Wed, Apr 29, 2026

Propagation anomalies - 2026-04-29

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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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 >= '2026-04-29' AND slot_start_date_time < '2026-04-29'::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: 7,185
MEV blocks: 6,845 (95.3%)
Local blocks: 340 (4.7%)

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 = 1685.6 + 16.30 × blob_count (R² = 0.008)
Residual σ = 596.3ms
Anomalies (>2σ slow): 560 (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
14218046 0 7367 1686 +5681 solo_stakers Local Local
14219712 0 6636 1686 +4950 blockdaemon_lido Local Local
14222912 1 5846 1702 +4144 upbit Local Local
14222848 0 5725 1686 +4039 upbit Local Local
14218688 0 5573 1686 +3887 upbit Local Local
14221568 0 4851 1686 +3165 rocketpool Local Local
14221952 14 4295 1914 +2381 senseinode_lido Local Local
14218016 0 3803 1686 +2117 upbit 0x850b00e0... BloXroute Max Profit
14219759 6 3735 1783 +1952 kraken 0xb26f9666... Titan Relay
14222545 8 3748 1816 +1932 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14217729 6 3710 1783 +1927 blockdaemon 0xb67eaa5e... BloXroute Regulated
14222977 1 3612 1702 +1910 blockdaemon_lido 0x857b0038... BloXroute Max Profit
14222688 5 3638 1767 +1871 blockdaemon_lido 0x850b00e0... BloXroute Max Profit
14216576 6 3628 1783 +1845 stakefish 0x8527d16c... Ultra Sound
14220576 1 3537 1702 +1835 blockdaemon 0x8a850621... Titan Relay
14218900 0 3484 1686 +1798 whale_0xdc8d 0xb67eaa5e... BloXroute Regulated
14220162 0 3451 1686 +1765 blockdaemon_lido 0x8527d16c... Ultra Sound
14221051 0 3404 1686 +1718 0xb26f9666... Titan Relay
14221123 6 3496 1783 +1713 blockdaemon_lido 0x856b0004... BloXroute Max Profit
14222715 6 3496 1783 +1713 ether.fi 0xb7c5c39a... BloXroute Max Profit
14216872 5 3476 1767 +1709 blockdaemon_lido 0xa965c911... Ultra Sound
14217494 6 3483 1783 +1700 nethermind_lido 0x850b00e0... Flashbots
14221224 4 3449 1751 +1698 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14218597 0 3383 1686 +1697 blockdaemon_lido 0xb67eaa5e... Titan Relay
14220585 2 3411 1718 +1693 blockdaemon 0x856b0004... BloXroute Max Profit
14217429 3 3423 1734 +1689 luno 0xb26f9666... Titan Relay
14216671 3 3422 1734 +1688 blockdaemon 0xb67eaa5e... Ultra Sound
14218396 0 3372 1686 +1686 blockdaemon 0x8a850621... Titan Relay
14223168 0 3372 1686 +1686 bitstamp 0x850b00e0... BloXroute Max Profit
14219841 1 3383 1702 +1681 0xb26f9666... Titan Relay
14223000 1 3381 1702 +1679 luno 0xb67eaa5e... BloXroute Regulated
14216569 1 3375 1702 +1673 coinbase 0x857b0038... BloXroute Max Profit
14219200 15 3600 1930 +1670 whale_0xdc8d 0x856b0004... BloXroute Max Profit
14218617 2 3384 1718 +1666 blockdaemon_lido 0x853b0078... BloXroute Max Profit
14221821 4 3413 1751 +1662 nethermind_lido 0x853b0078... BloXroute Max Profit
14221987 0 3344 1686 +1658 blockdaemon 0x851b00b1... BloXroute Max Profit
14216812 0 3339 1686 +1653 whale_0xdc8d 0xb67eaa5e... BloXroute Regulated
14218835 0 3334 1686 +1648 0xb67eaa5e... BloXroute Max Profit
