Fri, May 15, 2026 Latest

Propagation anomalies

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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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 >= '2026-05-15' AND slot_start_date_time < '2026-05-15'::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: 7,184
MEV blocks: 6,603 (91.9%)
Local blocks: 581 (8.1%)

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 = 1682.3 + 19.73 × blob_count (R² = 0.011)
Residual σ = 619.2ms
Anomalies (>2σ slow): 566 (7.9%)
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
14332768 0 12540 1682 +10858 piertwo Local Local
14338400 0 7083 1682 +5401 upbit Local Local
14338720 0 4553 1682 +2871 stakefish Local Local
14331872 0 3865 1682 +2183 stakefish 0xb26f9666... Ultra Sound
14333920 3 3758 1742 +2016 blockdaemon 0xb4ce6162... Ultra Sound
14332576 0 3684 1682 +2002 whale_0x9212 0xb67eaa5e... Ultra Sound
14336863 0 3662 1682 +1980 coinbase Local Local
14336064 5 3729 1781 +1948 blockdaemon 0x853b0078... Ultra Sound
14332214 0 3629 1682 +1947 infstones 0xa230e2cf... BloXroute Max Profit
14333894 8 3691 1840 +1851 blockdaemon_lido 0xb7c5c39a... BloXroute Max Profit
14336384 0 3496 1682 +1814 blockdaemon 0xb26f9666... Ultra Sound
14337288 5 3590 1781 +1809 kiln 0x857b0038... BloXroute Max Profit
14335963 1 3483 1702 +1781 blockdaemon 0x857b0038... Ultra Sound
14337147 0 3449 1682 +1767 0xb4ce6162... Ultra Sound
14335174 4 3510 1761 +1749 blockdaemon 0x8a850621... Ultra Sound
14337408 11 3642 1899 +1743 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14331619 0 3409 1682 +1727 blockdaemon 0x8a850621... Titan Relay
14335637 1 3420 1702 +1718 nethermind_lido 0x853b0078... BloXroute Regulated
14332928 10 3597 1880 +1717 revolut 0x8527d16c... Ultra Sound
14336988 0 3398 1682 +1716 blockdaemon 0x8db2a99d... Ultra Sound
14338499 1 3407 1702 +1705 senseinode_lido 0x88510a78... Flashbots
14336593 1 3404 1702 +1702 whale_0xdc8d 0x850b00e0... BloXroute Regulated
14337992 0 3383 1682 +1701 blockdaemon 0x8a850621... Ultra Sound
14331967 1 3402 1702 +1700 blockdaemon 0x8db2a99d... Ultra Sound
14333552 3 3439 1742 +1697 blockdaemon 0xb26f9666... Titan Relay
14336687 1 3399 1702 +1697 ether.fi 0x850b00e0... BloXroute Max Profit
14338391 6 3493 1801 +1692 blockdaemon 0xb4ce6162... Ultra Sound
14333064 7 3510 1820 +1690 blockdaemon 0xb4ce6162... Ultra Sound
14333175 6 3483 1801 +1682 blockdaemon 0xa230e2cf... BloXroute Regulated
14332613 0 3359 1682 +1677 0xb26f9666... Ultra Sound
14336075 0 3355 1682 +1673 ether.fi 0x850b00e0... BloXroute Max Profit
14338417 6 3461 1801 +1660 coinbase 0xb4ce6162... Ultra Sound
14332253 5 3435 1781 +1654 blockdaemon 0x8a850621... Titan Relay
14332990 0 3334 1682 +1652 blockdaemon_lido 0x823e0146... Titan Relay
14334291 4 3411 1761 +1650 whale_0xdc8d 0x856b0004... Ultra Sound
14334921 11 3548 1899 +1649 blockdaemon 0x853b0078... BloXroute Regulated
14332306 0 3330 1682 +1648 blockdaemon_lido 0x8db2a99d... Ultra Sound
14334842 1 3348 1702 +1646 coinbase 0x823e0146... BloXroute Max Profit
14332352 3 3387 1742 +1645 stader 0x8527d16c... Ultra Sound
14332880 10 3518 1880 +1638 nethermind_lido 0x853b0078... BloXroute Max Profit
14334604 5 3418 1781 +1637 blockdaemon 0x8db2a99d... BloXroute Max Profit
14333079 6 3434 1801 +1633 revolut 0xb26f9666... BloXroute Max Profit
14335153 0 3314 1682 +1632 blockdaemon 0x8a850621... Ultra Sound
14332345 6 3428 1801 +1627 gateway.fmas_lido 0xa230e2cf... BloXroute Max Profit
14332970 0 3309 1682 +1627 whale_0xdc8d 0x8527d16c... Ultra Sound
14334782 6 3423 1801 +1622 0xb26f9666... Ultra Sound
14338466 1 3323 1702 +1621 blockdaemon_lido 0xb67eaa5e... Titan Relay
14332699 6 3421 1801 +1620 luno 0xa230e2cf... BloXroute Regulated
14333438 0 3301 1682 +1619 blockdaemon 0x8a850621... Ultra Sound
14334510 0 3301 1682 +1619 blockdaemon_lido 0x88857150... Ultra Sound
14332701 5 3399 1781 +1618 blockdaemon_lido 0x8527d16c... Ultra Sound
14332361 0 3297 1682 +1615 blockdaemon 0xb4ce6162... Ultra Sound
14333173 0 3296 1682 +1614 whale_0xdc8d 0x823e0146... Ultra Sound
14336795 3 3353 1742 +1611 blockdaemon 0xb26f9666... Ultra Sound
14332474 0 3291 1682 +1609 0x8527d16c... Ultra Sound
14333062 6 3402 1801 +1601 whale_0x8ebd 0xb4ce6162... Ultra Sound
14335510 5 3379 1781 +1598 coinbase Local Local
14338461 3 3338 1742 +1596 blockdaemon 0x8db2a99d... BloXroute Max Profit
14332932 3 3338 1742 +1596 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14331611 5 3376 1781 +1595 whale_0xdc8d 0x8527d16c... Ultra Sound
14334749 0 3274 1682 +1592 blockdaemon 0x83bee517... BloXroute Regulated
14333280 8 3430 1840 +1590 bitstamp 0xb26f9666... Titan Relay
14334537 2 3308 1722 +1586 blockdaemon 0xb26f9666... Ultra Sound
14333278 4 3347 1761 +1586 blockdaemon 0x8527d16c... Ultra Sound
