit
14383954 1 3013 1705 +1308 coinbase 0xb26f9666... BloXroute Regulated
14383827 6 3087 1780 +1307 coinbase 0x856b0004... BloXroute Max Profit
14388624 3 3042 1735 +1307 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14385459 1 3012 1705 +1307 p2porg 0x8db2a99d... BloXroute Max Profit
14386514 0 2997 1691 +1306 coinbase 0x8527d16c... Ultra Sound
14384826 0 2997 1691 +1306 coinbase 0x8527d16c... Ultra Sound
14384001 6 3086 1780 +1306 coinbase 0x856b0004... BloXroute Max Profit
14385764 2 3026 1720 +1306 bitstamp 0x823e0146... Titan Relay
14387609 0 2996 1691 +1305 solo_stakers 0xb26f9666... BloXroute Regulated
14387131 5 3070 1765 +1305 whale_0x8ebd Local Local
14388290 0 2995 1691 +1304 kiln 0xb26f9666... Titan Relay
14388340 5 3069 1765 +1304 p2porg 0xb26f9666... Titan Relay
14383624 8 3113 1809 +1304 everstake 0x88a53ec4... BloXroute Regulated
14385925 1 3009 1705 +1304 whale_0x8ebd 0x8db2a99d... Ultra Sound
14387680 6 3083 1780 +1303 whale_0x8ebd 0x8527d16c... Ultra Sound
14384259 4 3053 1750 +1303 p2porg 0x8db2a99d... BloXroute Max Profit
14388659 1 3008 1705 +1303 kiln 0x823e0146... Titan Relay
14384362 8 3111 1809 +1302 p2porg_lido 0xb26f9666... Titan Relay
14388022 0 2992 1691 +1301 coinbase 0x8527d16c... Ultra Sound
14388443 3 3036 1735 +1301 coinbase 0x8527d16c... Ultra Sound
14383647 1 3006 1705 +1301 kiln 0xb26f9666... Titan Relay
14387547 0 2991 1691 +1300 whale_0x8ebd 0x8527d16c... Ultra Sound
14386251 6 3080 1780 +1300 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14388722 3 3035 1735 +1300 kiln 0x8db2a99d... Ultra Sound
14385103 6 3079 1780 +1299 kiln 0xb67eaa5e... BloXroute Regulated
14382032 6 3079 1780 +1299 solo_stakers 0x88a53ec4... BloXroute Regulated
14389063 7 3093 1794 +1299 p2porg 0xac23f8cc... Titan Relay
14383650 6 3078 1780 +1298 stader 0xb67eaa5e... BloXroute Max Profit
14388861 0 2988 1691 +1297 p2porg 0xb26f9666... BloXroute Max Profit
14382729 6 3077 1780 +1297 coinbase 0xb26f9666... Titan Relay
14385507 1 3002 1705 +1297 whale_0x8ebd 0x8527d16c... Ultra Sound
14387616 3 3031 1735 +1296 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14387848 9 3120 1824 +1296 coinbase 0x8527d16c... Ultra Sound
14386280 6 3075 1780 +1295 coinbase 0x823e0146... Ultra Sound
14384778 5 3059 1765 +1294 whale_0x8ebd 0x8527d16c... Ultra Sound
14388672 5 3059 1765 +1294 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14387645 7 3088 1794 +1294 kiln 0xb67eaa5e... BloXroute Max Profit
14387307 4 3043 1750 +1293 p2porg 0x853b0078... Flashbots
14388769 0 2983 1691 +1292 everstake 0x851b00b1... Ultra Sound
14383668 0 2983 1691 +1292 p2porg 0x8db2a99d... BloXroute Max Profit
14383511 6 3072 1780 +1292 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14387819 5 3057 1765 +1292 kiln 0x8527d16c... Ultra Sound
14383072 1 2996 1705 +1291 everstake 0xb26f9666... Titan Relay
14382888 6 3070 1780 +1290 coinbase 0xb26f9666... BloXroute Max Profit
14386010 5 3055 1765 +1290 coinbase 0x8527d16c... Ultra Sound
14382402 17 3233 1943 +1290 everstake 0xb67eaa5e... BloXroute Regulated
14384532 0 2980 1691 +1289 coinbase 0x96f44633... BloXroute Max Profit
14384939 2 3008 1720 +1288 kiln 0xb26f9666... Titan Relay
14384043 6 3067 1780 +1287 p2porg 0x853b0078... BloXroute Max Profit
14389173 9 3111 1824 +1287 coinbase 0x8527d16c... Ultra Sound
