Thu, May 28, 2026

Propagation anomalies - 2026-05-28

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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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 >= '2026-05-28' AND slot_start_date_time < '2026-05-28'::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: 7,182
MEV blocks: 6,736 (93.8%)
Local blocks: 446 (6.2%)

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 = 1675.2 + 14.72 × blob_count (R² = 0.010)
Residual σ = 598.7ms
Anomalies (>2σ slow): 604 (8.4%)
Show code
# Create scatter plot with regression band
x_range = np.array([0, int(max_blobs)])
y_pred = intercept + slope * x_range
y_upper = y_pred + 2 * residual_std
y_lower = y_pred - 2 * residual_std

fig = go.Figure()

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

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

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

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

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

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

All propagation anomalies

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

Show code
# All anomalies table with selectable text and Lab links
if n_anomalies > 0:
    df_table = df_outliers.sort_values("residual_ms", ascending=False)[
        ["slot", "blob_count", "block_first_seen_ms", "expected_ms", "residual_ms", "proposer", "builder", "relay"]
    ].copy()
    df_table["block_first_seen_ms"] = df_table["block_first_seen_ms"].round(0).astype(int)
    df_table["expected_ms"] = df_table["expected_ms"].round(0).astype(int)
    df_table["residual_ms"] = df_table["residual_ms"].round(0).astype(int)
    
    # Build HTML table
    html = '''
    <style>
    .anomaly-table { border-collapse: collapse; width: 100%; font-family: monospace; font-size: 13px; }
    .anomaly-table th { background: #2c3e50; color: white; padding: 8px 12px; text-align: left; position: sticky; top: 0; }
    .anomaly-table td { padding: 6px 12px; border-bottom: 1px solid #eee; }
    .anomaly-table tr:hover { background: #f5f5f5; }
    .anomaly-table .num { text-align: right; }
    .anomaly-table .delta { background: #ffebee; color: #c62828; font-weight: bold; }
    .anomaly-table a { color: #1976d2; text-decoration: none; }
    .anomaly-table a:hover { text-decoration: underline; }
    .table-container { max-height: 600px; overflow-y: auto; }
    </style>
    <div class="table-container">
    <table class="anomaly-table">
    <thead>
    <tr><th>Slot</th><th class="num">Blobs</th><th class="num">Actual (ms)</th><th class="num">Expected (ms)</th><th class="num">Δ (ms)</th><th>Proposer</th><th>Builder</th><th>Relay</th></tr>
    </thead>
    <tbody>
    '''
    
    for _, row in df_table.iterrows():
        slot_link = f'<a href="https://lab.ethpandaops.io/ethereum/slots/{row["slot"]}" target="_blank">{row["slot"]}</a>'
        html += f'''<tr>
            <td>{slot_link}</td>
            <td class="num">{row["blob_count"]}</td>
            <td class="num">{row["block_first_seen_ms"]}</td>
            <td class="num">{row["expected_ms"]}</td>
            <td class="num delta">+{row["residual_ms"]}</td>
            <td>{row["proposer"]}</td>
            <td>{row["builder"]}</td>
            <td>{row["relay"]}</td>
        </tr>'''
    