14336354 5 3365 1781 +1584 whale_0xdc8d 0x853b0078... Ultra Sound
14336959 6 3382 1801 +1581 blockdaemon 0x88a53ec4... BloXroute Max Profit
14338202 1 3283 1702 +1581 blockdaemon_lido 0x856b0004... Ultra Sound
14331683 5 3360 1781 +1579 blockdaemon_lido 0xa230e2cf... BloXroute Max Profit
14333143 0 3261 1682 +1579 0xa230e2cf... BloXroute Max Profit
14336714 0 3260 1682 +1578 blockdaemon_lido 0xb67eaa5e... Titan Relay
14334567 1 3279 1702 +1577 blockdaemon_lido 0xb26f9666... Titan Relay
14332535 5 3357 1781 +1576 0x8527d16c... Ultra Sound
14335336 0 3256 1682 +1574 blockdaemon_lido 0x8db2a99d... Ultra Sound
14336512 2 3294 1722 +1572 p2porg 0x850b00e0... BloXroute Regulated
14334372 4 3332 1761 +1571 revolut 0xb26f9666... Ultra Sound
14333342 1 3270 1702 +1568 revolut 0x853b0078... Ultra Sound
14334346 0 3250 1682 +1568 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14336455 6 3368 1801 +1567 whale_0xdc8d 0x8527d16c... Ultra Sound
14335491 9 3427 1860 +1567 whale_0xdc8d 0x8527d16c... Ultra Sound
14338295 0 3248 1682 +1566 whale_0xdc8d 0x8527d16c... Ultra Sound
14335260 0 3247 1682 +1565 blockdaemon_lido 0x8527d16c... Ultra Sound
14334063 2 3286 1722 +1564 blockdaemon 0x8527d16c... Ultra Sound
14334841 5 3344 1781 +1563 whale_0xdc8d 0x8527d16c... Ultra Sound
14338305 5 3343 1781 +1562 lido 0x8527d16c... Ultra Sound
14337873 1 3263 1702 +1561 whale_0x8ebd Local Local
14337822 1 3261 1702 +1559 revolut 0xb26f9666... Titan Relay
14335309 3 3300 1742 +1558 whale_0xdc8d 0x8527d16c... Ultra Sound
14336036 7 3374 1820 +1554 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14333471 0 3235 1682 +1553 blockdaemon_lido 0x88857150... Ultra Sound
14332901 6 3353 1801 +1552 blockdaemon_lido 0x8527d16c... Ultra Sound
14332450 1 3254 1702 +1552 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14336568 6 3352 1801 +1551 blockdaemon 0x8a850621... Ultra Sound
14334779 0 3232 1682 +1550 blockdaemon_lido 0x851b00b1... Ultra Sound
14332245 5 3330 1781 +1549 blockdaemon_lido 0xa230e2cf... BloXroute Max Profit
14335389 8 3389 1840 +1549 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14335498 8 3383 1840 +1543 kiln Local Local
14334069 1 3241 1702 +1539 revolut 0x8db2a99d... Titan Relay
14332368 5 3318 1781 +1537 p2porg_lido 0x857b0038... BloXroute Max Profit
14335982 1 3239 1702 +1537 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14333984 1 3238 1702 +1536 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14334055 1 3238 1702 +1536 whale_0x3878 0x8db2a99d... Ultra Sound
14337290 0 3217 1682 +1535 blockdaemon 0x8527d16c... Ultra Sound
14338505 3 3275 1742 +1533 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14333028 5 3314 1781 +1533 coinbase Local Local
14335671 6 3333 1801 +1532 bitstamp 0x857b0038... BloXroute Max Profit
14332896 1 3231 1702 +1529 p2porg_lido 0xa230e2cf... BloXroute Regulated
14332521 8 3367 1840 +1527 bitstamp 0x88a53ec4... BloXroute Regulated
14335514 0 3209 1682 +1527 whale_0x4b5e 0x851b00b1... Ultra Sound
14335528 0 3202 1682 +1520 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14334710 1 3221 1702 +1519 blockdaemon 0x823e0146... BloXroute Regulated
14331850 10 3398 1880 +1518 luno 0xb26f9666... Ultra Sound
14337102 1 3220 1702 +1518 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14333553 0 3200 1682 +1518 whale_0xba40 0x851b00b1... Ultra Sound
14336399 0 3199 1682 +1517 whale_0xfd67 0x851b00b1... Ultra Sound
14335848 5 3297 1781 +1516 whale_0xdc8d 0xb67eaa5e... Ultra Sound
14335123 1 3215 1702 +1513 whale_0xfd67 0x823e0146... Ultra Sound
14336640 0 3193 1682 +1511 bridgetower_lido 0x851b00b1... BloXroute Max Profit
14335352 0 3189 1682 +1507 whale_0xba40 0x851b00b1... Ultra Sound
14338308 0 3188 1682 +1506 whale_0xfd67 0x851b00b1... Ultra Sound
14335872 2 3225 1722 +1503 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14337697 6 3303 1801 +1502 whale_0xdc8d 0x8db2a99d... BloXroute Regulated
14332919 0 3181 1682 +1499 coinbase 0x8527d16c... Ultra Sound
14333197 3 3240 1742 +1498 p2porg 0x850b00e0... BloXroute Regulated
14337713 7 3318 1820 +1498 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14335254 8 3335 1840 +1495 blockdaemon 0xb26f9666... Titan Relay
14334639 6 3295 1801 +1494 revolut 0xb26f9666... Ultra Sound
14338543 0 3176 1682 +1494 blockdaemon 0x8527d16c... Ultra Sound
14337409 0 3176 1682 +1494 blockdaemon 0x856b0004... Ultra Sound
14333126 0 3174 1682 +1492 whale_0xfd67 0x851b00b1... Ultra Sound
14338679 8 3330 1840 +1490 luno 0x823e0146... Ultra Sound
14336896 0 3172 1682 +1490 whale_0x8914 0x851b00b1... Ultra Sound
14338010 0 3169 1682 +1487 whale_0x8914 0x851b00b1... Ultra Sound
14338049 10 3365 1880 +1485 bitfinex Local Local
14337517 5 3266 1781 +1485 blockdaemon_lido 0x853b0078... BloXroute Regulated