14388220 5 3051 1765 +1286 coinbase 0x88857150... Ultra Sound
14388553 8 3095 1809 +1286 coinbase 0xb26f9666... BloXroute Regulated
14389184 0 2976 1691 +1285 coinbase 0x8a2a4361... Ultra Sound
14386711 10 3124 1839 +1285 kiln 0xb26f9666... BloXroute Regulated
14386672 6 3064 1780 +1284 whale_0x8ebd 0x8527d16c... Ultra Sound
14387781 5 3048 1765 +1283 whale_0xedc6 0x853b0078... BloXroute Max Profit
14386645 3 3018 1735 +1283 whale_0xedc6 0xb26f9666... BloXroute Max Profit
14388349 5 3047 1765 +1282 whale_0x8ebd 0xb26f9666... Titan Relay
14383753 8 3091 1809 +1282 coinbase 0x856b0004... BloXroute Max Profit
14384860 8 3091 1809 +1282 coinbase 0xb26f9666... BloXroute Regulated
14383763 0 2972 1691 +1281 coinbase 0x8db2a99d... BloXroute Max Profit
14387031 9 3104 1824 +1280 coinbase 0xb26f9666... Titan Relay
14387863 6 3059 1780 +1279 coinbase 0x9129eeb4... Titan Relay
14387020 5 3044 1765 +1279 coinbase 0x8db2a99d... Titan Relay
14386496 10 3118 1839 +1279 coinbase 0x8527d16c... Ultra Sound
14389044 8 3088 1809 +1279 coinbase 0x8527d16c... Ultra Sound
14382817 1 2984 1705 +1279 everstake 0x856b0004... BloXroute Max Profit
14387485 1 2983 1705 +1278 coinbase 0xb26f9666... BloXroute Regulated
14382550 1 2982 1705 +1277 kiln 0xb26f9666... BloXroute Max Profit
14382640 0 2967 1691 +1276 coinbase 0x8527d16c... Ultra Sound
14382346 0 2967 1691 +1276 kiln 0xb26f9666... BloXroute Max Profit
14382793 5 3041 1765 +1276 kiln Local Local
14387522 3 3011 1735 +1276 coinbase 0x8db2a99d... BloXroute Max Profit
14384349 2 2996 1720 +1276 coinbase 0xb26f9666... BloXroute Regulated
14388491 6 3055 1780 +1275 p2porg_lido 0x823e0146... Flashbots
14386621 8 3084 1809 +1275 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14384866 9 3098 1824 +1274 kiln 0x8527d16c... Ultra Sound
14388515 2 2993 1720 +1273 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14382258 1 2977 1705 +1272 bitstamp 0xb67eaa5e... BloXroute Max Profit
14382595 0 2962 1691 +1271 everstake 0xb26f9666... Titan Relay
14382173 5 3036 1765 +1271 kiln 0x8527d16c... Ultra Sound
14388295 3 3006 1735 +1271 kiln 0x8527d16c... Ultra Sound
14385270 0 2961 1691 +1270 kiln 0x99cba505... Ultra Sound
14388598 1 2975 1705 +1270 kiln 0x8db2a99d... Titan Relay
14386340 0 2960 1691 +1269 kiln 0x8527d16c... Ultra Sound
14389058 6 3049 1780 +1269 everstake 0xb26f9666... Titan Relay
14385570 12 3138 1869 +1269 kiln 0x88a53ec4... BloXroute Regulated
14387824 1 2974 1705 +1269 kiln 0x8db2a99d... BloXroute Max Profit
14387854 0 2959 1691 +1268 0x9129eeb4... Ultra Sound
14384446 0 2958 1691 +1267 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14386752 3 3002 1735 +1267 everstake 0x853b0078... BloXroute Max Profit
14383135 2 2987 1720 +1267 kiln 0x8527d16c... Ultra Sound
14386172 1 2972 1705 +1267 kiln 0x8527d16c... Ultra Sound
14387626 0 2957 1691 +1266 coinbase 0x8527d16c... Ultra Sound
14388477 1 2971 1705 +1266 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14383861 11 3119 1854 +1265 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14384945 0 2955 1691 +1264 coinbase 0xb26f9666... BloXroute Regulated
14384987 0 2954 1691 +1263 whale_0x87b6 0xb4ce6162... Ultra Sound
14388329 2 2983 1720 +1263 kiln 0x8db2a99d... Ultra Sound
14382999 1 2968 1705 +1263 everstake 0xb26f9666... Titan Relay
