Mon, May 4, 2026

Propagation anomalies - 2026-05-04

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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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 >= '2026-05-04' AND slot_start_date_time < '2026-05-04'::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: 7,171
MEV blocks: 6,792 (94.7%)
Local blocks: 379 (5.3%)

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 = 1683.9 + 16.67 × blob_count (R² = 0.010)
Residual σ = 600.7ms
Anomalies (>2σ slow): 556 (7.8%)
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
14253120 0 6430 1684 +4746 upbit Local Local
14254624 5 5341 1767 +3574 upbit Local Local
14258150 0 4716 1684 +3032 whale_0xe3f7 Local Local
14254625 0 4216 1684 +2532 abyss_finance Local Local
14257632 0 4024 1684 +2340 senseinode_lido Local Local
14254048 0 3904 1684 +2220 upbit Local Local
14258976 0 3727 1684 +2043 ether.fi Local Local
14254912 0 3713 1684 +2029 blockdaemon 0x9129eeb4... Ultra Sound
14255425 3 3714 1734 +1980 stakefish_lido 0x857b0038... BloXroute Max Profit
14252868 2 3673 1717 +1956 blockdaemon 0x857b0038... BloXroute Max Profit
14255278 6 3724 1784 +1940 kraken 0x856b0004... BloXroute Max Profit
14254944 5 3702 1767 +1935 blockdaemon 0x853b0078... BloXroute Max Profit
14258723 0 3554 1684 +1870 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14253376 5 3618 1767 +1851 blockdaemon 0x9129eeb4... Ultra Sound
14258048 0 3525 1684 +1841 blockdaemon 0x88a53ec4... BloXroute Regulated
14258430 0 3500 1684 +1816 ether.fi 0x823e0146... BloXroute Max Profit
14255253 0 3497 1684 +1813 ether.fi 0xb26f9666... Titan Relay
14256142 5 3562 1767 +1795 whale_0xdc8d 0x850b00e0... BloXroute Max Profit
14254366 5 3544 1767 +1777 blockdaemon 0x8527d16c... Ultra Sound
14255956 3 3509 1734 +1775 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14253370 5 3537 1767 +1770 ether.fi 0xb26f9666... Titan Relay
14253585 9 3600 1834 +1766 coinbase 0x857b0038... BloXroute Max Profit
14256985 11 3625 1867 +1758 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14254342 1 3443 1701 +1742 blockdaemon 0x88a53ec4... BloXroute Max Profit
14254397 0 3425 1684 +1741 whale_0xdc8d 0xb26f9666... Titan Relay
14253084 3 3463 1734 +1729 blockdaemon 0x857b0038... BloXroute Max Profit
14259210 1 3426 1701 +1725 nethermind_lido 0x853b0078... BloXroute Max Profit
14258193 2 3430 1717 +1713 blockdaemon 0xb72cae2f... Ultra Sound
14259456 3 3446 1734 +1712 blockdaemon 0x823e0146... Titan Relay
14256359 0 3393 1684 +1709 blockdaemon 0x8a850621... Titan Relay
14254567 1 3404 1701 +1703 blockdaemon 0x850b00e0... BloXroute Max Profit
14254547 5 3465 1767 +1698 0xb26f9666... Titan Relay
14254619 6 3477 1784 +1693 blockdaemon 0x88857150... Ultra Sound
14255107 8 3502 1817 +1685 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14257087 6 3461 1784 +1677 blockdaemon 0x857b0038... BloXroute Max Profit
14256955 5 3443 1767 +1676 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14254704 7 3476 1801 +1675 0x88a53ec4... BloXroute Max Profit
14254045 0 3357 1684 +1673 blockdaemon 0x857b0038... BloXroute Max Profit
14258410 7 3465 1801 +1664 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14254286 0 3347 1684 +1663 coinbase 0xb26f9666... Aestus
14253142 0 3347 1684 +1663 blockdaemon 0xb26f9666... Titan Relay
14259071 3 3397 1734 +1663 blockdaemon 0x88857150... Ultra Sound
14254073 1 3363 1701 +1662 blockdaemon_lido 0xb26f9666... Titan Relay
14256501 6 3445 1784 +1661 blockdaemon 0x88a53ec4... BloXroute Max Profit
14257237 1 3359 1701 +1658 0x853b0078... BloXroute Max Profit
14256485 0 3338 1684 +1654 blockdaemon 0xb26f9666... Titan Relay
14253257 2 3369 1717 +1652 blockdaemon_lido 0x857b0038... BloXroute Max Profit
14254718 0 3335 1684 +1651 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14255497 2 3368 1717 +1651 blockdaemon 0xb67eaa5e... BloXroute Regulated
14259258 4 3401 1751 +1650 whale_0xdc8d 0x88a53ec4... BloXroute Max Profit
14253592 4 3393 1751 +1642 blockdaemon 0x88a53ec4... BloXroute Max Profit
14253947 6 3426 1784 +1642 blockdaemon 0x8527d16c... Ultra Sound
14258155 1 3342 1701 +1641 whale_0xdc8d 0xb26f9666... Titan Relay
14256941 2 3355 1717 +1638 whale_0xfd67 0x857b0038... BloXroute Max Profit
14257195 0 3319 1684 +1635 luno 0x851b00b1... BloXroute Max Profit
14253007 0 3319 1684 +1635 blockdaemon_lido 0xb67eaa5e... Titan Relay
14258349 3 3368 1734 +1634 blockdaemon 0x853b0078... BloXroute Max Profit
14257560 3 3367 1734 +1633 blockdaemon 0x88a53ec4... BloXroute Regulated
14259397 8 3450 1817 +1633 blockdaemon 0x823e0146... Ultra Sound
14253566 0 3315 1684 +1631 blockdaemon 0xb26f9666... Titan Relay
14258609 1 3326 1701 +1625 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14256234 6 3408 1784 +1624 whale_0xdc8d 0xb7c5e609... BloXroute Max Profit
