Mon, May 11, 2026

Propagation anomalies - 2026-05-11

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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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 >= '2026-05-11' AND slot_start_date_time < '2026-05-11'::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: 7,174
MEV blocks: 6,700 (93.4%)
Local blocks: 474 (6.6%)

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 = 1698.6 + 16.14 × blob_count (R² = 0.008)
Residual σ = 611.2ms
Anomalies (>2σ slow): 555 (7.7%)
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
14306624 1 6332 1715 +4617 upbit Local Local
14307520 0 5816 1699 +4117 whale_0xba8f Local Local
14308020 0 4645 1699 +2946 lido Local Local
14305066 12 4775 1892 +2883 lido Local Local
14306492 0 4513 1699 +2814 launchnodes_lido Local Local
14308704 0 3906 1699 +2207 stakefish Local Local
14303011 5 3944 1779 +2165 solo_stakers Local Local
14305894 1 3787 1715 +2072 solo_stakers Local Local
14302944 0 3765 1699 +2066 upbit 0x850b00e0... Flashbots
14303100 7 3877 1812 +2065 coinbase 0x857b0038... Ultra Sound
14304704 0 3728 1699 +2029 whale_0xdc8d Local Local
14307891 1 3668 1715 +1953 csm_operator84_lido 0xb7c5c39a... BloXroute Max Profit
14309024 0 3649 1699 +1950 blockdaemon 0x8a850621... Titan Relay
14309409 1 3630 1715 +1915 whale_0x9212 Local Local
14303488 8 3740 1828 +1912 0xb26f9666... Titan Relay
14309920 1 3588 1715 +1873 whale_0xdc8d 0x8db2a99d... Ultra Sound
14309952 0 3570 1699 +1871 blockdaemon_lido 0xb26f9666... Titan Relay
14303008 7 3608 1812 +1796 bitstamp 0xb67eaa5e... BloXroute Regulated
14308183 0 3483 1699 +1784 ether.fi 0x851b00b1... Ultra Sound
14306160 7 3592 1812 +1780 blockdaemon 0x88a53ec4... BloXroute Regulated
14306400 4 3540 1763 +1777 bitstamp 0xb67eaa5e... BloXroute Regulated
14308530 9 3595 1844 +1751 coinbase 0x857b0038... BloXroute Max Profit
14309678 0 3428 1699 +1729 blockdaemon 0x853b0078... BloXroute Max Profit
14303870 0 3421 1699 +1722 blockdaemon 0xb4ce6162... Ultra Sound
14304671 0 3415 1699 +1716 ether.fi 0xb67eaa5e... Titan Relay
14309483 1 3425 1715 +1710 0x85fb0503... Aestus
14306131 10 3559 1860 +1699 ether.fi 0xb67eaa5e... Titan Relay
14304180 6 3491 1795 +1696 blockdaemon 0xb26f9666... Titan Relay
14304992 6 3478 1795 +1683 revolut 0xb26f9666... Titan Relay
14307301 0 3381 1699 +1682 nethermind_lido 0x856b0004... Agnostic Gnosis
14309277 6 3475 1795 +1680 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14304945 1 3380 1715 +1665 blockdaemon 0x8a850621... Titan Relay
14307427 3 3408 1747 +1661 blockdaemon 0xa965c911... Ultra Sound
14303490 0 3354 1699 +1655 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14306589 5 3432 1779 +1653 blockdaemon 0x88a53ec4... BloXroute Max Profit
14308257 7 3457 1812 +1645 blockdaemon 0xb4ce6162... Ultra Sound
14307105 2 3376 1731 +1645 blockdaemon_lido 0x88857150... Ultra Sound
14306583 5 3409 1779 +1630 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14307572 0 3328 1699 +1629 blockdaemon 0x851b00b1... BloXroute Max Profit
14306770 0 3325 1699 +1626 blockdaemon_lido 0xb26f9666... Titan Relay
14305111 6 3419 1795 +1624 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14309760 1 3338 1715 +1623 whale_0xd5e9 0x850b00e0... Flashbots
14303223 6 3418 1795 +1623 blockdaemon_lido 0xb67eaa5e... Titan Relay
14303298 0 3319 1699 +1620 luno 0x851b00b1... BloXroute Max Profit
14309641 9 3464 1844 +1620 blockdaemon 0x88a53ec4... BloXroute Regulated
14307342 3 3366 1747 +1619 blockdaemon 0xb26f9666... Titan Relay
14305276 6 3413 1795 +1618 blockdaemon_lido 0x850b00e0... Ultra Sound
14303820 2 3347 1731 +1616 coinbase 0x857b0038... BloXroute Max Profit
14309801 1 3330 1715 +1615 whale_0x8ebd 0x8527d16c... Ultra Sound
14306557 3 3362 1747 +1615 blockdaemon_lido 0x8527d16c... Ultra Sound
14307135 2 3344 1731 +1613 blockdaemon 0xb4ce6162... Ultra Sound
14304938 1 3327 1715 +1612 revolut 0x850b00e0... BloXroute Max Profit
14304845 1 3321 1715 +1606 revolut 0xb67eaa5e... BloXroute Max Profit
14308772 2 3334 1731 +1603 0x8db2a99d... Titan Relay
14304078 3 3350 1747 +1603 blockdaemon 0x8a850621... Titan Relay
14307168 0 3301 1699 +1602 whale_0xfd67 0x851b00b1... Titan Relay
14306179 1 3317 1715 +1602 luno 0x8527d16c... Ultra Sound
14304552 1 3317 1715 +1602 revolut 0xb26f9666... Titan Relay
14309071 2 3332 1731 +1601 blockdaemon 0xb26f9666... Titan Relay
14305352 5 3377 1779 +1598 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14305251 0 3296 1699 +1597 whale_0x4b5e 0x851b00b1... Ultra Sound
14304921 2 3327 1731 +1596 coinbase 0x857b0038... BloXroute Max Profit
14306049 1 3309 1715 +1594 whale_0xc611 0xb67eaa5e... Titan Relay