    html += '</tbody></table></div>'
    display(HTML(html))
    print(f"\nTotal anomalies: {len(df_table):,}")
else:
    print("No anomalies detected.")
SlotBlobsActual (ms)Expected (ms)Δ (ms)ProposerBuilderRelay
14430688 0 7165 1675 +5490 upbit Local Local
14430432 2 6861 1705 +5156 upbit Local Local
14428416 0 6248 1675 +4573 upbit Local Local
14427617 0 3733 1675 +2058 nethermind_lido 0xb26f9666... Aestus
14432256 0 3706 1675 +2031 0x8527d16c... Ultra Sound
14427900 5 3763 1749 +2014 myetherwallet 0xb26f9666... Titan Relay
14426157 1 3697 1690 +2007 coinbase 0xb4ce6162... Ultra Sound
14432001 3 3719 1719 +2000 0x850b00e0... Flashbots
14425583 0 3650 1675 +1975 nethermind_lido 0x856b0004... BloXroute Max Profit
14425621 11 3801 1837 +1964 nethermind_lido 0x853b0078... BloXroute Max Profit
14432033 1 3636 1690 +1946 whale_0x9212 0x850b00e0... Flashbots
14426963 0 3610 1675 +1935 staked.us 0x88a53ec4... BloXroute Max Profit
14432161 3 3610 1719 +1891 kraken 0x85fb0503... BloXroute Max Profit
14426182 8 3651 1793 +1858 kiln 0x857b0038... BloXroute Max Profit
14427136 10 3660 1822 +1838 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14432177 2 3510 1705 +1805 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14430462 6 3530 1764 +1766 blockdaemon 0x857b0038... BloXroute Max Profit
14429648 14 3646 1881 +1765 kraken 0xb26f9666... EthGas
14429537 1 3450 1690 +1760 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14431074 2 3450 1705 +1745 blockdaemon 0x8a850621... Titan Relay
14425729 6 3500 1764 +1736 revolut 0x88a53ec4... BloXroute Regulated
14427654 0 3411 1675 +1736 blockdaemon 0x8527d16c... Ultra Sound
14430426 8 3521 1793 +1728 blockdaemon 0x857b0038... Ultra Sound
14431833 3 3443 1719 +1724 blockdaemon 0x8a850621... Titan Relay
14428103 5 3463 1749 +1714 ether.fi 0x850b00e0... BloXroute Max Profit
14426913 1 3403 1690 +1713 stader 0x823e0146... Flashbots
14431584 0 3387 1675 +1712 whale_0xc541 0x850b00e0... BloXroute Regulated
14429334 1 3398 1690 +1708 blockdaemon 0x8a850621... Titan Relay
14428336 7 3481 1778 +1703 blockdaemon 0x8db2a99d... Ultra Sound
14429712 5 3438 1749 +1689 blockdaemon 0x857b0038... BloXroute Regulated
14428881 4 3423 1734 +1689 blockdaemon 0x8a850621... Titan Relay
14428160 0 3358 1675 +1683 blockdaemon_lido 0x8527d16c... Ultra Sound
14430370 1 3369 1690 +1679 whale_0xdc8d 0x853b0078... BloXroute Max Profit
14430959 8 3469 1793 +1676 blockdaemon 0x8a850621... Titan Relay
14429029 1 3361 1690 +1671 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14428256 0 3332 1675 +1657 stakefish 0x850b00e0... Flashbots
14428943 6 3415 1764 +1651 solo_stakers 0xb67eaa5e... BloXroute Regulated
14425456 5 3400 1749 +1651 blockdaemon 0xb26f9666... Titan Relay
14431592 0 3326 1675 +1651 blockdaemon 0x8a850621... Titan Relay
14430640 1 3338 1690 +1648 blockdaemon 0xb26f9666... Titan Relay
14426262 0 3323 1675 +1648 luno 0x8527d16c... Ultra Sound
14429660 5 3396 1749 +1647 blockdaemon 0x857b0038... BloXroute Max Profit
14431531 0 3320 1675 +1645 blockdaemon 0x8a850621... Titan Relay
14430125 0 3315 1675 +1640 blockdaemon 0x8a850621... Titan Relay
14427506 0 3309 1675 +1634 blockdaemon 0x8a850621... Ultra Sound
14425698 0 3305 1675 +1630 0x8527d16c... Ultra Sound
14431478 4 3363 1734 +1629 blockdaemon_lido 0x88857150... Ultra Sound
14425564 2 3332 1705 +1627 blockdaemon 0x8527d16c... Ultra Sound
14430955 9 3430 1808 +1622 blockdaemon 0x8a850621... Titan Relay
14425412 1 3311 1690 +1621 0x8527d16c... Ultra Sound
14430494 0 3292 1675 +1617 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14429199 1 3305 1690 +1615 nethermind_lido 0xb67eaa5e... BloXroute Regulated
14430151 5 3361 1749 +1612 whale_0xfd67 0x857b0038... BloXroute Max Profit
14429783 1 3294 1690 +1604 blockdaemon_lido 0x8527d16c... Ultra Sound
14428250 0 3275 1675 +1600 blockdaemon_lido 0xb26f9666... Titan Relay
14427801 7 3375 1778 +1597 blockdaemon_lido 0x8527d16c... Ultra Sound
14426196 0 3267 1675 +1592 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14427584 1 3281 1690 +1591 abyss_finance Local Local
14427053 2 3295 1705 +1590 blockdaemon 0x885c17ef... BloXroute Max Profit
14430552 2 3295 1705 +1590 0x856b0004... BloXroute Max Profit
14429624 9 3395 1808 +1587 luno 0x8527d16c... Ultra Sound
14427246 0 3262 1675 +1587 blockdaemon_lido 0xb67eaa5e... Titan Relay
14428704 0 3261 1675 +1586 whale_0x4b5e 0x851b00b1... Titan Relay
14427522 0 3260 1675 +1585 whale_0x8914 0x851b00b1... Ultra Sound
14430438 1 3272 1690 +1582 blockdaemon 0x850b00e0... BloXroute Max Profit
14426198 0 3256 1675 +1581 blockdaemon_lido 0x823e0146... BloXroute Max Profit
14428668 0 3254 1675 +1579 blockdaemon 0x8527d16c... Ultra Sound
14426088 11 3415 1837 +1578 revolut 0xb67eaa5e... BloXroute Regulated
14426554 7 3356 1778 +1578 0x8527d16c... Ultra Sound
14429690 3 3297 1719 +1578 blockdaemon 0x8527d16c... Ultra Sound
14430156 6 3340 1764 +1576 Local Local
14431111 0 3251 1675 +1576 blockdaemon_lido 0x88857150... Ultra Sound
14431977 10 3397 1822 +1575 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14428630 3 3293 1719 +1574 blockdaemon 0x8527d16c... Ultra Sound
14426818 0 3243 1675 +1568 0x8527d16c... Ultra Sound
14427340 5 3316 1749 +1567 blockdaemon 0x8527d16c... Ultra Sound
14429286 10 3389 1822 +1567 blockdaemon 0x8a850621... Titan Relay
14431479 2 3271 1705 +1566 blockdaemon 0x856b0004... BloXroute Max Profit
14428640 6 3329 1764 +1565 nethermind_lido 0x88a53ec4... BloXroute Regulated
14429443 5 3314 1749 +1565 whale_0xdc8d 0x8527d16c... Ultra Sound
14429930 4 3298 1734 +1564 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14430815 2 3268 1705 +1563 blockdaemon_lido 0x8a850621... Ultra Sound
14426178 5 3309 1749 +1560 nethermind_lido 0xb67eaa5e... BloXroute Regulated
14426772 8 3353 1793 +1560 luno 0xb26f9666... Titan Relay
