Sun, May 31, 2026

Propagation anomalies - 2026-05-31

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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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 >= '2026-05-31' AND slot_start_date_time < '2026-05-31'::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: 7,176
MEV blocks: 6,682 (93.1%)
Local blocks: 494 (6.9%)

Anomaly detection method

The method:

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

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

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

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

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

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

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

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

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

print(f"Regression: block_ms = {intercept:.1f} + {slope:.2f} × blob_count (R² = {r_value**2:.3f})")
print(f"Residual σ = {residual_std:.1f}ms")
print(f"Anomalies (>2σ slow): {n_anomalies:,} ({pct_anomalies:.1f}%)")
Regression: block_ms = 1684.1 + 20.22 × blob_count (R² = 0.012)
Residual σ = 616.5ms
Anomalies (>2σ slow): 551 (7.7%)
Show code
# Create scatter plot with regression band
x_range = np.array([0, int(max_blobs)])
y_pred = intercept + slope * x_range
y_upper = y_pred + 2 * residual_std
y_lower = y_pred - 2 * residual_std

fig = go.Figure()

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

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

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

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

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

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

All propagation anomalies

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

Show code
# All anomalies table with selectable text and Lab links
if n_anomalies > 0:
    df_table = df_outliers.sort_values("residual_ms", ascending=False)[
        ["slot", "blob_count", "block_first_seen_ms", "expected_ms", "residual_ms", "proposer", "builder", "relay"]
    ].copy()
    df_table["block_first_seen_ms"] = df_table["block_first_seen_ms"].round(0).astype(int)
    df_table["expected_ms"] = df_table["expected_ms"].round(0).astype(int)
    df_table["residual_ms"] = df_table["residual_ms"].round(0).astype(int)
    
    # Build HTML table
    html = '''
    <style>
    .anomaly-table { border-collapse: collapse; width: 100%; font-family: monospace; font-size: 13px; }
    .anomaly-table th { background: #2c3e50; color: white; padding: 8px 12px; text-align: left; position: sticky; top: 0; }
    .anomaly-table td { padding: 6px 12px; border-bottom: 1px solid #eee; }
    .anomaly-table tr:hover { background: #f5f5f5; }
    .anomaly-table .num { text-align: right; }
    .anomaly-table .delta { background: #ffebee; color: #c62828; font-weight: bold; }
    .anomaly-table a { color: #1976d2; text-decoration: none; }
    .anomaly-table a:hover { text-decoration: underline; }
    .table-container { max-height: 600px; overflow-y: auto; }
    </style>
    <div class="table-container">
    <table class="anomaly-table">
    <thead>
    <tr><th>Slot</th><th class="num">Blobs</th><th class="num">Actual (ms)</th><th class="num">Expected (ms)</th><th class="num">Δ (ms)</th><th>Proposer</th><th>Builder</th><th>Relay</th></tr>
    </thead>
    <tbody>
    '''
    
    for _, row in df_table.iterrows():
        slot_link = f'<a href="https://lab.ethpandaops.io/ethereum/slots/{row["slot"]}" target="_blank">{row["slot"]}</a>'
        html += f'''<tr>
            <td>{slot_link}</td>
            <td class="num">{row["blob_count"]}</td>
            <td class="num">{row["block_first_seen_ms"]}</td>
            <td class="num">{row["expected_ms"]}</td>
            <td class="num delta">+{row["residual_ms"]}</td>
            <td>{row["proposer"]}</td>
            <td>{row["builder"]}</td>
            <td>{row["relay"]}</td>
        </tr>'''
    