14223478 0 3334 1686 +1648 ether.fi 0x9129eeb4... Ultra Sound
14220993 3 3381 1734 +1647 blockdaemon 0xb26f9666... Titan Relay
14222913 6 3426 1783 +1643 p2porg 0x823e0146... BloXroute Max Profit
14223466 8 3457 1816 +1641 whale_0x8ebd 0xa965c911... Ultra Sound
14220437 0 3325 1686 +1639 whale_0xdc8d 0xb26f9666... Titan Relay
14219664 6 3419 1783 +1636 nethermind_lido 0x8db2a99d... BloXroute Max Profit
14220941 1 3333 1702 +1631 whale_0x8ebd 0x857b0038... BloXroute Max Profit
14223515 5 3398 1767 +1631 revolut 0xb67eaa5e... BloXroute Regulated
14219747 10 3478 1849 +1629 blockdaemon 0x850b00e0... BloXroute Max Profit
14216869 7 3429 1800 +1629 blockdaemon 0x856b0004... BloXroute Max Profit
14221699 1 3331 1702 +1629 blockdaemon 0xb26f9666... Titan Relay
14220511 0 3313 1686 +1627 whale_0x8ebd 0x8527d16c... Ultra Sound
14223132 0 3312 1686 +1626 blockdaemon_lido 0xb26f9666... Titan Relay
14221143 8 3442 1816 +1626 0x8a850621... Ultra Sound
14217578 1 3323 1702 +1621 ether.fi 0x853b0078... BloXroute Max Profit
14223465 0 3299 1686 +1613 whale_0x3878 0x88a53ec4... Aestus
14222508 1 3313 1702 +1611 luno 0xb67eaa5e... BloXroute Max Profit
14221717 1 3311 1702 +1609 blockdaemon_lido 0xb26f9666... Titan Relay
14217067 6 3390 1783 +1607 blockdaemon_lido 0x82c466b9... BloXroute Regulated
14222737 6 3389 1783 +1606 revolut 0x88a53ec4... BloXroute Max Profit
14220937 0 3290 1686 +1604 0x851b00b1... Ultra Sound
14217200 0 3290 1686 +1604 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14220390 7 3403 1800 +1603 whale_0xdc8d 0x853b0078... Ultra Sound
14220360 2 3321 1718 +1603 0x856b0004... Ultra Sound
14218193 0 3279 1686 +1593 0x88a53ec4... BloXroute Regulated
14220614 3 3327 1734 +1593 blockdaemon 0x8527d16c... Ultra Sound
14218125 0 3278 1686 +1592 blockdaemon 0x8db2a99d... Titan Relay
14222476 11 3453 1865 +1588 blockdaemon_lido 0xb26f9666... Titan Relay
14219560 0 3273 1686 +1587 p2porg 0x851b00b1... Ultra Sound
14222484 0 3270 1686 +1584 blockdaemon_lido 0x88a53ec4... BloXroute Regulated
14218261 6 3365 1783 +1582 blockdaemon 0xb26f9666... Titan Relay
14220395 5 3348 1767 +1581 blockdaemon_lido 0x8527d16c... Ultra Sound
14220034 1 3281 1702 +1579 coinbase 0x857b0038... BloXroute Max Profit
14219999 8 3395 1816 +1579 solo_stakers 0x8db2a99d... BloXroute Max Profit
14217388 5 3342 1767 +1575 blockdaemon_lido 0xb67eaa5e... Titan Relay
14222424 0 3258 1686 +1572 blockdaemon 0x8527d16c... Ultra Sound
14216566 5 3337 1767 +1570 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14220785 9 3402 1832 +1570 luno 0x8527d16c... Ultra Sound
14220955 3 3304 1734 +1570 blockdaemon 0x853b0078... BloXroute Max Profit
14219673 2 3287 1718 +1569 blockdaemon 0x856b0004... BloXroute Max Profit
14222525 0 3249 1686 +1563 whale_0xc611 0xac23f8cc... Ultra Sound
14220997 4 3313 1751 +1562 blockdaemon 0x850b00e0... BloXroute Max Profit
14221074 4 3313 1751 +1562 coinbase 0x88a53ec4... BloXroute Max Profit
14216699 0 3247 1686 +1561 whale_0x3878 0x8527d16c... Ultra Sound
14219708 5 3327 1767 +1560 luno 0x853b0078... BloXroute Max Profit
