Wed, May 20, 2026

Propagation anomalies - 2026-05-20

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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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 >= '2026-05-20' AND slot_start_date_time < '2026-05-20'::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: 7,188
MEV blocks: 6,690 (93.1%)
Local blocks: 498 (6.9%)

Anomaly detection method

The method:

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

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

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

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

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

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

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

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

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

print(f"Regression: block_ms = {intercept:.1f} + {slope:.2f} × blob_count (R² = {r_value**2:.3f})")
print(f"Residual σ = {residual_std:.1f}ms")
print(f"Anomalies (>2σ slow): {n_anomalies:,} ({pct_anomalies:.1f}%)")
Regression: block_ms = 1683.7 + 13.91 × blob_count (R² = 0.006)
Residual σ = 604.5ms
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
14369088 0 7009 1684 +5325 Local Local
14370880 0 6747 1684 +5063 upbit Local Local
14368192 0 6552 1684 +4868 upbit Local Local
14371584 0 6352 1684 +4668 Local Local
14369152 0 5777 1684 +4093 whale_0x19d2 Local Local
14370334 0 5037 1684 +3353 solo_stakers Local Local
14369291 1 3927 1698 +2229 solo_stakers 0x8db2a99d... Ultra Sound
14374624 9 3721 1809 +1912 solo_stakers 0x88510a78... Flashbots
14368855 3 3604 1725 +1879 ether.fi 0x88857150... Ultra Sound
14368337 6 3617 1767 +1850 blockdaemon 0x823e0146... Ultra Sound
14373216 6 3616 1767 +1849 blockdaemon 0xb26f9666... Titan Relay
14368864 4 3578 1739 +1839 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14369004 3 3561 1725 +1836 blockdaemon 0x857b0038... BloXroute Max Profit
14374242 6 3556 1767 +1789 p2porg 0x857b0038... BloXroute Max Profit
14368732 1 3484 1698 +1786 blockdaemon 0x857b0038... BloXroute Max Profit
14370012 5 3537 1753 +1784 p2porg 0x857b0038... BloXroute Max Profit
14370372 4 3513 1739 +1774 coinbase 0xb4ce6162... Ultra Sound
14370663 1 3468 1698 +1770 ether.fi 0xb67eaa5e... Titan Relay
14367796 1 3465 1698 +1767 blockdaemon 0x88a53ec4... BloXroute Regulated
14374292 0 3450 1684 +1766 whale_0x8ebd 0x8527d16c... Ultra Sound
14371509 2 3473 1711 +1762 blockdaemon 0xb4ce6162... Ultra Sound
14372640 12 3606 1851 +1755 blockdaemon 0x8a850621... Titan Relay
14372249 7 3533 1781 +1752 blockdaemon 0xb4ce6162... Ultra Sound
14372448 7 3530 1781 +1749 blockdaemon 0x8a850621... Ultra Sound
14374122 5 3494 1753 +1741 blockdaemon 0xb4ce6162... Ultra Sound
14371849 5 3489 1753 +1736 blockdaemon_lido 0x88857150... Ultra Sound
14372158 10 3556 1823 +1733 blockdaemon 0x8db2a99d... Ultra Sound
14373438 0 3408 1684 +1724 nethermind_lido 0x853b0078... BloXroute Max Profit
14367940 1 3418 1698 +1720 blockdaemon_lido 0xa230e2cf... BloXroute Regulated
14374280 1 3410 1698 +1712 blockdaemon 0xb4ce6162... Ultra Sound
14372948 0 3393 1684 +1709 blockdaemon 0xb4ce6162... Ultra Sound
14369972 6 3476 1767 +1709 blockdaemon 0x857b0038... BloXroute Max Profit
14370149 5 3458 1753 +1705 0x88a53ec4... BloXroute Regulated
14368725 2 3416 1711 +1705 whale_0xdc8d 0xb26f9666... Titan Relay
14372087 5 3456 1753 +1703 blockdaemon 0x8a850621... Titan Relay
14369556 2 3412 1711 +1701 blockdaemon 0x857b0038... BloXroute Max Profit
14370922 11 3535 1837 +1698 solo_stakers 0x88a53ec4... BloXroute Regulated
14369287 8 3489 1795 +1694 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14374100 6 3457 1767 +1690 nethermind_lido 0x853b0078... BloXroute Max Profit
14374224 1 3384 1698 +1686 revolut 0x850b00e0... BloXroute Max Profit
14368490 4 3424 1739 +1685 blockdaemon 0x88a53ec4... BloXroute Max Profit
14373531 6 3451 1767 +1684 blockdaemon 0x857b0038... BloXroute Max Profit
14370115 9 3484 1809 +1675 blockdaemon 0x8a850621... Ultra Sound
14374413 1 3365 1698 +1667 whale_0x8ebd 0xb4ce6162... Ultra Sound
14373383 1 3364 1698 +1666 blockdaemon 0x8a850621... Titan Relay
14369164 6 3429 1767 +1662 blockdaemon_lido 0x8527d16c... Ultra Sound
14370513 2 3368 1711 +1657 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14369379 10 3469 1823 +1646 blockdaemon_lido 0xb7c5e609... BloXroute Max Profit
14372821 0 3329 1684 +1645 coinbase 0x823e0146... Flashbots
14370944 4 3384 1739 +1645 p2porg_lido 0x88a53ec4... BloXroute Regulated
14368378 1 3338 1698 +1640 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14370171 2 3351 1711 +1640 blockdaemon 0xb26f9666... Titan Relay
14369258 1 3336 1698 +1638 blockdaemon_lido 0x8527d16c... Ultra Sound
14372424 9 3445 1809 +1636 blockdaemon 0x8a850621... Titan Relay
14371284 7 3410 1781 +1629 blockdaemon 0x8db2a99d... Titan Relay
14373358 0 3310 1684 +1626 blockdaemon 0x8a850621... Ultra Sound
14374037 3 3351 1725 +1626 whale_0x8ebd 0xb4ce6162... Ultra Sound
14368654 0 3308 1684 +1624 luno 0x856b0004... BloXroute Max Profit
14369854 2 3335 1711 +1624 luno 0x856b0004... BloXroute Max Profit
14370288 3 3347 1725 +1622 blockdaemon 0x8a850621... Titan Relay