14253957 1 3324 1701 +1623 blockdaemon_lido 0xb4ce6162... Ultra Sound
14252725 9 3456 1834 +1622 0x88a53ec4... BloXroute Max Profit
14257200 6 3405 1784 +1621 revolut 0x850b00e0... BloXroute Max Profit
14257938 0 3300 1684 +1616 blockdaemon 0x823e0146... Titan Relay
14258003 5 3383 1767 +1616 revolut 0xb67eaa5e... BloXroute Max Profit
14253888 1 3311 1701 +1610 coinbase Local Local
14252402 0 3290 1684 +1606 blockdaemon_lido 0x8527d16c... Ultra Sound
14256799 6 3389 1784 +1605 0xb26f9666... Titan Relay
14258567 12 3489 1884 +1605 luno 0x850b00e0... BloXroute Max Profit
14254223 0 3285 1684 +1601 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14253867 4 3351 1751 +1600 luno 0xb7c5e609... BloXroute Max Profit
14254906 0 3283 1684 +1599 ether.fi 0x99cba505... BloXroute Max Profit
14255119 5 3366 1767 +1599 blockdaemon 0x8527d16c... Ultra Sound
14259448 3 3327 1734 +1593 blockdaemon_lido 0x88857150... Ultra Sound
14254836 0 3270 1684 +1586 blockdaemon_lido 0x8527d16c... Ultra Sound
14253506 0 3270 1684 +1586 revolut 0x856b0004... BloXroute Max Profit
14254028 0 3268 1684 +1584 whale_0xdc8d 0xac23f8cc... BloXroute Max Profit
14255109 5 3348 1767 +1581 blockdaemon_lido 0xb26f9666... Titan Relay
14254485 0 3263 1684 +1579 blockdaemon 0x823e0146... BloXroute Max Profit
14253999 5 3344 1767 +1577 ether.fi 0x8db2a99d... BloXroute Max Profit
14255159 5 3344 1767 +1577 blockdaemon_lido 0xb7c5e609... BloXroute Max Profit
14254388 0 3260 1684 +1576 revolut 0x83d6a6ab... BloXroute Max Profit
14256987 8 3393 1817 +1576 revolut 0x88a53ec4... BloXroute Max Profit
14256384 0 3259 1684 +1575 solo_stakers 0x850b00e0... BloXroute Max Profit
14257012 0 3259 1684 +1575 ether.fi 0xb26f9666... BloXroute Max Profit
14257786 0 3258 1684 +1574 luno 0x8db2a99d... BloXroute Max Profit
14257849 4 3321 1751 +1570 blockdaemon 0x8527d16c... Ultra Sound
14252789 0 3254 1684 +1570 blockdaemon_lido 0x8527d16c... Ultra Sound
14253073 6 3354 1784 +1570 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14254673 3 3303 1734 +1569 revolut 0x88a53ec4... BloXroute Max Profit
14254304 0 3251 1684 +1567 ether.fi Local Local
14259587 1 3267 1701 +1566 blockdaemon 0x88857150... Ultra Sound
14257119 9 3391 1834 +1557 whale_0xdc8d 0x850b00e0... BloXroute Max Profit
14255409 0 3238 1684 +1554 whale_0x8914 0x857b0038... BloXroute Max Profit
14257817 6 3338 1784 +1554 blockdaemon 0xb26f9666... Titan Relay
14259271 1 3253 1701 +1552 blockdaemon_lido 0x8db2a99d... Titan Relay
14253933 1 3253 1701 +1552 coinbase Local Local
14256493 0 3236 1684 +1552 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14257934 5 3319 1767 +1552 kiln 0xb67eaa5e... BloXroute Max Profit
14252549 1 3252 1701 +1551 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14257635 2 3268 1717 +1551 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14253239 11 3413 1867 +1546 blockdaemon 0xb4ce6162... Ultra Sound
14254782 9 3379 1834 +1545 blockdaemon 0x853b0078... BloXroute Max Profit
14252523 0 3228 1684 +1544 blockdaemon_lido 0xb67eaa5e... Titan Relay
14258374 5 3309 1767 +1542 blockdaemon_lido 0xb67eaa5e... Titan Relay
14259093 11 3409 1867 +1542 luno 0x853b0078... BloXroute Max Profit
14257909 1 3241 1701 +1540 whale_0xfd67 0x88a53ec4... BloXroute Regulated
14256224 1 3240 1701 +1539 coinbase 0xb26f9666... Titan Relay
14257177 4 3290 1751 +1539 revolut 0xb26f9666... Titan Relay
14253202 0 3223 1684 +1539 whale_0xdc8d 0xb26f9666... Titan Relay
14258968 2 3255 1717 +1538 blockdaemon 0x856b0004... BloXroute Max Profit
14258030 5 3304 1767 +1537 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14258458 0 3220 1684 +1536 revolut 0xb26f9666... Titan Relay
14258505 0 3218 1684 +1534 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14257641 1 3233 1701 +1532 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14257353 1 3232 1701 +1531 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14252686 0 3213 1684 +1529 solo_stakers 0xb4ce6162... Ultra Sound
14255793 6 3312 1784 +1528 blockdaemon 0x8527d16c... Ultra Sound
14252408 0 3208 1684 +1524 luno 0x8527d16c... Ultra Sound
14256681 1 3224 1701 +1523 revolut 0xb26f9666... Titan Relay
14255489 1 3222 1701 +1521 whale_0x8ebd Local Local
14255240 0 3205 1684 +1521 revolut 0xb67eaa5e... BloXroute Max Profit
14258243 5 3288 1767 +1521 whale_0x8914 0xb67eaa5e... Titan Relay
14254867 5 3286 1767 +1519 blockdaemon_lido 0x8527d16c... Ultra Sound
14256180 6 3300 1784 +1516 revolut 0xb26f9666... Titan Relay
14257236 5 3283 1767 +1516 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14257729 0 3199 1684 +1515 blockdaemon 0xb26f9666... Titan Relay
14253953 1 3215 1701 +1514 coinbase Local Local
14253898 5 3281 1767 +1514 coinbase 0xb26f9666... BloXroute Regulated