14383724 5 3027 1765 +1262 coinbase 0x856b0004... Ultra Sound
14385259 5 3027 1765 +1262 kiln 0xb26f9666... BloXroute Max Profit
14386289 2 2982 1720 +1262 kiln 0x8527d16c... Ultra Sound
14382548 8 3071 1809 +1262 coinbase 0xb26f9666... BloXroute Max Profit
14385840 0 2952 1691 +1261 everstake 0xb26f9666... Titan Relay
14389014 0 2952 1691 +1261 coinbase 0x856b0004... BloXroute Max Profit
14383426 0 2951 1691 +1260 everstake 0xb26f9666... Titan Relay
14382312 6 3040 1780 +1260 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14386557 12 3129 1869 +1260 coinbase 0x8527d16c... Ultra Sound
14387637 21 3262 2002 +1260 figment 0x853b0078... BloXroute Max Profit
14386575 1 2964 1705 +1259 everstake 0xb26f9666... Titan Relay
14385605 0 2949 1691 +1258 everstake 0x88857150... Ultra Sound
14385988 0 2949 1691 +1258 kiln 0xb26f9666... BloXroute Max Profit
14388987 6 3038 1780 +1258 whale_0x8ebd 0x8527d16c... Ultra Sound
14386212 5 3023 1765 +1258 coinbase 0x853b0078... BloXroute Max Profit
14382928 3 2993 1735 +1258 kiln 0xb26f9666... BloXroute Max Profit
14384910 0 2948 1691 +1257 kiln 0x88a53ec4... BloXroute Max Profit
14385053 0 2948 1691 +1257 coinbase 0xb26f9666... BloXroute Max Profit
14384574 0 2947 1691 +1256 coinbase 0x8527d16c... Ultra Sound
14387496 12 3125 1869 +1256 0x8527d16c... Ultra Sound
14386348 0 2946 1691 +1255 kiln 0x8db2a99d... BloXroute Max Profit
14383514 5 3020 1765 +1255 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14384530 0 2944 1691 +1253 p2porg 0xb26f9666... BloXroute Max Profit
14385077 0 2944 1691 +1253 kiln 0x88857150... Ultra Sound
14383170 6 3033 1780 +1253 coinbase 0x8db2a99d... BloXroute Max Profit
14386183 4 3003 1750 +1253 kiln 0x8527d16c... Ultra Sound
14383817 5 3017 1765 +1252 kiln 0xb67eaa5e... Ultra Sound
14383345 1 2957 1705 +1252 everstake 0x88a53ec4... BloXroute Max Profit
14387955 14 3149 1898 +1251 whale_0x8ebd 0x8527d16c... Ultra Sound
14389138 1 2956 1705 +1251 coinbase 0xb26f9666... BloXroute Regulated
14386477 7 3045 1794 +1251 coinbase 0x8db2a99d... Titan Relay
14386160 2 2970 1720 +1250 coinbase 0x856b0004... BloXroute Max Profit
14382195 1 2955 1705 +1250 everstake 0x8527d16c... Ultra Sound
14382847 5 3014 1765 +1249 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14385982 4 2999 1750 +1249 everstake 0x8527d16c... Ultra Sound
14386799 0 2939 1691 +1248 everstake 0xb67eaa5e... BloXroute Max Profit
14386509 1 2953 1705 +1248 kiln 0xb26f9666... BloXroute Max Profit
14382968 11 3101 1854 +1247 coinbase Local Local
14388815 1 2952 1705 +1247 coinbase 0xb26f9666... BloXroute Max Profit
14385041 0 2936 1691 +1245 kiln 0x823e0146... Flashbots
14387065 12 3114 1869 +1245 whale_0x8ebd Local Local
14383973 5 3010 1765 +1245 kiln 0x8db2a99d... BloXroute Max Profit
14384344 4 2995 1750 +1245 kiln 0xb26f9666... Aestus
14387151 2 2965 1720 +1245 kiln 0x88857150... Ultra Sound
14388623 1 2950 1705 +1245 kiln 0x8527d16c... Ultra Sound
14382554 0 2935 1691 +1244 kiln 0x8527d16c... Ultra Sound
14384518 1 2949 1705 +1244 everstake 0xb26f9666... Titan Relay
14387430 5 3008 1765 +1243 whale_0x8ebd 0x8527d16c... Ultra Sound
14386492 7 3037 1794 +1243 p2porg_lido 0x823e0146... BloXroute Max Profit
14385910 5 3007 1765 +1242 p2porg 0xb26f9666... BloXroute Regulated
Total anomalies: 548