14368757 6 3386 1767 +1619 luno 0xb67eaa5e... BloXroute Regulated
14374675 0 3299 1684 +1615 revolut 0x850b00e0... BloXroute Max Profit
14368834 0 3298 1684 +1614 blockdaemon 0x8527d16c... Ultra Sound
14372854 6 3375 1767 +1608 blockdaemon_lido 0xb67eaa5e... Titan Relay
14369454 8 3401 1795 +1606 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14372320 8 3399 1795 +1604 0x8527d16c... Ultra Sound
14374726 1 3301 1698 +1603 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14372825 2 3314 1711 +1603 p2porg 0xb67eaa5e... BloXroute Regulated
14368769 0 3286 1684 +1602 whale_0xfd67 0x851b00b1... Ultra Sound
14372078 5 3355 1753 +1602 blockdaemon 0xb26f9666... Titan Relay
14373630 4 3339 1739 +1600 solo_stakers Local Local
14370589 1 3297 1698 +1599 blockdaemon 0x856b0004... BloXroute Max Profit
14372340 2 3307 1711 +1596 blockdaemon_lido 0x823e0146... Ultra Sound
14370412 1 3287 1698 +1589 everstake 0x857b0038... BloXroute Max Profit
14369023 5 3340 1753 +1587 whale_0xdc8d 0xb26f9666... Ultra Sound
14370764 3 3309 1725 +1584 blockdaemon_lido 0xb26f9666... Titan Relay
14369337 5 3336 1753 +1583 blockdaemon 0x856b0004... BloXroute Max Profit
14370005 4 3319 1739 +1580 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14374602 7 3360 1781 +1579 blockdaemon 0x8a850621... Titan Relay
14370883 0 3262 1684 +1578 luno 0x8527d16c... Ultra Sound
14374745 10 3398 1823 +1575 blockdaemon_lido 0x88a53ec4... BloXroute Max Profit
14371843 8 3370 1795 +1575 luno 0x8db2a99d... Titan Relay
14371769 3 3298 1725 +1573 blockdaemon_lido 0x8527d16c... Ultra Sound
14370400 5 3325 1753 +1572 solo_stakers 0xb67eaa5e... BloXroute Max Profit
14368101 6 3336 1767 +1569 Local Local
14374102 1 3265 1698 +1567 0xb67eaa5e... BloXroute Max Profit
14369358 0 3248 1684 +1564 luno 0x856b0004... BloXroute Max Profit
14369627 3 3289 1725 +1564 blockdaemon 0x856b0004... BloXroute Max Profit
14372776 2 3275 1711 +1564 whale_0xfd67 0xb67eaa5e... Titan Relay
14368794 5 3312 1753 +1559 blockdaemon 0xa03781b9... Ultra Sound
14370715 1 3254 1698 +1556 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14368828 5 3308 1753 +1555 gateway.fmas_lido 0xb7c5e609... BloXroute Max Profit
14372683 7 3335 1781 +1554 Local Local
14372390 3 3279 1725 +1554 blockdaemon 0x8527d16c... Ultra Sound
14367685 5 3306 1753 +1553 revolut 0xa230e2cf... BloXroute Max Profit
14368779 0 3235 1684 +1551 whale_0x8914 0x851b00b1... Ultra Sound
14369767 6 3318 1767 +1551 blockdaemon_lido 0x8527d16c... Ultra Sound
14370899 3 3272 1725 +1547 revolut 0xb26f9666... Titan Relay
14369976 1 3239 1698 +1541 p2porg 0x823e0146... Aestus
14372330 8 3335 1795 +1540 blockdaemon 0xb67eaa5e... Ultra Sound
14373854 6 3306 1767 +1539 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14370128 1 3235 1698 +1537 revolut 0x8527d16c... Ultra Sound
14374693 0 3221 1684 +1537 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14374787 0 3221 1684 +1537 whale_0xfd67 0x823e0146... Ultra Sound
14367657 6 3299 1767 +1532 blockdaemon_lido 0xb26f9666... Titan Relay
14373618 1 3229 1698 +1531 revolut 0x8db2a99d... BloXroute Max Profit
14373928 1 3228 1698 +1530 whale_0xfd67 0xb67eaa5e... Titan Relay
14369553 6 3293 1767 +1526 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14369280 6 3293 1767 +1526 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14368793 2 3237 1711 +1526 gateway.fmas_lido 0x856b0004... BloXroute Max Profit
14371716 0 3209 1684 +1525 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14368034 2 3235 1711 +1524 p2porg 0x850b00e0... BloXroute Max Profit
14370629 0 3205 1684 +1521 p2porg 0x850b00e0... BloXroute Regulated
14369818 8 3315 1795 +1520 Local Local
14373587 5 3270 1753 +1517 blockdaemon_lido 0x8db2a99d... Ultra Sound
14370842 0 3200 1684 +1516 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14370183 4 3255 1739 +1516 p2porg 0x850b00e0... BloXroute Regulated
14368085 9 3323 1809 +1514 coinbase 0xb67eaa5e... BloXroute Max Profit
14369362 5 3266 1753 +1513 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14371728 0 3196 1684 +1512 blockdaemon 0x8527d16c... Ultra Sound
14372510 8 3305 1795 +1510 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14371165 5 3263 1753 +1510 revolut 0x8527d16c... Ultra Sound
14370102 2 3221 1711 +1510 revolut 0xb26f9666... Titan Relay
14371146 1 3207 1698 +1509 whale_0x4b5e 0xb7c5e609... Titan Relay
14369973 1 3207 1698 +1509 blockdaemon_lido 0xb7c5e609... BloXroute Max Profit
14368238 1 3203 1698 +1505 whale_0x8ebd Local Local
14368614 6 3272 1767 +1505 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14371959 7 3284 1781 +1503 coinbase 0xb26f9666... BloXroute Max Profit
14371234 0 3185 1684 +1501 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14368379 6 3268 1767 +1501 whale_0xc611 0xa230e2cf... BloXroute Max Profit
14370489 10 3323 1823 +1500 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14369431 0 3183 1684 +1499 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14367945 7 3280 1781 +1499 Local Local
14369847 1 3196 1698 +1498 blockdaemon 0x850b00e0... BloXroute Max Profit
14368002 14 3375 1878 +1497 coinbase 0xb67eaa5e... BloXroute Regulated
14368684 8 3290 1795 +1495 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14372492 5 3248 1753 +1495 whale_0x8914 0xb67eaa5e... Titan Relay