14309922 3 3340 1747 +1593 blockdaemon_lido 0xb67eaa5e... Titan Relay
14308488 18 3580 1989 +1591 kraken 0x8527d16c... EthGas
14307417 3 3337 1747 +1590 luno 0x8db2a99d... Titan Relay
14308260 0 3286 1699 +1587 whale_0x3878 0x851b00b1... Ultra Sound
14309337 2 3315 1731 +1584 blockdaemon_lido 0x8527d16c... Ultra Sound
14303755 8 3410 1828 +1582 blockdaemon_lido 0xb67eaa5e... Titan Relay
14309689 8 3409 1828 +1581 blockdaemon 0x88a53ec4... BloXroute Regulated
14309861 5 3360 1779 +1581 whale_0xdc8d 0x8527d16c... Ultra Sound
14305692 1 3294 1715 +1579 blockdaemon 0x856b0004... BloXroute Max Profit
14306204 0 3276 1699 +1577 whale_0xdc8d 0xb26f9666... Titan Relay
14304511 0 3274 1699 +1575 p2porg 0x851b00b1... Ultra Sound
14305909 1 3288 1715 +1573 luno 0x8527d16c... Ultra Sound
14306236 5 3352 1779 +1573 0x8527d16c... Ultra Sound
14303335 0 3270 1699 +1571 blockdaemon_lido 0x805e28e6... Ultra Sound
14307121 6 3363 1795 +1568 blockdaemon_lido 0x88857150... Ultra Sound
14309101 3 3311 1747 +1564 blockdaemon_lido 0x856b0004... Ultra Sound
14305591 7 3374 1812 +1562 p2porg 0x850b00e0... Ultra Sound
14308627 0 3256 1699 +1557 blockdaemon_lido 0x8527d16c... Ultra Sound
14306195 1 3271 1715 +1556 blockdaemon_lido 0x88857150... Ultra Sound
14307191 0 3254 1699 +1555 blockdaemon 0x8db2a99d... Titan Relay
14303525 0 3254 1699 +1555 blockdaemon_lido 0x8527d16c... Ultra Sound
14306855 1 3270 1715 +1555 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14309844 5 3333 1779 +1554 blockdaemon_lido 0xb26f9666... Titan Relay
14305674 6 3349 1795 +1554 p2porg 0x850b00e0... Ultra Sound
14304027 6 3348 1795 +1553 luno 0xb26f9666... Titan Relay
14303089 7 3364 1812 +1552 whale_0xc611 0x88a53ec4... BloXroute Regulated
14303989 2 3283 1731 +1552 blockdaemon_lido 0x88857150... Ultra Sound
14306999 0 3249 1699 +1550 whale_0xfd67 0x851b00b1... Ultra Sound
14305087 6 3345 1795 +1550 blockdaemon 0xb4ce6162... Ultra Sound
14303484 0 3248 1699 +1549 blockdaemon_lido 0xb67eaa5e... Titan Relay
14305527 4 3307 1763 +1544 whale_0x8914 0xb67eaa5e... Titan Relay
14308158 5 3320 1779 +1541 blockdaemon 0xb26f9666... Titan Relay
14305810 0 3239 1699 +1540 blockdaemon_lido 0xb26f9666... Titan Relay
14303247 1 3255 1715 +1540 blockdaemon 0xb67eaa5e... BloXroute Regulated
14305853 1 3254 1715 +1539 revolut 0x8527d16c... Ultra Sound
14308520 0 3237 1699 +1538 whale_0x6ddb 0x851b00b1... Ultra Sound
14303846 1 3252 1715 +1537 kiln 0x857b0038... BloXroute Max Profit
14303084 1 3248 1715 +1533 luno 0x8527d16c... Ultra Sound
14304069 0 3231 1699 +1532 revolut 0x99cba505... BloXroute Max Profit
14305751 0 3225 1699 +1526 whale_0xfd67 0x851b00b1... Ultra Sound
14305257 1 3241 1715 +1526 whale_0x8ebd 0xb7c5beef... BloXroute Max Profit
14303939 14 3448 1925 +1523 blockdaemon_lido 0x88857150... Ultra Sound
14304593 0 3222 1699 +1523 whale_0xdc8d 0x8527d16c... Ultra Sound
14309508 0 3219 1699 +1520 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14305858 0 3218 1699 +1519 whale_0xfd67 0xb67eaa5e... Titan Relay
14306138 0 3216 1699 +1517 blockdaemon 0x88857150... Ultra Sound
14307054 0 3216 1699 +1517 blockdaemon_lido 0xb26f9666... Titan Relay
14303786 0 3215 1699 +1516 revolut 0x856b0004... BloXroute Max Profit
14309254 0 3215 1699 +1516 whale_0xfd67 0x856b0004... Ultra Sound
14305675 0 3210 1699 +1511 0x853b0078... BloXroute Max Profit
14307220 1 3225 1715 +1510 blockdaemon 0x8527d16c... Ultra Sound
14303238 0 3207 1699 +1508 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14306783 0 3206 1699 +1507 whale_0x4b5e 0xba003e46... Ultra Sound
14306237 1 3222 1715 +1507 blockdaemon 0x856b0004... BloXroute Max Profit
14306435 0 3202 1699 +1503 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14306309 0 3202 1699 +1503 solo_stakers 0xb67eaa5e... Titan Relay
14309556 6 3297 1795 +1502 whale_0xdc8d 0x8527d16c... Ultra Sound
14306754 1 3216 1715 +1501 whale_0x8ebd 0xb26f9666... Titan Relay
14309902 1 3213 1715 +1498 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14304402 2 3225 1731 +1494 revolut 0xb26f9666... Titan Relay
14309929 3 3241 1747 +1494 p2porg Local Local
14303023 1 3207 1715 +1492 whale_0xf273 0xb67eaa5e... Titan Relay
14303285 0 3189 1699 +1490 blockdaemon Local Local
14304847 9 3334 1844 +1490 revolut 0xb26f9666... Titan Relay
14306703 1 3204 1715 +1489 revolut 0x8527d16c... Ultra Sound
14305706 1 3203 1715 +1488 whale_0x4b5e 0xb67eaa5e... Titan Relay
14303342 1 3201 1715 +1486 revolut 0x8527d16c... Ultra Sound
14306170 2 3213 1731 +1482 whale_0xfd67 0x88857150... Ultra Sound
14309331 5 3259 1779 +1480 p2porg_lido 0x88a53ec4... BloXroute Regulated