14257521 1 3212 1701 +1511 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14254178 0 3195 1684 +1511 coinbase 0xb26f9666... BloXroute Max Profit
14257126 1 3211 1701 +1510 whale_0x8ebd Local Local
14257102 0 3194 1684 +1510 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14256302 8 3325 1817 +1508 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14257633 0 3191 1684 +1507 kiln 0x83d6a6ab... Flashbots
14259023 0 3191 1684 +1507 solo_stakers Local Local
14257690 18 3491 1984 +1507 whale_0xdc8d 0x8527d16c... Ultra Sound
14255995 0 3190 1684 +1506 gateway.fmas_lido 0x8db2a99d... Titan Relay
14259133 5 3272 1767 +1505 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14258596 10 3354 1851 +1503 0x856b0004... BloXroute Max Profit
14256353 1 3203 1701 +1502 blockdaemon_lido 0xb26f9666... Titan Relay
14254317 0 3186 1684 +1502 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14255869 0 3186 1684 +1502 bitstamp 0x83d6a6ab... Flashbots
14252905 6 3283 1784 +1499 whale_0x8914 0x850b00e0... Ultra Sound
14258452 5 3264 1767 +1497 blockdaemon_lido 0xb67eaa5e... Titan Relay
14259555 14 3414 1917 +1497 blockdaemon_lido 0x8527d16c... Ultra Sound
14252645 5 3263 1767 +1496 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14259564 7 3295 1801 +1494 coinbase 0x88a53ec4... BloXroute Max Profit
14255148 5 3260 1767 +1493 whale_0x8ebd Local Local
14252675 8 3310 1817 +1493 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14259556 0 3173 1684 +1489 whale_0x4b5e 0x8db2a99d... Ultra Sound
14258718 0 3172 1684 +1488 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14257870 0 3171 1684 +1487 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14253364 6 3269 1784 +1485 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14254062 0 3164 1684 +1480 whale_0x3878 0x851b00b1... Aestus
14259327 6 3263 1784 +1479 revolut 0x9129eeb4... Ultra Sound
14258206 0 3162 1684 +1478 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14258644 1 3178 1701 +1477 revolut 0xb26f9666... Titan Relay
14257139 10 3327 1851 +1476 coinbase 0x850b00e0... BloXroute Max Profit
14258700 18 3459 1984 +1475 revolut 0x88a53ec4... BloXroute Max Profit
14254859 0 3158 1684 +1474 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14255029 0 3157 1684 +1473 figment 0xa965c911... Ultra Sound
14254093 5 3240 1767 +1473 coinbase Local Local
14259230 1 3172 1701 +1471 coinbase 0xb26f9666... BloXroute Max Profit
14257749 0 3154 1684 +1470 p2porg 0xb67eaa5e... Aestus
14252496 0 3153 1684 +1469 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14255549 0 3153 1684 +1469 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14258402 2 3186 1717 +1469 dsrv_lido 0xb26f9666... Titan Relay
14258613 2 3186 1717 +1469 whale_0x8914 0x8db2a99d... Ultra Sound
14255504 10 3319 1851 +1468 gateway.fmas_lido 0x857b0038... BloXroute Max Profit
14254029 0 3149 1684 +1465 blockdaemon_lido 0x851b00b1... BloXroute Max Profit
14258338 6 3249 1784 +1465 whale_0x8914 0x850b00e0... Titan Relay
14259199 0 3148 1684 +1464 whale_0xfd67 0x8db2a99d... Titan Relay
14253402 5 3230 1767 +1463 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14256992 14 3377 1917 +1460 p2porg 0x8527d16c... Ultra Sound
14257882 5 3226 1767 +1459 blockdaemon 0x8527d16c... Ultra Sound
14254727 5 3226 1767 +1459 whale_0xfd67 0x88a53ec4... BloXroute Max Profit
14254694 1 3159 1701 +1458 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14254176 0 3142 1684 +1458 ether.fi 0xb67eaa5e... BloXroute Max Profit
14252812 0 3142 1684 +1458 gateway.fmas_lido 0x823e0146... Flashbots
14252722 6 3241 1784 +1457 blockdaemon_lido 0xb7c5beef... BloXroute Max Profit
14256024 1 3157 1701 +1456 whale_0xc611 0x88a53ec4... BloXroute Max Profit
14255151 1 3155 1701 +1454 gateway.fmas_lido 0x8527d16c... Ultra Sound
14255324 7 3255 1801 +1454 p2porg 0x850b00e0... BloXroute Regulated
14252435 3 3188 1734 +1454 bitstamp 0x8527d16c... Ultra Sound
14258227 5 3221 1767 +1454 blockdaemon_lido 0x9129eeb4... Titan Relay
14256240 0 3136 1684 +1452 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14258175 2 3167 1717 +1450 whale_0xfd67 0x850b00e0... Titan Relay
14258957 5 3216 1767 +1449 p2porg 0x88a53ec4... BloXroute Regulated
14254650 6 3231 1784 +1447 coinbase 0xb26f9666... BloXroute Regulated
14257450 10 3295 1851 +1444 coinbase 0xb67eaa5e... BloXroute Max Profit
14257762 9 3276 1834 +1442 whale_0x8914 0xb67eaa5e... Titan Relay
14259119 11 3309 1867 +1442 solo_stakers 0x8a850621... Ultra Sound
14258023 5 3208 1767 +1441 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14254378 1 3139 1701 +1438 whale_0xfd67 0x850b00e0... Aestus
14255639 5 3204 1767 +1437 revolut 0xb26f9666... Titan Relay
14258092 8 3254 1817 +1437 whale_0x8914 0x88a53ec4... BloXroute Regulated