14370938 0 3175 1684 +1491 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14368434 0 3175 1684 +1491 p2porg 0x850b00e0... BloXroute Regulated
14372612 0 3173 1684 +1489 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14368923 5 3242 1753 +1489 whale_0x8ebd Local Local
14372201 6 3255 1767 +1488 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14368528 5 3241 1753 +1488 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14367876 1 3185 1698 +1487 whale_0x8914 0xa230e2cf... BloXroute Regulated
14373366 0 3171 1684 +1487 whale_0xfd67 0xb67eaa5e... Titan Relay
14369569 0 3171 1684 +1487 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14372997 0 3171 1684 +1487 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14367874 0 3170 1684 +1486 p2porg 0xa230e2cf... BloXroute Max Profit
14368457 0 3166 1684 +1482 gateway.fmas_lido 0xa230e2cf... BloXroute Max Profit
14372333 0 3164 1684 +1480 p2porg 0x850b00e0... BloXroute Regulated
14373503 6 3247 1767 +1480 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14372558 5 3230 1753 +1477 whale_0x8914 0xb67eaa5e... Titan Relay
14372880 3 3200 1725 +1475 0x85fb0503... BloXroute Max Profit
14373225 2 3185 1711 +1474 p2porg_lido 0x850b00e0... BloXroute Max Profit
14367754 2 3185 1711 +1474 whale_0x8914 0xb67eaa5e... Titan Relay
14368653 6 3240 1767 +1473 stakingfacilities_lido 0x8db2a99d... Titan Relay
14367768 9 3280 1809 +1471 coinbase Local Local
14367785 6 3238 1767 +1471 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14370360 4 3210 1739 +1471 whale_0x8914 0xb67eaa5e... Titan Relay
14371040 3 3196 1725 +1471 hashquark_lido 0xb26f9666... Titan Relay
14373802 2 3182 1711 +1471 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14371838 8 3263 1795 +1468 whale_0xfd67 0xb67eaa5e... Titan Relay
14372820 6 3235 1767 +1468 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14372493 3 3193 1725 +1468 p2porg 0x850b00e0... BloXroute Max Profit
14369010 5 3220 1753 +1467 p2porg 0x850b00e0... BloXroute Regulated
14368986 0 3150 1684 +1466 solo_stakers 0x823e0146... Ultra Sound
14368955 1 3163 1698 +1465 kiln 0xb26f9666... BloXroute Max Profit
14367954 5 3217 1753 +1464 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14374738 1 3160 1698 +1462 whale_0x8ebd 0xa03781b9... Ultra Sound
14368984 11 3299 1837 +1462 kiln 0xb67eaa5e... BloXroute Max Profit
14372338 5 3215 1753 +1462 whale_0xfd67 0x850b00e0... Ultra Sound
14370657 4 3200 1739 +1461 p2porg 0x850b00e0... BloXroute Regulated
14372799 3 3186 1725 +1461 whale_0xfd67 0xb67eaa5e... Titan Relay
14369049 2 3172 1711 +1461 stakingfacilities_lido 0xa03781b9... Ultra Sound
14368052 1 3158 1698 +1460 p2porg_lido 0xa230e2cf... BloXroute Max Profit
14373983 0 3144 1684 +1460 blockdaemon 0x851b00b1... BloXroute Max Profit
14370083 0 3144 1684 +1460 gateway.fmas_lido 0x8527d16c... Ultra Sound
14370235 0 3143 1684 +1459 whale_0xf273 0x8db2a99d... Titan Relay
14373655 5 3211 1753 +1458 whale_0x4b5e 0xb67eaa5e... Titan Relay
14374489 6 3223 1767 +1456 coinbase 0x88a53ec4... BloXroute Max Profit
14371751 5 3208 1753 +1455 p2porg_lido 0x850b00e0... BloXroute Max Profit
14371002 5 3206 1753 +1453 Local Local
14368210 5 3206 1753 +1453 coinbase 0xb67eaa5e... BloXroute Max Profit
14369192 1 3150 1698 +1452 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14373551 1 3149 1698 +1451 whale_0xfd67 0x88857150... Ultra Sound
14370273 1 3149 1698 +1451 p2porg 0x850b00e0... BloXroute Regulated
14368771 3 3176 1725 +1451 p2porg 0xb67eaa5e... BloXroute Max Profit
14371032 2 3160 1711 +1449 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14371360 1 3143 1698 +1445 p2porg_lido 0x823e0146... Flashbots
14374574 5 3197 1753 +1444 whale_0x8ebd 0x88857150... Ultra Sound
14372549 3 3169 1725 +1444 p2porg_lido 0x88a53ec4... BloXroute Regulated
14372817 1 3141 1698 +1443 p2porg 0x8db2a99d... BloXroute Regulated
14368308 2 3154 1711 +1443 p2porg_lido 0x88a53ec4... BloXroute Regulated
14372482 1 3139 1698 +1441 p2porg 0x850b00e0... BloXroute Max Profit
14369559 0 3125 1684 +1441 gateway.fmas_lido 0x926b7905... Flashbots
14371358 6 3208 1767 +1441 whale_0x8914 0x88a53ec4... BloXroute Regulated
14373272 0 3123 1684 +1439 whale_0x8ebd 0x8db2a99d... Titan Relay
14368269 1 3136 1698 +1438 p2porg_lido 0xac09aa45... Flashbots
14374654 3 3161 1725 +1436 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14367852 0 3119 1684 +1435 p2porg_lido 0x823e0146... Ultra Sound
14372195 4 3174 1739 +1435 p2porg 0x850b00e0... BloXroute Regulated
14371429 2 3146 1711 +1435 whale_0x4b5e 0xb67eaa5e... BloXroute Regulated
14369389 1 3132 1698 +1434 whale_0x2f38 Local Local
14369522 10 3256 1823 +1433 coinbase 0x88a53ec4... BloXroute Max Profit
14371577 3 3158 1725 +1433 whale_0x4b5e 0x88a53ec4... BloXroute Max Profit
14372826 0 3116 1684 +1432 p2porg_lido 0x88a53ec4... BloXroute Regulated
14373377 8 3227 1795 +1432 kraken 0xb26f9666... EthGas
14371863 2 3143 1711 +1432 kiln 0xb26f9666... BloXroute Regulated
14370344 2 3143 1711 +1432 p2porg 0xb67eaa5e... BloXroute Regulated
14369622 1 3129 1698 +1431 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14368877 8 3226 1795 +1431 whale_0x4b5e 0xb67eaa5e... BloXroute Max Profit