14305583 0 3177 1699 +1478 whale_0x4b5e 0xb67eaa5e... Titan Relay
14309446 5 3256 1779 +1477 blockdaemon 0xb67eaa5e... Titan Relay
14308266 1 3191 1715 +1476 revolut 0x8527d16c... Ultra Sound
14306194 1 3188 1715 +1473 p2porg 0x88a53ec4... BloXroute Regulated
14306847 1 3188 1715 +1473 whale_0x3878 0xb67eaa5e... Titan Relay
14309809 1 3187 1715 +1472 whale_0xfd67 0xb67eaa5e... Titan Relay
14308277 3 3218 1747 +1471 whale_0x4b5e 0x850b00e0... Titan Relay
14306397 2 3201 1731 +1470 p2porg 0x850b00e0... BloXroute Regulated
14303745 7 3279 1812 +1467 blockdaemon_lido 0xb67eaa5e... Titan Relay
14304113 0 3162 1699 +1463 revolut 0x8527d16c... Ultra Sound
14303507 0 3161 1699 +1462 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14309984 0 3158 1699 +1459 coinbase 0x88a53ec4... BloXroute Regulated
14303014 2 3190 1731 +1459 p2porg 0xb67eaa5e... BloXroute Max Profit
14308223 0 3156 1699 +1457 bitstamp 0x853b0078... Flashbots
14308339 5 3236 1779 +1457 blockdaemon 0x8527d16c... Ultra Sound
14303154 1 3166 1715 +1451 whale_0xfd67 0xb67eaa5e... Titan Relay
14305932 7 3262 1812 +1450 blockdaemon_lido 0x853b0078... BloXroute Regulated
14309258 0 3149 1699 +1450 coinbase 0xb26f9666... Ultra Sound
14303322 6 3244 1795 +1449 blockdaemon_lido 0x88857150... Ultra Sound
14307469 0 3145 1699 +1446 whale_0x8914 0x851b00b1... Titan Relay
14308275 0 3145 1699 +1446 p2porg 0x96f44633... BloXroute Max Profit
14303965 4 3209 1763 +1446 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14305488 6 3241 1795 +1446 0x850b00e0... Flashbots
14303103 2 3176 1731 +1445 whale_0x8ebd 0x8527d16c... Ultra Sound
14308008 1 3158 1715 +1443 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14306795 1 3156 1715 +1441 everstake 0x857b0038... BloXroute Max Profit
14305143 1 3155 1715 +1440 p2porg 0x850b00e0... BloXroute Regulated
14309504 3 3187 1747 +1440 coinbase 0x88a53ec4... BloXroute Regulated
14304948 3 3187 1747 +1440 revolut 0x8527d16c... Ultra Sound
14305208 2 3170 1731 +1439 0x857b0038... BloXroute Regulated
14309400 1 3152 1715 +1437 p2porg 0xb26f9666... Titan Relay
14305570 1 3151 1715 +1436 coinbase 0xb67eaa5e... BloXroute Regulated
14305425 3 3183 1747 +1436 whale_0x8ee5 0x8527d16c... Ultra Sound
14305740 8 3258 1828 +1430 revolut 0xb26f9666... Titan Relay
14305857 2 3160 1731 +1429 p2porg_lido Local Local
14307666 0 3127 1699 +1428 p2porg_lido 0x851b00b1... BloXroute Max Profit
14303547 1 3143 1715 +1428 whale_0x3878 0xb67eaa5e... Titan Relay
14307496 5 3206 1779 +1427 whale_0xfd67 0x8db2a99d... Titan Relay
14305040 5 3206 1779 +1427 whale_0x3878 0xb67eaa5e... Titan Relay
14309013 6 3222 1795 +1427 coinbase 0x8527d16c... Ultra Sound
14307814 0 3125 1699 +1426 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14307177 1 3139 1715 +1424 coinbase 0x823e0146... BloXroute Max Profit
14306327 2 3153 1731 +1422 whale_0x8914 0xb67eaa5e... Titan Relay
14302850 5 3201 1779 +1422 coinbase 0xb26f9666... BloXroute Regulated
14308726 5 3200 1779 +1421 whale_0xfd67 0xb67eaa5e... BloXroute Regulated
14303984 0 3119 1699 +1420 whale_0xfd67 0x8db2a99d... Ultra Sound
14306781 0 3119 1699 +1420 kiln 0x823e0146... BloXroute Max Profit
14309017 11 3296 1876 +1420 whale_0xfd67 0xb67eaa5e... Titan Relay
14304646 0 3117 1699 +1418 blockdaemon_lido 0x823e0146... BloXroute Max Profit
14308082 0 3117 1699 +1418 blockdaemon_lido 0xb26f9666... Titan Relay
14308913 8 3245 1828 +1417 blockdaemon_lido 0x856b0004... Ultra Sound
14303096 2 3147 1731 +1416 gateway.fmas_lido 0x85fb0503... Aestus
14307132 0 3114 1699 +1415 kiln 0x8527d16c... Ultra Sound
14306613 6 3210 1795 +1415 coinbase 0x8527d16c... Ultra Sound
14306494 6 3210 1795 +1415 kiln 0x850b00e0... BloXroute Max Profit
14309618 1 3129 1715 +1414 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14306644 0 3112 1699 +1413 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14305493 0 3112 1699 +1413 p2porg 0x850b00e0... Flashbots
14307899 1 3127 1715 +1412 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14308649 5 3189 1779 +1410 p2porg_lido 0x88a53ec4... BloXroute Regulated
14303888 1 3124 1715 +1409 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14306590 0 3107 1699 +1408 p2porg 0x8db2a99d... BloXroute Max Profit
14307000 1 3122 1715 +1407 0x856b0004... BloXroute Max Profit
14304663 2 3138 1731 +1407 whale_0x8ebd 0xb26f9666... Titan Relay
14309241 2 3138 1731 +1407 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14307671 9 3247 1844 +1403 p2porg_lido 0x850b00e0... BloXroute Max Profit
14306355 2 3134 1731 +1403 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14305229 1 3117 1715 +1402 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14307624 5 3181 1779 +1402 kiln 0xb4ce6162... Ultra Sound