    html += '</tbody></table></div>'
    display(HTML(html))
    print(f"\nTotal anomalies: {len(df_table):,}")
else:
    print("No anomalies detected.")
SlotBlobsActual (ms)Expected (ms)Δ (ms)ProposerBuilderRelay
14453152 0 7146 1684 +5462 upbit Local Local
14447520 0 6797 1684 +5113 upbit Local Local
14449696 0 6020 1684 +4336 upbit Local Local
14449312 0 4205 1684 +2521 nethermind_lido Local Local
14448038 0 4097 1684 +2413 lido Local Local
14453824 0 4013 1684 +2329 whale_0x1435 0x962f1489... Flashbots
14453856 5 3935 1785 +2150 blockdaemon 0x8a850621... Ultra Sound
14447681 1 3673 1704 +1969 whale_0x9212 0xb67eaa5e... Titan Relay
14452452 1 3632 1704 +1928 coinbase 0xb4ce6162... Ultra Sound
14453484 6 3723 1805 +1918 nethermind_lido 0x8db2a99d... BloXroute Max Profit
14451040 5 3702 1785 +1917 whale_0x1435 0xb67eaa5e... BloXroute Regulated
14450112 8 3752 1846 +1906 blockdaemon_lido 0x88857150... Ultra Sound
14447395 6 3693 1805 +1888 nethermind_lido 0x853b0078... BloXroute Max Profit
14448641 5 3619 1785 +1834 whale_0x9212 0xb67eaa5e... Titan Relay
14453280 6 3602 1805 +1797 blockdaemon 0x8527d16c... Ultra Sound
14453223 0 3476 1684 +1792 ether.fi 0x885c17ef... Ultra Sound
14450349 1 3461 1704 +1757 blockdaemon 0x88857150... Ultra Sound
14451141 1 3459 1704 +1755 blockdaemon 0x8a850621... Ultra Sound
14451111 6 3558 1805 +1753 blockdaemon 0x8a850621... Ultra Sound
14449042 8 3587 1846 +1741 whale_0xdc8d 0xb67eaa5e... BloXroute Max Profit
14450944 0 3421 1684 +1737 stakingfacilities_lido 0x856b0004... Flashbots
14448908 5 3505 1785 +1720 blockdaemon 0x8a850621... Ultra Sound
14451328 0 3396 1684 +1712 bitstamp 0x851b00b1... BloXroute Max Profit
14451752 7 3526 1826 +1700 everstake 0x857b0038... BloXroute Max Profit
14452092 1 3404 1704 +1700 blockdaemon_lido 0x8db2a99d... Ultra Sound
14451422 1 3401 1704 +1697 blockdaemon 0x857b0038... BloXroute Max Profit
14450939 5 3481 1785 +1696 ether.fi 0x850b00e0... BloXroute Max Profit
14448343 0 3378 1684 +1694 0x8527d16c... Ultra Sound
14446967 5 3475 1785 +1690 blockdaemon 0x8527d16c... Ultra Sound
14448342 1 3394 1704 +1690 blockdaemon Local Local
14450852 0 3367 1684 +1683 blockdaemon 0x851b00b1... BloXroute Max Profit
14452131 3 3424 1745 +1679 blockdaemon 0x8a850621... Titan Relay
14447420 0 3360 1684 +1676 blockdaemon 0xa230e2cf... BloXroute Max Profit
14453895 0 3357 1684 +1673 0x85fb0503... BloXroute Max Profit
14448133 1 3373 1704 +1669 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14450368 12 3590 1927 +1663 stakefish 0x823e0146... Ultra Sound
14450732 8 3507 1846 +1661 blockdaemon 0x8a850621... Ultra Sound
14449536 0 3344 1684 +1660 stakingfacilities_lido 0x823e0146... BloXroute Max Profit
14447106 10 3546 1886 +1660 0xb67eaa5e... BloXroute Regulated
14452956 3 3400 1745 +1655 blockdaemon_lido 0x8527d16c... Ultra Sound
14450706 1 3352 1704 +1648 blockdaemon 0x8527d16c... Ultra Sound
14451287 0 3330 1684 +1646 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14453567 3 3388 1745 +1643 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14446845 0 3326 1684 +1642 blockdaemon_lido 0xb67eaa5e... Titan Relay
14448547 0 3323 1684 +1639 blockdaemon 0x860d4173... BloXroute Max Profit
14447325 2 3363 1725 +1638 blockdaemon 0x8a850621... Titan Relay
14450736 1 3342 1704 +1638 lido Local Local
14449284 1 3339 1704 +1635 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14452777 6 3439 1805 +1634 blockdaemon 0x857b0038... BloXroute Max Profit
14450229 0 3316 1684 +1632 solo_stakers 0x851b00b1... BloXroute Max Profit
14450380 0 3314 1684 +1630 blockdaemon 0x885c17ef... BloXroute Max Profit
14448814 1 3334 1704 +1630 0x856b0004... BloXroute Max Profit
14448387 1 3333 1704 +1629 luno 0x856b0004... BloXroute Max Profit
14449401 2 3351 1725 +1626 blockscape_lido 0x823e0146... Aestus
14450845 0 3307 1684 +1623 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14447338 1 3323 1704 +1619 blockdaemon 0x8a850621... Titan Relay
14452349 0 3296 1684 +1612 whale_0xdc8d 0x850b00e0... BloXroute Max Profit
14447329 0 3292 1684 +1608 blockdaemon_lido 0x8527d16c... Ultra Sound
14449932 5 3393 1785 +1608 solo_stakers 0x8db2a99d... BloXroute Max Profit
14449596 5 3392 1785 +1607 whale_0xdc8d 0x8527d16c... Ultra Sound
14451660 10 3485 1886 +1599 lido 0x853b0078... BloXroute Max Profit
14450831 8 3444 1846 +1598 revolut 0x88a53ec4... BloXroute Max Profit
14449461 5 3379 1785 +1594 0xb26f9666... Ultra Sound
14450424 1 3296 1704 +1592 0x88857150... Ultra Sound
14453582 0 3274 1684 +1590 blockdaemon 0x8a850621... Ultra Sound
14451978 0 3274 1684 +1590 blockdaemon 0x8527d16c... Ultra Sound
14447286 2 3309 1725 +1584 revolut 0x88a53ec4... BloXroute Max Profit
14449260 2 3309 1725 +1584 0x860d4173... BloXroute Max Profit
14452071 1 3287 1704 +1583 0x823e0146... Titan Relay
14453000 3 3326 1745 +1581 blockdaemon 0xb67eaa5e... Ultra Sound
14453019 1 3285 1704 +1581 csm_operator166_lido Local Local
14453253 6 3375 1805 +1570 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14447600 2 3288 1725 +1563 blockdaemon 0xac23f8cc... Ultra Sound
14450134 7 3388 1826 +1562 revolut 0x8db2a99d... BloXroute Max Profit
14447690 6 3366 1805 +1561 blockdaemon 0x8a850621... Titan Relay
14452262 3 3299 1745 +1554 p2porg 0xb67eaa5e... Titan Relay
14451779 1 3255 1704 +1551 solo_stakers Local Local
14448354 9 3416 1866 +1550 p2porg 0x850b00e0... BloXroute Max Profit