14371809 2 3142 1711 +1431 coinbase 0xb67eaa5e... BloXroute Regulated
14368408 1 3127 1698 +1429 whale_0xfd67 0x88a53ec4... BloXroute Max Profit
14372463 1 3126 1698 +1428 whale_0xedc6 0x850b00e0... BloXroute Max Profit
14373304 2 3139 1711 +1428 whale_0x8ebd 0xb26f9666... Titan Relay
14371133 1 3125 1698 +1427 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14369217 1 3125 1698 +1427 revolut Local Local
14372243 0 3110 1684 +1426 whale_0x8ebd 0x8527d16c... Ultra Sound
14372115 6 3193 1767 +1426 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14371060 2 3137 1711 +1426 p2porg_lido 0x850b00e0... BloXroute Max Profit
14368524 1 3123 1698 +1425 p2porg 0xb26f9666... Titan Relay
14374018 1 3123 1698 +1425 p2porg 0x853b0078... BloXroute Max Profit
14373577 9 3234 1809 +1425 whale_0x8914 0x823e0146... Ultra Sound
14374491 1 3121 1698 +1423 p2porg 0x88a53ec4... BloXroute Regulated
14368759 1 3121 1698 +1423 coinbase 0x88a53ec4... BloXroute Regulated
14371781 4 3162 1739 +1423 whale_0x4b5e 0xb67eaa5e... BloXroute Regulated
14371152 3 3147 1725 +1422 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14369277 2 3133 1711 +1422 kiln 0xb67eaa5e... BloXroute Regulated
14374116 8 3216 1795 +1421 blockdaemon_lido 0xb26f9666... Titan Relay
14368195 2 3132 1711 +1421 p2porg 0xb67eaa5e... BloXroute Max Profit
14369453 5 3173 1753 +1420 0x853b0078... BloXroute Max Profit
14372290 0 3103 1684 +1419 coinbase 0xb26f9666... Titan Relay
14370014 2 3130 1711 +1419 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14367688 5 3171 1753 +1418 p2porg 0x853b0078... BloXroute Max Profit
14369053 4 3157 1739 +1418 whale_0x3878 0xb67eaa5e... BloXroute Regulated
14370882 2 3129 1711 +1418 p2porg 0x8db2a99d... Aestus
14370886 0 3101 1684 +1417 whale_0x4b5e 0xb67eaa5e... BloXroute Regulated
14368526 5 3170 1753 +1417 bitstamp 0xb67eaa5e... BloXroute Max Profit
14370108 3 3142 1725 +1417 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14371886 11 3253 1837 +1416 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14373313 0 3098 1684 +1414 p2porg_lido 0x851b00b1... BloXroute Max Profit
14372285 7 3195 1781 +1414 p2porg 0x88a53ec4... BloXroute Max Profit
14374203 7 3195 1781 +1414 coinbase 0x8527d16c... Ultra Sound
14371559 7 3194 1781 +1413 p2porg 0x850b00e0... BloXroute Regulated
14372334 5 3165 1753 +1412 p2porg 0xb67eaa5e... BloXroute Regulated
14373750 13 3276 1864 +1412 blockdaemon 0x8527d16c... Ultra Sound
14368464 1 3108 1698 +1410 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14369710 1 3108 1698 +1410 p2porg 0x850b00e0... BloXroute Regulated
14368975 0 3094 1684 +1410 kiln 0x851b00b1... BloXroute Max Profit
14370061 8 3205 1795 +1410 whale_0x8914 0x850b00e0... Ultra Sound
14367802 6 3177 1767 +1410 bitstamp 0x850b00e0... Flashbots
14371536 0 3093 1684 +1409 whale_0x8ebd 0x8527d16c... Ultra Sound
14367892 0 3093 1684 +1409 coinbase 0xa230e2cf... BloXroute Max Profit
14371667 6 3176 1767 +1409 blockdaemon_lido 0xb26f9666... Titan Relay
14369698 1 3106 1698 +1408 everstake 0x88a53ec4... BloXroute Regulated
14374469 6 3175 1767 +1408 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14367721 1 3105 1698 +1407 kiln 0xb67eaa5e... BloXroute Regulated
14369615 4 3144 1739 +1405 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14374639 1 3101 1698 +1403 kiln 0x8527d16c... Ultra Sound
14372742 0 3087 1684 +1403 whale_0xfd67 0x823e0146... Flashbots
14372614 1 3100 1698 +1402 whale_0x8ee5 0x88a53ec4... BloXroute Max Profit
14371602 1 3100 1698 +1402 coinbase 0x88a53ec4... BloXroute Max Profit
14369385 7 3183 1781 +1402 coinbase Local Local
14373160 1 3099 1698 +1401 p2porg 0xb26f9666... Titan Relay
14372025 11 3238 1837 +1401 p2porg 0x850b00e0... BloXroute Max Profit
14373756 5 3154 1753 +1401 coinbase 0xb26f9666... BloXroute Max Profit
14370620 5 3153 1753 +1400 whale_0x8914 0xb67eaa5e... BloXroute Max Profit
14374243 12 3249 1851 +1398 whale_0xfd67 0xb67eaa5e... Titan Relay
14374386 0 3082 1684 +1398 p2porg 0xb26f9666... Titan Relay
14371547 5 3151 1753 +1398 p2porg_lido 0x88a53ec4... BloXroute Regulated
14371426 12 3248 1851 +1397 coinbase 0xb26f9666... BloXroute Regulated
14368973 3 3121 1725 +1396 whale_0x8ebd 0x8527d16c... Ultra Sound
14373205 0 3079 1684 +1395 p2porg_lido 0x851b00b1... BloXroute Max Profit
14370796 0 3079 1684 +1395 whale_0x8ebd 0x8527d16c... Ultra Sound
14370652 3 3120 1725 +1395 blockdaemon 0x856b0004... BloXroute Max Profit
14371262 1 3091 1698 +1393 figment 0x823e0146... Ultra Sound
14372257 1 3090 1698 +1392 whale_0x8ebd 0x850b00e0... BloXroute Max Profit
14374158 5 3145 1753 +1392 whale_0xedc6 0xb26f9666... Ultra Sound
14374314 5 3144 1753 +1391 solo_stakers 0x8527d16c... Ultra Sound
14374139 3 3116 1725 +1391 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14372349 1 3088 1698 +1390 coinbase 0xb7c5c39a... BloXroute Max Profit
14371570 1 3088 1698 +1390 p2porg 0xb26f9666... BloXroute Regulated
14367949 0 3073 1684 +1389 p2porg 0x851b00b1... BloXroute Max Profit
14369463 6 3156 1767 +1389 coinbase 0xb67eaa5e... BloXroute Max Profit
14369992 0 3071 1684 +1387 p2porg 0xb26f9666... Titan Relay
14371461 6 3154 1767 +1387 p2porg_lido 0x88a53ec4... BloXroute Regulated
14373730 6 3154 1767 +1387 whale_0x8ebd 0x823e0146... Ultra Sound
14373679 2 3098 1711 +1387 coinbase 0xb26f9666... BloXroute Regulated