14335261 6 3285 1801 +1484 blockdaemon_lido 0xa965c911... Ultra Sound
14332117 0 3166 1682 +1484 whale_0x8914 0x8db2a99d... Titan Relay
14337396 2 3205 1722 +1483 coinbase 0xb26f9666... BloXroute Max Profit
14336975 0 3162 1682 +1480 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14333515 0 3162 1682 +1480 whale_0x6ddb 0x851b00b1... Ultra Sound
14335246 0 3161 1682 +1479 whale_0xfd67 0x88857150... Ultra Sound
14332996 0 3159 1682 +1477 gateway.fmas_lido 0xb26f9666... BloXroute Max Profit
14336972 6 3277 1801 +1476 revolut 0xb26f9666... Titan Relay
14332641 1 3178 1702 +1476 p2porg 0xa230e2cf... BloXroute Regulated
14332208 3 3217 1742 +1475 p2porg_lido 0x850b00e0... BloXroute Max Profit
14333415 1 3175 1702 +1473 gateway.fmas_lido 0x8527d16c... Ultra Sound
14333033 5 3253 1781 +1472 gateway.fmas_lido Local Local
14332623 1 3172 1702 +1470 whale_0xfd67 0x8db2a99d... Ultra Sound
14335989 1 3171 1702 +1469 revolut 0x8527d16c... Ultra Sound
14334664 6 3269 1801 +1468 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14334108 0 3150 1682 +1468 whale_0x8914 0x851b00b1... Aestus
14334880 0 3150 1682 +1468 p2porg 0x823e0146... Flashbots
14337892 10 3346 1880 +1466 p2porg 0xb67eaa5e... BloXroute Regulated
14334997 5 3247 1781 +1466 blockdaemon_lido 0xb26f9666... Titan Relay
14337104 5 3246 1781 +1465 blockdaemon 0xb26f9666... Titan Relay
14338719 1 3166 1702 +1464 0x8db2a99d... BloXroute Max Profit
14332213 4 3223 1761 +1462 whale_0xc611 0xb67eaa5e... Titan Relay
14334494 0 3143 1682 +1461 gateway.fmas_lido 0x823e0146... BloXroute Max Profit
14337181 3 3201 1742 +1459 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14337670 0 3141 1682 +1459 p2porg_lido 0x851b00b1... BloXroute Max Profit
14332619 6 3258 1801 +1457 whale_0x8914 0xac09aa45... Agnostic Gnosis
14331921 0 3139 1682 +1457 coinbase 0x851b00b1... BloXroute Max Profit
14334257 1 3158 1702 +1456 kiln 0x857b0038... Ultra Sound
14331881 5 3236 1781 +1455 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14337630 11 3354 1899 +1455 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14332850 0 3137 1682 +1455 gateway.fmas_lido 0xac23f8cc... Flashbots
14336782 1 3156 1702 +1454 whale_0x4b5e 0xb67eaa5e... Titan Relay
14337680 0 3136 1682 +1454 blockdaemon 0x851b00b1... BloXroute Max Profit
14335576 2 3172 1722 +1450 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14336248 1 3152 1702 +1450 p2porg_lido 0x850b00e0... BloXroute Regulated
14333177 10 3326 1880 +1446 luno 0x8527d16c... Ultra Sound
14332062 0 3127 1682 +1445 whale_0x8ebd 0x823e0146... Titan Relay
14337087 7 3265 1820 +1445 revolut 0x8527d16c... Ultra Sound
14336501 3 3186 1742 +1444 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14332259 0 3124 1682 +1442 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14332166 6 3240 1801 +1439 whale_0x8ebd 0x8a850621... Titan Relay
14334081 7 3259 1820 +1439 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14337399 7 3258 1820 +1438 whale_0xfd67 0xb67eaa5e... Titan Relay
14337863 6 3238 1801 +1437 p2porg_lido 0x850b00e0... BloXroute Regulated
14336330 2 3159 1722 +1437 p2porg_lido 0xb7c5e609... BloXroute Max Profit
14335071 2 3159 1722 +1437 coinbase 0x8db2a99d... BloXroute Max Profit
14335454 0 3116 1682 +1434 p2porg 0xb26f9666... Titan Relay
14333612 1 3135 1702 +1433 figment 0x8db2a99d... Titan Relay
14333408 7 3253 1820 +1433 p2porg_lido 0x853b0078... BloXroute Regulated
14335248 5 3213 1781 +1432 p2porg_lido 0x88a53ec4... BloXroute Regulated
14333024 5 3213 1781 +1432 coinbase 0x8527d16c... Ultra Sound
14336608 1 3133 1702 +1431 coinbase 0x8527d16c... Ultra Sound
14335942 2 3152 1722 +1430 p2porg_lido 0x850b00e0... BloXroute Max Profit
14337529 4 3191 1761 +1430 p2porg 0x850b00e0... BloXroute Regulated
14336745 1 3131 1702 +1429 blockdaemon 0x88a53ec4... BloXroute Regulated
14334929 1 3128 1702 +1426 figment 0x853b0078... BloXroute Regulated
14336566 1 3128 1702 +1426 whale_0x8914 0x850b00e0... Ultra Sound
14335026 0 3108 1682 +1426 gateway.fmas_lido 0x856b0004... BloXroute Max Profit
14333235 3 3167 1742 +1425 p2porg_lido 0x850b00e0... BloXroute Max Profit
14333483 6 3226 1801 +1425 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14338629 2 3147 1722 +1425 p2porg 0x853b0078... BloXroute Regulated
14332765 5 3206 1781 +1425 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14338618 5 3204 1781 +1423 p2porg_lido 0x850b00e0... BloXroute Max Profit
14332671 2 3144 1722 +1422 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14336440 3 3163 1742 +1421 coinbase Local Local
14334715 4 3181 1761 +1420 whale_0x8914 0x850b00e0... Ultra Sound
14335862 5 3200 1781 +1419 p2porg_lido 0x88a53ec4... BloXroute Regulated
14332921 1 3121 1702 +1419 kiln 0xb26f9666... BloXroute Regulated
14332088 6 3219 1801 +1418 kiln 0xa230e2cf... BloXroute Max Profit