14452215 2 3274 1725 +1549 whale_0xdc8d 0x8527d16c... Ultra Sound
14452542 1 3251 1704 +1547 p2porg 0xb67eaa5e... BloXroute Max Profit
14453156 6 3351 1805 +1546 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14451140 1 3246 1704 +1542 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14452234 6 3345 1805 +1540 solo_stakers 0x88857150... Ultra Sound
14448543 2 3260 1725 +1535 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14450698 1 3238 1704 +1534 p2porg 0x853b0078... BloXroute Regulated
14451302 8 3379 1846 +1533 blockdaemon_lido 0x88857150... Ultra Sound
14450881 2 3257 1725 +1532 whale_0xdc8d 0x8527d16c... Ultra Sound
14449714 9 3397 1866 +1531 blockdaemon 0x853b0078... BloXroute Max Profit
14451504 5 3316 1785 +1531 0x8db2a99d... BloXroute Max Profit
14446815 0 3213 1684 +1529 revolut 0xb26f9666... Titan Relay
14453384 4 3293 1765 +1528 0xa230e2cf... BloXroute Max Profit
14453131 0 3206 1684 +1522 whale_0xfd67 0xb67eaa5e... Aestus
14452895 8 3367 1846 +1521 blockdaemon_lido 0x8527d16c... Ultra Sound
14450415 6 3324 1805 +1519 blockdaemon 0x8a850621... Titan Relay
14450419 10 3403 1886 +1517 blockdaemon_lido 0x88857150... Ultra Sound
14453488 4 3281 1765 +1516 p2porg 0xb67eaa5e... BloXroute Max Profit
14449298 6 3321 1805 +1516 blockdaemon 0x8527d16c... Ultra Sound
14450547 2 3240 1725 +1515 whale_0xfd67 0x88a53ec4... Aestus
14449071 7 3341 1826 +1515 luno 0x8527d16c... Ultra Sound
14451628 0 3193 1684 +1509 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14448275 6 3313 1805 +1508 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14448802 1 3209 1704 +1505 gateway.fmas_lido 0xb26f9666... BloXroute Max Profit
14448080 1 3205 1704 +1501 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14452421 6 3306 1805 +1501 0x8527d16c... Ultra Sound
14446878 5 3282 1785 +1497 whale_0x8914 0x8527d16c... Ultra Sound
14450044 0 3180 1684 +1496 whale_0xfd67 0x885c17ef... Titan Relay
14451550 0 3179 1684 +1495 stakingfacilities_lido 0x851b00b1... BloXroute Max Profit
14448460 1 3196 1704 +1492 gateway.fmas_lido 0x8527d16c... Ultra Sound
14450209 0 3173 1684 +1489 gateway.fmas_lido 0x88857150... Ultra Sound
14451343 6 3294 1805 +1489 Local Local
14448558 3 3232 1745 +1487 p2porg 0x850b00e0... Flashbots
14450054 0 3170 1684 +1486 gateway.fmas_lido 0x88857150... Ultra Sound
14452821 3 3230 1745 +1485 p2porg 0xb67eaa5e... BloXroute Max Profit
14450925 10 3371 1886 +1485 whale_0x5cd0 0x856b0004... Ultra Sound
14452200 1 3187 1704 +1483 blockdaemon_lido 0x8db2a99d... BloXroute Max Profit
14451197 4 3247 1765 +1482 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14448997 8 3325 1846 +1479 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14450031 3 3223 1745 +1478 whale_0x6ddb 0x8db2a99d... Ultra Sound
14449498 1 3182 1704 +1478 whale_0x8914 0x88857150... Ultra Sound
14447957 2 3197 1725 +1472 revolut 0x856b0004... BloXroute Max Profit
14448710 10 3358 1886 +1472 0x856b0004... BloXroute Max Profit
14449756 5 3253 1785 +1468 blockdaemon_lido 0xb67eaa5e... Ultra Sound
14451908 6 3272 1805 +1467 p2porg 0x823e0146... Titan Relay
14452600 1 3170 1704 +1466 whale_0x8914 0xac23f8cc... Ultra Sound
14448077 6 3271 1805 +1466 gateway.fmas_lido 0x8527d16c... Ultra Sound
14451546 5 3249 1785 +1464 p2porg 0x853b0078... Flashbots
14450900 5 3247 1785 +1462 p2porg 0x850b00e0... Flashbots
14452863 1 3166 1704 +1462 kraken 0xb26f9666... EthGas
14449185 1 3165 1704 +1461 hashquark_lido 0xb67eaa5e... BloXroute Max Profit
14451806 0 3144 1684 +1460 blockdaemon_lido 0x8527d16c... Ultra Sound
14449028 10 3341 1886 +1455 blockdaemon_lido 0xb26f9666... Ultra Sound
14453402 0 3137 1684 +1453 0xb67eaa5e... BloXroute Max Profit
14447920 0 3137 1684 +1453 whale_0xf273 0x88a53ec4... Aestus
14448207 6 3257 1805 +1452 kiln 0x88a53ec4... BloXroute Regulated
14447301 2 3173 1725 +1448 blockdaemon 0x8527d16c... Ultra Sound
14451896 1 3150 1704 +1446 whale_0xfd67 0xb67eaa5e... Titan Relay
14449505 6 3250 1805 +1445 csm_operator124_lido Local Local
14451280 0 3126 1684 +1442 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14447553 0 3125 1684 +1441 figment 0x851b00b1... BloXroute Max Profit
14450998 8 3285 1846 +1439 p2porg 0xb67eaa5e... Titan Relay
14449556 5 3222 1785 +1437 blockdaemon_lido 0xb67eaa5e... Titan Relay
14452875 1 3141 1704 +1437 whale_0x8ebd 0x8527d16c... Ultra Sound
14453813 8 3282 1846 +1436 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14449319 7 3261 1826 +1435 stakingfacilities_lido 0x860d4173... BloXroute Max Profit
14448845 0 3119 1684 +1435 abyss_finance 0x88a53ec4... BloXroute Max Profit
14452927 5 3219 1785 +1434 blockdaemon_lido 0x85fb0503... BloXroute Max Profit
14449062 1 3138 1704 +1434 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14451034 1 3136 1704 +1432 blockdaemon 0x88857150... Ultra Sound
14448712 2 3156 1725 +1431 gateway.fmas_lido 0x860d4173... BloXroute Max Profit
14452640 3 3175 1745 +1430 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14453505 4 3195 1765 +1430 whale_0xedc6 0x850b00e0... BloXroute Max Profit
14446905 0 3114 1684 +1430 nethermind_lido 0x851b00b1... BloXroute Max Profit
14450253 5 3215 1785 +1430 0x8527d16c... Ultra Sound
14447644 1 3133 1704 +1429 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14453174 11 3335 1907 +1428 p2porg 0x850b00e0... BloXroute Max Profit
14452311 6 3233 1805 +1428 coinbase 0x8527d16c... Ultra Sound