14371766 7 3167 1781 +1386 p2porg_lido 0x850b00e0... BloXroute Max Profit
14373302 3 3111 1725 +1386 whale_0x8ebd 0x8527d16c... Ultra Sound
14369951 1 3083 1698 +1385 coinbase 0x8527d16c... Ultra Sound
14367865 1 3081 1698 +1383 kiln 0x88a53ec4... BloXroute Regulated
14372006 1 3081 1698 +1383 abyss_finance 0x8db2a99d... Ultra Sound
14374543 6 3150 1767 +1383 kiln 0xb26f9666... BloXroute Regulated
14368987 0 3066 1684 +1382 p2porg 0xb26f9666... BloXroute Max Profit
14371986 2 3093 1711 +1382 whale_0xedc6 0x8527d16c... Ultra Sound
14368361 0 3064 1684 +1380 p2porg_lido 0x88a53ec4... BloXroute Regulated
14369423 0 3064 1684 +1380 whale_0xfd67 0xb67eaa5e... BloXroute Max Profit
14374773 1 3077 1698 +1379 p2porg 0xb26f9666... BloXroute Regulated
14369457 8 3174 1795 +1379 kraken 0x8e7f955e... EthGas
14371876 8 3174 1795 +1379 whale_0xba40 0xb67eaa5e... Titan Relay
14371025 5 3132 1753 +1379 whale_0x8ebd 0x8527d16c... Ultra Sound
14369304 1 3076 1698 +1378 0x853b0078... BloXroute Max Profit
14368601 0 3062 1684 +1378 p2porg 0xb67eaa5e... BloXroute Max Profit
14372113 6 3145 1767 +1378 figment 0xb26f9666... BloXroute Regulated
14371119 1 3075 1698 +1377 solo_stakers 0x8527d16c... Ultra Sound
14369114 3 3102 1725 +1377 bitstamp 0xb67eaa5e... BloXroute Max Profit
14372082 2 3087 1711 +1376 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14372717 0 3059 1684 +1375 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14368849 0 3059 1684 +1375 p2porg_lido 0x851b00b1... BloXroute Max Profit
14370205 0 3058 1684 +1374 figment 0xb26f9666... BloXroute Max Profit
14373505 0 3058 1684 +1374 p2porg_lido 0x8db2a99d... Agnostic Gnosis
14369535 3 3098 1725 +1373 kiln 0xb67eaa5e... BloXroute Regulated
14371783 1 3070 1698 +1372 coinbase 0x8db2a99d... Titan Relay
14369402 1 3069 1698 +1371 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14374283 1 3069 1698 +1371 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14370578 6 3138 1767 +1371 coinbase 0x8db2a99d... Agnostic Gnosis
14371027 3 3096 1725 +1371 coinbase 0x8db2a99d... Ultra Sound
14373033 1 3068 1698 +1370 coinbase 0x8db2a99d... BloXroute Max Profit
14372680 0 3054 1684 +1370 coinbase 0x8527d16c... Ultra Sound
14368100 4 3109 1739 +1370 stakingfacilities_lido 0xa230e2cf... BloXroute Max Profit
14368701 2 3081 1711 +1370 kiln 0x88a53ec4... BloXroute Max Profit
14374029 0 3052 1684 +1368 p2porg_lido 0x823e0146... Flashbots
14374325 5 3119 1753 +1366 piertwo Local Local
14374354 0 3049 1684 +1365 p2porg 0x853b0078... BloXroute Max Profit
14372907 1 3062 1698 +1364 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14369552 0 3048 1684 +1364 coinbase 0x856b0004... BloXroute Max Profit
14374332 0 3048 1684 +1364 p2porg 0x823e0146... Flashbots
14374231 7 3144 1781 +1363 kiln 0x88a53ec4... BloXroute Max Profit
14372486 5 3115 1753 +1362 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14374253 1 3059 1698 +1361 whale_0x8ebd 0x823e0146... Flashbots
14368220 6 3128 1767 +1361 whale_0x8ebd 0x823e0146... Flashbots
14372725 0 3044 1684 +1360 p2porg_lido 0x8db2a99d... Ultra Sound
14368380 3 3085 1725 +1360 kiln 0x88a53ec4... BloXroute Max Profit
14371310 1 3057 1698 +1359 p2porg 0xb26f9666... Aestus
14369729 0 3043 1684 +1359 p2porg 0x8db2a99d... Titan Relay
14371277 0 3043 1684 +1359 p2porg 0x8db2a99d... Ultra Sound
14374054 0 3043 1684 +1359 coinbase 0x8527d16c... Ultra Sound
14373070 1 3056 1698 +1358 coinbase 0x8527d16c... Ultra Sound
14374572 0 3041 1684 +1357 whale_0x8ebd 0x8db2a99d... Ultra Sound
14371960 2 3068 1711 +1357 coinbase 0x8527d16c... Ultra Sound
14372378 5 3109 1753 +1356 kraken 0x857b0038... BloXroute Max Profit
14368122 1 3053 1698 +1355 p2porg 0xb67eaa5e... BloXroute Max Profit
14373100 1 3052 1698 +1354 coinbase 0xb26f9666... BloXroute Regulated
14368937 4 3093 1739 +1354 whale_0x8ebd 0x88857150... Ultra Sound
14374601 1 3051 1698 +1353 coinbase 0x88857150... Ultra Sound
14373746 0 3037 1684 +1353 coinbase 0xb26f9666... BloXroute Regulated
14368882 0 3036 1684 +1352 kiln 0x8527d16c... Ultra Sound
14371182 0 3036 1684 +1352 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14369525 5 3105 1753 +1352 kiln 0xb26f9666... BloXroute Max Profit
14368116 5 3104 1753 +1351 kiln 0xa230e2cf... BloXroute Max Profit
14368180 5 3104 1753 +1351 p2porg 0xb26f9666... BloXroute Max Profit
14369257 12 3201 1851 +1350 everstake 0x88a53ec4... BloXroute Max Profit
14370082 6 3117 1767 +1350 whale_0x8ebd 0x8527d16c... Ultra Sound
14371016 4 3089 1739 +1350 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14370228 0 3033 1684 +1349 coinbase 0x8527d16c... Ultra Sound
14370332 6 3116 1767 +1349 kiln 0xb67eaa5e... BloXroute Max Profit
14368463 11 3185 1837 +1348 kiln 0x823e0146... Ultra Sound
14371311 7 3129 1781 +1348 whale_0x8ebd 0x8db2a99d... Ultra Sound
14369043 6 3115 1767 +1348 kiln 0xb67eaa5e... BloXroute Regulated
14371546 6 3115 1767 +1348 0x8527d16c... Ultra Sound
14373908 1 3045 1698 +1347 whale_0x8ebd 0x8527d16c... Ultra Sound
14369616 1 3044 1698 +1346 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14371218 0 3030 1684 +1346 p2porg_lido 0xb67eaa5e... BloXroute Max Profit
14374219 0 3030 1684 +1346 whale_0x8ebd 0x82c466b9... BloXroute Regulated