Anomalies by relay

Which relays produce the most propagation anomalies?

Show code
if n_anomalies > 0:
    # Count anomalies by relay
    relay_counts = df_outliers["relay"].value_counts().reset_index()
    relay_counts.columns = ["relay", "anomaly_count"]
    
    # Get total blocks per relay for context
    df_anomaly["relay"] = df_anomaly["winning_relays"].apply(lambda x: x[0] if len(x) > 0 else "Local")
    total_by_relay = df_anomaly.groupby("relay").size().reset_index(name="total_blocks")
    
    relay_counts = relay_counts.merge(total_by_relay, on="relay")
    relay_counts["anomaly_rate"] = relay_counts["anomaly_count"] / relay_counts["total_blocks"] * 100
    relay_counts = relay_counts.sort_values("anomaly_rate", ascending=True)
    
    fig = go.Figure()
    
    fig.add_trace(go.Bar(
        y=relay_counts["relay"],
        x=relay_counts["anomaly_count"],
        orientation="h",
        marker_color="#e74c3c",
        text=relay_counts.apply(lambda r: f"{r['anomaly_count']}/{r['total_blocks']} ({r['anomaly_rate']:.1f}%)", axis=1),
        textposition="outside",
        hovertemplate="<b>%{y}</b><br>Anomalies: %{x}<br>Total blocks: %{customdata[0]:,}<br>Rate: %{customdata[1]:.1f}%<extra></extra>",
        customdata=np.column_stack([relay_counts["total_blocks"], relay_counts["anomaly_rate"]]),
    ))
    
    fig.update_layout(
        margin=dict(l=150, r=80, t=30, b=60),
        xaxis=dict(title="Number of anomalies"),
        yaxis=dict(title=""),
        height=350,
    )
    fig.show(config={"responsive": True})

Anomalies by proposer entity

Which proposer entities produce the most propagation anomalies?

Show code
if n_anomalies > 0:
    # Count anomalies by proposer entity
    proposer_counts = df_outliers["proposer"].value_counts().reset_index()
    proposer_counts.columns = ["proposer", "anomaly_count"]
    
    # Get total blocks per proposer for context
    df_anomaly["proposer"] = df_anomaly["proposer_entity"].fillna("Unknown")
    total_by_proposer = df_anomaly.groupby("proposer").size().reset_index(name="total_blocks")
    
    proposer_counts = proposer_counts.merge(total_by_proposer, on="proposer")
    proposer_counts["anomaly_rate"] = proposer_counts["anomaly_count"] / proposer_counts["total_blocks"] * 100
    