14447004 6 3231 1805 +1426 blockdaemon_lido 0x885c17ef... BloXroute Max Profit
14450286 4 3188 1765 +1423 whale_0x8ebd 0x8527d16c... Ultra Sound
14449832 8 3268 1846 +1422 whale_0x8ebd 0x885c17ef... BloXroute Max Profit
14453679 1 3125 1704 +1421 coinbase 0x850b00e0... Flashbots
14449370 1 3122 1704 +1418 coinbase 0x88a53ec4... BloXroute Regulated
14450340 0 3100 1684 +1416 lido Local Local
14451024 0 3099 1684 +1415 coinbase 0x88857150... Ultra Sound
14448869 5 3199 1785 +1414 whale_0xedc6 0x856b0004... BloXroute Max Profit
14447994 1 3118 1704 +1414 whale_0x8ebd 0x853b0078... Flashbots
14450256 11 3320 1907 +1413 figment 0xb67eaa5e... Titan Relay
14449377 12 3340 1927 +1413 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14447521 0 3097 1684 +1413 whale_0x8ebd 0xb72cae2f... Ultra Sound
14451722 1 3117 1704 +1413 kiln 0x88857150... Ultra Sound
14450475 1 3117 1704 +1413 0x88a53ec4... BloXroute Max Profit
14449527 3 3155 1745 +1410 whale_0x8ebd 0xa230e2cf... BloXroute Max Profit
14452021 0 3094 1684 +1410 abyss_finance 0x853b0078... Flashbots
14449965 6 3215 1805 +1410 whale_0x4b5e 0xb67eaa5e... Titan Relay
14452506 6 3215 1805 +1410 p2porg 0x885c17ef... BloXroute Max Profit
14452958 5 3194 1785 +1409 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14447161 6 3213 1805 +1408 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14452671 0 3091 1684 +1407 whale_0x8ebd 0x8db2a99d... BloXroute Max Profit
14450678 0 3091 1684 +1407 coinbase 0x8527d16c... Ultra Sound
14452663 2 3130 1725 +1405 kiln 0x88a53ec4... BloXroute Max Profit
14451383 8 3251 1846 +1405 blockdaemon 0x8527d16c... Ultra Sound
14450984 4 3169 1765 +1404 whale_0xfd67 0x860d4173... BloXroute Max Profit
14448270 5 3189 1785 +1404 gateway.fmas_lido 0x9129eeb4... Ultra Sound
14448931 3 3148 1745 +1403 whale_0x4b5e 0x88a53ec4... BloXroute Max Profit
14452100 2 3127 1725 +1402 0x853b0078... BloXroute Max Profit
14447601 4 3167 1765 +1402 whale_0x3878 0x88a53ec4... BloXroute Max Profit
14450404 0 3086 1684 +1402 gateway.fmas_lido 0x856b0004... Flashbots
14450901 1 3106 1704 +1402 p2porg 0x856b0004... BloXroute Max Profit
14453184 0 3085 1684 +1401 nethermind_lido 0x851b00b1... BloXroute Max Profit
14453141 1 3105 1704 +1401 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14448505 2 3125 1725 +1400 p2porg 0x88a53ec4... BloXroute Regulated
14453737 0 3084 1684 +1400 p2porg 0x857b0038... BloXroute Regulated
14451534 0 3083 1684 +1399 coinbase 0x88857150... Ultra Sound
14449199 5 3184 1785 +1399 p2porg 0x8db2a99d... BloXroute Max Profit
14452624 0 3082 1684 +1398 coinbase 0x85fb0503... BloXroute Max Profit
14453146 5 3183 1785 +1398 0x850b00e0... BloXroute Max Profit
14448532 5 3183 1785 +1398 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14451016 4 3162 1765 +1397 p2porg 0x853b0078... BloXroute Regulated
14449930 0 3081 1684 +1397 p2porg 0x850b00e0... BloXroute Max Profit
14448911 0 3081 1684 +1397 p2porg 0xb67eaa5e... BloXroute Max Profit
14447101 0 3080 1684 +1396 p2porg 0x853b0078... BloXroute Max Profit
14450795 0 3079 1684 +1395 0x851b00b1... Ultra Sound
14452078 0 3078 1684 +1394 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14453147 0 3077 1684 +1393 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14450320 4 3157 1765 +1392 blockdaemon_lido 0xb67eaa5e... BloXroute Regulated
14453023 3 3135 1745 +1390 whale_0xfd67 0xb67eaa5e... Titan Relay
14449091 0 3074 1684 +1390 p2porg_lido 0x8527d16c... Ultra Sound
14453309 0 3073 1684 +1389 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14447166 5 3174 1785 +1389 whale_0xfd67 0xb67eaa5e... Titan Relay
14452613 0 3072 1684 +1388 blockdaemon 0x8527d16c... Ultra Sound
14447658 10 3274 1886 +1388 coinbase 0xb67eaa5e... BloXroute Max Profit
14448792 1 3092 1704 +1388 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14448254 1 3092 1704 +1388 whale_0x8ebd 0x850b00e0... Flashbots
14453054 4 3150 1765 +1385 0xa230e2cf... BloXroute Max Profit
14452708 1 3089 1704 +1385 0x88857150... Ultra Sound
14450981 6 3190 1805 +1385 stakingfacilities_lido 0x853b0078... BloXroute Max Profit
14452372 1 3087 1704 +1383 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14450833 0 3066 1684 +1382 whale_0xfd67 0xb67eaa5e... BloXroute Max Profit
14449355 5 3167 1785 +1382 stakingfacilities_lido 0x85fb0503... BloXroute Regulated
14447840 1 3086 1704 +1382 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14453866 15 3369 1987 +1382 luno 0x8527d16c... Ultra Sound
14447132 13 3328 1947 +1381 blockdaemon 0xb67eaa5e... BloXroute Max Profit
14447227 0 3065 1684 +1381 abyss_finance 0x8db2a99d... Titan Relay
14452686 5 3166 1785 +1381 whale_0x8ebd 0x8db2a99d... Ultra Sound
14449050 0 3064 1684 +1380 whale_0x8ebd 0xac23f8cc... Flashbots
14452151 21 3487 2109 +1378 ether.fi 0x850b00e0... BloXroute Max Profit
14447763 4 3141 1765 +1376 figment 0xb26f9666... BloXroute Max Profit
14451522 0 3060 1684 +1376 nethermind_lido 0x851b00b1... BloXroute Max Profit
14448588 1 3080 1704 +1376 nethermind_lido 0x88a53ec4... BloXroute Max Profit
14447433 1 3080 1704 +1376 whale_0x8ebd 0x823e0146... Titan Relay
14450224 6 3181 1805 +1376 p2porg 0x885c17ef... BloXroute Regulated
14448138 0 3058 1684 +1374 p2porg 0x851b00b1... BloXroute Max Profit
14450651 1 3078 1704 +1374 p2porg 0x856b0004... Ultra Sound
14450083 2 3098 1725 +1373 p2porg 0x853b0078... BloXroute Max Profit