14369317 0 3030 1684 +1346 kiln 0xb7c5e609... BloXroute Max Profit
14368766 6 3113 1767 +1346 kiln 0x856b0004... BloXroute Max Profit
14374511 6 3113 1767 +1346 bridgetower_lido 0x8db2a99d... BloXroute Max Profit
14370386 4 3085 1739 +1346 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14369022 5 3098 1753 +1345 kiln 0x9129eeb4... Ultra Sound
14373941 5 3097 1753 +1344 coinbase 0x856b0004... BloXroute Max Profit
14371705 11 3180 1837 +1343 whale_0xc611 0xb67eaa5e... Titan Relay
14369483 1 3039 1698 +1341 coinbase 0x856b0004... BloXroute Max Profit
14368451 1 3039 1698 +1341 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14372302 5 3094 1753 +1341 whale_0x8ebd 0x8527d16c... Ultra Sound
14373459 1 3038 1698 +1340 0x823e0146... BloXroute Max Profit
14370321 9 3149 1809 +1340 whale_0x8ebd 0x850b00e0... BloXroute Max Profit
14372699 8 3135 1795 +1340 whale_0x8ebd 0x8527d16c... Ultra Sound
14374061 7 3121 1781 +1340 coinbase 0xb4ce6162... Ultra Sound
14371554 2 3051 1711 +1340 kiln 0xb26f9666... BloXroute Max Profit
14368722 9 3148 1809 +1339 stakingfacilities_lido 0x8db2a99d... Titan Relay
14373571 6 3106 1767 +1339 coinbase 0x823e0146... BloXroute Max Profit
14374272 5 3092 1753 +1339 coinbase 0xb26f9666... Titan Relay
14370271 1 3036 1698 +1338 p2porg_lido 0x8db2a99d... Aestus
14374379 0 3022 1684 +1338 kiln 0x8527d16c... Ultra Sound
14371871 0 3022 1684 +1338 stakingfacilities_lido 0x88a53ec4... BloXroute Max Profit
14368626 1 3035 1698 +1337 whale_0x8ebd 0xa03781b9... Ultra Sound
14371054 0 3021 1684 +1337 whale_0x8ebd 0x8527d16c... Ultra Sound
14368727 9 3146 1809 +1337 coinbase 0xb26f9666... BloXroute Regulated
14368802 6 3104 1767 +1337 kiln 0x823e0146... Ultra Sound
14370538 1 3034 1698 +1336 coinbase 0x823e0146... Titan Relay
14374790 1 3034 1698 +1336 coinbase 0x8527d16c... Ultra Sound
14372696 8 3131 1795 +1336 p2porg 0x853b0078... BloXroute Max Profit
14374388 6 3102 1767 +1335 coinbase 0xb26f9666... Aestus
14369243 4 3074 1739 +1335 whale_0x8ebd 0xa03781b9... Ultra Sound
14368964 4 3073 1739 +1334 coinbase 0x8527d16c... Ultra Sound
14372951 2 3045 1711 +1334 whale_0x8ebd 0x8527d16c... Ultra Sound
14367973 0 3017 1684 +1333 coinbase 0x88a53ec4... BloXroute Regulated
14369061 10 3156 1823 +1333 kraken 0x8e7f955e... EthGas
14371993 6 3100 1767 +1333 kiln 0xb26f9666... Ultra Sound
14374396 3 3058 1725 +1333 kiln 0xb67eaa5e... BloXroute Regulated
14371715 3 3058 1725 +1333 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14369411 2 3042 1711 +1331 coinbase 0x856b0004... BloXroute Max Profit
14369132 7 3111 1781 +1330 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14373665 6 3097 1767 +1330 whale_0x8ebd 0x8527d16c... Ultra Sound
14373025 5 3082 1753 +1329 whale_0x8ebd 0x823e0146... Flashbots
14371597 14 3206 1878 +1328 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14370643 8 3122 1795 +1327 figment 0xb26f9666... Titan Relay
14371369 6 3093 1767 +1326 whale_0x8ebd 0xb26f9666... Ultra Sound
14370919 5 3079 1753 +1326 p2porg 0xb26f9666... Titan Relay
14371566 7 3105 1781 +1324 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14368297 5 3077 1753 +1324 coinbase 0x8db2a99d... Ultra Sound
14371687 0 3007 1684 +1323 everstake 0xb26f9666... Titan Relay
14372702 6 3090 1767 +1323 whale_0x8ebd 0x853b0078... BloXroute Regulated
14372046 2 3034 1711 +1323 coinbase 0xb26f9666... BloXroute Regulated
14373507 1 3020 1698 +1322 coinbase 0x856b0004... BloXroute Max Profit
14374355 2 3032 1711 +1321 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14368552 6 3087 1767 +1320 p2porg 0xac23f8cc... Titan Relay
14368005 2 3031 1711 +1320 kiln 0xa230e2cf... BloXroute Max Profit
14374580 0 3003 1684 +1319 0xb26f9666... BloXroute Regulated
14369131 0 3003 1684 +1319 kiln 0x88a53ec4... BloXroute Regulated
14373858 5 3072 1753 +1319 p2porg 0xb26f9666... Titan Relay
14367798 1 3016 1698 +1318 everstake 0x88a53ec4... BloXroute Regulated
14369857 8 3112 1795 +1317 figment 0x853b0078... Agnostic Gnosis
14374269 8 3111 1795 +1316 whale_0x8ebd 0x8527d16c... Ultra Sound
14369155 0 2999 1684 +1315 kiln 0x8527d16c... Ultra Sound
14374617 2 3026 1711 +1315 p2porg 0x8db2a99d... Titan Relay
14368924 5 3067 1753 +1314 stader 0x8527d16c... Ultra Sound
14367854 4 3052 1739 +1313 kiln 0xa230e2cf... BloXroute Max Profit
14369736 4 3052 1739 +1313 whale_0x8ebd 0x8527d16c... Ultra Sound
14369621 0 2995 1684 +1311 coinbase 0x88a53ec4... BloXroute Max Profit
14374625 1 3007 1698 +1309 kraken 0x8e7f955e... EthGas
14368111 0 2993 1684 +1309 whale_0x8ebd Local Local
14369596 7 3089 1781 +1308 kiln Local Local
14374646 2 3018 1711 +1307 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14369173 5 3059 1753 +1306 stakingfacilities_lido 0x823e0146... Ultra Sound
14367626 1 3003 1698 +1305 everstake 0xa230e2cf... BloXroute Max Profit
14374370 5 3057 1753 +1304 p2porg_lido 0x823e0146... BloXroute Max Profit
14370021 1 3001 1698 +1303 coinbase 0x8527d16c... Ultra Sound
14373693 1 3000 1698 +1302 whale_0x8ebd 0x88857150... Ultra Sound
14368704 7 3083 1781 +1302 whale_0x8ebd 0x856b0004... Ultra Sound
14371483 5 3055 1753 +1302 coinbase 0x8527d16c... Ultra Sound
14374655 5 3055 1753 +1302 kiln 0x8527d16c... Ultra Sound
14370090 3 3027 1725 +1302 everstake 0x853b0078... BloXroute Max Profit