14429769 0 3224 1675 +1549 blockdaemon 0x851b00b1... BloXroute Max Profit
14431376 0 3223 1675 +1548 blockdaemon 0xb26f9666... Titan Relay
14427538 5 3296 1749 +1547 revolut 0x885c17ef... BloXroute Max Profit
14428157 0 3219 1675 +1544 whale_0xf273 0x88857150... Ultra Sound
14431724 2 3248 1705 +1543 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14432128 6 3306 1764 +1542 p2porg 0x850b00e0... BloXroute Max Profit
14425703 11 3379 1837 +1542 luno 0x8527d16c... Ultra Sound
14427024 6 3303 1764 +1539 whale_0xdc8d 0x823e0146... Titan Relay
14430929 6 3303 1764 +1539 blockdaemon 0x88857150... Ultra Sound
14427854 3 3257 1719 +1538 revolut 0x8527d16c... Ultra Sound
14428755 1 3226 1690 +1536 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14431704 7 3314 1778 +1536 whale_0x8914 0xb67eaa5e... Titan Relay
14430253 1 3225 1690 +1535 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14430792 9 3342 1808 +1534 blockdaemon_lido 0x823e0146... BloXroute Max Profit
14425866 4 3268 1734 +1534 revolut 0x8527d16c... Ultra Sound
14430173 0 3209 1675 +1534 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14425653 0 3209 1675 +1534 blockdaemon_lido 0xb26f9666... Titan Relay
14430838 0 3207 1675 +1532 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14427729 3 3251 1719 +1532 whale_0xdc8d 0xb26f9666... Ultra Sound
14425343 5 3279 1749 +1530 revolut 0xb26f9666... Ultra Sound
14431109 0 3202 1675 +1527 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14425983 1 3216 1690 +1526 nethermind_lido 0x88a53ec4... BloXroute Max Profit
14430675 8 3318 1793 +1525 gateway.fmas_lido 0x850b00e0... Flashbots
14430839 5 3269 1749 +1520 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14429788 2 3224 1705 +1519 whale_0xfd67 0x853b0078... Ultra Sound
14431231 8 3312 1793 +1519 blockdaemon 0x8527d16c... Ultra Sound
14431612 0 3193 1675 +1518 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14431102 4 3251 1734 +1517 blockdaemon 0x8db2a99d... Titan Relay
14427685 5 3265 1749 +1516 whale_0x8ebd 0x850b00e0... Flashbots
14428399 0 3191 1675 +1516 whale_0xfd67 0xb67eaa5e... Titan Relay
14426636 0 3191 1675 +1516 revolut 0x853b0078... BloXroute Max Profit
14428143 2 3217 1705 +1512 blockdaemon 0x8527d16c... Ultra Sound
14426205 6 3275 1764 +1511 blockdaemon 0x88a53ec4... BloXroute Regulated
14431300 0 3183 1675 +1508 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14430656 10 3328 1822 +1506 nethermind_lido 0x850b00e0... Flashbots
14429891 6 3264 1764 +1500 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14428671 0 3171 1675 +1496 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14430748 10 3318 1822 +1496 whale_0xdc8d 0x8527d16c... Ultra Sound
14429905 11 3331 1837 +1494 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14431952 0 3169 1675 +1494 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14430427 3 3211 1719 +1492 whale_0x8914 0x850b00e0... Flashbots
14427342 10 3314 1822 +1492 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14426472 8 3280 1793 +1487 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14430513 0 3162 1675 +1487 whale_0x8914 0x851b00b1... Ultra Sound
14425397 4 3220 1734 +1486 whale_0x8ebd 0xb4ce6162... Ultra Sound
14431767 3 3204 1719 +1485 whale_0x8914 0x823e0146... Ultra Sound
14431513 6 3248 1764 +1484 whale_0x4b5e 0x88857150... Ultra Sound
14427983 0 3159 1675 +1484 whale_0x8914 0x8527d16c... Ultra Sound
14432090 7 3262 1778 +1484 p2porg 0x850b00e0... Flashbots
14425774 7 3261 1778 +1483 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14431222 9 3290 1808 +1482 nethermind_lido 0x850b00e0... BloXroute Max Profit
14425801 0 3157 1675 +1482 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14425772 0 3156 1675 +1481 whale_0xfd67 0x88a53ec4... Aestus
14428583 0 3156 1675 +1481 whale_0x8914 0x851b00b1... Ultra Sound
14428245 8 3273 1793 +1480 whale_0xfd67 0x8527d16c... Ultra Sound
14428068 0 3155 1675 +1480 blockdaemon_lido 0x885c17ef... BloXroute Max Profit
14429024 1 3168 1690 +1478 nethermind_lido 0x850b00e0... Flashbots
14426407 7 3256 1778 +1478 blockdaemon 0xb67eaa5e... BloXroute Regulated
14426816 5 3225 1749 +1476 p2porg 0x885c17ef... BloXroute Max Profit
14430485 2 3179 1705 +1474 whale_0x8914 0x850b00e0... BloXroute Regulated
14425371 0 3148 1675 +1473 whale_0x4b5e 0x851b00b1... Ultra Sound
14428740 0 3148 1675 +1473 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14428922 0 3148 1675 +1473 nethermind_lido 0x851b00b1... BloXroute Max Profit
14429139 7 3250 1778 +1472 p2porg 0x850b00e0... BloXroute Regulated
14430817 0 3146 1675 +1471 whale_0x8914 0x823e0146... Ultra Sound
14429855 8 3260 1793 +1467 coinbase 0xb26f9666... BloXroute Max Profit
14428309 0 3140 1675 +1465 p2porg 0xb26f9666... Titan Relay
14428610 1 3154 1690 +1464 whale_0x8914 0xb67eaa5e... BloXroute Regulated
14427769 0 3139 1675 +1464 0x851b00b1... BloXroute Max Profit
14430150 4 3197 1734 +1463 coinbase 0xb7c5c39a... BloXroute Max Profit
14430491 5 3209 1749 +1460 kiln Local Local
14431532 5 3206 1749 +1457 p2porg 0x88a53ec4... BloXroute Regulated
14429552 5 3205 1749 +1456 whale_0xedc6 0x850b00e0... BloXroute Regulated
14426721 7 3233 1778 +1455 p2porg 0x850b00e0... BloXroute Max Profit
14427994 5 3199 1749 +1450 p2porg 0x88a53ec4... BloXroute Regulated
14428670 0 3125 1675 +1450 nethermind_lido 0x853b0078... BloXroute Max Profit
14429962 1 3138 1690 +1448 gateway.fmas_lido 0x856b0004... BloXroute Max Profit
14429650 0 3122 1675 +1447 0x851b00b1... BloXroute Max Profit
14425434 0 3122 1675 +1447 p2porg 0xb26f9666... Titan Relay
14427196 1 3136 1690 +1446 whale_0x8ebd 0x8527d16c... Ultra Sound
14425310 0 3121 1675 +1446 0x851b00b1... BloXroute Max Profit
14425885 1 3135 1690 +1445 p2porg_lido 0x8527d16c... Ultra Sound
14426609 0 3120 1675 +1445 nethermind_lido 0x851b00b1... BloXroute Max Profit