14303058 0 3100 1699 +1401 coinbase 0x85fb0503... Aestus
14304643 7 3212 1812 +1400 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14303411 1 3115 1715 +1400 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14306395 0 3098 1699 +1399 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14306673 5 3177 1779 +1398 kiln 0x8527d16c... Ultra Sound
14309549 3 3143 1747 +1396 whale_0x8ebd 0x8527d16c... Ultra Sound
14302985 13 3304 1908 +1396 blockdaemon_lido Local Local
14305556 1 3109 1715 +1394 p2porg 0x853b0078... Agnostic Gnosis
14308078 0 3092 1699 +1393 p2porg 0xb26f9666... Titan Relay
14308154 0 3092 1699 +1393 p2porg_lido 0x850b00e0... BloXroute Max Profit
14306351 2 3124 1731 +1393 whale_0x8ebd 0x88857150... Ultra Sound
14305011 4 3155 1763 +1392 whale_0x8ebd 0x8527d16c... Ultra Sound
14306853 6 3185 1795 +1390 coinbase 0x856b0004... BloXroute Max Profit
14303407 2 3120 1731 +1389 p2porg 0xb7c5c39a... BloXroute Max Profit
14307166 2 3119 1731 +1388 whale_0x8ebd 0x850b00e0... BloXroute Max Profit
14307518 3 3135 1747 +1388 coinbase 0x850b00e0... BloXroute Max Profit
14309486 6 3183 1795 +1388 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14303225 0 3086 1699 +1387 p2porg 0x926b7905... BloXroute Regulated
14304410 1 3102 1715 +1387 p2porg 0xb26f9666... BloXroute Regulated
14308127 1 3101 1715 +1386 p2porg 0xb26f9666... Titan Relay
14306884 0 3084 1699 +1385 p2porg_lido 0x88a53ec4... BloXroute Regulated
14304407 1 3100 1715 +1385 coinbase 0xb26f9666... Titan Relay
14307070 2 3116 1731 +1385 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14306020 3 3132 1747 +1385 whale_0x8ebd 0x8527d16c... Ultra Sound
14304775 5 3164 1779 +1385 bitstamp 0xb67eaa5e... BloXroute Max Profit
14308769 0 3083 1699 +1384 stader 0x88a53ec4... BloXroute Regulated
14307926 0 3082 1699 +1383 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14305350 4 3146 1763 +1383 p2porg 0x853b0078... BloXroute Max Profit
14309820 0 3080 1699 +1381 coinbase 0x8527d16c... Ultra Sound
14304749 1 3096 1715 +1381 whale_0x8ebd 0x8527d16c... Ultra Sound
14305604 0 3079 1699 +1380 blockdaemon 0x8527d16c... Ultra Sound
14304431 6 3175 1795 +1380 whale_0xba40 0x8527d16c... Ultra Sound
14306575 0 3078 1699 +1379 p2porg_lido 0x851b00b1... BloXroute Max Profit
14304782 0 3078 1699 +1379 whale_0x8ebd 0x8527d16c... Ultra Sound
14309616 3 3126 1747 +1379 p2porg 0xb26f9666... Titan Relay
14308280 7 3190 1812 +1378 whale_0x4b5e 0x88a53ec4... BloXroute Max Profit
14309429 0 3076 1699 +1377 coinbase 0x8527d16c... Ultra Sound
14309035 0 3074 1699 +1375 coinbase 0xb26f9666... Titan Relay
14306740 0 3074 1699 +1375 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14303508 0 3074 1699 +1375 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14307344 1 3089 1715 +1374 kiln 0xb26f9666... BloXroute Regulated
14306780 9 3218 1844 +1374 blockdaemon_lido 0xb26f9666... Titan Relay
14305103 2 3103 1731 +1372 kiln 0xb67eaa5e... BloXroute Max Profit
14309526 0 3069 1699 +1370 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14305355 0 3069 1699 +1370 whale_0x8ebd 0x8527d16c... Ultra Sound
14309373 0 3069 1699 +1370 p2porg 0xba003e46... BloXroute Regulated
14305747 5 3148 1779 +1369 blockdaemon_lido 0xb26f9666... Titan Relay
14305897 0 3067 1699 +1368 0x9129eeb4... Aestus
14308852 5 3147 1779 +1368 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14309644 0 3066 1699 +1367 whale_0x8ebd 0xb4ce6162... Ultra Sound
14306378 0 3066 1699 +1367 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14306441 1 3082 1715 +1367 coinbase 0x823e0146... BloXroute Max Profit
14308834 0 3064 1699 +1365 0x8527d16c... Ultra Sound
14306920 5 3144 1779 +1365 p2porg 0x853b0078... BloXroute Regulated
14308945 3 3111 1747 +1364 kiln 0x88a53ec4... BloXroute Max Profit
14308156 4 3127 1763 +1364 blockdaemon 0x8527d16c... Ultra Sound
14306958 4 3126 1763 +1363 whale_0x8ebd 0x8527d16c... Ultra Sound
14304128 5 3142 1779 +1363 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14306933 0 3061 1699 +1362 coinbase 0x856b0004... Ultra Sound
14306833 0 3061 1699 +1362 p2porg_lido 0x851b00b1... BloXroute Max Profit
14304314 4 3124 1763 +1361 whale_0x8ebd 0x8527d16c... Ultra Sound
14308695 1 3075 1715 +1360 whale_0x8ebd 0x8527d16c... Ultra Sound
14303470 1 3075 1715 +1360 whale_0x8ebd 0xb26f9666... Ultra Sound
14304458 1 3075 1715 +1360 kiln 0xb26f9666... BloXroute Regulated
14309950 0 3057 1699 +1358 bitstamp 0x851b00b1... BloXroute Max Profit
14304521 3 3105 1747 +1358 whale_0x8ebd 0x8527d16c... Ultra Sound
14306082 3 3104 1747 +1357 coinbase 0xb26f9666... Titan Relay