14447287 0 3057 1684 +1373 coinbase 0xb67eaa5e... BloXroute Regulated
14446828 0 3057 1684 +1373 coinbase 0xb26f9666... Titan Relay
14453115 1 3077 1704 +1373 p2porg_lido 0x8527d16c... Ultra Sound
14451920 5 3157 1785 +1372 coinbase 0x856b0004... BloXroute Max Profit
14452145 0 3055 1684 +1371 whale_0x8ebd 0x8527d16c... Ultra Sound
14452370 10 3257 1886 +1371 kiln 0x88a53ec4... BloXroute Regulated
14447056 0 3053 1684 +1369 0x853b0078... BloXroute Max Profit
14451299 1 3072 1704 +1368 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14452596 7 3193 1826 +1367 stakingfacilities_lido 0x885c17ef... BloXroute Max Profit
14451379 0 3051 1684 +1367 coinbase 0x8db2a99d... BloXroute Max Profit
14453428 5 3152 1785 +1367 kiln 0xb26f9666... BloXroute Max Profit
14452061 1 3071 1704 +1367 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14450709 1 3070 1704 +1366 coinbase 0x88857150... Ultra Sound
14449636 2 3089 1725 +1364 whale_0x8ebd 0x8527d16c... Ultra Sound
14452597 1 3067 1704 +1363 everstake 0x88a53ec4... BloXroute Max Profit
14453416 1 3067 1704 +1363 p2porg_lido 0x8527d16c... Ultra Sound
14453343 5 3147 1785 +1362 whale_0xedc6 0x885c17ef... BloXroute Max Profit
14453854 4 3126 1765 +1361 p2porg 0x850b00e0... BloXroute Max Profit
14450114 1 3065 1704 +1361 p2porg_lido 0x88857150... Ultra Sound
14448162 0 3044 1684 +1360 whale_0x8ebd 0x88857150... Ultra Sound
14450408 1 3064 1704 +1360 p2porg 0x88a53ec4... BloXroute Regulated
14447699 3 3104 1745 +1359 coinbase 0x8527d16c... Ultra Sound
14449630 5 3144 1785 +1359 p2porg 0x860d4173... BloXroute Regulated
14450868 5 3144 1785 +1359 whale_0x8ebd 0x8527d16c... Ultra Sound
14453605 0 3042 1684 +1358 coinbase 0x856b0004... BloXroute Max Profit
14447246 3 3102 1745 +1357 coinbase 0x88a53ec4... BloXroute Regulated
14449327 5 3142 1785 +1357 nethermind_lido 0x850b00e0... BloXroute Max Profit
14446802 0 3039 1684 +1355 p2porg 0x860d4173... BloXroute Max Profit
14450734 1 3059 1704 +1355 coinbase 0x853b0078... BloXroute Max Profit
14448161 7 3180 1826 +1354 gateway.fmas_lido 0x88857150... Ultra Sound
14453177 6 3159 1805 +1354 kiln 0xb67eaa5e... BloXroute Max Profit
14450519 0 3037 1684 +1353 whale_0x8ebd 0x88857150... Ultra Sound
14449015 5 3138 1785 +1353 coinbase 0xb67eaa5e... BloXroute Max Profit
14449649 1 3057 1704 +1353 kiln 0x823e0146... Flashbots
14447981 0 3036 1684 +1352 figment 0x823e0146... BloXroute Max Profit
14450499 0 3036 1684 +1352 nethermind_lido 0x851b00b1... BloXroute Max Profit
14452419 1 3056 1704 +1352 figment 0xac23f8cc... BloXroute Max Profit
14453392 0 3035 1684 +1351 stakingfacilities_lido 0x851b00b1... BloXroute Max Profit
14448649 3 3095 1745 +1350 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14447442 5 3135 1785 +1350 whale_0x6ddb 0xb67eaa5e... Titan Relay
14449704 7 3175 1826 +1349 p2porg 0x850b00e0... Flashbots
14449267 3 3094 1745 +1349 whale_0x6ddb 0xb67eaa5e... BloXroute Max Profit
14450158 0 3033 1684 +1349 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14449158 0 3032 1684 +1348 whale_0x8ebd 0x88857150... Ultra Sound
14453245 3 3092 1745 +1347 coinbase 0xb26f9666... BloXroute Regulated
14452610 6 3152 1805 +1347 whale_0x8ebd 0x8527d16c... Ultra Sound
14449257 7 3172 1826 +1346 coinbase 0x88857150... Ultra Sound
14449900 0 3030 1684 +1346 p2porg_lido 0x8527d16c... Ultra Sound
14447461 0 3030 1684 +1346 0xb26f9666... BloXroute Regulated
14453149 5 3131 1785 +1346 0x823e0146... Flashbots
14453323 0 3028 1684 +1344 coinbase 0x8527d16c... Ultra Sound
14450550 0 3028 1684 +1344 nethermind_lido 0x851b00b1... BloXroute Max Profit
14446980 1 3048 1704 +1344 nethermind_lido 0x885c17ef... BloXroute Max Profit
14451758 1 3048 1704 +1344 whale_0x8ebd 0xb4ce6162... Ultra Sound
14452524 3 3088 1745 +1343 whale_0xedc6 0x856b0004... BloXroute Max Profit
14448048 0 3027 1684 +1343 stakingfacilities_lido 0xb7c5c39a... BloXroute Max Profit
14449163 1 3047 1704 +1343 0xb26f9666... BloXroute Max Profit
14452569 6 3148 1805 +1343 whale_0x8ebd 0x88857150... Ultra Sound
14447497 1 3046 1704 +1342 kiln 0x88a53ec4... BloXroute Regulated
14449269 1 3045 1704 +1341 coinbase 0x8db2a99d... BloXroute Max Profit
14447946 0 3024 1684 +1340 p2porg 0x885c17ef... BloXroute Regulated
14453192 0 3024 1684 +1340 p2porg 0xb26f9666... BloXroute Max Profit
14447459 3 3084 1745 +1339 p2porg_lido 0x8527d16c... Ultra Sound
14453498 3 3084 1745 +1339 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14448352 0 3023 1684 +1339 coinbase 0x8db2a99d... BloXroute Max Profit
14452054 0 3023 1684 +1339 p2porg_lido 0x856b0004... Ultra Sound
14451085 1 3043 1704 +1339 whale_0x8ebd 0x8527d16c... Ultra Sound
14452756 7 3164 1826 +1338 coinbase 0x8527d16c... Ultra Sound
14452940 0 3022 1684 +1338 whale_0x8ee5 0x8527d16c... Ultra Sound
14449242 0 3022 1684 +1338 p2porg_lido 0x8527d16c... Ultra Sound
14449126 3 3082 1745 +1337 nethermind_lido 0x823e0146... Ultra Sound
14447537 1 3041 1704 +1337 coinbase 0x8527d16c... Ultra Sound
14453853 2 3061 1725 +1336 coinbase 0x850b00e0... BloXroute Max Profit
14447487 1 3040 1704 +1336 p2porg 0x88a53ec4... BloXroute Max Profit
14449416 4 3100 1765 +1335 solo_stakers 0x850b00e0... BloXroute Max Profit
14452135 0 3019 1684 +1335 coinbase 0x8527d16c... Ultra Sound
14453491 0 3018 1684 +1334 p2porg 0x8db2a99d... BloXroute Max Profit
14452498 6 3139 1805 +1334 coinbase 0x8527d16c... Ultra Sound
14447533 6 3139 1805 +1334 coinbase 0x8527d16c... Ultra Sound