14426309 2 3149 1705 +1444 p2porg 0x850b00e0... BloXroute Max Profit
14426625 5 3192 1749 +1443 p2porg 0x850b00e0... Flashbots
14425738 0 3116 1675 +1441 gateway.fmas_lido 0x823e0146... Flashbots
14431051 0 3115 1675 +1440 kiln 0x88a53ec4... BloXroute Max Profit
14431556 1 3126 1690 +1436 figment 0x823e0146... Flashbots
14428498 0 3111 1675 +1436 p2porg 0x851b00b1... BloXroute Max Profit
14431066 1 3124 1690 +1434 p2porg 0x85fb0503... BloXroute Regulated
14426893 1 3123 1690 +1433 blockdaemon 0x823e0146... BloXroute Max Profit
14425507 11 3268 1837 +1431 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14427341 0 3106 1675 +1431 whale_0x8ebd 0x8527d16c... Ultra Sound
14427669 9 3238 1808 +1430 blockdaemon_lido 0x823e0146... Titan Relay
14430209 3 3149 1719 +1430 p2porg 0x88a53ec4... BloXroute Regulated
14426912 0 3103 1675 +1428 solo_stakers 0x8db2a99d... BloXroute Max Profit
14427349 0 3101 1675 +1426 coinbase 0x8527d16c... Ultra Sound
14426116 5 3173 1749 +1424 p2porg 0x850b00e0... Flashbots
14425868 1 3114 1690 +1424 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14426506 4 3158 1734 +1424 whale_0x8914 0xb67eaa5e... BloXroute Regulated
14426013 2 3128 1705 +1423 nethermind_lido 0xb26f9666... Aestus
14427545 5 3172 1749 +1423 coinbase 0x88a53ec4... BloXroute Regulated
14430134 1 3113 1690 +1423 coinbase 0xb67eaa5e... BloXroute Regulated
14426644 5 3171 1749 +1422 gateway.fmas_lido 0xb26f9666... Aestus
14430598 1 3106 1690 +1416 coinbase 0x88a53ec4... BloXroute Regulated
14428993 7 3194 1778 +1416 p2porg 0xb67eaa5e... BloXroute Max Profit
14427733 11 3252 1837 +1415 whale_0xfd67 0xb67eaa5e... Titan Relay
14432340 0 3089 1675 +1414 whale_0x8ebd 0x8527d16c... Ultra Sound
14428195 5 3162 1749 +1413 gateway.fmas_lido 0x823e0146... BloXroute Max Profit
14425410 4 3146 1734 +1412 p2porg 0x8db2a99d... BloXroute Max Profit
14428862 10 3234 1822 +1412 p2porg 0x850b00e0... BloXroute Regulated
14431001 2 3116 1705 +1411 whale_0xedc6 0x850b00e0... BloXroute Max Profit
14427982 5 3160 1749 +1411 0x885c17ef... BloXroute Max Profit
14429032 1 3101 1690 +1411 p2porg 0x850b00e0... Flashbots
14431706 1 3101 1690 +1411 coinbase 0x88a53ec4... BloXroute Regulated
14426642 0 3086 1675 +1411 blockdaemon 0xb26f9666... Ultra Sound
14431632 10 3233 1822 +1411 whale_0xfd67 0xb67eaa5e... Titan Relay
14429618 6 3174 1764 +1410 whale_0x23be 0x850b00e0... BloXroute Max Profit
14429163 9 3218 1808 +1410 whale_0x8914 0x850b00e0... Flashbots
14426742 5 3159 1749 +1410 nethermind_lido 0x88a53ec4... BloXroute Regulated
14429595 3 3128 1719 +1409 p2porg_lido 0x8db2a99d... Ultra Sound
14427773 1 3098 1690 +1408 p2porg 0x853b0078... BloXroute Max Profit
14426054 11 3245 1837 +1408 blockdaemon_lido 0x885c17ef... BloXroute Max Profit
14426138 0 3083 1675 +1408 whale_0x8914 0xb67eaa5e... Titan Relay
14429030 5 3156 1749 +1407 whale_0x8914 0x88a53ec4... BloXroute Regulated
14432020 2 3111 1705 +1406 whale_0xba40 0xb67eaa5e... BloXroute Regulated
14431204 5 3155 1749 +1406 whale_0x8ebd 0x8527d16c... Ultra Sound
14429168 0 3081 1675 +1406 p2porg 0xb67eaa5e... BloXroute Regulated
14430807 7 3184 1778 +1406 p2porg 0x8db2a99d... BloXroute Max Profit
14425493 0 3079 1675 +1404 coinbase 0x8527d16c... Ultra Sound
14425574 3 3123 1719 +1404 abyss_finance 0x885c17ef... BloXroute Max Profit
14429454 5 3152 1749 +1403 coinbase 0x8527d16c... Ultra Sound
14427318 8 3196 1793 +1403 whale_0x8ebd 0x8527d16c... Ultra Sound
14425421 0 3077 1675 +1402 p2porg 0x851b00b1... BloXroute Max Profit
14429447 6 3164 1764 +1400 p2porg 0x88a53ec4... BloXroute Regulated
14425246 5 3149 1749 +1400 whale_0x8ebd 0x8527d16c... Ultra Sound
14428082 0 3075 1675 +1400 nethermind_lido 0x851b00b1... BloXroute Max Profit
14430582 6 3163 1764 +1399 p2porg 0x850b00e0... BloXroute Max Profit
14426114 5 3148 1749 +1399 kiln 0x856b0004... BloXroute Max Profit
14428850 11 3236 1837 +1399 coinbase 0x850b00e0... BloXroute Max Profit
14425969 0 3073 1675 +1398 whale_0xc611 Local Local
14431212 3 3117 1719 +1398 kiln 0x850b00e0... BloXroute Max Profit
14426195 6 3161 1764 +1397 kiln 0x88a53ec4... BloXroute Max Profit
14431682 0 3072 1675 +1397 coinbase 0x885c17ef... BloXroute Max Profit
14426083 0 3072 1675 +1397 nethermind_lido 0x851b00b1... BloXroute Max Profit
14426571 2 3101 1705 +1396 blockdaemon_lido 0x8527d16c... Ultra Sound
14430107 2 3101 1705 +1396 kiln 0x853b0078... BloXroute Max Profit
14427345 9 3204 1808 +1396 whale_0xfd67 0x88857150... Ultra Sound
14426340 5 3145 1749 +1396 p2porg 0x88a53ec4... BloXroute Regulated
14430960 0 3070 1675 +1395 p2porg 0x88a53ec4... BloXroute Regulated
14430294 0 3069 1675 +1394 p2porg 0x850b00e0... Flashbots
14429509 0 3068 1675 +1393 p2porg 0x850b00e0... BloXroute Max Profit
14429915 9 3200 1808 +1392 whale_0x6ddb 0x8db2a99d... BloXroute Max Profit
14426105 7 3170 1778 +1392 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14428169 5 3140 1749 +1391 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14427948 1 3081 1690 +1391 kiln 0xac23f8cc... BloXroute Max Profit
14425809 1 3081 1690 +1391 p2porg_lido 0x8527d16c... Ultra Sound
14432265 2 3095 1705 +1390 p2porg_lido 0xac23f8cc... Titan Relay
14428385 11 3226 1837 +1389 p2porg 0x850b00e0... BloXroute Max Profit
14426413 0 3064 1675 +1389 p2porg 0x853b0078... BloXroute Regulated
14428802 7 3167 1778 +1389 coinbase 0x88857150... Ultra Sound
14427520 0 3063 1675 +1388 whale_0x8ebd 0x8527d16c... Ultra Sound
14426796 11 3224 1837 +1387 figment 0x853b0078... BloXroute Regulated
14425559 6 3149 1764 +1385 whale_0xfd67 0x88a53ec4... BloXroute Max Profit
14425404 2 3090 1705 +1385 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14431909 1 3075 1690 +1385 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14428496 0 3059 1675 +1384 coinbase 0x8527d16c... Ultra Sound
14431685 3 3101 1719 +1382 figment 0x850b00e0... BloXroute Max Profit