14306658 5 3136 1779 +1357 coinbase 0x9129eeb4... Ultra Sound
14308124 5 3135 1779 +1356 coinbase 0xb67eaa5e... BloXroute Regulated
14308455 21 3393 2037 +1356 kiln Local Local
14305440 0 3054 1699 +1355 coinbase 0xb26f9666... Titan Relay
14308665 1 3070 1715 +1355 p2porg 0x856b0004... Ultra Sound
14309281 1 3070 1715 +1355 coinbase 0xb7c5e609... BloXroute Regulated
14309550 8 3182 1828 +1354 whale_0x8ebd 0x856b0004... Ultra Sound
14304696 3 3101 1747 +1354 coinbase 0xb26f9666... BloXroute Regulated
14303185 5 3133 1779 +1354 p2porg 0xb26f9666... Titan Relay
14303182 5 3133 1779 +1354 kiln 0xb26f9666... BloXroute Max Profit
14305647 7 3165 1812 +1353 figment 0x853b0078... BloXroute Max Profit
14304176 0 3052 1699 +1353 coinbase 0xb26f9666... Titan Relay
14307822 8 3181 1828 +1353 whale_0x8ebd 0x8527d16c... Ultra Sound
14303839 1 3068 1715 +1353 0xb26f9666... BloXroute Max Profit
14309149 1 3067 1715 +1352 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14309160 0 3049 1699 +1350 coinbase 0x8527d16c... Ultra Sound
14305315 8 3178 1828 +1350 whale_0x8ebd 0xa965c911... Ultra Sound
14306493 0 3048 1699 +1349 everstake Local Local
14309259 1 3064 1715 +1349 p2porg 0x853b0078... Aestus
14307157 9 3193 1844 +1349 p2porg 0x853b0078... BloXroute Regulated
14307393 2 3080 1731 +1349 everstake 0xb26f9666... Titan Relay
14302969 2 3080 1731 +1349 whale_0x8ebd 0x88857150... Ultra Sound
14307050 0 3047 1699 +1348 coinbase 0x8527d16c... Ultra Sound
14309958 1 3063 1715 +1348 0x85fb0503... Aestus
14308880 5 3126 1779 +1347 p2porg 0xb26f9666... Titan Relay
14303381 3 3093 1747 +1346 coinbase 0x88857150... Ultra Sound
14305690 6 3141 1795 +1346 kiln 0xb67eaa5e... BloXroute Regulated
14305630 0 3044 1699 +1345 coinbase 0xb26f9666... BloXroute Max Profit
14303344 5 3123 1779 +1344 figment 0x9129eeb4... Ultra Sound
14306666 0 3042 1699 +1343 p2porg 0xb26f9666... BloXroute Max Profit
14303498 3 3090 1747 +1343 kiln 0xb26f9666... BloXroute Max Profit
14303980 6 3138 1795 +1343 bitstamp 0x850b00e0... BloXroute Regulated
14305547 6 3137 1795 +1342 whale_0x8ebd 0xb26f9666... Titan Relay
14307145 0 3040 1699 +1341 whale_0x8ebd 0x851b00b1... BloXroute Max Profit
14307248 7 3152 1812 +1340 p2porg 0xb26f9666... Titan Relay
14307373 0 3039 1699 +1340 whale_0xedc6 0xb26f9666... Aestus
14309803 0 3039 1699 +1340 p2porg 0x8db2a99d... BloXroute Max Profit
14302924 1 3055 1715 +1340 whale_0xedc6 0x8db2a99d... BloXroute Max Profit
14309622 1 3054 1715 +1339 kiln 0xb26f9666... BloXroute Regulated
14309687 6 3134 1795 +1339 p2porg 0x853b0078... BloXroute Regulated
14305661 3 3085 1747 +1338 p2porg 0x853b0078... BloXroute Max Profit
14305218 3 3085 1747 +1338 whale_0xedc6 0x8db2a99d... BloXroute Max Profit
14303214 6 3133 1795 +1338 solo_stakers 0x857b0038... Ultra Sound
14304417 6 3133 1795 +1338 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14302899 3 3084 1747 +1337 whale_0x8ebd Local Local
14307634 6 3132 1795 +1337 p2porg 0x8527d16c... Ultra Sound
14307134 5 3115 1779 +1336 0x856b0004... BloXroute Max Profit
14304559 5 3114 1779 +1335 coinbase 0xb26f9666... BloXroute Regulated
14304519 2 3064 1731 +1333 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14309076 1 3047 1715 +1332 coinbase 0xb26f9666... Ultra Sound
14308413 1 3047 1715 +1332 0x8a850621... Ultra Sound
14306295 1 3047 1715 +1332 whale_0x8ebd 0x8527d16c... Ultra Sound
14304841 6 3127 1795 +1332 coinbase 0xb26f9666... BloXroute Regulated
14309815 1 3046 1715 +1331 whale_0x8ebd 0x8527d16c... Ultra Sound
14302814 6 3125 1795 +1330 solo_stakers 0xb4ce6162... Ultra Sound
14304701 0 3028 1699 +1329 whale_0x8ebd 0x8527d16c... Ultra Sound
14307225 3 3076 1747 +1329 kiln 0xb26f9666... Titan Relay
14303827 1 3043 1715 +1328 0xb26f9666... Titan Relay
14309501 1 3043 1715 +1328 whale_0x8ebd 0xb26f9666... Titan Relay
14309175 0 3026 1699 +1327 whale_0xedc6 0x856b0004... Ultra Sound
14309092 0 3026 1699 +1327 coinbase 0xb67eaa5e... BloXroute Regulated
14307211 0 3025 1699 +1326 0x8527d16c... Ultra Sound
14306804 0 3025 1699 +1326 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14309098 0 3024 1699 +1325 whale_0x8ebd 0x856b0004... Ultra Sound
14304550 1 3040 1715 +1325 coinbase 0x8527d16c... Ultra Sound
14303202 5 3104 1779 +1325 coinbase 0xb26f9666... BloXroute Regulated
14308687 1 3039 1715 +1324 coinbase 0x8527d16c... Ultra Sound
14308819 5 3103 1779 +1324 blockdaemon_lido 0xb26f9666... Titan Relay
14304518 5 3103 1779 +1324 coinbase 0xb26f9666... BloXroute Regulated
14309535 1 3038 1715 +1323 coinbase 0x8527d16c... Ultra Sound
14303697 1 3037 1715 +1322 figment 0xb67eaa5e... Ultra Sound
14308986 1 3037 1715 +1322 kiln 0x850b00e0... BloXroute Max Profit