14449069 0 3017 1684 +1333 p2porg 0x851b00b1... BloXroute Max Profit
14448996 0 3017 1684 +1333 p2porg 0x850b00e0... Flashbots
14449990 0 3016 1684 +1332 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14452072 1 3036 1704 +1332 kiln 0x823e0146... Flashbots
14453068 0 3015 1684 +1331 0x851b00b1... BloXroute Max Profit
14453928 0 3015 1684 +1331 p2porg 0x823e0146... BloXroute Max Profit
14452623 19 3399 2068 +1331 stakingfacilities_lido 0x850b00e0... Flashbots
14447826 6 3136 1805 +1331 0xb26f9666... Titan Relay
14453376 0 3013 1684 +1329 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14452178 5 3114 1785 +1329 coinbase 0x8527d16c... Ultra Sound
14450597 1 3033 1704 +1329 p2porg_lido 0xac23f8cc... BloXroute Max Profit
14450699 0 3012 1684 +1328 p2porg 0x8db2a99d... BloXroute Max Profit
14452631 1 3032 1704 +1328 coinbase 0x8db2a99d... BloXroute Max Profit
14451845 1 3031 1704 +1327 kiln 0x8527d16c... Ultra Sound
14452719 6 3132 1805 +1327 p2porg 0x853b0078... BloXroute Max Profit
14447356 0 3010 1684 +1326 p2porg 0x8db2a99d... BloXroute Max Profit
14453533 0 3010 1684 +1326 p2porg_lido 0x88857150... Ultra Sound
14450894 0 3010 1684 +1326 coinbase 0xac09aa45... Flashbots
14449476 6 3131 1805 +1326 stakingfacilities_lido 0x8db2a99d... BloXroute Max Profit
14450333 6 3131 1805 +1326 coinbase 0xb26f9666... BloXroute Max Profit
14449813 1 3029 1704 +1325 0x8527d16c... Ultra Sound
14451693 0 3008 1684 +1324 stakingfacilities_lido 0x851b00b1... BloXroute Max Profit
14450594 5 3109 1785 +1324 nethermind_lido 0xa230e2cf... BloXroute Max Profit
14452937 5 3108 1785 +1323 whale_0x8ebd 0x88857150... Ultra Sound
14451581 1 3027 1704 +1323 p2porg_lido 0x8527d16c... Ultra Sound
14448826 0 3006 1684 +1322 coinbase 0x8db2a99d... BloXroute Max Profit
14450059 0 3006 1684 +1322 coinbase 0x8db2a99d... BloXroute Max Profit
14451952 3 3066 1745 +1321 p2porg_lido 0x823e0146... Flashbots
14451599 3 3066 1745 +1321 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14448807 1 3025 1704 +1321 stakingfacilities_lido 0x860d4173... BloXroute Max Profit
14452982 6 3126 1805 +1321 everstake 0xb67eaa5e... BloXroute Max Profit
14451069 2 3045 1725 +1320 stakingfacilities_lido 0x885c17ef... BloXroute Max Profit
14447717 0 3004 1684 +1320 coinbase 0x856b0004... BloXroute Max Profit
14449883 0 3004 1684 +1320 p2porg_lido 0x8527d16c... Ultra Sound
14451818 5 3105 1785 +1320 p2porg_lido 0x8527d16c... Ultra Sound
14450123 1 3024 1704 +1320 coinbase 0xb26f9666... BloXroute Regulated
14451149 13 3266 1947 +1319 whale_0x4b5e 0x88857150... Ultra Sound
14449445 0 3003 1684 +1319 coinbase 0x823e0146... BloXroute Max Profit
14450609 0 3003 1684 +1319 whale_0x8ebd 0x94e8a339... Flashbots
14448158 1 3023 1704 +1319 whale_0x8ebd 0x853b0078... Agnostic Gnosis
14450801 4 3083 1765 +1318 kiln 0x8527d16c... Ultra Sound
14452746 0 3001 1684 +1317 kiln 0x8527d16c... Ultra Sound
14451786 8 3162 1846 +1316 whale_0x8ebd 0x8527d16c... Ultra Sound
14448337 2 3040 1725 +1315 0x860d4173... BloXroute Max Profit
14453241 2 3040 1725 +1315 coinbase 0x8db2a99d... BloXroute Max Profit
14451747 2 3039 1725 +1314 kiln 0x856b0004... BloXroute Max Profit
14449164 0 2998 1684 +1314 p2porg_lido 0x856b0004... Ultra Sound
14453120 0 2998 1684 +1314 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14452762 0 2998 1684 +1314 coinbase 0x88857150... Ultra Sound
14447827 3 3058 1745 +1313 p2porg_lido 0xb26f9666... BloXroute Max Profit
14451138 5 3098 1785 +1313 p2porg_lido 0x8527d16c... Ultra Sound
14452946 0 2996 1684 +1312 whale_0x8ebd 0x805e28e6... BloXroute Max Profit
14450365 5 3097 1785 +1312 whale_0x8ebd 0xb4ce6162... Ultra Sound
14449282 2 3036 1725 +1311 coinbase 0x88857150... Ultra Sound
14449193 2 3036 1725 +1311 p2porg 0x853b0078... BloXroute Max Profit
14447276 0 2995 1684 +1311 coinbase 0x8527d16c... Ultra Sound
14453473 0 2995 1684 +1311 whale_0x8ebd 0x8527d16c... Ultra Sound
14447796 0 2994 1684 +1310 whale_0x8ebd 0x8527d16c... Ultra Sound
14452306 7 3135 1826 +1309 whale_0x8ebd 0x8527d16c... Ultra Sound
14453953 0 2993 1684 +1309 solo_stakers 0xb67eaa5e... Titan Relay
14447393 0 2993 1684 +1309 everstake 0x88a53ec4... BloXroute Regulated
14452519 0 2993 1684 +1309 everstake 0x856b0004... BloXroute Max Profit
14452486 11 3213 1907 +1306 solo_stakers 0xb67eaa5e... BloXroute Regulated
14448768 2 3031 1725 +1306 solo_stakers 0x860d4173... BloXroute Max Profit
14453353 0 2990 1684 +1306 stakingfacilities_lido 0x805e28e6... Ultra Sound
14453443 0 2990 1684 +1306 0xb26f9666... BloXroute Max Profit
14446810 5 3091 1785 +1306 p2porg_lido 0x8527d16c... Ultra Sound
14452715 10 3192 1886 +1306 whale_0x8ebd 0x860d4173... BloXroute Max Profit
14451018 6 3111 1805 +1306 stakingfacilities_lido 0x853b0078... BloXroute Max Profit
14447324 2 3030 1725 +1305 kiln 0x88857150... Ultra Sound
14447674 3 3050 1745 +1305 kiln 0x8527d16c... Ultra Sound
14449079 3 3049 1745 +1304 p2porg_lido 0x856b0004... BloXroute Max Profit
14448426 0 2987 1684 +1303 kiln 0x823e0146... Ultra Sound
14449634 5 3088 1785 +1303 nethermind_lido 0xa230e2cf... BloXroute Max Profit
14453716 1 3007 1704 +1303 bitstamp 0x8527d16c... Ultra Sound
14450718 5 3087 1785 +1302 p2porg_lido 0x8527d16c... Ultra Sound
14447061 7 3127 1826 +1301 p2porg 0xac23f8cc... Titan Relay
14449844 0 2985 1684 +1301 kiln 0x823e0146... BloXroute Max Profit
14452538 5 3086 1785 +1301 kiln 0x8527d16c... Ultra Sound