14338086 2 3140 1722 +1418 kiln 0x850b00e0... BloXroute Max Profit
14336110 4 3179 1761 +1418 whale_0x8ebd 0x8527d16c... Ultra Sound
14338496 0 3098 1682 +1416 coinbase 0x8db2a99d... BloXroute Max Profit
14331843 1 3117 1702 +1415 coinbase 0xb26f9666... BloXroute Regulated
14335121 8 3255 1840 +1415 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14333686 5 3195 1781 +1414 coinbase 0x823e0146... Flashbots
14337934 0 3096 1682 +1414 kiln 0x856b0004... BloXroute Max Profit
14335893 2 3135 1722 +1413 p2porg_lido 0x850b00e0... BloXroute Max Profit
14337982 1 3115 1702 +1413 coinbase 0xb26f9666... Titan Relay
14335686 5 3193 1781 +1412 kiln Local Local
14333520 1 3113 1702 +1411 p2porg 0xb26f9666... Titan Relay
14337511 8 3251 1840 +1411 coinbase 0xb67eaa5e... BloXroute Regulated
14333872 5 3191 1781 +1410 gateway.fmas_lido 0x8db2a99d... Ultra Sound
14332909 0 3092 1682 +1410 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14338725 0 3091 1682 +1409 whale_0x4b5e 0xb67eaa5e... BloXroute Regulated
14331658 0 3089 1682 +1407 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14337966 5 3187 1781 +1406 p2porg 0x850b00e0... BloXroute Max Profit
14333999 1 3107 1702 +1405 p2porg 0x853b0078... BloXroute Max Profit
14335611 1 3107 1702 +1405 whale_0x8ebd 0x88857150... Ultra Sound
14335139 17 3422 2018 +1404 blockdaemon 0x8527d16c... Ultra Sound
14332628 1 3106 1702 +1404 whale_0x8ebd 0x8527d16c... Ultra Sound
14335659 6 3202 1801 +1401 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14333073 4 3161 1761 +1400 coinbase 0x88857150... Ultra Sound
14338592 6 3200 1801 +1399 0xb26f9666... BloXroute Max Profit
14332464 6 3200 1801 +1399 figment 0xb26f9666... Titan Relay
14334851 2 3120 1722 +1398 p2porg 0x8db2a99d... Titan Relay
14335640 1 3100 1702 +1398 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14332440 11 3297 1899 +1398 p2porg 0xa230e2cf... BloXroute Regulated
14334036 0 3080 1682 +1398 blockdaemon 0x8527d16c... Ultra Sound
14331621 2 3119 1722 +1397 gateway.fmas_lido 0xa230e2cf... BloXroute Regulated
14332502 5 3178 1781 +1397 solo_stakers 0xa230e2cf... Ultra Sound
14338664 5 3178 1781 +1397 gateway.fmas_lido 0xb72cae2f... Ultra Sound
14333013 1 3099 1702 +1397 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14335735 8 3236 1840 +1396 whale_0x8ebd 0x8527d16c... Ultra Sound
14334617 6 3195 1801 +1394 gateway.fmas_lido 0xb26f9666... Ultra Sound
14331744 0 3076 1682 +1394 whale_0x8ebd 0x823e0146... Titan Relay
14332376 6 3194 1801 +1393 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14333578 2 3114 1722 +1392 gateway.fmas_lido Local Local
14332180 0 3074 1682 +1392 0x856b0004... BloXroute Max Profit
14336635 10 3271 1880 +1391 p2porg Local Local
14335774 5 3172 1781 +1391 p2porg_lido 0x850b00e0... BloXroute Regulated
14336799 1 3093 1702 +1391 p2porg 0x8db2a99d... BloXroute Max Profit
14337143 1 3091 1702 +1389 p2porg 0xb26f9666... Titan Relay
14333846 14 3347 1959 +1388 whale_0xdc8d 0x8527d16c... Ultra Sound
14333226 1 3090 1702 +1388 p2porg 0x8db2a99d... Ultra Sound
14337951 1 3090 1702 +1388 coinbase 0x856b0004... BloXroute Max Profit
14334272 0 3070 1682 +1388 coinbase 0xb26f9666... Titan Relay
14333561 1 3089 1702 +1387 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14335798 3 3127 1742 +1385 coinbase 0x8527d16c... Ultra Sound
14332771 6 3185 1801 +1384 whale_0x8ebd Local Local
14333543 1 3085 1702 +1383 coinbase 0x823e0146... Titan Relay
14333393 1 3083 1702 +1381 whale_0x8ebd 0x9129eeb4... Ultra Sound
14336751 0 3062 1682 +1380 p2porg_lido Local Local
14334515 3 3121 1742 +1379 p2porg 0x853b0078... BloXroute Regulated
14332944 1 3081 1702 +1379 kiln 0xa230e2cf... BloXroute Max Profit
14333215 3 3119 1742 +1377 p2porg 0x8527d16c... Ultra Sound
14336636 3 3119 1742 +1377 coinbase 0x8527d16c... Ultra Sound
14332707 3 3119 1742 +1377 p2porg 0x8db2a99d... Agnostic Gnosis
14335707 2 3099 1722 +1377 p2porg 0x853b0078... Titan Relay
14333071 5 3158 1781 +1377 coinbase 0xa230e2cf... BloXroute Max Profit
14338712 0 3059 1682 +1377 whale_0x8914 0x8db2a99d... BloXroute Max Profit
14332055 10 3256 1880 +1376 p2porg_lido 0xb67eaa5e... BloXroute Regulated
14331623 13 3315 1939 +1376 mantle Local Local
14333780 1 3078 1702 +1376 figment 0x8db2a99d... BloXroute Max Profit
14333299 5 3156 1781 +1375 bitstamp 0x850b00e0... BloXroute Max Profit
14336872 1 3077 1702 +1375 p2porg_lido 0x88a53ec4... BloXroute Max Profit
14334682 1 3077 1702 +1375 p2porg_lido 0x853b0078... BloXroute Max Profit
14332186 0 3057 1682 +1375 whale_0x8ebd 0x8db2a99d... Ultra Sound
14334325 6 3175 1801 +1374 kiln 0x88a53ec4... BloXroute Regulated
14337745 0 3056 1682 +1374 bitstamp 0x851b00b1... BloXroute Max Profit
14336547 0 3056 1682 +1374 p2porg_lido 0x88a53ec4... BloXroute Regulated