14303943 4 3085 1763 +1322 whale_0x8ebd 0x8527d16c... Ultra Sound
14302888 5 3101 1779 +1322 kiln 0xb26f9666... BloXroute Regulated
14307903 3 3068 1747 +1321 coinbase 0x8527d16c... Ultra Sound
14307576 10 3180 1860 +1320 kiln Local Local
14308672 0 3018 1699 +1319 coinbase 0x8527d16c... Ultra Sound
14306929 1 3034 1715 +1319 coinbase 0x8527d16c... Ultra Sound
14307353 1 3034 1715 +1319 whale_0x23be 0x8db2a99d... Agnostic Gnosis
14303862 3 3066 1747 +1319 kiln 0x8527d16c... Ultra Sound
14303560 4 3082 1763 +1319 p2porg 0x856b0004... Ultra Sound
14303220 5 3098 1779 +1319 kiln 0xb26f9666... Titan Relay
14305812 1 3033 1715 +1318 coinbase 0x8db2a99d... BloXroute Max Profit
14306887 1 3033 1715 +1318 whale_0x8ebd 0x8527d16c... Ultra Sound
14303832 6 3113 1795 +1318 p2porg 0x8527d16c... Ultra Sound
14305769 0 3016 1699 +1317 coinbase 0x88857150... Ultra Sound
14307023 1 3031 1715 +1316 coinbase 0x823e0146... Ultra Sound
14307580 1 3031 1715 +1316 kiln 0x853b0078... BloXroute Regulated
14304829 0 3014 1699 +1315 coinbase 0x853b0078... BloXroute Max Profit
14305017 1 3030 1715 +1315 coinbase 0x823e0146... Titan Relay
14308469 2 3046 1731 +1315 whale_0x8ebd 0x8527d16c... Ultra Sound
14304084 5 3094 1779 +1315 whale_0xedc6 0x856b0004... Ultra Sound
14309672 3 3061 1747 +1314 p2porg 0x85fb0503... Aestus
14305767 1 3028 1715 +1313 whale_0xedc6 0x850b00e0... BloXroute Max Profit
14307115 0 3011 1699 +1312 coinbase 0x8527d16c... Ultra Sound
14304368 2 3043 1731 +1312 whale_0x8ebd 0x8527d16c... Ultra Sound
14305742 0 3010 1699 +1311 0x856b0004... Ultra Sound
14303982 1 3026 1715 +1311 kiln 0x856b0004... BloXroute Max Profit
14303975 10 3171 1860 +1311 kraken 0xb26f9666... EthGas
14308724 0 3009 1699 +1310 coinbase 0x8527d16c... Ultra Sound
14303747 0 3009 1699 +1310 coinbase 0xb67eaa5e... Ultra Sound
14302807 8 3137 1828 +1309 whale_0x8ebd 0x8527d16c... Ultra Sound
14306671 3 3056 1747 +1309 whale_0x8ebd 0x8527d16c... Ultra Sound
14307348 0 3007 1699 +1308 whale_0xedc6 0x8db2a99d... Agnostic Gnosis
14305429 3 3055 1747 +1308 p2porg 0x8db2a99d... BloXroute Max Profit
14309502 3 3054 1747 +1307 whale_0x8ebd 0x8527d16c... Ultra Sound
14306045 4 3070 1763 +1307 whale_0x8ebd 0x8db2a99d... Titan Relay
14308644 5 3086 1779 +1307 coinbase 0xb26f9666... BloXroute Regulated
14303645 0 3004 1699 +1305 kiln 0x8527d16c... Ultra Sound
14306877 1 3020 1715 +1305 whale_0x8ebd 0x857b0038... Ultra Sound
14306405 1 3020 1715 +1305 kiln 0xb26f9666... BloXroute Regulated
14308046 12 3197 1892 +1305 whale_0x8ebd 0x8527d16c... Ultra Sound
14304171 5 3084 1779 +1305 coinbase 0x8db2a99d... Ultra Sound
14302974 5 3084 1779 +1305 p2porg 0x853b0078... BloXroute Regulated
14306992 6 3100 1795 +1305 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14305829 0 3003 1699 +1304 whale_0x8ebd Local Local
14306167 1 3019 1715 +1304 kiln 0x8527d16c... Ultra Sound
14302928 1 3018 1715 +1303 kiln 0x856b0004... BloXroute Max Profit
14308146 5 3082 1779 +1303 coinbase 0x8527d16c... Ultra Sound
14306587 0 3001 1699 +1302 whale_0x8ebd 0x8db2a99d... Ultra Sound
14308761 8 3130 1828 +1302 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14307093 4 3065 1763 +1302 figment 0x8527d16c... Ultra Sound
14306419 0 3000 1699 +1301 whale_0x8ebd 0x8db2a99d... Ultra Sound
14304976 0 3000 1699 +1301 bitstamp 0x857b0038... BloXroute Max Profit
14303476 8 3129 1828 +1301 whale_0x8ebd 0x8527d16c... Ultra Sound
14308820 6 3096 1795 +1301 coinbase 0xb67eaa5e... Ultra Sound
14307069 7 3112 1812 +1300 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14307836 0 2999 1699 +1300 coinbase 0x851b00b1... BloXroute Max Profit
14303165 8 3128 1828 +1300 coinbase 0x856b0004... BloXroute Max Profit
14306894 1 3015 1715 +1300 whale_0x8ebd 0x8527d16c... Ultra Sound
14303388 1 3014 1715 +1299 bitstamp 0x88a53ec4... BloXroute Regulated
14302856 1 3014 1715 +1299 kiln 0x8527d16c... Ultra Sound
14307015 2 3030 1731 +1299 whale_0x8ebd 0x8527d16c... Ultra Sound
14306640 5 3078 1779 +1299 coinbase 0x8db2a99d... BloXroute Max Profit
14306366 8 3126 1828 +1298 bitstamp 0x850b00e0... BloXroute Max Profit
14309862 3 3045 1747 +1298 whale_0x8ebd 0x8527d16c... Ultra Sound
14309822 5 3077 1779 +1298 kiln 0x8527d16c... Ultra Sound
14306692 13 3206 1908 +1298 gateway.fmas_lido 0x8527d16c... Ultra Sound
14302892 0 2996 1699 +1297 coinbase 0x8527d16c... Ultra Sound
14309358 1 3012 1715 +1297 coinbase 0x856b0004... BloXroute Max Profit
14309512 2 3028 1731 +1297 coinbase 0x856b0004... Aestus
14305744 6 3092 1795 +1297 0x850b00e0... BloXroute Max Profit
14306151 6 3091 1795 +1296 whale_0x8ebd 0x856b0004... Ultra Sound