    # Show top 15 by anomaly count
    proposer_counts = proposer_counts.nlargest(15, "anomaly_rate").sort_values("anomaly_rate", ascending=True)
    
    fig = go.Figure()
    
    fig.add_trace(go.Bar(
        y=proposer_counts["proposer"],
        x=proposer_counts["anomaly_count"],
        orientation="h",
        marker_color="#e74c3c",
        text=proposer_counts.apply(lambda r: f"{r['anomaly_count']}/{r['total_blocks']} ({r['anomaly_rate']:.1f}%)", axis=1),
        textposition="outside",
        hovertemplate="<b>%{y}</b><br>Anomalies: %{x}<br>Total blocks: %{customdata[0]:,}<br>Rate: %{customdata[1]:.1f}%<extra></extra>",
        customdata=np.column_stack([proposer_counts["total_blocks"], proposer_counts["anomaly_rate"]]),
    ))
    
    fig.update_layout(
        margin=dict(l=150, r=80, t=30, b=60),
        xaxis=dict(title="Number of anomalies"),
        yaxis=dict(title=""),
        height=450,
    )
    fig.show(config={"responsive": True})

Anomalies by builder

Which builders produce the most propagation anomalies? (Truncated pubkeys shown for MEV blocks)

Show code
if n_anomalies > 0:
    # Count anomalies by builder
    builder_counts = df_outliers["builder"].value_counts().reset_index()
    builder_counts.columns = ["builder", "anomaly_count"]
    
    # Get total blocks per builder for context
    df_anomaly["builder"] = df_anomaly["winning_builder"].apply(
        lambda x: f"{x[:10]}..." if pd.notna(x) and x else "Local"
    )
    total_by_builder = df_anomaly.groupby("builder").size().reset_index(name="total_blocks")
    
    builder_counts = builder_counts.merge(total_by_builder, on="builder")
    builder_counts["anomaly_rate"] = builder_counts["anomaly_count"] / builder_counts["total_blocks"] * 100
    
    # Show top 15 by anomaly count
    builder_counts = builder_counts.nlargest(15, "anomaly_rate").sort_values("anomaly_rate", ascending=True)
    
    fig = go.Figure()
    
    fig.add_trace(go.Bar(
        y=builder_counts["builder"],
        x=builder_counts["anomaly_count"],
        orientation="h",
        marker_color="#e74c3c",
        text=builder_counts.apply(lambda r: f"{r['anomaly_count']}/{r['total_blocks']} ({r['anomaly_rate']:.1f}%)", axis=1),
        textposition="outside",
        hovertemplate="<b>%{y}</b><br>Anomalies: %{x}<br>Total blocks: %{customdata[0]:,}<br>Rate: %{customdata[1]:.1f}%<extra></extra>",
        customdata=np.column_stack([builder_counts["total_blocks"], builder_counts["anomaly_rate"]]),
    ))
    
    fig.update_layout(
        margin=dict(l=150, r=80, t=30, b=60),
        xaxis=dict(title="Number of anomalies"),
        yaxis=dict(title=""),
        height=450,
    )
    fig.show(config={"responsive": True})

Anomalies by blob count

Are anomalies more common at certain blob counts?

Show code
if n_anomalies > 0:
    # Count anomalies by blob count
    blob_anomalies = df_outliers.groupby("blob_count").size().reset_index(name="anomaly_count")
    blob_total = df_anomaly.groupby("blob_count").size().reset_index(name="total_blocks")
    
    blob_stats = blob_total.merge(blob_anomalies, on="blob_count", how="left").fillna(0)
    blob_stats["anomaly_count"] = blob_stats["anomaly_count"].astype(int)
    blob_stats["anomaly_rate"] = blob_stats["anomaly_count"] / blob_stats["total_blocks"] * 100
    
    fig = go.Figure()
    
    fig.add_trace(go.Bar(
        x=blob_stats["blob_count"],
        y=blob_stats["anomaly_count"],
        marker_color="#e74c3c",
        hovertemplate="<b>%{x} blobs</b><br>Anomalies: %{y}<br>Total: %{customdata[0]:,}<br>Rate: %{customdata[1]:.1f}%<extra></extra>",
        customdata=np.column_stack([blob_stats["total_blocks"], blob_stats["anomaly_rate"]]),
    ))
    
    fig.update_layout(
        margin=dict(l=60, r=30, t=30, b=60),
        xaxis=dict(title="Blob count", dtick=1),
        yaxis=dict(title="Number of anomalies"),
        height=350,
    )
    fig.show(config={"responsive": True})