14447187 6 3106 1805 +1301 p2porg_lido 0x8527d16c... Ultra Sound
14452580 4 3065 1765 +1300 p2porg_lido 0x8527d16c... Ultra Sound
14448098 0 2984 1684 +1300 p2porg 0xa03781b9... Aestus
14450950 0 2984 1684 +1300 coinbase 0x8527d16c... Ultra Sound
14448657 7 3125 1826 +1299 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14451852 0 2983 1684 +1299 kiln 0xb67eaa5e... BloXroute Max Profit
14452290 0 2983 1684 +1299 kiln 0x88857150... Ultra Sound
14450961 5 3084 1785 +1299 coinbase 0x8527d16c... Ultra Sound
14453255 6 3104 1805 +1299 whale_0x8ebd 0x8527d16c... Ultra Sound
14451307 0 2982 1684 +1298 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14449249 10 3184 1886 +1298 bitstamp 0x850b00e0... BloXroute Regulated
14453125 6 3103 1805 +1298 p2porg_lido 0x8527d16c... Ultra Sound
14450061 2 3022 1725 +1297 coinbase 0x8527d16c... Ultra Sound
14449515 9 3162 1866 +1296 coinbase 0x88857150... Ultra Sound
14450724 0 2980 1684 +1296 coinbase 0x88857150... Ultra Sound
14448889 5 3081 1785 +1296 bitstamp 0x856b0004... BloXroute Max Profit
14450386 6 3101 1805 +1296 whale_0x8ebd 0x88857150... Ultra Sound
14450853 7 3121 1826 +1295 whale_0x8ebd 0x8527d16c... Ultra Sound
14453911 0 2979 1684 +1295 stakingfacilities_lido 0x851b00b1... BloXroute Max Profit
14447500 5 3080 1785 +1295 whale_0x8ebd 0x8527d16c... Ultra Sound
14451278 5 3079 1785 +1294 whale_0x8ebd 0x8527d16c... Ultra Sound
14450776 4 3057 1765 +1292 whale_0x8ebd 0x8527d16c... Ultra Sound
14452038 0 2976 1684 +1292 kiln 0x823e0146... BloXroute Max Profit
14450639 6 3097 1805 +1292 whale_0xedc6 0x823e0146... BloXroute Max Profit
14449915 6 3096 1805 +1291 coinbase 0xb67eaa5e... BloXroute Max Profit
14452807 0 2974 1684 +1290 coinbase 0x88857150... Ultra Sound
14449530 0 2974 1684 +1290 coinbase 0x823e0146... Ultra Sound
14453699 1 2994 1704 +1290 whale_0x8ebd 0x85fb0503... BloXroute Max Profit
14451903 1 2994 1704 +1290 coinbase 0x8527d16c... Ultra Sound
14449981 3 3034 1745 +1289 kiln 0x8527d16c... Ultra Sound
14449894 5 3073 1785 +1288 p2porg 0x8db2a99d... Ultra Sound
14452573 5 3072 1785 +1287 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14447298 0 2970 1684 +1286 kiln 0x8527d16c... Ultra Sound
14451158 5 3071 1785 +1286 coinbase 0x88857150... Ultra Sound
14453350 1 2990 1704 +1286 whale_0x8ebd 0x8527d16c... Ultra Sound
14452697 4 3050 1765 +1285 whale_0x8ebd 0x8527d16c... Ultra Sound
14447592 9 3151 1866 +1285 whale_0xfd67 0xb67eaa5e... Ultra Sound
14452261 5 3069 1785 +1284 0x8527d16c... Ultra Sound
14449092 3 3028 1745 +1283 coinbase 0x8527d16c... Ultra Sound
14453474 0 2967 1684 +1283 coinbase 0x853b0078... BloXroute Max Profit
14447868 0 2967 1684 +1283 everstake 0x88857150... Ultra Sound
14451729 7 3108 1826 +1282 coinbase 0x853b0078... BloXroute Max Profit
14447990 9 3148 1866 +1282 p2porg_lido 0x8527d16c... Ultra Sound
14452189 5 3067 1785 +1282 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14450275 5 3067 1785 +1282 kiln 0x88857150... Ultra Sound
14448605 4 3046 1765 +1281 coinbase 0x8527d16c... Ultra Sound
14452759 4 3046 1765 +1281 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14453942 0 2965 1684 +1281 whale_0x8ebd 0x8db2a99d... Ultra Sound
14446831 5 3066 1785 +1281 p2porg 0xb26f9666... BloXroute Regulated
14447458 5 3066 1785 +1281 everstake 0xb26f9666... Titan Relay
14448859 1 2985 1704 +1281 coinbase 0x8db2a99d... BloXroute Max Profit
14450118 3 3025 1745 +1280 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14448952 8 3126 1846 +1280 stakingfacilities_lido 0xa230e2cf... BloXroute Max Profit
14451362 6 3085 1805 +1280 p2porg 0xaceaea9f... Ultra Sound
14451525 12 3206 1927 +1279 whale_0x8914 0x850b00e0... BloXroute Max Profit
14453894 0 2963 1684 +1279 whale_0x8ebd 0x88857150... Ultra Sound
14451110 5 3064 1785 +1279 coinbase 0x8527d16c... Ultra Sound
14452664 1 2982 1704 +1278 coinbase 0x88857150... Ultra Sound
14448370 6 3083 1805 +1278 coinbase 0xa230e2cf... BloXroute Max Profit
14452806 6 3083 1805 +1278 coinbase 0x8527d16c... Ultra Sound
14449033 4 3041 1765 +1276 whale_0x8ebd 0x8527d16c... Ultra Sound
14452265 5 3061 1785 +1276 whale_0x8ebd 0x88857150... Ultra Sound
14451958 6 3081 1805 +1276 p2porg_lido 0x853b0078... BloXroute Max Profit
14447252 0 2959 1684 +1275 kiln 0x8db2a99d... BloXroute Max Profit
14448918 8 3120 1846 +1274 coinbase 0x856b0004... Ultra Sound
14449300 1 2978 1704 +1274 everstake 0x8527d16c... Ultra Sound
14449971 1 2978 1704 +1274 kiln 0x88857150... Ultra Sound
14450403 6 3079 1805 +1274 whale_0x8ebd 0x8527d16c... Ultra Sound
14448499 6 3079 1805 +1274 whale_0x8ebd 0xa965c911... Ultra Sound
14453322 0 2957 1684 +1273 kiln 0x8db2a99d... BloXroute Max Profit
14452085 6 3077 1805 +1272 coinbase 0x8527d16c... Ultra Sound
14450896 6 3077 1805 +1272 p2porg 0x856b0004... Ultra Sound
14452052 12 3198 1927 +1271 kiln 0x88a53ec4... BloXroute Max Profit
14453534 2 2995 1725 +1270 stakingfacilities_lido 0x823e0146... Ultra Sound
14453110 0 2953 1684 +1269 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14450898 5 3054 1785 +1269 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14449723 5 3054 1785 +1269 p2porg_lido 0x8527d16c... Ultra Sound
14447794 5 3053 1785 +1268 kiln 0x885c17ef... BloXroute Max Profit
14452881 2 2992 1725 +1267 kiln 0x8db2a99d... BloXroute Max Profit
14451355 8 3113 1846 +1267 p2porg_lido 0x8527d16c... Ultra Sound