14304303 2 3026 1731 +1295 0x857b0038... BloXroute Regulated
14307372 0 2993 1699 +1294 kiln 0x8db2a99d... Titan Relay
14305104 0 2993 1699 +1294 coinbase 0x8db2a99d... Ultra Sound
14303456 6 3088 1795 +1293 whale_0x8ebd 0x85fb0503... Aestus
14305398 8 3119 1828 +1291 coinbase 0x8527d16c... Ultra Sound
14305368 6 3086 1795 +1291 coinbase 0x88857150... Ultra Sound
14304388 0 2989 1699 +1290 coinbase 0x8527d16c... Ultra Sound
14307291 0 2989 1699 +1290 everstake 0x851b00b1... BloXroute Max Profit
14308117 1 3005 1715 +1290 bitstamp 0x850b00e0... BloXroute Max Profit
14304249 3 3036 1747 +1289 whale_0x8ebd 0x8527d16c... Ultra Sound
14309967 0 2986 1699 +1287 whale_0x8ee5 0x8527d16c... Ultra Sound
14305214 1 3002 1715 +1287 kiln 0xb26f9666... BloXroute Max Profit
14304460 1 3002 1715 +1287 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14304241 1 3002 1715 +1287 whale_0x8ebd 0x8db2a99d... Agnostic Gnosis
14305038 5 3066 1779 +1287 kiln 0x823e0146... Titan Relay
14307405 6 3082 1795 +1287 coinbase 0x88857150... Ultra Sound
14304271 0 2985 1699 +1286 kiln 0x8527d16c... Ultra Sound
14308585 1 3001 1715 +1286 coinbase 0x8527d16c... Ultra Sound
14307321 2 3017 1731 +1286 p2porg 0xb26f9666... Aestus
14302840 6 3081 1795 +1286 whale_0x8ebd 0x8527d16c... Ultra Sound
14307375 7 3096 1812 +1284 coinbase 0xb26f9666... Titan Relay
14304439 0 2983 1699 +1284 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14306526 3 3031 1747 +1284 everstake 0xb26f9666... Titan Relay
14305472 5 3063 1779 +1284 everstake 0x850b00e0... BloXroute Max Profit
14309673 1 2998 1715 +1283 coinbase 0x88857150... Ultra Sound
14302999 2 3014 1731 +1283 kiln 0x8527d16c... Ultra Sound
14308072 5 3062 1779 +1283 whale_0x23be 0x8527d16c... Ultra Sound
14305995 7 3094 1812 +1282 coinbase 0x8527d16c... Ultra Sound
14309189 4 3045 1763 +1282 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14303262 5 3061 1779 +1282 whale_0x8ebd 0x85fb0503... Ultra Sound
14303418 2 3011 1731 +1280 kiln 0xb26f9666... BloXroute Max Profit
14303810 4 3041 1763 +1278 kiln 0x8527d16c... Ultra Sound
14309433 5 3057 1779 +1278 p2porg_lido 0x823e0146... BloXroute Max Profit
14305657 5 3057 1779 +1278 p2porg 0x853b0078... BloXroute Max Profit
14304739 6 3073 1795 +1278 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14303621 0 2976 1699 +1277 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14307101 0 2975 1699 +1276 kiln 0x856b0004... BloXroute Max Profit
14305220 5 3055 1779 +1276 coinbase 0xb26f9666... BloXroute Max Profit
14306762 5 3055 1779 +1276 whale_0x8ebd 0x8db2a99d... Titan Relay
14307599 0 2974 1699 +1275 kiln 0x850b00e0... BloXroute Max Profit
14306932 8 3103 1828 +1275 whale_0xedc6 0xb26f9666... BloXroute Max Profit
14309968 1 2990 1715 +1275 kiln 0x85fb0503... Aestus
14306180 5 3053 1779 +1274 p2porg 0x823e0146... Flashbots
14307337 0 2971 1699 +1272 kiln 0x8527d16c... Ultra Sound
14302861 3 3019 1747 +1272 coinbase 0x8527d16c... Ultra Sound
14306816 5 3051 1779 +1272 whale_0x8ebd 0x8527d16c... Ultra Sound
14305757 6 3067 1795 +1272 whale_0x8ebd 0xb26f9666... Titan Relay
14306335 1 2986 1715 +1271 kiln 0x853b0078... BloXroute Max Profit
14303333 1 2986 1715 +1271 kiln 0x8527d16c... Ultra Sound
14306004 8 3098 1828 +1270 whale_0x8ebd 0x8527d16c... Ultra Sound
14309272 3 3016 1747 +1269 coinbase 0x8527d16c... Ultra Sound
14305013 5 3048 1779 +1269 kiln 0x8527d16c... Ultra Sound
14304733 1 2983 1715 +1268 kiln 0x88857150... Ultra Sound
14306031 1 2983 1715 +1268 solo_stakers 0x8527d16c... Ultra Sound
14302990 7 3079 1812 +1267 coinbase 0x856b0004... BloXroute Max Profit
14308471 0 2966 1699 +1267 coinbase 0x88cd924c... Ultra Sound
14306069 1 2982 1715 +1267 coinbase 0x823e0146... Flashbots
14303083 2 2998 1731 +1267 whale_0x8ebd 0x88857150... Ultra Sound
14306923 1 2981 1715 +1266 kiln 0x823e0146... Flashbots
14305508 0 2963 1699 +1264 kiln 0x8db2a99d... BloXroute Max Profit
14305408 5 3043 1779 +1264 everstake 0xb67eaa5e... BloXroute Regulated
14305928 0 2962 1699 +1263 kiln 0x88857150... Ultra Sound
14308518 5 3042 1779 +1263 coinbase 0x8db2a99d... BloXroute Max Profit
14303119 7 3074 1812 +1262 coinbase 0xb26f9666... Ultra Sound
14302997 5 3041 1779 +1262 coinbase 0x85fb0503... Ultra Sound
14307996 0 2959 1699 +1260 kiln 0x823e0146... Flashbots
14309402 1 2975 1715 +1260 solo_stakers 0x853b0078... BloXroute Max Profit
14303905 1 2975 1715 +1260 whale_0x8ebd 0xb4ce6162... Ultra Sound
14307709 10 3120 1860 +1260 coinbase 0x8527d16c... Ultra Sound
14309333 5 3039 1779 +1260 coinbase Local Local
14306956 0 2958 1699 +1259 bitstamp 0x88a53ec4... BloXroute Regulated
14305844 8 3087 1828 +1259 kiln Local Local