14425683 10 3204 1822 +1382 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14425313 5 3129 1749 +1380 p2porg 0x88a53ec4... BloXroute Max Profit
14429515 2 3084 1705 +1379 figment 0xb26f9666... Titan Relay
14427728 9 3187 1808 +1379 whale_0xfd67 0xb67eaa5e... Titan Relay
14428842 0 3054 1675 +1379 0x851b00b1... BloXroute Max Profit
14431520 6 3142 1764 +1378 p2porg 0x853b0078... BloXroute Regulated
14426539 6 3142 1764 +1378 coinbase 0xb26f9666... BloXroute Max Profit
14426682 11 3215 1837 +1378 kiln 0x885c17ef... BloXroute Max Profit
14430645 3 3097 1719 +1378 p2porg_lido 0x853b0078... BloXroute Max Profit
14430059 10 3199 1822 +1377 blockdaemon 0xa965c911... Ultra Sound
14431172 8 3169 1793 +1376 kiln 0x88a53ec4... BloXroute Max Profit
14430490 3 3095 1719 +1376 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14427692 3 3094 1719 +1375 coinbase 0x8db2a99d... Titan Relay
14428533 2 3079 1705 +1374 p2porg 0x850b00e0... BloXroute Max Profit
14425433 1 3064 1690 +1374 p2porg_lido 0x8527d16c... Ultra Sound
14428568 1 3064 1690 +1374 whale_0x8ebd 0x8527d16c... Ultra Sound
14431327 0 3049 1675 +1374 whale_0x8ebd 0x8527d16c... Ultra Sound
14426170 0 3049 1675 +1374 p2porg 0x853b0078... BloXroute Max Profit
14427933 1 3063 1690 +1373 p2porg_lido 0x8527d16c... Ultra Sound
14431199 1 3063 1690 +1373 p2porg 0x8db2a99d... BloXroute Max Profit
14431201 6 3136 1764 +1372 whale_0x8ebd 0x8527d16c... Ultra Sound
14425248 6 3134 1764 +1370 p2porg_lido 0xb26f9666... BloXroute Max Profit
14431348 1 3060 1690 +1370 whale_0x8ebd 0x8527d16c... Ultra Sound
14426841 10 3192 1822 +1370 whale_0x8ebd 0x8527d16c... Ultra Sound
14425960 6 3132 1764 +1368 kiln 0x8527d16c... Ultra Sound
14431344 0 3043 1675 +1368 coinbase 0x851b00b1... BloXroute Max Profit
14426537 6 3131 1764 +1367 p2porg 0x853b0078... BloXroute Max Profit
14428624 6 3129 1764 +1365 p2porg_lido 0x8527d16c... Ultra Sound
14428833 1 3055 1690 +1365 p2porg_lido 0x8db2a99d... Ultra Sound
14425533 1 3055 1690 +1365 coinbase 0x8527d16c... Ultra Sound
14431167 2 3069 1705 +1364 coinbase 0xb26f9666... Aestus
14432397 4 3098 1734 +1364 whale_0x8ebd 0xb4ce6162... Ultra Sound
14427833 0 3039 1675 +1364 p2porg_lido 0x8527d16c... Ultra Sound
14425490 0 3038 1675 +1363 solo_stakers 0x851b00b1... BloXroute Max Profit
14430810 6 3126 1764 +1362 coinbase 0x853b0078... BloXroute Max Profit
14428458 0 3037 1675 +1362 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14429359 3 3081 1719 +1362 p2porg 0x853b0078... BloXroute Max Profit
14429236 9 3167 1808 +1359 p2porg 0xb26f9666... Titan Relay
14431071 1 3049 1690 +1359 p2porg_lido 0x8527d16c... Ultra Sound
14427767 0 3034 1675 +1359 p2porg 0x853b0078... BloXroute Max Profit
14430025 1 3048 1690 +1358 whale_0x8ebd 0x8527d16c... Ultra Sound
14426001 11 3195 1837 +1358 whale_0xedc6 0x850b00e0... Flashbots
14431636 10 3178 1822 +1356 whale_0x8914 0x88857150... Ultra Sound
14427051 1 3045 1690 +1355 coinbase 0x8527d16c... Ultra Sound
14429131 3 3074 1719 +1355 coinbase 0x8527d16c... Ultra Sound
14430861 2 3059 1705 +1354 figment 0x853b0078... BloXroute Max Profit
14430613 1 3044 1690 +1354 p2porg 0x853b0078... BloXroute Max Profit
14428369 11 3191 1837 +1354 whale_0x8ebd 0x8527d16c... Ultra Sound
14431161 10 3176 1822 +1354 gateway.fmas_lido 0x8527d16c... Ultra Sound
14426442 8 3145 1793 +1352 nethermind_lido 0x88a53ec4... BloXroute Regulated
14430721 0 3027 1675 +1352 whale_0x8ebd 0xb5f83342... Flashbots
14426431 21 3336 1984 +1352 whale_0x8ebd 0x8527d16c... Ultra Sound
14430738 0 3026 1675 +1351 coinbase 0x8527d16c... Ultra Sound
14431630 2 3055 1705 +1350 p2porg_lido 0x8527d16c... Ultra Sound
14429395 1 3040 1690 +1350 coinbase 0x88857150... Ultra Sound
14432272 8 3142 1793 +1349 coinbase 0x8527d16c... Ultra Sound
14431382 0 3024 1675 +1349 0x8db2a99d... BloXroute Max Profit
14427494 0 3024 1675 +1349 0x8527d16c... Ultra Sound
14426595 2 3053 1705 +1348 coinbase 0x8527d16c... Ultra Sound
14429165 4 3082 1734 +1348 p2porg_lido 0x8527d16c... Ultra Sound
14427950 11 3185 1837 +1348 whale_0xfd67 0xb67eaa5e... Ultra Sound
14428199 0 3021 1675 +1346 p2porg 0x853b0078... BloXroute Max Profit
14430599 6 3109 1764 +1345 p2porg 0x856b0004... BloXroute Max Profit
14426134 1 3034 1690 +1344 kiln 0x8db2a99d... Titan Relay
14430889 0 3019 1675 +1344 0xb26f9666... BloXroute Regulated
14430795 3 3063 1719 +1344 p2porg_lido 0x8527d16c... Ultra Sound
14428016 2 3048 1705 +1343 coinbase 0x8527d16c... Ultra Sound
14426585 16 3254 1911 +1343 whale_0xedc6 0x850b00e0... BloXroute Max Profit
14426120 5 3092 1749 +1343 whale_0x8ebd 0x88857150... Ultra Sound
14427644 1 3033 1690 +1343 0x8db2a99d... BloXroute Max Profit
14425278 0 3018 1675 +1343 kiln 0x8527d16c... Ultra Sound
14426194 19 3297 1955 +1342 p2porg 0x850b00e0... BloXroute Regulated
14429600 8 3135 1793 +1342 p2porg_lido 0x853b0078... BloXroute Max Profit
14428511 6 3105 1764 +1341 p2porg 0xb26f9666... Titan Relay
14429465 17 3265 1925 +1340 coinbase 0x8527d16c... Ultra Sound
14425762 5 3088 1749 +1339 p2porg 0x853b0078... BloXroute Max Profit
14426709 5 3088 1749 +1339 0xb26f9666... BloXroute Max Profit
14425513 0 3014 1675 +1339 whale_0x8ebd 0x8527d16c... Ultra Sound
14430730 0 3014 1675 +1339 kiln 0x8527d16c... Ultra Sound
14428732 2 3042 1705 +1337 p2porg 0x853b0078... BloXroute Max Profit
14425351 3 3056 1719 +1337 coinbase 0x8527d16c... Ultra Sound
14425211 6 3100 1764 +1336 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14425222 5 3085 1749 +1336 p2porg 0x853b0078... Flashbots
14429824 3 3055 1719 +1336 kiln 0x856b0004... BloXroute Max Profit
14431897 5 3084 1749 +1335 coinbase 0x85fb0503... BloXroute Max Profit
14431291 5 3084 1749 +1335 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14426006 0 3010 1675 +1335 kiln 0xb26f9666... Aestus