14216785 0 3241 1686 +1555 whale_0xdc8d 0xb26f9666... Titan Relay
14222020 1 3256 1702 +1554 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14216823 2 3266 1718 +1548 blockdaemon_lido 0x88857150... Ultra Sound
14219901 1 3248 1702 +1546 blockdaemon_lido 0x88857150... Ultra Sound
14217320 7 3343 1800 +1543 coinbase 0x88a53ec4... BloXroute Regulated
14219571 7 3342 1800 +1542 luno 0x853b0078... Ultra Sound
14219319 1 3244 1702 +1542 blockdaemon_lido 0x9129eeb4... Ultra Sound
14221261 8 3358 1816 +1542 coinbase 0x857b0038... BloXroute Max Profit
14222429 3 3275 1734 +1541 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14221006 0 3226 1686 +1540 whale_0x8914 0xb67eaa5e... Titan Relay
14220548 1 3241 1702 +1539 everstake 0x8527d16c... Ultra Sound
14220402 5 3305 1767 +1538 revolut 0xb26f9666... Titan Relay
14218487 0 3222 1686 +1536 blockdaemon_lido 0xb67eaa5e... Titan Relay
14216567 3 3267 1734 +1533 revolut 0x88857150... Ultra Sound
14216666 1 3232 1702 +1530 gateway.fmas_lido 0x8527d16c... Ultra Sound
14223527 5 3292 1767 +1525 everstake 0x8527d16c... Ultra Sound
14217740 2 3243 1718 +1525 gateway.fmas_lido 0x88a53ec4... BloXroute Max Profit
14218847 6 3308 1783 +1525 blockdaemon_lido 0x853b0078... Ultra Sound
14219641 5 3290 1767 +1523 revolut 0x8527d16c... Ultra Sound
14218593 1 3224 1702 +1522 whale_0x3878 0xb67eaa5e... Titan Relay
14222634 0 3206 1686 +1520 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14221515 0 3205 1686 +1519 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14217269 2 3237 1718 +1519 whale_0x8ebd 0x8a850621... Ultra Sound
14217286 1 3219 1702 +1517 blockdaemon_lido 0xb7c5e609... BloXroute Max Profit
14217525 2 3232 1718 +1514 stader 0xb26f9666... Titan Relay
14216550 1 3215 1702 +1513 whale_0x8914 0x85fb0503... Ultra Sound
14218918 6 3296 1783 +1513 whale_0xfd67 0xb67eaa5e... Titan Relay
14219874 2 3230 1718 +1512 gateway.fmas_lido 0xb67eaa5e... BloXroute Max Profit
14218919 0 3197 1686 +1511 gateway.fmas_lido 0x88a53ec4... BloXroute Regulated
14221781 0 3197 1686 +1511 gateway.fmas_lido 0x8db2a99d... Flashbots
14222153 0 3195 1686 +1509 stakefish_lido 0x857b0038... BloXroute Regulated
14220004 1 3211 1702 +1509 revolut 0xb26f9666... Titan Relay
14223483 2 3227 1718 +1509 stakingfacilities_lido 0xb26f9666... Titan Relay
14219101 1 3206 1702 +1504 revolut 0xb26f9666... Titan Relay
14217017 0 3189 1686 +1503 revolut 0x823e0146... BloXroute Max Profit
14217750 0 3186 1686 +1500 whale_0x4b5e 0x88a53ec4... Aestus
14220531 9 3332 1832 +1500 blockdaemon_lido 0x8527d16c... Ultra Sound
14218085 0 3181 1686 +1495 blockdaemon 0x8527d16c... Ultra Sound
14222706 8 3311 1816 +1495 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14217050 1 3196 1702 +1494 p2porg 0xb67eaa5e... Aestus
14222693 3 3227 1734 +1493 coinbase 0xb67eaa5e... BloXroute Regulated
14220983 10 3341 1849 +1492 blockdaemon 0xb67eaa5e... BloXroute Regulated
14219692 0 3178 1686 +1492 blockdaemon_lido 0xb67eaa5e... BloXroute Max Profit
14221071 2 3206 1718 +1488 revolut 0x853b0078... BloXroute Max Profit
14216702 10 3335 1849 +1486 revolut 0x9129eeb4... Ultra Sound