14448774 6 3072 1805 +1267 coinbase 0x823e0146... Ultra Sound
14453677 0 2950 1684 +1266 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14453805 7 3091 1826 +1265 p2porg_lido 0x88857150... Ultra Sound
14450932 0 2949 1684 +1265 kiln 0x851b00b1... BloXroute Max Profit
14449331 1 2968 1704 +1264 whale_0x7275 0xb67eaa5e... BloXroute Regulated
14450466 1 2968 1704 +1264 0xb26f9666... BloXroute Regulated
14451455 0 2947 1684 +1263 p2porg 0xb26f9666... BloXroute Max Profit
14453138 0 2947 1684 +1263 kiln 0x88a53ec4... BloXroute Max Profit
14447590 2 2987 1725 +1262 coinbase 0xac23f8cc... Flashbots
14449956 5 3047 1785 +1262 whale_0x8ebd 0x88857150... Ultra Sound
14449008 1 2966 1704 +1262 bitstamp 0x823e0146... Ultra Sound
14449939 6 3067 1805 +1262 kiln 0x85fb0503... BloXroute Max Profit
14449118 5 3045 1785 +1260 kiln 0x823e0146... Flashbots
14452086 0 2943 1684 +1259 everstake 0x8527d16c... Ultra Sound
14447722 0 2942 1684 +1258 kiln 0x8527d16c... Ultra Sound
14447142 5 3043 1785 +1258 solo_stakers 0xac23f8cc... Titan Relay
14450473 5 3043 1785 +1258 kiln 0x8527d16c... Ultra Sound
14453703 1 2961 1704 +1257 kiln 0x856b0004... BloXroute Max Profit
14448082 1 2961 1704 +1257 bitstamp 0x85fb0503... BloXroute Max Profit
14449245 2 2981 1725 +1256 kiln 0x88a53ec4... BloXroute Max Profit
14448920 3 3001 1745 +1256 kiln 0x8527d16c... Ultra Sound
14450063 0 2940 1684 +1256 bitstamp 0x8db2a99d... BloXroute Max Profit
14447499 5 3041 1785 +1256 coinbase 0x8527d16c... Ultra Sound
14451731 1 2960 1704 +1256 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14452057 3 3000 1745 +1255 kiln 0x853b0078... BloXroute Max Profit
14450613 6 3060 1805 +1255 kiln 0x856b0004... BloXroute Max Profit
14450073 2 2978 1725 +1253 solo_stakers 0x88a53ec4... BloXroute Max Profit
14447554 0 2937 1684 +1253 whale_0x1435 Local Local
14449362 2 2977 1725 +1252 solo_stakers 0x88a53ec4... BloXroute Regulated
14449458 3 2997 1745 +1252 kiln 0x823e0146... Flashbots
14448793 0 2936 1684 +1252 bitstamp 0xac23f8cc... BloXroute Max Profit
14451883 5 3037 1785 +1252 whale_0x8ebd 0xb4ce6162... Ultra Sound
14446982 7 3076 1826 +1250 everstake 0x8527d16c... Ultra Sound
14450007 1 2954 1704 +1250 kiln 0x823e0146... Flashbots
14449398 2 2974 1725 +1249 0x853b0078... BloXroute Max Profit
14452858 2 2974 1725 +1249 kiln 0x8527d16c... Ultra Sound
14448560 7 3074 1826 +1248 stakingfacilities_lido 0x8527d16c... Ultra Sound
14448803 8 3094 1846 +1248 coinbase 0xb26f9666... BloXroute Max Profit
14452521 1 2952 1704 +1248 kiln 0x8527d16c... Ultra Sound
14453974 3 2992 1745 +1247 stakingfacilities_lido 0x853b0078... BloXroute Max Profit
14450992 8 3093 1846 +1247 kiln 0x856b0004... BloXroute Max Profit
14452713 9 3112 1866 +1246 p2porg_lido 0x88857150... Ultra Sound
14450070 0 2930 1684 +1246 kiln 0x823e0146... BloXroute Max Profit
14447506 12 3172 1927 +1245 abyss_finance 0x853b0078... BloXroute Max Profit
14447263 0 2929 1684 +1245 everstake 0x8527d16c... Ultra Sound
14450972 12 3171 1927 +1244 0xb4ce6162... Ultra Sound
14447213 3 2989 1745 +1244 everstake 0xb67eaa5e... BloXroute Regulated
14450695 7 3069 1826 +1243 kiln 0x8527d16c... Ultra Sound
14452825 3 2988 1745 +1243 kiln 0x8527d16c... Ultra Sound
14448654 0 2927 1684 +1243 kiln 0x860d4173... BloXroute Max Profit
14450292 0 2927 1684 +1243 coinbase 0x856b0004... BloXroute Max Profit
14449905 8 3088 1846 +1242 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14453775 4 3007 1765 +1242 kiln 0xb67eaa5e... BloXroute Max Profit
14453622 0 2926 1684 +1242 bitstamp 0x8db2a99d... BloXroute Max Profit
14450405 5 3027 1785 +1242 whale_0x8ebd 0x88857150... Ultra Sound
14449136 5 3027 1785 +1242 0xb26f9666... BloXroute Max Profit
14449201 7 3067 1826 +1241 kiln 0x856b0004... BloXroute Max Profit
14451198 8 3087 1846 +1241 whale_0x8ebd 0x8527d16c... Ultra Sound
14448102 0 2925 1684 +1241 whale_0xe867 Local Local
14448144 1 2945 1704 +1241 kiln 0x823e0146... Flashbots
14453247 1 2945 1704 +1241 kiln 0x8db2a99d... BloXroute Max Profit
14452082 3 2985 1745 +1240 kiln 0x856b0004... BloXroute Max Profit
14447315 8 3086 1846 +1240 coinbase 0x88857150... Ultra Sound
14449753 4 3005 1765 +1240 coinbase 0x85fb0503... BloXroute Max Profit
14451373 0 2924 1684 +1240 whale_0x8ebd 0xb4ce6162... Ultra Sound
14449489 0 2924 1684 +1240 stakingfacilities_lido 0x853b0078... Flashbots
14451064 0 2924 1684 +1240 gateway.fmas_lido 0x851b00b1... BloXroute Max Profit
14449640 4 3003 1765 +1238 0xb67eaa5e... BloXroute Max Profit
14453736 0 2922 1684 +1238 coinbase 0xb26f9666... BloXroute Regulated
14450110 0 2922 1684 +1238 stakingfacilities_lido 0x851b00b1... BloXroute Max Profit
14451867 2 2962 1725 +1237 kiln 0x856b0004... Agnostic Gnosis
14449599 3 2982 1745 +1237 kiln 0x853b0078... BloXroute Max Profit
14448373 1 2941 1704 +1237 stakingfacilities_lido 0x860d4173... BloXroute Max Profit
14448246 0 2920 1684 +1236 stakingfacilities_lido 0x856b0004... BloXroute Max Profit
14448968 1 2940 1704 +1236 everstake 0x88857150... Ultra Sound
14451327 7 3061 1826 +1235 kiln 0x88857150... Ultra Sound
14448046 2 2959 1725 +1234 coinbase 0xb26f9666... BloXroute Max Profit
14449513 8 3080 1846 +1234 stakingfacilities_lido 0x853b0078... BloXroute Max Profit
14451432 5 3019 1785 +1234 kiln 0x856b0004... Ultra Sound
14453658 1 2938 1704 +1234 kiln 0x8db2a99d... Ultra Sound
Total anomalies: 551

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})