14334002 1 3075 1702 +1373 coinbase 0x8527d16c... Ultra Sound
14332544 5 3152 1781 +1371 kiln 0xa230e2cf... BloXroute Max Profit
14334911 1 3073 1702 +1371 p2porg 0x856b0004... BloXroute Max Profit
14337369 1 3073 1702 +1371 coinbase 0xb26f9666... BloXroute Regulated
14338004 0 3053 1682 +1371 figment 0xb26f9666... BloXroute Max Profit
14332678 2 3092 1722 +1370 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14336168 1 3072 1702 +1370 bitstamp 0xb67eaa5e... BloXroute Regulated
14338401 5 3150 1781 +1369 whale_0x8ebd 0xb72cae2f... Ultra Sound
14335359 3 3110 1742 +1368 blockscape_lido 0x856b0004... BloXroute Max Profit
14336348 0 3050 1682 +1368 kiln 0x8527d16c... Ultra Sound
14338657 0 3049 1682 +1367 whale_0x8ebd 0x8db2a99d... Titan Relay
14335623 3 3108 1742 +1366 gateway.fmas_lido 0x8527d16c... Ultra Sound
14333352 6 3167 1801 +1366 figment 0x8db2a99d... Ultra Sound
14332602 6 3167 1801 +1366 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14336999 0 3047 1682 +1365 coinbase 0x8527d16c... Ultra Sound
14335930 6 3165 1801 +1364 p2porg_lido 0x88a53ec4... BloXroute Regulated
14334556 5 3144 1781 +1363 kiln 0x8527d16c... Ultra Sound
14331824 1 3065 1702 +1363 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14333956 0 3045 1682 +1363 kiln 0xa965c911... Ultra Sound
14338538 1 3064 1702 +1362 whale_0x8ebd 0x8527d16c... Ultra Sound
14338037 8 3201 1840 +1361 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14336415 6 3161 1801 +1360 figment 0xb26f9666... BloXroute Max Profit
14333171 6 3161 1801 +1360 p2porg 0x853b0078... Agnostic Gnosis
14333147 1 3062 1702 +1360 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14337578 6 3160 1801 +1359 whale_0x8ebd 0x8527d16c... Ultra Sound
14338650 1 3061 1702 +1359 p2porg 0x8527d16c... Ultra Sound
14336826 0 3040 1682 +1358 p2porg_lido Local Local
14333772 2 3079 1722 +1357 everstake 0x88a53ec4... BloXroute Max Profit
14335079 1 3058 1702 +1356 gateway.fmas_lido 0xb26f9666... BloXroute Max Profit
14335868 9 3215 1860 +1355 whale_0x75ff 0x88a53ec4... BloXroute Regulated
14332163 1 3056 1702 +1354 0x853b0078... BloXroute Max Profit
14331692 0 3036 1682 +1354 p2porg_lido 0x8db2a99d... BloXroute Max Profit
14338516 5 3134 1781 +1353 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14336437 0 3035 1682 +1353 whale_0xf9f6 0x88857150... Ultra Sound
14336581 0 3034 1682 +1352 p2porg 0x8527d16c... Ultra Sound
14335344 3 3093 1742 +1351 p2porg 0xb26f9666... Titan Relay
14335804 4 3112 1761 +1351 p2porg 0xb26f9666... Titan Relay
14338126 0 3033 1682 +1351 coinbase 0xb26f9666... BloXroute Max Profit
14333455 0 3033 1682 +1351 0xb26f9666... BloXroute Max Profit
14337204 3 3092 1742 +1350 coinbase 0x856b0004... Ultra Sound
14337171 6 3151 1801 +1350 bitstamp 0x88a53ec4... BloXroute Max Profit
14336735 5 3130 1781 +1349 0x8db2a99d... BloXroute Max Profit
14336743 1 3051 1702 +1349 coinbase 0x8527d16c... Ultra Sound
14338541 0 3031 1682 +1349 kiln 0xa965c911... Ultra Sound
14332453 0 3031 1682 +1349 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14336839 2 3070 1722 +1348 p2porg 0x853b0078... BloXroute Regulated
14331917 1 3050 1702 +1348 coinbase 0x8527d16c... Ultra Sound
14337726 0 3030 1682 +1348 kiln 0xb26f9666... BloXroute Regulated
14337768 3 3088 1742 +1346 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14336001 1 3048 1702 +1346 p2porg_lido 0x8db2a99d... Agnostic Gnosis
14333860 6 3146 1801 +1345 whale_0x75ff 0x850b00e0... BloXroute Max Profit
14337861 5 3126 1781 +1345 coinbase 0xb26f9666... Ultra Sound
14331715 0 3027 1682 +1345 kiln 0x8527d16c... Ultra Sound
14334560 0 3027 1682 +1345 everstake 0xb26f9666... Titan Relay
14333549 0 3027 1682 +1345 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14337077 0 3027 1682 +1345 coinbase 0x8db2a99d... BloXroute Max Profit
14335303 2 3066 1722 +1344 coinbase 0xb26f9666... Ultra Sound
14332098 3 3085 1742 +1343 coinbase 0x8db2a99d... BloXroute Max Profit
14334818 6 3144 1801 +1343 coinbase 0x88a53ec4... BloXroute Regulated
14335540 5 3124 1781 +1343 gateway.fmas_lido 0xb26f9666... Ultra Sound
14336937 0 3025 1682 +1343 p2porg 0x853b0078... Agnostic Gnosis
14333051 10 3222 1880 +1342 p2porg_lido 0xa230e2cf... BloXroute Max Profit
14331878 6 3143 1801 +1342 kiln 0x8db2a99d... BloXroute Max Profit
14334637 1 3044 1702 +1342 whale_0x8ebd 0xb26f9666... Ultra Sound
14337247 0 3024 1682 +1342 whale_0x8ebd 0x8527d16c... Ultra Sound
14335863 4 3102 1761 +1341 coinbase 0x8527d16c... Ultra Sound
14335103 0 3023 1682 +1341 p2porg 0x8527d16c... Ultra Sound
14336911 0 3023 1682 +1341 coinbase 0x88a53ec4... BloXroute Max Profit
14333273 1 3042 1702 +1340 whale_0x8ebd 0x88857150... Ultra Sound
14335421 0 3022 1682 +1340 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14335743 2 3061 1722 +1339 coinbase 0x8527d16c... Ultra Sound