14254943 3 3169 1734 +1435 whale_0x8914 0xa965c911... Ultra Sound
14255586 10 3284 1851 +1433 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14257528 0 3114 1684 +1430 whale_0xc541 0x88a53ec4... BloXroute Regulated
14253954 2 3147 1717 +1430 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14254760 5 3196 1767 +1429 coinbase 0x88a53ec4... BloXroute Regulated
14255166 8 3246 1817 +1429 revolut 0xb26f9666... Titan Relay
14256125 0 3112 1684 +1428 kiln 0x8527d16c... Ultra Sound
14252522 0 3112 1684 +1428 whale_0x8914 0xb67eaa5e... Titan Relay
14255795 0 3112 1684 +1428 gateway.fmas_lido 0x805e28e6... BloXroute Max Profit
14255108 0 3110 1684 +1426 whale_0x8914 0x88857150... Ultra Sound
14256853 0 3105 1684 +1421 p2porg 0xb67eaa5e... Aestus
14255667 1 3121 1701 +1420 coinbase 0xb26f9666... BloXroute Regulated
14252778 0 3104 1684 +1420 p2porg 0xb26f9666... BloXroute Max Profit
14258807 5 3187 1767 +1420 coinbase 0x88a53ec4... BloXroute Max Profit
14257856 5 3187 1767 +1420 nethermind_lido 0x8527d16c... Ultra Sound
14255741 5 3186 1767 +1419 whale_0x4b5e 0xb67eaa5e... Titan Relay
14257599 7 3219 1801 +1418 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14254119 4 3168 1751 +1417 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14252702 0 3101 1684 +1417 0x853b0078... Ultra Sound
14254020 0 3100 1684 +1416 whale_0x4b5e 0xba003e46... Ultra Sound
14258463 2 3130 1717 +1413 whale_0x3878 0x856b0004... BloXroute Max Profit
14258046 5 3180 1767 +1413 whale_0x8914 0x823e0146... Titan Relay
14252545 1 3111 1701 +1410 whale_0x8914 0x85fb0503... Ultra Sound
14254626 3 3144 1734 +1410 kiln 0x8db2a99d... Titan Relay
14253300 5 3177 1767 +1410 everstake 0x857b0038... BloXroute Max Profit
14254328 8 3227 1817 +1410 whale_0xfd67 0x856b0004... BloXroute Max Profit
14257648 0 3093 1684 +1409 p2porg 0x853b0078... BloXroute Max Profit
14253514 3 3142 1734 +1408 whale_0xba40 0x85fb0503... Ultra Sound
14256369 5 3175 1767 +1408 whale_0x8ebd 0xb26f9666... Titan Relay
14254488 9 3239 1834 +1405 p2porg 0x850b00e0... BloXroute Regulated
14258313 1 3105 1701 +1404 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14253942 0 3087 1684 +1403 whale_0x8ebd 0xb26f9666... Titan Relay
14259186 1 3103 1701 +1402 kiln 0xb67eaa5e... BloXroute Regulated
14257024 8 3219 1817 +1402 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14253767 17 3369 1967 +1402 blockdaemon_lido 0xb4ce6162... Ultra Sound
14252800 2 3117 1717 +1400 coinbase 0xb26f9666... Titan Relay
14254088 7 3198 1801 +1397 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14259206 2 3114 1717 +1397 p2porg 0x823e0146... Flashbots
14254343 5 3164 1767 +1397 whale_0xfd67 0x88857150... Ultra Sound
14256856 14 3313 1917 +1396 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14259004 0 3079 1684 +1395 whale_0x8914 0xb67eaa5e... BloXroute Regulated
14257191 6 3178 1784 +1394 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14252712 0 3076 1684 +1392 coinbase 0x9129eeb4... Agnostic Gnosis
14254893 1 3092 1701 +1391 0x8db2a99d... Titan Relay
14255620 5 3158 1767 +1391 p2porg 0x850b00e0... BloXroute Regulated
14258037 6 3174 1784 +1390 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14256637 6 3174 1784 +1390 gateway.fmas_lido 0xb72cae2f... Ultra Sound
14257724 0 3073 1684 +1389 whale_0x8ebd 0x8db2a99d... Titan Relay
14253399 9 3222 1834 +1388 coinbase 0x857b0038... BloXroute Max Profit
14257445 10 3238 1851 +1387 coinbase 0xb67eaa5e... BloXroute Regulated
14255946 5 3154 1767 +1387 whale_0x8914 0x88a53ec4... BloXroute Regulated
14259500 5 3153 1767 +1386 p2porg 0xb67eaa5e... Aestus
14259452 1 3086 1701 +1385 whale_0x8ebd 0x8527d16c... Ultra Sound
14255643 4 3136 1751 +1385 p2porg 0xb26f9666... Titan Relay
14252931 0 3068 1684 +1384 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14257877 2 3100 1717 +1383 coinbase 0xb26f9666... BloXroute Regulated
14259566 0 3065 1684 +1381 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14253676 0 3063 1684 +1379 whale_0x8ebd 0x8db2a99d... Titan Relay
14254802 0 3062 1684 +1378 coinbase 0xb26f9666... BloXroute Regulated
14255093 6 3162 1784 +1378 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14256840 0 3061 1684 +1377 p2porg 0xb26f9666... Titan Relay
14254481 10 3227 1851 +1376 p2porg 0x850b00e0... BloXroute Regulated
14254612 0 3060 1684 +1376 coinbase 0x88a53ec4... BloXroute Max Profit
14259089 2 3093 1717 +1376 whale_0x8ebd Local Local
14257813 1 3076 1701 +1375 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14252539 3 3109 1734 +1375 coinbase 0xb67eaa5e... BloXroute Regulated
14255125 11 3242 1867 +1375 coinbase 0xac23f8cc... BloXroute Max Profit
14254068 1 3075 1701 +1374 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14259503 7 3175 1801 +1374 whale_0xc611 0xb67eaa5e... Aestus