14373388 0 2985 1684 +1301 kiln Local Local
14371301 6 3068 1767 +1301 whale_0x8ebd 0x8527d16c... Ultra Sound
14369671 1 2998 1698 +1300 kiln 0x8527d16c... Ultra Sound
14370588 4 3037 1739 +1298 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14368935 2 3009 1711 +1298 everstake 0x88a53ec4... BloXroute Max Profit
14373094 5 3049 1753 +1296 coinbase 0x8527d16c... Ultra Sound
14372481 5 3049 1753 +1296 whale_0x8ebd 0x8527d16c... Ultra Sound
14371216 5 3049 1753 +1296 0x850b00e0... BloXroute Max Profit
14371019 0 2979 1684 +1295 everstake 0xb26f9666... Titan Relay
14371873 11 3132 1837 +1295 coinbase 0x823e0146... Flashbots
14372069 11 3132 1837 +1295 bitstamp 0x853b0078... BloXroute Max Profit
14369482 9 3104 1809 +1295 p2porg 0x856b0004... BloXroute Max Profit
14372720 7 3076 1781 +1295 coinbase 0x8527d16c... Ultra Sound
14370327 1 2992 1698 +1294 kiln 0x8527d16c... Ultra Sound
14374284 0 2978 1684 +1294 coinbase 0xb26f9666... BloXroute Regulated
14373924 0 2977 1684 +1293 whale_0x8ebd 0x8527d16c... Ultra Sound
14373473 5 3046 1753 +1293 everstake 0x88a53ec4... BloXroute Regulated
14370309 6 3059 1767 +1292 kiln 0x88857150... Ultra Sound
14369239 3 3017 1725 +1292 kiln 0xb26f9666... BloXroute Max Profit
14374637 10 3114 1823 +1291 coinbase 0xb26f9666... Titan Relay
14367812 4 3030 1739 +1291 kiln 0xa230e2cf... BloXroute Max Profit
14370565 8 3083 1795 +1288 whale_0x8ebd 0x823e0146... Ultra Sound
14374358 6 3055 1767 +1288 kiln 0x853b0078... BloXroute Max Profit
14373090 5 3041 1753 +1288 kiln 0xb26f9666... Titan Relay
14374403 1 2985 1698 +1287 everstake 0xb67eaa5e... BloXroute Regulated
14373305 5 3040 1753 +1287 coinbase 0x8db2a99d... BloXroute Max Profit
14370664 8 3081 1795 +1286 whale_0x8ebd 0x8527d16c... Ultra Sound
14373857 1 2983 1698 +1285 whale_0x8ebd 0xb4ce6162... Ultra Sound
14371796 6 3052 1767 +1285 p2porg_lido 0x853b0078... Agnostic Gnosis
14372072 6 3052 1767 +1285 coinbase 0x856b0004... Ultra Sound
14370047 5 3038 1753 +1285 p2porg 0xb67eaa5e... Ultra Sound
14369704 1 2981 1698 +1283 0x88a53ec4... BloXroute Max Profit
14374438 0 2967 1684 +1283 everstake 0xb26f9666... Titan Relay
14368863 0 2967 1684 +1283 coinbase 0xb4ce6162... Ultra Sound
14369845 8 3078 1795 +1283 coinbase 0x823e0146... Titan Relay
14372863 6 3050 1767 +1283 figment 0x823e0146... Titan Relay
14373685 0 2966 1684 +1282 kiln 0x8527d16c... Ultra Sound
14372309 0 2966 1684 +1282 kiln 0x8527d16c... Ultra Sound
14370564 0 2966 1684 +1282 coinbase 0x99cba505... BloXroute Max Profit
14370434 4 3020 1739 +1281 coinbase Local Local
14370754 4 3020 1739 +1281 kiln 0x856b0004... BloXroute Max Profit
14372012 5 3032 1753 +1279 kiln 0x823e0146... Titan Relay
14372522 5 3032 1753 +1279 whale_0x8ebd 0x8527d16c... Ultra Sound
14370376 3 3004 1725 +1279 kiln 0x8527d16c... Ultra Sound
14371153 0 2962 1684 +1278 kiln 0x8527d16c... Ultra Sound
14373089 0 2962 1684 +1278 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14372769 0 2961 1684 +1277 everstake 0x851b00b1... BloXroute Max Profit
14369830 11 3114 1837 +1277 0x8527d16c... Ultra Sound
14374647 15 3169 1892 +1277 whale_0x8ebd 0xb4ce6162... Ultra Sound
14374149 1 2974 1698 +1276 kiln 0xb26f9666... BloXroute Max Profit
14367879 7 3057 1781 +1276 everstake 0xa230e2cf... BloXroute Max Profit
14369946 5 3029 1753 +1276 p2porg 0xb26f9666... BloXroute Max Profit
14369579 0 2959 1684 +1275 coinbase 0x856b0004... BloXroute Max Profit
14371628 5 3028 1753 +1275 kiln 0xb26f9666... BloXroute Regulated
14374555 1 2972 1698 +1274 solo_stakers 0x823e0146... Ultra Sound
14373836 0 2958 1684 +1274 nethermind_lido 0x88a53ec4... BloXroute Regulated
14368851 1 2971 1698 +1273 0xa03781b9... Ultra Sound
14373699 1 2971 1698 +1273 0x856b0004... BloXroute Max Profit
14373510 0 2955 1684 +1271 kiln 0x823e0146... Titan Relay
14371463 0 2954 1684 +1270 coinbase 0xb26f9666... BloXroute Max Profit
14368104 0 2953 1684 +1269 coinbase 0xb26f9666... BloXroute Max Profit
14372438 8 3064 1795 +1269 p2porg 0x88a53ec4... BloXroute Max Profit
14369123 4 3008 1739 +1269 kiln 0xb26f9666... BloXroute Max Profit
14372386 1 2966 1698 +1268 stakingfacilities_lido 0x9129eeb4... Ultra Sound
14369936 0 2951 1684 +1267 kiln 0x8527d16c... Ultra Sound
14372327 6 3034 1767 +1267 coinbase 0xb26f9666... BloXroute Regulated
14374222 0 2950 1684 +1266 everstake 0xb26f9666... Titan Relay
14367658 2 2977 1711 +1266 kiln 0x88a53ec4... BloXroute Regulated
14374334 0 2949 1684 +1265 kiln 0x823e0146... BloXroute Max Profit
14368662 3 2990 1725 +1265 whale_0x8ebd 0x823e0146... Ultra Sound
14367855 14 3143 1878 +1265 Local Local
14368259 0 2948 1684 +1264 coinbase 0xb26f9666... BloXroute Regulated
14372360 5 3017 1753 +1264 kiln 0x8527d16c... Ultra Sound
14373515 3 2988 1725 +1263 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14372867 7 3043 1781 +1262 0x823e0146... BloXroute Max Profit
14371564 3 2986 1725 +1261 whale_0x8ebd 0xb4ce6162... Ultra Sound
14370826 0 2944 1684 +1260 whale_0x8ebd 0xb4ce6162... Ultra Sound
14371031 0 2944 1684 +1260 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14374785 4 2999 1739 +1260 everstake 0xb67eaa5e... BloXroute Regulated
14372567 1 2957 1698 +1259 solo_stakers 0x850b00e0... BloXroute Max Profit