14332196 0 3021 1682 +1339 coinbase 0x8527d16c... Ultra Sound
14332403 10 3218 1880 +1338 p2porg_lido 0x850b00e0... BloXroute Max Profit
14333160 6 3139 1801 +1338 0x856b0004... BloXroute Max Profit
14332975 9 3198 1860 +1338 kiln 0xb26f9666... BloXroute Max Profit
14335404 5 3119 1781 +1338 coinbase 0x8db2a99d... Ultra Sound
14331924 1 3040 1702 +1338 gateway.fmas_lido 0x8527d16c... Ultra Sound
14336178 4 3099 1761 +1338 0x856b0004... Agnostic Gnosis
14333417 5 3118 1781 +1337 0x8db2a99d... BloXroute Regulated
14338057 0 3019 1682 +1337 bitstamp 0x850b00e0... BloXroute Max Profit
14334034 0 3019 1682 +1337 p2porg 0xb26f9666... Aestus
14338092 0 3019 1682 +1337 0xb26f9666... BloXroute Max Profit
14336998 0 3018 1682 +1336 p2porg_lido 0x8db2a99d... BloXroute Regulated
14333529 7 3156 1820 +1336 p2porg 0x853b0078... BloXroute Max Profit
14332721 1 3037 1702 +1335 kiln 0x856b0004... BloXroute Max Profit
14332864 2 3056 1722 +1334 coinbase 0x8527d16c... Ultra Sound
14336768 1 3036 1702 +1334 coinbase 0xb26f9666... Titan Relay
14331783 0 3016 1682 +1334 coinbase 0xa230e2cf... BloXroute Max Profit
14333521 0 3016 1682 +1334 everstake 0x8db2a99d... Titan Relay
14338397 0 3016 1682 +1334 0x8527d16c... Ultra Sound
14336506 3 3075 1742 +1333 coinbase 0x850b00e0... BloXroute Max Profit
14335722 2 3055 1722 +1333 whale_0x37c1 0x8a850621... Ultra Sound
14332372 6 3132 1801 +1331 everstake 0xb67eaa5e... BloXroute Max Profit
14331727 2 3053 1722 +1331 whale_0x8ebd 0xb4ce6162... Ultra Sound
14335939 8 3171 1840 +1331 gateway.fmas_lido 0x8527d16c... Ultra Sound
14332942 8 3170 1840 +1330 p2porg 0x856b0004... BloXroute Max Profit
14337066 7 3150 1820 +1330 p2porg_lido 0x850b00e0... BloXroute Max Profit
14337116 1 3031 1702 +1329 kiln 0x8527d16c... Ultra Sound
14332738 7 3149 1820 +1329 coinbase 0xb26f9666... Titan Relay
14336419 5 3109 1781 +1328 0x8527d16c... Ultra Sound
14332927 0 3010 1682 +1328 kiln 0x850b00e0... BloXroute Max Profit
14331779 0 3010 1682 +1328 bitstamp 0xb67eaa5e... BloXroute Regulated
14334045 3 3069 1742 +1327 bitstamp 0x88a53ec4... BloXroute Regulated
14334576 5 3108 1781 +1327 whale_0x8ebd Local Local
14336050 5 3108 1781 +1327 bitstamp 0x88a53ec4... BloXroute Regulated
14338354 5 3108 1781 +1327 p2porg 0x853b0078... BloXroute Max Profit
14332809 8 3167 1840 +1327 bitstamp Local Local
14332237 0 3008 1682 +1326 p2porg 0x8527d16c... Ultra Sound
14335803 9 3185 1860 +1325 p2porg 0x853b0078... Agnostic Gnosis
14337928 2 3046 1722 +1324 coinbase 0x856b0004... BloXroute Max Profit
14333026 1 3026 1702 +1324 coinbase 0x8db2a99d... BloXroute Max Profit
14333387 0 3006 1682 +1324 coinbase 0xb67eaa5e... BloXroute Max Profit
14333579 0 3005 1682 +1323 whale_0x8ebd 0x88857150... Ultra Sound
14336174 6 3123 1801 +1322 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14333454 0 3004 1682 +1322 coinbase 0x8527d16c... Ultra Sound
14336246 3 3063 1742 +1321 coinbase 0x856b0004... BloXroute Max Profit
14334773 6 3122 1801 +1321 whale_0x8ebd 0x8527d16c... Ultra Sound
14338326 5 3100 1781 +1319 coinbase 0x8527d16c... Ultra Sound
14334084 1 3021 1702 +1319 coinbase 0x8527d16c... Ultra Sound
14337924 4 3080 1761 +1319 whale_0xedc6 0xb26f9666... BloXroute Regulated
14335209 0 3001 1682 +1319 whale_0x8ebd 0x8527d16c... Ultra Sound
14332853 3 3060 1742 +1318 p2porg 0xa230e2cf... BloXroute Max Profit
14335899 6 3119 1801 +1318 0xb67eaa5e... Ultra Sound
14332126 6 3118 1801 +1317 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14337325 10 3196 1880 +1316 whale_0x8914 0xb67eaa5e... Titan Relay
14338007 0 2998 1682 +1316 coinbase 0xb26f9666... BloXroute Regulated
14334547 3 3057 1742 +1315 coinbase 0x856b0004... BloXroute Max Profit
14334702 12 3234 1919 +1315 whale_0x8ebd 0xb26f9666... Ultra Sound
14335779 11 3212 1899 +1313 p2porg_lido 0x88a53ec4... BloXroute Regulated
14338486 0 2995 1682 +1313 kiln 0x823e0146... Flashbots
14338528 3 3054 1742 +1312 everstake 0xb67eaa5e... BloXroute Regulated
14338301 5 3093 1781 +1312 bitstamp 0x88a53ec4... BloXroute Max Profit
14331820 0 2993 1682 +1311 everstake 0xb26f9666... Titan Relay
14337795 0 2993 1682 +1311 kiln Local Local
14337604 5 3091 1781 +1310 0xb67eaa5e... Ultra Sound
14338122 1 3012 1702 +1310 coinbase 0x8db2a99d... Agnostic Gnosis
14331663 5 3090 1781 +1309 whale_0x8ebd 0xb4ce6162... Ultra Sound
14336442 4 3069 1761 +1308 p2porg_lido 0x853b0078... Agnostic Gnosis
14335205 0 2990 1682 +1308 everstake 0x9129eeb4... Ultra Sound
14333465 7 3128 1820 +1308 kiln Local Local
14337051 3 3049 1742 +1307 whale_0x8ebd 0xb4ce6162... Ultra Sound
14334403 0 2989 1682 +1307 whale_0x8ebd 0x8527d16c... Ultra Sound
14335234 0 2989 1682 +1307 everstake 0xb26f9666... Titan Relay
14331773 0 2988 1682 +1306 blockdaemon_lido 0xb26f9666... BloXroute Max Profit