14254292 6 3158 1784 +1374 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14253356 5 3141 1767 +1374 whale_0x8914 0xb67eaa5e... BloXroute Max Profit
14253308 5 3140 1767 +1373 whale_0x8914 0xb67eaa5e... BloXroute Regulated
14256738 7 3173 1801 +1372 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14256279 7 3173 1801 +1372 whale_0xfd67 0x8db2a99d... Ultra Sound
14255775 2 3086 1717 +1369 whale_0x8ebd 0xb26f9666... Titan Relay
14252472 1 3069 1701 +1368 figment 0xb26f9666... Titan Relay
14258525 0 3052 1684 +1368 coinbase 0xb67eaa5e... BloXroute Max Profit
14253886 3 3101 1734 +1367 coinbase 0xb26f9666... BloXroute Regulated
14256280 1 3067 1701 +1366 coinbase 0x8527d16c... Ultra Sound
14256442 0 3050 1684 +1366 0xb67eaa5e... BloXroute Max Profit
14257570 0 3050 1684 +1366 p2porg 0x853b0078... BloXroute Max Profit
14257412 5 3133 1767 +1366 coinbase 0x88a53ec4... BloXroute Max Profit
14256324 1 3066 1701 +1365 whale_0xedc6 0x853b0078... Ultra Sound
14252527 6 3148 1784 +1364 coinbase 0xb67eaa5e... BloXroute Max Profit
14256833 12 3248 1884 +1364 whale_0xfd67 0xb67eaa5e... BloXroute Max Profit
14254955 11 3230 1867 +1363 coinbase 0xb26f9666... BloXroute Max Profit
14258224 11 3230 1867 +1363 whale_0x3878 0xb67eaa5e... Titan Relay
14259485 7 3163 1801 +1362 kiln 0x88a53ec4... BloXroute Max Profit
14259070 1 3061 1701 +1360 kiln 0xb67eaa5e... BloXroute Regulated
14253890 6 3144 1784 +1360 stader 0x850b00e0... Flashbots
14254253 0 3043 1684 +1359 coinbase 0x88857150... Ultra Sound
14259561 2 3076 1717 +1359 p2porg 0xb26f9666... Titan Relay
14256064 5 3125 1767 +1358 whale_0x8ebd 0xb26f9666... Titan Relay
14255748 1 3058 1701 +1357 coinbase 0xb26f9666... BloXroute Regulated
14256559 3 3091 1734 +1357 p2porg 0x856b0004... Ultra Sound
14255351 5 3123 1767 +1356 whale_0x8914 0x850b00e0... Ultra Sound
14258884 1 3055 1701 +1354 coinbase 0xb26f9666... Titan Relay
14258256 0 3038 1684 +1354 coinbase 0x8527d16c... Ultra Sound
14253469 0 3038 1684 +1354 p2porg 0xb4ce6162... Ultra Sound
14256912 3 3088 1734 +1354 everstake 0x88a53ec4... BloXroute Regulated
14254604 1 3054 1701 +1353 coinbase 0xb26f9666... BloXroute Regulated
14257078 2 3070 1717 +1353 figment 0xb26f9666... Titan Relay
14255386 0 3035 1684 +1351 coinbase 0xb26f9666... Titan Relay
14255677 0 3035 1684 +1351 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14253435 1 3051 1701 +1350 whale_0x8ebd 0x823e0146... Flashbots
14258669 1 3050 1701 +1349 p2porg 0xb26f9666... BloXroute Max Profit
14253288 0 3033 1684 +1349 coinbase 0x8527d16c... Ultra Sound
14255857 5 3116 1767 +1349 p2porg 0xb26f9666... Titan Relay
14252642 0 3032 1684 +1348 whale_0xedc6 0xb67eaa5e... Aestus
14258192 0 3032 1684 +1348 coinbase 0xb26f9666... BloXroute Regulated
14257981 0 3031 1684 +1347 kiln 0xb26f9666... Aestus
14257272 0 3031 1684 +1347 figment 0x8db2a99d... Ultra Sound
14252706 1 3047 1701 +1346 whale_0x8ebd 0x8db2a99d... Ultra Sound
14256626 1 3047 1701 +1346 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14253333 2 3063 1717 +1346 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14254421 5 3113 1767 +1346 kiln 0xb26f9666... BloXroute Regulated
14254172 1 3046 1701 +1345 0xb26f9666... BloXroute Max Profit
14253299 0 3029 1684 +1345 coinbase 0xb26f9666... Aestus
14254321 0 3029 1684 +1345 p2porg 0x8db2a99d... BloXroute Max Profit
14252619 1 3045 1701 +1344 kiln 0xb67eaa5e... BloXroute Max Profit
14257305 7 3145 1801 +1344 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14257225 7 3145 1801 +1344 kiln Local Local
14254100 0 3027 1684 +1343 whale_0x8ebd 0x9129eeb4... Agnostic Gnosis
14259207 2 3060 1717 +1343 coinbase 0xb26f9666... BloXroute Regulated
14257649 0 3025 1684 +1341 figment 0x823e0146... BloXroute Max Profit
14254680 2 3058 1717 +1341 whale_0xedc6 0x9129eeb4... Aestus
14256763 6 3124 1784 +1340 kiln 0xb26f9666... BloXroute Regulated
14254109 2 3057 1717 +1340 p2porg 0x8db2a99d... Ultra Sound
14256076 5 3107 1767 +1340 whale_0x8ebd 0xb26f9666... Titan Relay
14257576 1 3040 1701 +1339 p2porg 0xb26f9666... Aestus
14258480 2 3055 1717 +1338 coinbase 0x856b0004... BloXroute Max Profit
14254689 1 3038 1701 +1337 p2porg 0x823e0146... BloXroute Max Profit
14253459 10 3188 1851 +1337 whale_0x6ddb 0x8527d16c... Ultra Sound
14258683 0 3020 1684 +1336 p2porg 0xb26f9666... BloXroute Max Profit
14259445 6 3120 1784 +1336 p2porg 0xb26f9666... BloXroute Max Profit
14259416 3 3069 1734 +1335 whale_0x8ebd 0xb67eaa5e... Ultra Sound
14253444 6 3118 1784 +1334 gateway.fmas_lido 0x8527d16c... Ultra Sound
14257389 5 3101 1767 +1334 revolut 0x857b0038... BloXroute Max Profit
14259212 1 3034 1701 +1333 coinbase 0x8527d16c... Ultra Sound
14258837 0 3017 1684 +1333 kiln 0x851b00b1... BloXroute Max Profit