14304674 3 3006 1747 +1259 kiln Local Local
14307428 5 3036 1779 +1257 kiln 0x856b0004... Titan Relay
14307886 1 2970 1715 +1255 kiln 0x8527d16c... Ultra Sound
14309713 0 2953 1699 +1254 kiln 0x856b0004... BloXroute Max Profit
14304471 0 2953 1699 +1254 coinbase 0x8a2a4361... Ultra Sound
14304329 0 2953 1699 +1254 everstake 0x83d6a6ab... Flashbots
14304691 0 2953 1699 +1254 kiln Local Local
14306825 2 2985 1731 +1254 whale_0x8ebd 0xb4ce6162... Ultra Sound
14307986 11 3130 1876 +1254 whale_0x8ebd 0x8527d16c... Ultra Sound
14307277 1 2967 1715 +1252 kiln 0x8527d16c... Ultra Sound
14307004 5 3031 1779 +1252 kiln 0x8527d16c... Ultra Sound
14304428 3 2998 1747 +1251 kiln 0x856b0004... BloXroute Max Profit
14306002 5 3030 1779 +1251 kiln 0x856b0004... BloXroute Max Profit
14307048 5 3030 1779 +1251 coinbase 0x823e0146... BloXroute Max Profit
14304894 7 3062 1812 +1250 coinbase 0x8527d16c... Ultra Sound
14305734 0 2949 1699 +1250 coinbase 0x823e0146... Flashbots
14303845 0 2949 1699 +1250 kiln 0x8db2a99d... BloXroute Max Profit
14305985 2 2981 1731 +1250 everstake 0xb26f9666... Titan Relay
14304022 11 3126 1876 +1250 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14306893 6 3045 1795 +1250 kiln 0x856b0004... BloXroute Max Profit
14308449 0 2948 1699 +1249 coinbase 0x88cd924c... Ultra Sound
14306677 0 2948 1699 +1249 everstake 0xb67eaa5e... BloXroute Regulated
14305891 0 2948 1699 +1249 0xb4ce6162... Ultra Sound
14306963 8 3077 1828 +1249 coinbase 0x8527d16c... Ultra Sound
14304962 1 2964 1715 +1249 everstake 0xb26f9666... Titan Relay
14305850 5 3028 1779 +1249 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14307974 5 3028 1779 +1249 gateway.fmas_lido 0x823e0146... Flashbots
14304642 0 2947 1699 +1248 kiln 0x853b0078... BloXroute Max Profit
14308099 0 2947 1699 +1248 everstake 0xb26f9666... Titan Relay
14303222 1 2963 1715 +1248 everstake 0xb67eaa5e... BloXroute Max Profit
14308902 12 3139 1892 +1247 coinbase 0x853b0078... BloXroute Max Profit
14307516 0 2945 1699 +1246 everstake Local Local
14303051 5 3025 1779 +1246 kiln 0xb26f9666... Titan Relay
14308132 0 2944 1699 +1245 kiln 0x8527d16c... Ultra Sound
14306922 0 2944 1699 +1245 kiln 0x8527d16c... Ultra Sound
14309199 1 2959 1715 +1244 kiln 0x853b0078... BloXroute Max Profit
14309571 2 2975 1731 +1244 coinbase 0x823e0146... Flashbots
14306115 10 3104 1860 +1244 0xb26f9666... BloXroute Max Profit
14302853 0 2942 1699 +1243 bitstamp 0x88a53ec4... BloXroute Regulated
14306775 1 2958 1715 +1243 0xb26f9666... BloXroute Max Profit
14307407 2 2974 1731 +1243 everstake 0xb26f9666... Titan Relay
14307992 2 2974 1731 +1243 everstake 0xb26f9666... Titan Relay
14303364 0 2941 1699 +1242 kiln 0x8527d16c... Ultra Sound
14308882 1 2957 1715 +1242 kiln 0x88857150... Ultra Sound
14309506 1 2957 1715 +1242 kiln 0x85fb0503... Aestus
14309386 5 3021 1779 +1242 kiln 0x8db2a99d... BloXroute Max Profit
14303504 0 2940 1699 +1241 kiln 0x99cba505... BloXroute Max Profit
14306368 0 2940 1699 +1241 everstake 0x851b00b1... BloXroute Max Profit
14308551 1 2955 1715 +1240 kiln 0xb26f9666... BloXroute Regulated
14307704 7 3051 1812 +1239 stader 0x8527d16c... Ultra Sound
14307938 7 3051 1812 +1239 everstake 0x853b0078... BloXroute Regulated
14304360 0 2938 1699 +1239 kiln 0xa965c911... Ultra Sound
14306796 0 2938 1699 +1239 whale_0x8ebd 0x88857150... Ultra Sound
14305227 2 2970 1731 +1239 kiln 0x8527d16c... Ultra Sound
14303126 6 3034 1795 +1239 kiln 0xb26f9666... BloXroute Regulated
14307582 3 2984 1747 +1237 kiln 0x8db2a99d... BloXroute Max Profit
14304512 0 2934 1699 +1235 solo_stakers 0xb4ce6162... Ultra Sound
14306791 2 2966 1731 +1235 everstake 0x8527d16c... Ultra Sound
14308534 0 2933 1699 +1234 kiln 0x8527d16c... Ultra Sound
14309488 8 3062 1828 +1234 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14308663 1 2949 1715 +1234 nethermind_lido 0x853b0078... BloXroute Regulated
14308122 11 3110 1876 +1234 0x8527d16c... Ultra Sound
14303598 0 2932 1699 +1233 kiln 0x99cba505... Ultra Sound
14304222 8 3061 1828 +1233 coinbase 0x8db2a99d... Titan Relay
14304290 0 2930 1699 +1231 everstake 0xb26f9666... Titan Relay
14307643 7 3040 1812 +1228 kiln 0x8527d16c... Ultra Sound
14307524 0 2926 1699 +1227 everstake 0x853b0078... BloXroute Regulated
14309832 1 2942 1715 +1227 everstake 0x850b00e0... BloXroute Max Profit
14304792 6 3022 1795 +1227 whale_0x8ebd 0x823e0146... Flashbots
14308001 0 2925 1699 +1226 kraken 0xb26f9666... EthGas
14304403 7 3036 1812 +1224 kiln 0x856b0004... BloXroute Max Profit
14309719 0 2923 1699 +1224 everstake 0xb26f9666... Titan Relay
Total anomalies: 555

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})