14218916 4 3237 1751 +1486 whale_0x8ebd 0x823e0146... BloXroute Max Profit
14221244 6 3269 1783 +1486 whale_0x8ebd 0x8527d16c... Ultra Sound
14216922 5 3252 1767 +1485 blockdaemon 0x8527d16c... Ultra Sound
14218090 0 3170 1686 +1484 blockdaemon 0x88a53ec4... BloXroute Regulated
14223510 0 3169 1686 +1483 p2porg 0x856b0004... BloXroute Max Profit
14222969 0 3166 1686 +1480 whale_0xfd67 0xb67eaa5e... Titan Relay
14217234 1 3181 1702 +1479 whale_0x8ebd 0xb26f9666... Titan Relay
14216943 1 3179 1702 +1477 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14222559 1 3179 1702 +1477 p2porg 0xb26f9666... Titan Relay
14220494 6 3260 1783 +1477 whale_0xdc8d 0x8527d16c... Ultra Sound
14223480 1 3178 1702 +1476 whale_0x8914 0x850b00e0... Ultra Sound
14220856 1 3177 1702 +1475 blockdaemon 0x8db2a99d... BloXroute Max Profit
14222257 7 3274 1800 +1474 revolut 0xb26f9666... Ultra Sound
14216778 0 3159 1686 +1473 p2porg 0xb26f9666... Titan Relay
14221178 5 3240 1767 +1473 kiln 0x9129eeb4... Agnostic Gnosis
14220446 6 3256 1783 +1473 revolut 0x856b0004... Ultra Sound
14219796 0 3156 1686 +1470 gateway.fmas_lido 0xb67eaa5e... BloXroute Regulated
14219848 8 3286 1816 +1470 whale_0xdc8d 0xb26f9666... Titan Relay
14222896 0 3155 1686 +1469 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14217860 9 3301 1832 +1469 blockdaemon 0x8527d16c... Ultra Sound
14218216 1 3170 1702 +1468 whale_0x75ff 0xb67eaa5e... Titan Relay
14218412 0 3152 1686 +1466 gateway.fmas_lido 0x8527d16c... Ultra Sound
14216860 5 3231 1767 +1464 blockdaemon_lido 0xb26f9666... Titan Relay
14221742 3 3198 1734 +1464 blockdaemon 0x823e0146... BloXroute Max Profit
14216719 5 3230 1767 +1463 p2porg 0x88a53ec4... BloXroute Regulated
14221963 6 3246 1783 +1463 whale_0x8914 0x850b00e0... Flashbots
14223077 0 3148 1686 +1462 stakefish Local Local
14221307 6 3245 1783 +1462 p2porg 0xb7c5e609... BloXroute Regulated
14220136 5 3226 1767 +1459 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14219760 2 3173 1718 +1455 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14221967 5 3220 1767 +1453 p2porg 0xac23f8cc... Flashbots
14218104 4 3203 1751 +1452 coinbase 0xb26f9666... Titan Relay
14221379 1 3154 1702 +1452 whale_0x8914 0xb67eaa5e... Titan Relay
14221777 0 3137 1686 +1451 nethermind_lido 0xac23f8cc... Ultra Sound
14221226 6 3233 1783 +1450 whale_0x3878 0xb67eaa5e... Titan Relay
14222863 0 3134 1686 +1448 blockdaemon 0x805e28e6... BloXroute Max Profit
14217588 1 3148 1702 +1446 whale_0x8ebd 0xb26f9666... Titan Relay
14219867 1 3147 1702 +1445 kiln 0xb67eaa5e... BloXroute Regulated
14216723 17 3407 1963 +1444 coinbase 0xb26f9666... BloXroute Regulated
14218215 1 3145 1702 +1443 whale_0x8914 0x88a53ec4... BloXroute Max Profit
14221161 1 3144 1702 +1442 p2porg 0x88a53ec4... BloXroute Regulated
14222841 2 3160 1718 +1442 whale_0x8914 0x850b00e0... Ultra Sound
14219587 3 3175 1734 +1441 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14220799 0 3126 1686 +1440 gateway.fmas_lido 0x9129eeb4... Ultra Sound
14217711 4 3191 1751 +1440 p2porg 0x850b00e0... BloXroute Max Profit