14425933 1 3024 1690 +1334 whale_0x8ebd 0x8527d16c... Ultra Sound
14429226 3 3053 1719 +1334 coinbase 0xb26f9666... BloXroute Regulated
14426467 0 3007 1675 +1332 kiln 0x8527d16c... Ultra Sound
14428302 6 3094 1764 +1330 whale_0x8ebd 0x8527d16c... Ultra Sound
14429019 1 3020 1690 +1330 coinbase 0x8527d16c... Ultra Sound
14425363 8 3123 1793 +1330 coinbase 0x8527d16c... Ultra Sound
14427698 3 3049 1719 +1330 p2porg_lido 0x8527d16c... Ultra Sound
14430816 3 3049 1719 +1330 blockdaemon 0x850b00e0... Ultra Sound
14429276 6 3093 1764 +1329 0x853b0078... BloXroute Max Profit
14427974 1 3019 1690 +1329 coinbase 0x8527d16c... Ultra Sound
14425450 9 3136 1808 +1328 coinbase 0x8527d16c... Ultra Sound
14426037 1 3018 1690 +1328 p2porg 0x885c17ef... BloXroute Max Profit
14428323 1 3018 1690 +1328 coinbase 0x8527d16c... Ultra Sound
14431097 0 3003 1675 +1328 coinbase 0x8527d16c... Ultra Sound
14431394 0 3003 1675 +1328 abyss_finance 0xb26f9666... BloXroute Max Profit
14426741 5 3076 1749 +1327 whale_0x8ebd 0x8527d16c... Ultra Sound
14429264 0 3002 1675 +1327 whale_0x8ebd 0x8527d16c... Ultra Sound
14426820 5 3074 1749 +1325 p2porg_lido 0x8527d16c... Ultra Sound
14431614 1 3015 1690 +1325 whale_0x8ebd 0x85fb0503... BloXroute Max Profit
14425347 4 3059 1734 +1325 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14428795 3 3044 1719 +1325 coinbase 0x8527d16c... Ultra Sound
14431388 3 3044 1719 +1325 p2porg_lido 0x8527d16c... Ultra Sound
14427248 0 2999 1675 +1324 coinbase 0x8527d16c... Ultra Sound
14429282 6 3087 1764 +1323 p2porg_lido 0x8527d16c... Ultra Sound
14427928 13 3190 1867 +1323 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14430474 1 3013 1690 +1323 whale_0x8ebd 0x8527d16c... Ultra Sound
14428832 5 3071 1749 +1322 whale_0x8ebd 0x8527d16c... Ultra Sound
14427263 5 3071 1749 +1322 p2porg_lido 0x8db2a99d... Ultra Sound
14425534 1 3012 1690 +1322 kiln 0x8527d16c... Ultra Sound
14431796 0 2997 1675 +1322 whale_0x8ebd 0x88857150... Ultra Sound
14426688 2 3026 1705 +1321 stader 0x8527d16c... Ultra Sound
14425788 5 3070 1749 +1321 p2porg_lido 0x8527d16c... Ultra Sound
14425675 0 2996 1675 +1321 whale_0x8ebd 0x8527d16c... Ultra Sound
14429349 7 3099 1778 +1321 coinbase 0x8527d16c... Ultra Sound
14427061 0 2995 1675 +1320 p2porg_lido 0x8527d16c... Ultra Sound
14429254 0 2995 1675 +1320 coinbase 0x8527d16c... Ultra Sound
14432178 5 3068 1749 +1319 coinbase 0x853b0078... BloXroute Max Profit
14427867 2 3023 1705 +1318 coinbase 0x88857150... Ultra Sound
14429720 5 3066 1749 +1317 coinbase 0x8527d16c... Ultra Sound
14426024 1 3007 1690 +1317 coinbase 0xb26f9666... BloXroute Regulated
14427496 7 3095 1778 +1317 solo_stakers 0xb4ce6162... Ultra Sound
14431696 1 3005 1690 +1315 whale_0x8ebd 0x85fb0503... BloXroute Max Profit
14426153 10 3137 1822 +1315 whale_0x8ebd 0x8527d16c... Ultra Sound
14428964 5 3063 1749 +1314 0x856b0004... BloXroute Max Profit
14429497 2 3018 1705 +1313 kiln 0x88a53ec4... BloXroute Regulated
14427855 6 3076 1764 +1312 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14425652 5 3061 1749 +1312 kiln 0x856b0004... Ultra Sound
14431893 7 3090 1778 +1312 kiln 0x88a53ec4... BloXroute Max Profit
14426053 3 3031 1719 +1312 coinbase 0x8527d16c... Ultra Sound
14427202 10 3134 1822 +1312 coinbase 0x8527d16c... Ultra Sound
14425887 6 3075 1764 +1311 p2porg 0x856b0004... BloXroute Max Profit
14427441 1 3001 1690 +1311 kiln 0xb26f9666... BloXroute Max Profit
14430347 0 2985 1675 +1310 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14425540 0 2985 1675 +1310 kiln 0x8527d16c... Ultra Sound
14425986 1 2999 1690 +1309 kiln 0x885c17ef... BloXroute Max Profit
14430396 0 2984 1675 +1309 whale_0x8ebd 0x823e0146... Flashbots
14426815 0 2984 1675 +1309 whale_0x8ebd 0x8527d16c... Ultra Sound
14427514 3 3028 1719 +1309 whale_0xedc6 0x823e0146... Flashbots
14425418 2 3013 1705 +1308 kiln 0x823e0146... Ultra Sound
14426865 2 3013 1705 +1308 coinbase 0x856b0004... BloXroute Max Profit
14428178 5 3057 1749 +1308 coinbase 0x8527d16c... Ultra Sound
14429553 7 3085 1778 +1307 p2porg_lido 0x8527d16c... Ultra Sound
14431748 3 3026 1719 +1307 kiln 0xa230e2cf... BloXroute Max Profit
14429738 5 3055 1749 +1306 whale_0xedc6 0x853b0078... BloXroute Max Profit
14425594 9 3113 1808 +1305 solo_stakers 0xb26f9666... BloXroute Max Profit
14429901 8 3098 1793 +1305 whale_0x8ebd 0x8527d16c... Ultra Sound
14427226 6 3068 1764 +1304 coinbase 0xb26f9666... Titan Relay
14427737 6 3068 1764 +1304 whale_0x8ebd 0x856b0004... Ultra Sound
14432197 0 2979 1675 +1304 whale_0x8ebd 0xac23f8cc... Flashbots
14425330 10 3126 1822 +1304 p2porg_lido 0x8527d16c... Ultra Sound
14425902 10 3126 1822 +1304 p2porg_lido 0x8527d16c... Ultra Sound
14428056 2 3008 1705 +1303 kiln 0x88857150... Ultra Sound
14427355 8 3096 1793 +1303 coinbase 0x8527d16c... Ultra Sound
14426602 1 2992 1690 +1302 coinbase 0x856b0004... Agnostic Gnosis
14428644 1 2992 1690 +1302 coinbase 0x8527d16c... Ultra Sound
14426283 20 3271 1970 +1301 kiln 0x88a53ec4... BloXroute Regulated
14426652 5 3050 1749 +1301 coinbase 0x8527d16c... Ultra Sound
14427043 5 3050 1749 +1301 coinbase 0x8db2a99d... BloXroute Max Profit
14430719 1 2991 1690 +1301 kiln 0x8527d16c... Ultra Sound
14427147 7 3079 1778 +1301 0xb26f9666... Titan Relay
14427599 6 3063 1764 +1299 kiln 0x88857150... Ultra Sound
14428856 5 3048 1749 +1299 0x823e0146... BloXroute Max Profit
14428573 1 2989 1690 +1299 kiln 0x823e0146... BloXroute Max Profit
14431077 7 3077 1778 +1299 coinbase 0x8527d16c... Ultra Sound
14425546 3 3018 1719 +1299 0xb26f9666... BloXroute Max Profit
14427533 6 3062 1764 +1298 p2porg 0x853b0078... Flashbots
14428106 1 2988 1690 +1298 everstake 0xb26f9666... Titan Relay
14431923 4 3032 1734 +1298 whale_0x8ebd 0x8527d16c... Ultra Sound
14431249 6 3061 1764 +1297 p2porg 0xac23f8cc... Flashbots
14430879 1 2987 1690 +1297 kiln 0x8527d16c... Ultra Sound