14335015 5 3086 1781 +1305 coinbase 0x8527d16c... Ultra Sound
14335403 1 3006 1702 +1304 bitstamp 0x88a53ec4... BloXroute Regulated
14337394 1 3006 1702 +1304 kiln 0x8527d16c... Ultra Sound
14331717 11 3203 1899 +1304 p2porg 0xb26f9666... Titan Relay
14338722 0 2986 1682 +1304 solo_stakers 0xa965c911... Ultra Sound
14337419 0 2986 1682 +1304 coinbase 0x853b0078... BloXroute Max Profit
14337850 5 3084 1781 +1303 kiln 0xb26f9666... Ultra Sound
14332742 5 3083 1781 +1302 whale_0x8ebd 0x88857150... Ultra Sound
14338158 8 3141 1840 +1301 whale_0x8ebd 0x8527d16c... Ultra Sound
14333988 1 3002 1702 +1300 0x8db2a99d... BloXroute Max Profit
14337272 2 3021 1722 +1299 whale_0x8ebd 0x856b0004... Ultra Sound
14333183 1 3001 1702 +1299 bitstamp 0x8db2a99d... BloXroute Max Profit
14335756 11 3197 1899 +1298 bitstamp 0x88a53ec4... BloXroute Regulated
14336785 1 2999 1702 +1297 0x8527d16c... Ultra Sound
14337449 1 2998 1702 +1296 kiln 0x8527d16c... Ultra Sound
14335847 9 3155 1860 +1295 bitstamp 0xb67eaa5e... BloXroute Regulated
14336579 1 2997 1702 +1295 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14333929 1 2997 1702 +1295 whale_0x8ebd 0xb4ce6162... Ultra Sound
14337656 4 3056 1761 +1295 everstake 0xb26f9666... Titan Relay
14333392 0 2977 1682 +1295 kiln 0x9129eeb4... Ultra Sound
14333985 6 3095 1801 +1294 coinbase 0x8db2a99d... Ultra Sound
14338311 5 3075 1781 +1294 bitstamp 0x88a53ec4... BloXroute Max Profit
14332109 4 3055 1761 +1294 stader 0xb26f9666... Titan Relay
14337608 0 2976 1682 +1294 kiln 0x8527d16c... Ultra Sound
14334776 6 3094 1801 +1293 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14337668 0 2975 1682 +1293 whale_0x8ebd 0x856b0004... Agnostic Gnosis
14336555 6 3093 1801 +1292 whale_0x8ebd 0x856b0004... Agnostic Gnosis
14332697 1 2993 1702 +1291 kiln 0xa230e2cf... BloXroute Max Profit
14337423 1 2993 1702 +1291 coinbase 0x8527d16c... Ultra Sound
14332494 0 2973 1682 +1291 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14334003 6 3091 1801 +1290 p2porg 0xb26f9666... BloXroute Max Profit
14331678 0 2972 1682 +1290 kiln 0x8527d16c... Ultra Sound
14335775 2 3011 1722 +1289 kiln 0x9129eeb4... Agnostic Gnosis
14337109 6 3089 1801 +1288 figment 0xb26f9666... Titan Relay
14332140 5 3069 1781 +1288 kiln 0x853b0078... BloXroute Max Profit
14331873 1 2990 1702 +1288 stakingfacilities_lido 0x9129eeb4... Ultra Sound
14337605 1 2989 1702 +1287 kiln 0x856b0004... Agnostic Gnosis
14334557 5 3067 1781 +1286 whale_0x8ebd 0x8527d16c... Ultra Sound
14336935 4 3047 1761 +1286 coinbase 0x856b0004... Ultra Sound
14332081 7 3106 1820 +1286 figment 0xb26f9666... Titan Relay
14335763 11 3184 1899 +1285 whale_0xfd67 0xb67eaa5e... Titan Relay
14335729 0 2967 1682 +1285 whale_0x8ebd 0x8527d16c... Ultra Sound
14338027 3 3026 1742 +1284 coinbase 0xb26f9666... Titan Relay
14332631 2 3006 1722 +1284 coinbase 0x8527d16c... Ultra Sound
14338730 2 3006 1722 +1284 kiln 0x8527d16c... Ultra Sound
14336024 1 2985 1702 +1283 kiln 0x8527d16c... Ultra Sound
14336862 0 2965 1682 +1283 whale_0x8ebd 0x805e28e6... BloXroute Max Profit
14338743 1 2983 1702 +1281 kiln 0xa03781b9... Aestus
14335356 7 3101 1820 +1281 kiln 0xa965c911... Ultra Sound
14334938 2 3002 1722 +1280 everstake 0xb67eaa5e... BloXroute Regulated
14332570 0 2962 1682 +1280 0xb26f9666... BloXroute Max Profit
14332082 5 3060 1781 +1279 coinbase 0x8db2a99d... BloXroute Max Profit
14337285 1 2981 1702 +1279 whale_0x8ebd 0x8527d16c... Ultra Sound
14333421 8 3119 1840 +1279 kiln 0x8527d16c... Ultra Sound
14333715 1 2980 1702 +1278 solo_stakers 0xb4ce6162... Ultra Sound
14332966 0 2960 1682 +1278 kiln 0x88857150... Ultra Sound
14333414 0 2960 1682 +1278 whale_0x8ebd 0x8527d16c... Ultra Sound
14335493 0 2960 1682 +1278 kiln 0x823e0146... Flashbots
14338166 0 2959 1682 +1277 kiln 0x8527d16c... Ultra Sound
14336189 6 3077 1801 +1276 whale_0x8ebd 0x8527d16c... Ultra Sound
14334955 12 3194 1919 +1275 whale_0x8914 0x88a53ec4... BloXroute Regulated
14336731 4 3036 1761 +1275 whale_0x8ebd 0xb4ce6162... Ultra Sound
14334096 0 2957 1682 +1275 whale_0x7275 0x8527d16c... Ultra Sound
14334234 1 2975 1702 +1273 kiln 0x8527d16c... Ultra Sound
14334079 0 2955 1682 +1273 coinbase 0xb4ce6162... Ultra Sound
14334724 3 3014 1742 +1272 kiln 0x856b0004... BloXroute Max Profit
14338304 0 2954 1682 +1272 everstake 0x853b0078... BloXroute Max Profit
14335374 10 3150 1880 +1270 bitstamp 0xb67eaa5e... BloXroute Regulated
14335437 1 2972 1702 +1270 everstake 0xb26f9666... Titan Relay
14336081 3 3011 1742 +1269 kiln 0x823e0146... Flashbots
14335715 5 3050 1781 +1269 everstake 0xb26f9666... Titan Relay
14335360 12 3188 1919 +1269 coinbase 0xb67eaa5e... BloXroute Regulated
14337915 6 3069 1801 +1268 kiln 0xb26f9666... Ultra Sound
14333989 0 2950 1682 +1268 whale_0x8ebd 0xa03781b9... Ultra Sound