14220813 0 3125 1686 +1439 p2porg 0xb67eaa5e... BloXroute Max Profit
14220660 1 3140 1702 +1438 whale_0xfd67 0xb67eaa5e... Titan Relay
14221571 0 3123 1686 +1437 whale_0x8ebd 0xb26f9666... Titan Relay
14219133 1 3139 1702 +1437 blockdaemon_lido 0xb26f9666... Titan Relay
14218004 1 3137 1702 +1435 0x823e0146... Flashbots
14221122 5 3201 1767 +1434 kiln 0xb67eaa5e... BloXroute Regulated
14218159 3 3165 1734 +1431 whale_0x8ebd 0x8527d16c... Ultra Sound
14219250 4 3180 1751 +1429 gateway.fmas_lido 0x853b0078... BloXroute Max Profit
14217102 6 3209 1783 +1426 solo_stakers 0xb67eaa5e... Aestus
14222219 0 3111 1686 +1425 stakefish Local Local
14217941 3 3159 1734 +1425 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14217375 0 3110 1686 +1424 whale_0x8ebd 0x8527d16c... Ultra Sound
14218219 6 3206 1783 +1423 blockdaemon 0x823e0146... BloXroute Max Profit
14217133 1 3124 1702 +1422 p2porg 0xb67eaa5e... Aestus
14216978 7 3221 1800 +1421 coinbase 0xb26f9666... Titan Relay
14221945 1 3123 1702 +1421 coinbase 0xb26f9666... Aestus
14218070 0 3106 1686 +1420 coinbase 0x823e0146... Titan Relay
14220594 4 3167 1751 +1416 whale_0xba40 0xb67eaa5e... Titan Relay
14221607 6 3199 1783 +1416 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14221034 3 3149 1734 +1415 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14216507 0 3100 1686 +1414 blockdaemon 0x8db2a99d... BloXroute Max Profit
14222764 0 3099 1686 +1413 p2porg 0xb67eaa5e... BloXroute Max Profit
14222046 1 3115 1702 +1413 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14222685 1 3114 1702 +1412 coinbase 0xb67eaa5e... Ultra Sound
14223496 1 3113 1702 +1411 0x88a53ec4... BloXroute Regulated
14217446 5 3177 1767 +1410 whale_0xfd67 0x856b0004... BloXroute Max Profit
14223493 0 3095 1686 +1409 coinbase 0xb26f9666... BloXroute Regulated
14218235 12 3289 1881 +1408 kiln 0xb67eaa5e... BloXroute Regulated
14221312 6 3191 1783 +1408 whale_0xfd67 0xb67eaa5e... Titan Relay
14223138 1 3108 1702 +1406 0x8527d16c... Ultra Sound
14220090 5 3172 1767 +1405 gateway.fmas_lido 0x856b0004... Ultra Sound
14220839 0 3090 1686 +1404 whale_0x8ebd 0x856b0004... Ultra Sound
14219851 0 3090 1686 +1404 p2porg 0x853b0078... Ultra Sound
14222631 2 3119 1718 +1401 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14217395 7 3199 1800 +1399 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14219237 6 3182 1783 +1399 whale_0x8914 0x850b00e0... Ultra Sound
14223106 0 3084 1686 +1398 coinbase 0x853b0078... BloXroute Max Profit
14221722 0 3083 1686 +1397 p2porg 0x88a53ec4... BloXroute Max Profit
14216746 0 3082 1686 +1396 0x823e0146... BloXroute Max Profit
14218851 1 3098 1702 +1396 kiln 0xb67eaa5e... BloXroute Regulated
14221728 1 3096 1702 +1394 coinbase 0x88a53ec4... BloXroute Max Profit
14223410 0 3079 1686 +1393 whale_0x8ebd 0x9129eeb4... Ultra Sound
14217656 2 3111 1718 +1393 coinbase Local Local
14218433 0 3077 1686 +1391 whale_0xad1d Local Local
14216878 7 3191 1800 +1391 whale_0x8914 0x88a53ec4... BloXroute Regulated
14221157 6 3174 1783 +1391 0x853b0078... BloXroute Max Profit