14426330 5 3045 1749 +1296 kiln 0x8527d16c... Ultra Sound
14431112 3 3015 1719 +1296 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14428681 5 3044 1749 +1295 whale_0x8ebd 0x8db2a99d... Titan Relay
14425208 2 2999 1705 +1294 kiln 0x88857150... Ultra Sound
14427324 9 3102 1808 +1294 kiln 0x8527d16c... Ultra Sound
14432088 6 3057 1764 +1293 kiln 0x8527d16c... Ultra Sound
14425565 5 3042 1749 +1293 p2porg 0x8db2a99d... BloXroute Max Profit
14425681 0 2968 1675 +1293 whale_0x8ebd 0x885c17ef... BloXroute Max Profit
14430574 5 3041 1749 +1292 solo_stakers 0x8527d16c... Ultra Sound
14427237 2 2996 1705 +1291 coinbase 0x8db2a99d... BloXroute Max Profit
14425237 4 3025 1734 +1291 kiln 0x823e0146... Ultra Sound
14428982 1 2980 1690 +1290 kiln 0x856b0004... BloXroute Max Profit
14428287 7 3067 1778 +1289 kiln 0x8527d16c... Ultra Sound
14430633 2 2993 1705 +1288 kiln 0x853b0078... BloXroute Max Profit
14429686 5 3037 1749 +1288 p2porg_lido 0x856b0004... BloXroute Max Profit
14427336 5 3037 1749 +1288 whale_0x8ebd 0x823e0146... Flashbots
14430213 6 3051 1764 +1287 coinbase 0x853b0078... Flashbots
14426675 2 2992 1705 +1287 coinbase 0x856b0004... Agnostic Gnosis
14425972 1 2977 1690 +1287 solo_stakers 0x885c17ef... BloXroute Max Profit
14428926 0 2962 1675 +1287 kiln 0xb26f9666... BloXroute Max Profit
14427254 6 3050 1764 +1286 p2porg_lido 0x823e0146... Ultra Sound
14429007 1 2976 1690 +1286 everstake 0xb26f9666... Titan Relay
14430971 1 2976 1690 +1286 everstake 0x885c17ef... BloXroute Max Profit
14425262 1 2975 1690 +1285 kiln 0x853b0078... Agnostic Gnosis
14427604 0 2960 1675 +1285 stader 0xb67eaa5e... BloXroute Regulated
14431930 6 3048 1764 +1284 p2porg 0x853b0078... Flashbots
14430470 0 2959 1675 +1284 kiln 0x853b0078... BloXroute Max Profit
14429119 0 2959 1675 +1284 kiln 0x8db2a99d... Ultra Sound
14427959 6 3047 1764 +1283 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14425872 1 2973 1690 +1283 kiln 0xb26f9666... BloXroute Max Profit
14430725 1 2973 1690 +1283 everstake 0x8527d16c... Ultra Sound
14430510 1 2973 1690 +1283 kiln 0xb4ce6162... Ultra Sound
14426850 8 3075 1793 +1282 whale_0x8ebd 0x8527d16c... Ultra Sound
14431436 5 3030 1749 +1281 coinbase 0x8db2a99d... BloXroute Max Profit
14429302 6 3043 1764 +1279 kiln 0xb26f9666... BloXroute Regulated
14430870 4 3013 1734 +1279 coinbase 0x856b0004... BloXroute Max Profit
14428237 7 3057 1778 +1279 coinbase 0x853b0078... BloXroute Max Profit
14427146 5 3027 1749 +1278 kiln 0x8527d16c... Ultra Sound
14432230 5 3027 1749 +1278 kiln 0xb26f9666... BloXroute Max Profit
14428578 5 3026 1749 +1277 kiln 0x88a53ec4... BloXroute Regulated
14427440 11 3114 1837 +1277 coinbase 0x8527d16c... Ultra Sound
14427081 1 2966 1690 +1276 kiln 0x8527d16c... Ultra Sound
14427450 6 3039 1764 +1275 coinbase 0x8527d16c... Ultra Sound
14427711 7 3053 1778 +1275 p2porg_lido 0x8527d16c... Ultra Sound
14427179 6 3038 1764 +1274 kiln 0xb26f9666... BloXroute Max Profit
14429066 5 3022 1749 +1273 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14425949 1 2963 1690 +1273 kiln 0x8527d16c... Ultra Sound
14431910 0 2948 1675 +1273 everstake 0x8527d16c... Ultra Sound
14428984 10 3095 1822 +1273 kiln 0x856b0004... BloXroute Max Profit
14428263 2 2977 1705 +1272 kiln 0xb26f9666... BloXroute Regulated
14432305 5 3021 1749 +1272 everstake 0x856b0004... BloXroute Max Profit
14430317 1 2961 1690 +1271 coinbase 0x856b0004... BloXroute Max Profit
14428126 7 3049 1778 +1271 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14427549 12 3122 1852 +1270 coinbase 0x8527d16c... Ultra Sound
14425439 5 3018 1749 +1269 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14430538 1 2959 1690 +1269 whale_0x5768 0xb26f9666... BloXroute Max Profit
14425395 6 3032 1764 +1268 kiln 0x8527d16c... Ultra Sound
14432249 1 2957 1690 +1267 everstake 0xb26f9666... Titan Relay
14430661 8 3060 1793 +1267 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14425266 0 2942 1675 +1267 kiln 0x8527d16c... Ultra Sound
14430119 0 2942 1675 +1267 kiln 0x8527d16c... Ultra Sound
14426511 2 2971 1705 +1266 whale_0x8ebd 0x8a850621... Ultra Sound
14425378 2 2971 1705 +1266 everstake 0xb26f9666... Titan Relay
14426759 0 2940 1675 +1265 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14428662 6 3027 1764 +1263 kiln 0x853b0078... BloXroute Max Profit
14430615 2 2968 1705 +1263 kiln 0x856b0004... BloXroute Max Profit
14428366 11 3100 1837 +1263 kiln 0x8527d16c... Ultra Sound
14431535 0 2938 1675 +1263 everstake 0x88a53ec4... BloXroute Max Profit
14431805 3 2982 1719 +1263 kiln 0x88857150... Ultra Sound
14428437 6 3026 1764 +1262 kiln 0x8527d16c... Ultra Sound
14428727 6 3025 1764 +1261 0xb26f9666... BloXroute Max Profit
14431947 12 3112 1852 +1260 p2porg_lido 0x8527d16c... Ultra Sound
14428325 10 3082 1822 +1260 p2porg_lido 0x8527d16c... Ultra Sound
14426971 0 2934 1675 +1259 kiln 0xac23f8cc... Ultra Sound
14432257 5 3007 1749 +1258 everstake 0x88a53ec4... BloXroute Regulated
14431035 12 3109 1852 +1257 coinbase 0x8527d16c... Ultra Sound
14426597 10 3079 1822 +1257 kiln 0x8527d16c... Ultra Sound
14430421 0 2931 1675 +1256 everstake 0xb26f9666... Titan Relay
14426247 2 2959 1705 +1254 kiln 0xb26f9666... Aestus
14427842 5 3002 1749 +1253 everstake 0x8527d16c... Ultra Sound
14429800 5 3002 1749 +1253 kiln 0x8527d16c... Ultra Sound
14431735 2 2957 1705 +1252 kiln 0x823e0146... BloXroute Max Profit
14425471 5 3001 1749 +1252 everstake 0x8527d16c... Ultra Sound
14428400 12 3104 1852 +1252 kiln 0x8527d16c... Ultra Sound
14427382 10 3073 1822 +1251 kiln 0xb26f9666... BloXroute Regulated
14427175 13 3116 1867 +1249 coinbase 0x856b0004... BloXroute Max Profit
14425303 2 2954 1705 +1249 coinbase 0x8527d16c... Ultra Sound
14426541 11 3086 1837 +1249 coinbase 0x853b0078... Flashbots
14430579 4 2982 1734 +1248 kiln 0x853b0078... Flashbots