14371854 1 2957 1698 +1259 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14367737 5 3012 1753 +1259 kiln 0xa230e2cf... BloXroute Max Profit
14374428 3 2984 1725 +1259 kiln 0x8527d16c... Ultra Sound
14374025 1 2956 1698 +1258 everstake 0xb26f9666... Titan Relay
14374533 1 2956 1698 +1258 kiln 0x823e0146... Flashbots
14371308 5 3011 1753 +1258 kiln 0xb26f9666... Titan Relay
14373848 1 2955 1698 +1257 everstake 0xb26f9666... Titan Relay
14372969 3 2982 1725 +1257 kiln 0xb26f9666... Titan Relay
14373157 5 3009 1753 +1256 kiln 0x823e0146... Flashbots
14369808 7 3036 1781 +1255 kiln 0xb67eaa5e... Ultra Sound
14368671 1 2952 1698 +1254 everstake 0x88a53ec4... BloXroute Max Profit
14373918 5 3005 1753 +1252 everstake 0xb67eaa5e... BloXroute Regulated
14370500 0 2933 1684 +1249 bitstamp 0x851b00b1... BloXroute Max Profit
14370330 12 3099 1851 +1248 0x856b0004... BloXroute Max Profit
14368976 10 3071 1823 +1248 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14374792 11 3084 1837 +1247 p2porg 0xb26f9666... Titan Relay
14371451 11 3084 1837 +1247 coinbase 0xb67eaa5e... BloXroute Regulated
14370417 2 2958 1711 +1247 everstake 0xb67eaa5e... BloXroute Max Profit
14374270 0 2930 1684 +1246 everstake 0x8527d16c... Ultra Sound
14373501 4 2985 1739 +1246 kiln 0x856b0004... BloXroute Max Profit
14372576 0 2929 1684 +1245 everstake 0x851b00b1... BloXroute Max Profit
14371946 0 2929 1684 +1245 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14370358 3 2970 1725 +1245 everstake 0xb26f9666... Titan Relay
14370160 2 2956 1711 +1245 kiln 0xb26f9666... Aestus
14369310 5 2997 1753 +1244 everstake 0x88a53ec4... BloXroute Regulated
14373597 1 2941 1698 +1243 coinbase 0x8db2a99d... Titan Relay
14374631 1 2941 1698 +1243 everstake 0x885c17ef... BloXroute Max Profit
14368914 0 2927 1684 +1243 kiln 0xb26f9666... BloXroute Regulated
14370748 0 2927 1684 +1243 everstake 0xb26f9666... Titan Relay
14370543 6 3009 1767 +1242 kiln 0x823e0146... Titan Relay
14369911 0 2925 1684 +1241 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14370116 0 2925 1684 +1241 coinbase 0xb26f9666... BloXroute Regulated
14373627 2 2952 1711 +1241 bitstamp 0x823e0146... BloXroute Max Profit
14373957 0 2923 1684 +1239 everstake 0x823e0146... BloXroute Max Profit
14372484 6 3006 1767 +1239 everstake 0x8527d16c... Ultra Sound
14372388 5 2991 1753 +1238 kiln 0x8db2a99d... Agnostic Gnosis
14367849 1 2935 1698 +1237 everstake 0xa230e2cf... BloXroute Max Profit
14367606 0 2921 1684 +1237 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14374534 5 2990 1753 +1237 coinbase 0x8db2a99d... BloXroute Max Profit
14374164 3 2961 1725 +1236 0x8527d16c... Ultra Sound
14373113 5 2988 1753 +1235 everstake 0x8527d16c... Ultra Sound
14370804 5 2988 1753 +1235 kiln 0x8527d16c... Ultra Sound
14372174 0 2918 1684 +1234 everstake 0xb67eaa5e... BloXroute Regulated
14373737 3 2959 1725 +1234 everstake 0xb26f9666... Titan Relay
14372579 13 3098 1864 +1234 whale_0x8ebd 0x8527d16c... Ultra Sound
14367952 1 2931 1698 +1233 kiln 0xb26f9666... BloXroute Regulated
14374487 0 2915 1684 +1231 kiln 0xb26f9666... BloXroute Regulated
14372814 0 2915 1684 +1231 everstake 0x88a53ec4... BloXroute Regulated
14368317 10 3054 1823 +1231 whale_0x8ebd 0x8527d16c... Ultra Sound
14373575 6 2998 1767 +1231 kiln 0x823e0146... Ultra Sound
14373874 1 2928 1698 +1230 kiln 0x8527d16c... Ultra Sound
14370341 3 2955 1725 +1230 kiln 0x823e0146... Aestus
14368084 1 2927 1698 +1229 everstake 0xb26f9666... Titan Relay
14370844 11 3065 1837 +1228 p2porg_lido 0x823e0146... Flashbots
14372085 6 2995 1767 +1228 everstake 0xb67eaa5e... BloXroute Max Profit
14373154 1 2925 1698 +1227 everstake 0xb26f9666... Titan Relay
14368097 4 2966 1739 +1227 everstake 0xa230e2cf... BloXroute Max Profit
14373299 0 2909 1684 +1225 0x853b0078... BloXroute Max Profit
14372316 11 3062 1837 +1225 everstake 0x88a53ec4... BloXroute Regulated
14370347 5 2978 1753 +1225 0xb26f9666... Ultra Sound
14374736 2 2935 1711 +1224 everstake 0x88a53ec4... BloXroute Max Profit
14368140 21 3199 1976 +1223 stader 0x88a53ec4... BloXroute Max Profit
14369759 5 2975 1753 +1222 kiln 0xb26f9666... BloXroute Max Profit
14372368 0 2905 1684 +1221 everstake 0x850b00e0... Flashbots
14369446 0 2903 1684 +1219 kiln Local Local
14372318 0 2903 1684 +1219 everstake 0x885c17ef... BloXroute Max Profit
14373128 0 2902 1684 +1218 everstake 0xb26f9666... Titan Relay
14369699 11 3055 1837 +1218 everstake 0x88a53ec4... BloXroute Max Profit
14372064 4 2955 1739 +1216 everstake 0x856b0004... BloXroute Max Profit
14372001 1 2913 1698 +1215 everstake 0xb26f9666... Titan Relay
14369306 0 2899 1684 +1215 kiln 0x856b0004... BloXroute Max Profit
14368562 8 3010 1795 +1215 kiln 0x8db2a99d... Agnostic Gnosis
14368466 5 2968 1753 +1215 everstake 0xa230e2cf... Ultra Sound
14369653 1 2911 1698 +1213 everstake 0x853b0078... BloXroute Regulated
14368622 6 2980 1767 +1213 everstake 0xb26f9666... BloXroute Max Profit
14373150 3 2938 1725 +1213 0x8a850621... Ultra Sound
14368050 6 2979 1767 +1212 everstake 0xb26f9666... Titan Relay
14373325 6 2979 1767 +1212 everstake 0xa03781b9... Ultra Sound
14369295 6 2977 1767 +1210 kiln 0xb26f9666... BloXroute Max Profit
14371655 1 2907 1698 +1209 nethermind_lido 0x88a53ec4... BloXroute Regulated
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})