14218550 0 3076 1686 +1390 p2porg 0x9129eeb4... Agnostic Gnosis
14217850 1 3092 1702 +1390 whale_0x8e76 0xb26f9666... BloXroute Regulated
14223422 2 3108 1718 +1390 stakefish Local Local
14216897 3 3124 1734 +1390 whale_0xedc6 0x856b0004... BloXroute Max Profit
14220692 2 3106 1718 +1388 figment 0x88857150... Ultra Sound
14217767 6 3171 1783 +1388 whale_0x8ebd 0x853b0078... Ultra Sound
14216870 0 3071 1686 +1385 coinbase 0xb26f9666... BloXroute Max Profit
14220650 5 3152 1767 +1385 coinbase 0xb26f9666... BloXroute Regulated
14216864 6 3168 1783 +1385 whale_0x3878 0x85fb0503... Aestus
14216404 5 3151 1767 +1384 0x8a850621... Ultra Sound
14222617 2 3102 1718 +1384 whale_0x8ebd 0xb67eaa5e... BloXroute Regulated
14216585 0 3069 1686 +1383 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14218621 11 3248 1865 +1383 whale_0x3878 0xb67eaa5e... BloXroute Max Profit
14222490 12 3264 1881 +1383 p2porg 0x850b00e0... BloXroute Regulated
14216557 0 3067 1686 +1381 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14219553 2 3098 1718 +1380 everstake 0xb26f9666... Titan Relay
14221592 2 3098 1718 +1380 p2porg 0x853b0078... BloXroute Max Profit
14222026 3 3114 1734 +1380 kiln 0x853b0078... BloXroute Max Profit
14218896 3 3114 1734 +1380 whale_0xc541 0x8db2a99d... BloXroute Max Profit
14219013 1 3081 1702 +1379 p2porg 0x850b00e0... Flashbots
14221689 6 3162 1783 +1379 whale_0xfd67 0x88a53ec4... BloXroute Max Profit
14218519 0 3064 1686 +1378 whale_0x8ebd 0x8a850621... Ultra Sound
14223084 0 3064 1686 +1378 stader 0xac23f8cc... Ultra Sound
14216965 0 3064 1686 +1378 0xb26f9666... BloXroute Regulated
14218222 0 3063 1686 +1377 kiln 0x853b0078... Ultra Sound
14216924 0 3062 1686 +1376 kiln 0x88857150... Ultra Sound
14222526 1 3078 1702 +1376 p2porg 0x856b0004... BloXroute Max Profit
14218098 5 3142 1767 +1375 p2porg 0x853b0078... BloXroute Max Profit
14219830 13 3272 1897 +1375 stakefish Local Local
14222928 0 3060 1686 +1374 p2porg 0xb67eaa5e... BloXroute Regulated
14222070 11 3239 1865 +1374 whale_0xfd67 0x8527d16c... Ultra Sound
14219779 4 3123 1751 +1372 p2porg 0xb26f9666... Titan Relay
14218829 5 3139 1767 +1372 p2porg 0xb26f9666... Titan Relay
14219214 7 3171 1800 +1371 p2porg 0x8527d16c... Ultra Sound
14218239 7 3171 1800 +1371 p2porg 0x853b0078... Titan Relay
14221315 1 3073 1702 +1371 coinbase 0xb26f9666... BloXroute Max Profit
14222332 2 3089 1718 +1371 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14222181 7 3170 1800 +1370 p2porg 0x853b0078... BloXroute Max Profit
14219736 1 3072 1702 +1370 solo_stakers 0x8527d16c... Ultra Sound
14217778 8 3186 1816 +1370 gateway.fmas_lido 0x8527d16c... Ultra Sound
14222853 1 3071 1702 +1369 everstake 0xac23f8cc... BloXroute Max Profit
14221938 2 3087 1718 +1369 coinbase 0xb67eaa5e... Ultra Sound
14219777 0 3054 1686 +1368 whale_0x8ebd 0x853b0078... Ultra Sound
14222109 1 3068 1702 +1366 kiln 0xb67eaa5e... BloXroute Max Profit
14220822 1 3068 1702 +1366 p2porg 0x853b0078... Ultra Sound
14216929 5 3133 1767 +1366 p2porg 0x8db2a99d... Ultra Sound
14223083 3 3100 1734 +1366 p2porg 0xb26f9666... BloXroute Regulated