14258859 1 3033 1701 +1332 whale_0x8ebd 0x8527d16c... Ultra Sound
14257298 1 3033 1701 +1332 whale_0x8ebd 0xb26f9666... Titan Relay
14253365 4 3082 1751 +1331 figment 0x9129eeb4... Agnostic Gnosis
14252910 0 3015 1684 +1331 whale_0x8ebd 0x8527d16c... Ultra Sound
14253950 0 3015 1684 +1331 p2porg 0x9129eeb4... Agnostic Gnosis
14255969 2 3048 1717 +1331 coinbase 0xb26f9666... Titan Relay
14256321 11 3198 1867 +1331 p2porg 0x853b0078... BloXroute Regulated
14253994 4 3081 1751 +1330 p2porg 0x85fb0503... Aestus
14259270 7 3131 1801 +1330 blockdaemon 0x9129eeb4... Ultra Sound
14253571 3 3063 1734 +1329 kiln 0xb26f9666... BloXroute Max Profit
14254474 6 3112 1784 +1328 coinbase 0xb26f9666... BloXroute Regulated
14254282 6 3112 1784 +1328 p2porg 0xb26f9666... BloXroute Max Profit
14257535 10 3178 1851 +1327 coinbase 0xb26f9666... BloXroute Max Profit
14256048 0 3011 1684 +1327 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14256957 0 3011 1684 +1327 coinbase 0x850b00e0... BloXroute Max Profit
14257257 5 3094 1767 +1327 p2porg 0xb26f9666... BloXroute Max Profit
14253717 1 3027 1701 +1326 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14258398 1 3027 1701 +1326 coinbase 0x853b0078... BloXroute Max Profit
14259552 0 3010 1684 +1326 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14252515 8 3142 1817 +1325 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14257912 1 3025 1701 +1324 kiln 0xb26f9666... BloXroute Regulated
14256423 4 3075 1751 +1324 everstake 0xb67eaa5e... BloXroute Max Profit
14256119 5 3091 1767 +1324 coinbase 0xb26f9666... Titan Relay
14253329 5 3088 1767 +1321 whale_0x8ebd 0xb26f9666... Titan Relay
14258790 0 3004 1684 +1320 coinbase 0x856b0004... BloXroute Max Profit
14255418 0 3004 1684 +1320 coinbase 0x8527d16c... Ultra Sound
14256936 9 3154 1834 +1320 whale_0x8ebd 0x8db2a99d... Titan Relay
14257573 1 3020 1701 +1319 coinbase 0x853b0078... BloXroute Max Profit
14257883 0 3003 1684 +1319 coinbase 0xb26f9666... BloXroute Regulated
14254475 3 3053 1734 +1319 coinbase 0xb26f9666... Titan Relay
14259424 6 3101 1784 +1317 kiln 0xb67eaa5e... Ultra Sound
14255798 5 3084 1767 +1317 whale_0x8ebd Local Local
14259024 1 3017 1701 +1316 kiln 0xb26f9666... BloXroute Max Profit
14259144 0 3000 1684 +1316 whale_0xedc6 0xb67eaa5e... BloXroute Max Profit
14254861 3 3050 1734 +1316 kiln 0xb26f9666... BloXroute Regulated
14258469 1 3016 1701 +1315 everstake 0x88a53ec4... BloXroute Regulated
14255838 1 3016 1701 +1315 everstake 0x88a53ec4... BloXroute Regulated
14256724 0 2999 1684 +1315 coinbase 0x8527d16c... Ultra Sound
14254970 5 3082 1767 +1315 whale_0x8ebd 0xb26f9666... Titan Relay
14257988 0 2998 1684 +1314 0x8db2a99d... BloXroute Max Profit
14257167 6 3098 1784 +1314 coinbase 0xb26f9666... BloXroute Max Profit
14254244 2 3030 1717 +1313 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14258836 5 3080 1767 +1313 whale_0x8ebd 0xb26f9666... Titan Relay
14256026 2 3027 1717 +1310 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14255888 5 3077 1767 +1310 kiln 0xb26f9666... Titan Relay
14257805 14 3227 1917 +1310 kiln 0xb67eaa5e... BloXroute Regulated
14258229 0 2993 1684 +1309 whale_0xedc6 0x99cba505... Flashbots
14259167 0 2993 1684 +1309 whale_0x8ebd 0x99cba505... BloXroute Max Profit
14255039 0 2992 1684 +1308 0x856b0004... BloXroute Max Profit
14258819 0 2992 1684 +1308 kiln 0x88a53ec4... BloXroute Regulated
14253316 0 2991 1684 +1307 p2porg 0x8527d16c... Ultra Sound
14253576 7 3107 1801 +1306 abyss_finance 0xb26f9666... BloXroute Max Profit
14256594 5 3073 1767 +1306 p2porg 0x8db2a99d... BloXroute Max Profit
14255670 8 3122 1817 +1305 p2porg 0x850b00e0... BloXroute Max Profit
14253018 10 3155 1851 +1304 coinbase 0xb26f9666... BloXroute Regulated
14253902 0 2988 1684 +1304 coinbase 0x823e0146... Ultra Sound
14257567 6 3088 1784 +1304 coinbase 0xb26f9666... BloXroute Max Profit
14256070 8 3121 1817 +1304 whale_0x8ebd 0x8db2a99d... Ultra Sound
14257885 0 2987 1684 +1303 whale_0x8ebd 0x8527d16c... Ultra Sound
14259378 5 3070 1767 +1303 0xb26f9666... BloXroute Max Profit
14255288 1 3003 1701 +1302 whale_0x8ebd 0xb26f9666... Ultra Sound
14254937 0 2986 1684 +1302 coinbase 0x83bee517... Flashbots
14257335 2 3019 1717 +1302 coinbase 0xb26f9666... Aestus
14252971 6 3085 1784 +1301 coinbase 0x856b0004... BloXroute Max Profit
14255481 5 3067 1767 +1300 everstake 0x88a53ec4... BloXroute Regulated
14253513 1 3000 1701 +1299 kiln 0x8527d16c... Ultra Sound
14254215 1 3000 1701 +1299 everstake 0xb26f9666... Titan Relay
14259268 6 3082 1784 +1298 coinbase 0x88857150... Ultra Sound
14252770 0 2980 1684 +1296 ether.fi 0xac09aa45... Agnostic Gnosis
14253473 0 2980 1684 +1296 whale_0x8ebd 0x83d6a6ab... Flashbots
14253431 6 3080 1784 +1296 everstake 0xb67eaa5e... BloXroute Regulated