14431184 3 2966 1719 +1247 everstake 0x8527d16c... Ultra Sound
14429167 6 3009 1764 +1245 kiln 0x8527d16c... Ultra Sound
14426896 5 2994 1749 +1245 everstake 0x8527d16c... Ultra Sound
14427524 15 3141 1896 +1245 whale_0x8ebd 0x8527d16c... Ultra Sound
14426213 11 3082 1837 +1245 p2porg_lido 0x8527d16c... Ultra Sound
14425776 10 3067 1822 +1245 coinbase 0x8db2a99d... BloXroute Max Profit
14430740 6 3008 1764 +1244 kiln 0x8527d16c... Ultra Sound
14430138 5 2993 1749 +1244 kiln 0x8db2a99d... BloXroute Max Profit
14425763 11 3081 1837 +1244 coinbase 0x8527d16c... Ultra Sound
14430312 10 3066 1822 +1244 coinbase 0x856b0004... BloXroute Max Profit
14429440 8 3036 1793 +1243 coinbase 0x8527d16c... Ultra Sound
14431540 4 2977 1734 +1243 everstake 0x88a53ec4... BloXroute Max Profit
14430394 6 3005 1764 +1241 kiln 0xb26f9666... BloXroute Max Profit
14431559 1 2931 1690 +1241 everstake 0xb26f9666... Titan Relay
14428932 5 2989 1749 +1240 everstake 0xb67eaa5e... BloXroute Max Profit
14430300 5 2989 1749 +1240 kiln 0xb26f9666... BloXroute Regulated
14429898 3 2959 1719 +1240 solo_stakers 0x88a53ec4... BloXroute Max Profit
14427581 0 2914 1675 +1239 0xb67eaa5e... BloXroute Max Profit
14426449 10 3061 1822 +1239 p2porg_lido 0x8527d16c... Ultra Sound
14430642 9 3046 1808 +1238 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14428044 8 3031 1793 +1238 p2porg_lido 0x823e0146... Ultra Sound
14427299 15 3134 1896 +1238 coinbase 0x853b0078... BloXroute Regulated
14427083 0 2913 1675 +1238 kiln 0x83d6a6ab... Flashbots
14428937 5 2985 1749 +1236 kiln 0x856b0004... BloXroute Max Profit
14430402 5 2985 1749 +1236 kiln 0x8527d16c... Ultra Sound
14432310 0 2911 1675 +1236 kiln 0xb26f9666... BloXroute Regulated
14428260 6 2999 1764 +1235 everstake 0x856b0004... BloXroute Max Profit
14426513 8 3027 1793 +1234 figment 0x853b0078... BloXroute Regulated
14430850 0 2909 1675 +1234 kiln 0x8527d16c... Ultra Sound
14427082 2 2938 1705 +1233 everstake 0x885c17ef... BloXroute Max Profit
14431270 12 3085 1852 +1233 p2porg_lido 0x8527d16c... Ultra Sound
14427408 1 2923 1690 +1233 everstake 0x885c17ef... BloXroute Max Profit
14429702 11 3070 1837 +1233 whale_0x8ebd 0x8a850621... Titan Relay
14428020 3 2952 1719 +1233 everstake 0xb67eaa5e... BloXroute Regulated
14425736 3 2952 1719 +1233 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14428047 6 2996 1764 +1232 kiln 0x8527d16c... Ultra Sound
14428901 2 2937 1705 +1232 everstake 0xb26f9666... Titan Relay
14428867 4 2965 1734 +1231 solo_stakers 0x853b0078... BloXroute Max Profit
14427926 0 2906 1675 +1231 everstake 0xb26f9666... Titan Relay
14428122 0 2904 1675 +1229 everstake 0xb26f9666... Titan Relay
14427466 15 3124 1896 +1228 whale_0x8ebd 0x8527d16c... Ultra Sound
14430723 10 3050 1822 +1228 everstake 0xb26f9666... Titan Relay
14426240 2 2932 1705 +1227 everstake 0x8527d16c... Ultra Sound
14431737 3 2946 1719 +1227 whale_0x8ee5 0x8db2a99d... BloXroute Max Profit
14428305 6 2989 1764 +1225 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14432273 5 2973 1749 +1224 everstake 0xb26f9666... Titan Relay
14425899 6 2987 1764 +1223 solo_stakers 0xb26f9666... BloXroute Max Profit
14432066 0 2898 1675 +1223 everstake 0xb3a6dc1f... Agnostic Gnosis
14430855 0 2896 1675 +1221 everstake 0x823e0146... Flashbots
14430190 0 2895 1675 +1220 everstake 0xb26f9666... Titan Relay
14427016 0 2895 1675 +1220 everstake 0x88a53ec4... BloXroute Regulated
14429295 2 2923 1705 +1218 everstake 0xb26f9666... Titan Relay
14426685 14 3097 1881 +1216 everstake 0xb67eaa5e... BloXroute Max Profit
14426548 10 3038 1822 +1216 p2porg_lido 0x856b0004... BloXroute Max Profit
14431806 2 2920 1705 +1215 everstake 0x8527d16c... Ultra Sound
14426743 5 2964 1749 +1215 everstake 0x88a53ec4... BloXroute Regulated
14427234 1 2905 1690 +1215 0x8527d16c... Ultra Sound
14431340 6 2978 1764 +1214 everstake 0x8527d16c... Ultra Sound
14426561 6 2976 1764 +1212 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14429129 1 2902 1690 +1212 whale_0x8ebd 0x8a850621... Titan Relay
14431013 5 2960 1749 +1211 everstake 0x8527d16c... Ultra Sound
14427688 1 2901 1690 +1211 everstake 0xb26f9666... Titan Relay
14431418 5 2959 1749 +1210 everstake 0x8527d16c... Ultra Sound
14429615 0 2885 1675 +1210 everstake 0x853b0078... BloXroute Max Profit
14431874 6 2973 1764 +1209 everstake 0x853b0078... BloXroute Max Profit
14427001 2 2914 1705 +1209 whale_0x8ebd 0xb4ce6162... Ultra Sound
14431095 2 2914 1705 +1209 everstake 0x8527d16c... Ultra Sound
14428487 1 2899 1690 +1209 everstake 0x8527d16c... Ultra Sound
14426428 15 3105 1896 +1209 coinbase 0x856b0004... BloXroute Max Profit
14425742 7 2987 1778 +1209 everstake 0x885c17ef... BloXroute Max Profit
14427138 6 2972 1764 +1208 everstake 0xb67eaa5e... BloXroute Max Profit
14428079 3 2927 1719 +1208 everstake 0xb26f9666... Titan Relay
14425959 2 2912 1705 +1207 everstake 0x885c17ef... BloXroute Max Profit
14425838 5 2956 1749 +1207 whale_0x8ebd 0x8a850621... Titan Relay
14431158 1 2896 1690 +1206 whale_0x8ebd 0xb4ce6162... Ultra Sound
14429407 10 3027 1822 +1205 everstake 0x8527d16c... Ultra Sound
14432292 0 2879 1675 +1204 everstake 0x8527d16c... Ultra Sound
14429237 3 2923 1719 +1204 kiln 0xb26f9666... BloXroute Regulated
14427216 5 2950 1749 +1201 kiln 0xb26f9666... BloXroute Max Profit
14427460 11 3037 1837 +1200 kiln 0xb26f9666... BloXroute Max Profit
14425623 0 2875 1675 +1200 everstake 0xb26f9666... Titan Relay
14432294 6 2963 1764 +1199 everstake 0xb26f9666... Titan Relay
14429361 2 2904 1705 +1199 0x853b0078... BloXroute Max Profit
14428210 5 2948 1749 +1199 everstake 0x8527d16c... Ultra Sound
14428043 0 2874 1675 +1199 solo_stakers 0x885c17ef... BloXroute Max Profit
14429304 3 2918 1719 +1199 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
Total anomalies: 604

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})