14222146 0 3050 1686 +1364 stader 0x8527d16c... Ultra Sound
14218428 0 3050 1686 +1364 kiln 0x850b00e0... BloXroute Max Profit
14222451 1 3066 1702 +1364 coinbase 0xb67eaa5e... BloXroute Regulated
14221362 5 3131 1767 +1364 coinbase 0xb67eaa5e... BloXroute Max Profit
14218687 0 3049 1686 +1363 coinbase 0xb67eaa5e... Ultra Sound
14217004 0 3049 1686 +1363 p2porg 0x8527d16c... Ultra Sound
14220017 1 3065 1702 +1363 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14216468 5 3130 1767 +1363 whale_0xedc6 0xb26f9666... BloXroute Max Profit
14222115 10 3211 1849 +1362 coinbase 0xb67eaa5e... BloXroute Max Profit
14217909 0 3047 1686 +1361 whale_0xedc6 0x85fb0503... Aestus
14218290 0 3047 1686 +1361 figment 0xb26f9666... Titan Relay
14219295 9 3192 1832 +1360 gateway.fmas_lido 0x850b00e0... BloXroute Max Profit
14221517 6 3143 1783 +1360 coinbase 0x8db2a99d... Ultra Sound
14222248 0 3045 1686 +1359 whale_0x8ebd 0x8527d16c... Ultra Sound
14220036 1 3061 1702 +1359 p2porg 0x823e0146... Ultra Sound
14219643 2 3077 1718 +1359 figment 0x8527d16c... Ultra Sound
14222307 3 3093 1734 +1359 whale_0xedc6 0xb26f9666... BloXroute Max Profit
14217362 0 3042 1686 +1356 kiln 0xb26f9666... BloXroute Regulated
14216982 0 3041 1686 +1355 p2porg 0x8db2a99d... Ultra Sound
14222027 3 3089 1734 +1355 p2porg 0xb26f9666... BloXroute Max Profit
14216904 5 3121 1767 +1354 0x85fb0503... Aestus
14220410 0 3039 1686 +1353 whale_0x8914 0xb67eaa5e... BloXroute Max Profit
14218545 4 3104 1751 +1353 whale_0x8ebd 0x8527d16c... Ultra Sound
14221580 1 3054 1702 +1352 coinbase 0xb67eaa5e... BloXroute Regulated
14217533 5 3118 1767 +1351 kiln 0x857b0038... BloXroute Max Profit
14219113 6 3134 1783 +1351 p2porg 0x850b00e0... BloXroute Regulated
14223305 0 3035 1686 +1349 whale_0x8ebd 0xb26f9666... Titan Relay
14219868 4 3099 1751 +1348 whale_0x8ebd 0x853b0078... Ultra Sound
14220216 2 3066 1718 +1348 whale_0x8ebd 0xb26f9666... Titan Relay
14221835 3 3082 1734 +1348 p2porg 0xb26f9666... Titan Relay
14222407 0 3033 1686 +1347 whale_0x8ebd 0xba003e46... BloXroute Max Profit
14218392 4 3098 1751 +1347 whale_0x8ebd 0x856b0004... Ultra Sound
14216866 1 3048 1702 +1346 blockdaemon 0x8a850621... Ultra Sound
14219482 5 3113 1767 +1346 coinbase 0xb67eaa5e... Ultra Sound
14216854 0 3031 1686 +1345 stader 0xb5a65d00... Ultra Sound
14219480 3 3078 1734 +1344 coinbase 0xb67eaa5e... Ultra Sound
14222218 1 3045 1702 +1343 p2porg 0xb26f9666... BloXroute Max Profit
14216547 1 3044 1702 +1342 coinbase 0xb26f9666... Titan Relay
14220201 7 3141 1800 +1341 gateway.fmas_lido 0x8db2a99d... BloXroute Max Profit
14221891 1 3043 1702 +1341 whale_0xedc6 0x856b0004... Ultra Sound
14222898 0 3026 1686 +1340 kiln 0x9129eeb4... Ultra Sound
14222951 0 3025 1686 +1339 kiln 0xb5a65d00... Ultra Sound
14220345 2 3057 1718 +1339 coinbase 0x823e0146... Titan Relay
14219082 1 3040 1702 +1338 kiln 0x88a53ec4... BloXroute Regulated
14222147 3 3072 1734 +1338 kiln 0xb67eaa5e... BloXroute Max Profit
14218426 0 3022 1686 +1336 nethermind_lido 0x85fb0503... Aestus
14221111 0 3022 1686 +1336 whale_0x8ebd 0x8a850621... Ultra Sound