14252871 1 2996 1701 +1295 nethermind_lido 0x853b0078... BloXroute Max Profit
14252481 1 2996 1701 +1295 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14255388 0 2979 1684 +1295 whale_0x8ebd 0x8527d16c... Ultra Sound
14255273 2 3011 1717 +1294 solo_stakers 0x823e0146... BloXroute Max Profit
14257326 5 3061 1767 +1294 coinbase 0xb26f9666... BloXroute Max Profit
14257548 8 3111 1817 +1294 p2porg 0x853b0078... BloXroute Max Profit
14258438 0 2977 1684 +1293 coinbase 0x83d6a6ab... Flashbots
14255974 0 2977 1684 +1293 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14256427 3 3027 1734 +1293 kiln 0xb67eaa5e... BloXroute Regulated
14253524 6 3076 1784 +1292 whale_0xedc6 0x8527d16c... Ultra Sound
14255376 5 3058 1767 +1291 p2porg 0xb26f9666... BloXroute Max Profit
14257571 5 3058 1767 +1291 whale_0x8ebd 0x8527d16c... Ultra Sound
14253692 1 2991 1701 +1290 0x8a850621... Titan Relay
14252632 7 3091 1801 +1290 p2porg 0x853b0078... BloXroute Max Profit
14254708 0 2974 1684 +1290 solo_stakers 0xb26f9666... BloXroute Max Profit
14255965 13 3190 1901 +1289 coinbase 0xb26f9666... BloXroute Regulated
14253575 0 2971 1684 +1287 whale_0x8ebd 0xb4ce6162... Ultra Sound
14255948 6 3071 1784 +1287 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14259260 4 3037 1751 +1286 whale_0x8ebd 0xb4ce6162... Ultra Sound
14253324 0 2970 1684 +1286 0xb26f9666... Titan Relay
14255235 0 2969 1684 +1285 kiln 0xb67eaa5e... Ultra Sound
14254268 0 2967 1684 +1283 coinbase 0x85fb0503... Aestus
14252429 6 3067 1784 +1283 whale_0x8ebd 0xb26f9666... Titan Relay
14256846 9 3116 1834 +1282 coinbase 0xb26f9666... Aestus
14253109 1 2982 1701 +1281 everstake 0x88a53ec4... BloXroute Max Profit
14253609 6 3065 1784 +1281 everstake 0x88a53ec4... BloXroute Regulated
14253549 6 3064 1784 +1280 kiln 0xb26f9666... BloXroute Max Profit
14253272 2 2997 1717 +1280 everstake 0x850b00e0... BloXroute Max Profit
14257732 10 3130 1851 +1279 p2porg 0xb26f9666... Titan Relay
14256756 14 3196 1917 +1279 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14257354 1 2979 1701 +1278 everstake 0x88a53ec4... BloXroute Max Profit
14256956 1 2979 1701 +1278 kiln 0x856b0004... Titan Relay
14257773 4 3029 1751 +1278 kiln 0x9129eeb4... Ultra Sound
14257189 13 3179 1901 +1278 p2porg 0x853b0078... BloXroute Regulated
14252834 3 3012 1734 +1278 kiln 0x8527d16c... Ultra Sound
14258148 0 2961 1684 +1277 kiln 0xa965c911... Ultra Sound
14255281 3 3010 1734 +1276 coinbase 0x856b0004... BloXroute Max Profit
14253287 5 3043 1767 +1276 coinbase 0x856b0004... BloXroute Max Profit
14259181 0 2959 1684 +1275 kiln 0x8527d16c... Ultra Sound
14258606 0 2959 1684 +1275 coinbase 0x856b0004... BloXroute Max Profit
14252567 0 2959 1684 +1275 p2porg 0xb26f9666... BloXroute Max Profit
14257454 6 3059 1784 +1275 coinbase 0x853b0078... BloXroute Regulated
14258701 0 2958 1684 +1274 coinbase 0x851b00b1... BloXroute Max Profit
14257428 5 3040 1767 +1273 kiln 0xb67eaa5e... Aestus
14256663 7 3073 1801 +1272 ether.fi 0xb67eaa5e... BloXroute Max Profit
14257016 6 3056 1784 +1272 kiln 0xb67eaa5e... Aestus
14254852 4 3022 1751 +1271 kiln 0xb26f9666... BloXroute Regulated
14258715 5 3038 1767 +1271 coinbase 0x856b0004... BloXroute Max Profit
14255632 6 3052 1784 +1268 kiln 0x8527d16c... Ultra Sound
14254335 5 3034 1767 +1267 everstake 0x8527d16c... Ultra Sound
14257841 6 3049 1784 +1265 kiln 0x8527d16c... Ultra Sound
14259548 5 3032 1767 +1265 everstake 0x850b00e0... BloXroute Max Profit
14257536 1 2964 1701 +1263 everstake 0x823e0146... Titan Relay
14256052 0 2947 1684 +1263 kiln 0x88857150... Ultra Sound
14258914 1 2963 1701 +1262 everstake 0xb26f9666... Titan Relay
14256174 0 2946 1684 +1262 kiln 0x8db2a99d... Titan Relay
14252633 15 3196 1934 +1262 0xb67eaa5e... Aestus
14254154 0 2945 1684 +1261 kiln 0x8527d16c... Ultra Sound
14254425 6 3044 1784 +1260 nethermind_lido 0xb26f9666... Aestus
14257918 1 2960 1701 +1259 everstake 0xb26f9666... Titan Relay
14257542 10 3110 1851 +1259 coinbase 0x8527d16c... Ultra Sound
14256303 5 3026 1767 +1259 kiln 0xb26f9666... Aestus
14258293 0 2942 1684 +1258 kiln Local Local
14256246 2 2975 1717 +1258 kiln 0x9129eeb4... Agnostic Gnosis
14256471 1 2958 1701 +1257 kiln Local Local
14257969 2 2973 1717 +1256 kiln 0x8527d16c... Ultra Sound
14253334 10 3106 1851 +1255 kiln 0xac09aa45... Flashbots
14253652 5 3022 1767 +1255 whale_0x8ee5 0xb26f9666... BloXroute Regulated
14257604 1 2955 1701 +1254 everstake 0x853b0078... BloXroute Max Profit
14255117 0 2938 1684 +1254 kiln 0xb26f9666... BloXroute Max Profit
14257182 0 2938 1684 +1254 kiln 0x8db2a99d... BloXroute Max Profit
14257415 0 2936 1684 +1252 0x823e0146... Ultra Sound
14257549 8 3068 1817 +1251 kiln 0xb26f9666... BloXroute Regulated
14258289 1 2951 1701 +1250 everstake 0x8527d16c... Ultra Sound