14334021 6 3068 1801 +1267 kiln 0x8527d16c... Ultra Sound
14332989 2 2989 1722 +1267 everstake 0x8527d16c... Ultra Sound
14336778 0 2949 1682 +1267 kiln 0x8527d16c... Ultra Sound
14337472 2 2988 1722 +1266 blockdaemon 0x88a53ec4... BloXroute Regulated
14336776 0 2948 1682 +1266 kiln 0x8db2a99d... BloXroute Max Profit
14337585 7 3086 1820 +1266 coinbase 0x853b0078... BloXroute Max Profit
14337904 6 3066 1801 +1265 coinbase 0x856b0004... BloXroute Max Profit
14338677 2 2987 1722 +1265 kiln 0x8db2a99d... BloXroute Max Profit
14331666 0 2946 1682 +1264 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14337567 2 2985 1722 +1263 everstake 0x8db2a99d... BloXroute Max Profit
14337269 5 3044 1781 +1263 0x8527d16c... Ultra Sound
14338748 0 2945 1682 +1263 everstake 0xb26f9666... Titan Relay
14338682 6 3063 1801 +1262 kiln 0x88a53ec4... BloXroute Regulated
14332230 2 2984 1722 +1262 kiln 0x8527d16c... Ultra Sound
14337268 9 3122 1860 +1262 whale_0x8ebd 0x856b0004... Ultra Sound
14334422 1 2964 1702 +1262 everstake 0xb26f9666... Titan Relay
14334984 5 3042 1781 +1261 kiln 0x8527d16c... Ultra Sound
14333638 1 2963 1702 +1261 0x8527d16c... Ultra Sound
14337838 1 2963 1702 +1261 kiln 0xb26f9666... BloXroute Regulated
14331786 1 2962 1702 +1260 everstake 0xb26f9666... Titan Relay
14331616 0 2942 1682 +1260 whale_0x3a50 0xb4ce6162... Ultra Sound
14337245 0 2942 1682 +1260 kiln 0x8527d16c... Ultra Sound
14335172 0 2942 1682 +1260 everstake 0xb26f9666... Titan Relay
14337218 0 2941 1682 +1259 0x853b0078... Ultra Sound
14337975 0 2940 1682 +1258 coinbase 0x805e28e6... Ultra Sound
14337487 0 2940 1682 +1258 coinbase 0x99cba505... BloXroute Max Profit
14338150 6 3058 1801 +1257 whale_0x8ebd 0x88857150... Ultra Sound
14333286 5 3038 1781 +1257 coinbase 0x8527d16c... Ultra Sound
14333204 10 3136 1880 +1256 coinbase 0x856b0004... BloXroute Max Profit
14335109 9 3116 1860 +1256 kraken 0xb26f9666... EthGas
14332107 6 3056 1801 +1255 kiln 0xb67eaa5e... Ultra Sound
14336707 5 3036 1781 +1255 everstake 0x88a53ec4... BloXroute Regulated
14336263 4 3016 1761 +1255 whale_0x93db 0xb67eaa5e... Ultra Sound
14336116 0 2937 1682 +1255 bitstamp 0x851b00b1... BloXroute Max Profit
14336927 6 3054 1801 +1253 whale_0x8ebd 0x8527d16c... Ultra Sound
14335846 6 3054 1801 +1253 bitstamp 0x88a53ec4... BloXroute Regulated
14338082 1 2955 1702 +1253 everstake 0x8527d16c... Ultra Sound
14336287 0 2935 1682 +1253 kiln 0x856b0004... Agnostic Gnosis
14338555 0 2935 1682 +1253 whale_0x8ebd 0xb4ce6162... Ultra Sound
14332395 1 2954 1702 +1252 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14335691 8 3092 1840 +1252 coinbase 0x8527d16c... Ultra Sound
14336213 10 3130 1880 +1250 coinbase 0x8527d16c... Ultra Sound
14334014 0 2932 1682 +1250 kiln 0x8527d16c... Ultra Sound
14338798 0 2932 1682 +1250 bitstamp 0x851b00b1... Ultra Sound
14337469 7 3070 1820 +1250 coinbase 0x856b0004... Ultra Sound
14332470 2 2971 1722 +1249 whale_0x8ebd 0xb4ce6162... Ultra Sound
14338065 1 2951 1702 +1249 nethermind_lido 0x850b00e0... BloXroute Regulated
14337069 1 2951 1702 +1249 kiln 0x853b0078... Agnostic Gnosis
14332427 0 2931 1682 +1249 bitstamp 0x88a53ec4... BloXroute Regulated
14333540 0 2931 1682 +1249 kiln 0xb26f9666... BloXroute Max Profit
14332907 3 2990 1742 +1248 everstake 0xb26f9666... Titan Relay
14333936 0 2930 1682 +1248 everstake 0x853b0078... BloXroute Max Profit
14332028 0 2930 1682 +1248 everstake 0x8db2a99d... Titan Relay
14335470 9 3107 1860 +1247 0x8527d16c... Ultra Sound
14338006 0 2929 1682 +1247 kiln 0x8527d16c... Ultra Sound
14335923 7 3067 1820 +1247 kiln Local Local
14334387 0 2928 1682 +1246 everstake 0x83cae7e5... Titan Relay
14335173 5 3026 1781 +1245 kiln 0x8db2a99d... BloXroute Max Profit
14333681 1 2947 1702 +1245 everstake 0xb26f9666... Titan Relay
14333853 1 2947 1702 +1245 kiln 0x8527d16c... Ultra Sound
14334872 2 2966 1722 +1244 kiln 0x88857150... Ultra Sound
14331904 0 2926 1682 +1244 whale_0x2f38 Local Local
14338788 0 2926 1682 +1244 kiln 0x8527d16c... Ultra Sound
14337361 0 2926 1682 +1244 kiln 0x9129eeb4... Agnostic Gnosis
14338488 0 2925 1682 +1243 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14338024 7 3063 1820 +1243 kiln 0x8527d16c... Ultra Sound
14337106 1 2944 1702 +1242 kiln 0x8527d16c... Ultra Sound
14334076 0 2924 1682 +1242 everstake 0xb26f9666... Titan Relay
14331956 5 3022 1781 +1241 kiln 0x8527d16c... Ultra Sound
14332677 1 2943 1702 +1241 everstake 0xa230e2cf... BloXroute Regulated
14337085 0 2922 1682 +1240 kiln 0x8527d16c... Ultra Sound
14337937 0 2922 1682 +1240 everstake 0xb26f9666... Titan Relay
14332139 0 2921 1682 +1239 everstake 0xa230e2cf... BloXroute Max Profit
14332888 3 2980 1742 +1238 everstake 0xb26f9666... Titan Relay
Total anomalies: 566

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})