14253362 7 3051 1801 +1250 kiln 0x88857150... Ultra Sound
14253527 0 2934 1684 +1250 everstake 0xb26f9666... BloXroute Max Profit
14258462 5 3017 1767 +1250 kiln 0x8527d16c... Ultra Sound
14255854 0 2933 1684 +1249 kiln 0x88857150... Ultra Sound
14253303 14 3165 1917 +1248 p2porg 0xb67eaa5e... Ultra Sound
14256561 0 2931 1684 +1247 everstake 0x83d6a6ab... Flashbots
14252623 6 3031 1784 +1247 ether.fi 0x850b00e0... BloXroute Max Profit
14255049 5 3013 1767 +1246 kiln 0x8527d16c... Ultra Sound
14252643 1 2946 1701 +1245 everstake 0xb67eaa5e... BloXroute Regulated
14257276 0 2929 1684 +1245 everstake 0x853b0078... BloXroute Max Profit
14257459 1 2945 1701 +1244 kiln 0x9129eeb4... Agnostic Gnosis
14256182 1 2944 1701 +1243 kiln 0xb26f9666... BloXroute Max Profit
14254751 8 3060 1817 +1243 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14254021 11 3110 1867 +1243 stakefish 0x857b0038... BloXroute Max Profit
14259228 1 2943 1701 +1242 kiln 0x88857150... Ultra Sound
14257517 7 3043 1801 +1242 coinbase 0x8db2a99d... BloXroute Max Profit
14258099 10 3093 1851 +1242 everstake 0x850b00e0... BloXroute Max Profit
14253099 0 2926 1684 +1242 kiln 0xb26f9666... Titan Relay
14254182 1 2941 1701 +1240 everstake 0x8527d16c... Ultra Sound
14256540 0 2924 1684 +1240 coinbase Local Local
14253392 0 2924 1684 +1240 kiln 0xb67eaa5e... Ultra Sound
14256622 0 2922 1684 +1238 kiln 0x8a2d9d9a... BloXroute Max Profit
14258910 0 2921 1684 +1237 bitstamp 0x850b00e0... BloXroute Max Profit
14258104 1 2936 1701 +1235 everstake 0x853b0078... BloXroute Max Profit
14254089 2 2952 1717 +1235 everstake 0xa965c911... Ultra Sound
14254050 5 3002 1767 +1235 whale_0x8ebd 0x823e0146... Flashbots
14254741 1 2935 1701 +1234 everstake 0xb26f9666... Titan Relay
14255740 0 2918 1684 +1234 nethermind_lido 0xb26f9666... BloXroute Max Profit
14256676 6 3018 1784 +1234 everstake 0x88a53ec4... BloXroute Max Profit
14256173 1 2934 1701 +1233 solo_stakers 0x8527d16c... Ultra Sound
14253063 2 2949 1717 +1232 everstake 0xb67eaa5e... Ultra Sound
14254392 0 2914 1684 +1230 everstake 0x99cba505... BloXroute Max Profit
14255010 0 2914 1684 +1230 kiln 0x8db2a99d... BloXroute Max Profit
14256184 6 3014 1784 +1230 kiln 0x8527d16c... Ultra Sound
14258391 11 3096 1867 +1229 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14258385 16 3179 1951 +1228 p2porg 0xb26f9666... Titan Relay
14255524 0 2911 1684 +1227 everstake 0xb67eaa5e... BloXroute Regulated
14252689 1 2927 1701 +1226 everstake 0xb26f9666... Titan Relay
14259062 16 3177 1951 +1226 gateway.fmas_lido 0x8527d16c... Ultra Sound
14253227 0 2910 1684 +1226 0x99cba505... BloXroute Max Profit
14255935 1 2926 1701 +1225 0x823e0146... Ultra Sound
14253997 4 2976 1751 +1225 kiln 0xb26f9666... Aestus
14254284 0 2909 1684 +1225 everstake 0xb26f9666... Aestus
14252694 3 2959 1734 +1225 nethermind_lido 0xb26f9666... Aestus
14256657 2 2941 1717 +1224 ether.fi 0x850b00e0... BloXroute Max Profit
14252421 0 2907 1684 +1223 kiln 0x8527d16c... Ultra Sound
14252690 0 2907 1684 +1223 kiln 0x8527d16c... Ultra Sound
14259106 0 2907 1684 +1223 everstake 0xb26f9666... Titan Relay
14257030 3 2955 1734 +1221 ether.fi 0x853b0078... BloXroute Regulated
14256398 6 3005 1784 +1221 kiln 0xb67eaa5e... Ultra Sound
14259387 11 3088 1867 +1221 coinbase 0x853b0078... BloXroute Max Profit
14253978 0 2904 1684 +1220 nethermind_lido 0x85fb0503... Aestus
14252873 5 2987 1767 +1220 whale_0x8ebd 0x85fb0503... Aestus
14259112 0 2903 1684 +1219 everstake 0xb67eaa5e... BloXroute Regulated
14259442 0 2902 1684 +1218 everstake 0xb67eaa5e... BloXroute Regulated
14253475 6 3000 1784 +1216 everstake 0x8527d16c... Ultra Sound
14256838 17 3183 1967 +1216 ether.fi 0x88a53ec4... BloXroute Max Profit
14259237 0 2899 1684 +1215 solo_stakers 0xb26f9666... BloXroute Max Profit
14256719 0 2898 1684 +1214 everstake 0xb26f9666... Titan Relay
14257453 0 2898 1684 +1214 coinbase 0x823e0146... Titan Relay
14252524 6 2997 1784 +1213 kiln 0x8527d16c... Ultra Sound
14258366 0 2896 1684 +1212 everstake 0xb26f9666... Titan Relay
14259368 6 2996 1784 +1212 kiln 0xb7c5c39a... BloXroute Max Profit
14256506 0 2895 1684 +1211 everstake 0xb26f9666... Titan Relay
14259094 5 2978 1767 +1211 kiln 0xb67eaa5e... Ultra Sound
14255479 0 2894 1684 +1210 everstake 0xb26f9666... Aestus
14258633 6 2994 1784 +1210 everstake 0x88a53ec4... BloXroute Regulated
14254592 3 2943 1734 +1209 stader 0x823e0146... Flashbots
14254774 0 2889 1684 +1205 everstake 0xb26f9666... Titan Relay
14256802 5 2972 1767 +1205 everstake 0x853b0078... BloXroute Max Profit
14254795 6 2987 1784 +1203 everstake 0x8527d16c... Ultra Sound
14253583 4 2952 1751 +1201 everstake 0x9129eeb4... Ultra Sound
Total anomalies: 556

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})