14219564 0 3020 1686 +1334 coinbase 0xb26f9666... Titan Relay
14217805 14 3248 1914 +1334 coinbase 0x88a53ec4... Aestus
14219279 3 3066 1734 +1332 whale_0x8ebd 0x8527d16c... Ultra Sound
14220331 3 3065 1734 +1331 coinbase 0xb26f9666... Titan Relay
14220127 0 3016 1686 +1330 coinbase 0x88857150... Ultra Sound
14221248 5 3097 1767 +1330 coinbase 0xb26f9666... BloXroute Max Profit
14219976 0 3015 1686 +1329 whale_0x8ebd 0x8a850621... Ultra Sound
14222926 1 3031 1702 +1329 whale_0x8ebd 0xb26f9666... Titan Relay
14219042 8 3145 1816 +1329 everstake 0x9129eeb4... Ultra Sound
14219572 0 3014 1686 +1328 whale_0x8ebd 0x88857150... Ultra Sound
14221445 0 3014 1686 +1328 whale_0x8ebd 0xb26f9666... Titan Relay
14218347 1 3029 1702 +1327 coinbase 0x88857150... Ultra Sound
14219920 0 3012 1686 +1326 coinbase 0xb67eaa5e... BloXroute Max Profit
14218897 0 3011 1686 +1325 kiln 0xb67eaa5e... BloXroute Max Profit
14220703 11 3190 1865 +1325 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14217569 1 3026 1702 +1324 coinbase 0x8db2a99d... Flashbots
14220911 5 3091 1767 +1324 solo_stakers 0x8527d16c... Ultra Sound
14219528 5 3091 1767 +1324 whale_0x8ebd 0xb26f9666... Titan Relay
14218948 0 3009 1686 +1323 coinbase 0x88a53ec4... BloXroute Regulated
14223433 1 3025 1702 +1323 kiln 0x9129eeb4... Agnostic Gnosis
14217203 0 3007 1686 +1321 whale_0x8ebd 0x8db2a99d... Flashbots
14220954 1 3023 1702 +1321 everstake 0x88a53ec4... BloXroute Regulated
14216721 1 3022 1702 +1320 kiln 0xb26f9666... Aestus
14216491 5 3087 1767 +1320 coinbase 0x8527d16c... Ultra Sound
14218772 5 3087 1767 +1320 p2porg 0xb67eaa5e... Ultra Sound
14220478 6 3103 1783 +1320 p2porg 0xb26f9666... Titan Relay
14218150 1 3020 1702 +1318 whale_0x8ebd 0x9129eeb4... Ultra Sound
14220623 6 3101 1783 +1318 kiln 0xb67eaa5e... BloXroute Regulated
14218865 0 3003 1686 +1317 coinbase 0xb67eaa5e... Ultra Sound
14219561 12 3198 1881 +1317 whale_0x4b5e 0x850b00e0... Ultra Sound
14221446 2 3034 1718 +1316 coinbase 0x853b0078... BloXroute Max Profit
14218169 0 3000 1686 +1314 coinbase 0xb26f9666... BloXroute Regulated
14222868 0 2999 1686 +1313 bitstamp 0xac23f8cc... BloXroute Max Profit
14223467 0 2999 1686 +1313 everstake 0x856b0004... BloXroute Max Profit
14218565 7 3113 1800 +1313 whale_0xedc6 0xb67eaa5e... Aestus
14217906 1 3015 1702 +1313 kiln 0x88a53ec4... BloXroute Regulated
14217784 12 3193 1881 +1312 gateway.fmas_lido 0x8527d16c... Ultra Sound
14222872 0 2997 1686 +1311 everstake 0xac23f8cc... Flashbots
14219741 0 2997 1686 +1311 kiln 0x856b0004... Ultra Sound
14221320 1 3013 1702 +1311 kiln Local Local
14223368 0 2996 1686 +1310 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14217977 0 2996 1686 +1310 gateway.fmas_lido 0x857b0038... BloXroute Max Profit
14221566 4 3061 1751 +1310 p2porg 0xb26f9666... BloXroute Max Profit
14220926 1 3012 1702 +1310 kiln 0xb67eaa5e... BloXroute Max Profit
14222629 0 2995 1686 +1309 whale_0x8ebd 0xb26f9666... Titan Relay
14223105 1 3011 1702 +1309 solo_stakers 0x853b0078... BloXroute Max Profit
14220354 0 2994 1686 +1308 whale_0x8ebd 0x88a53ec4... BloXroute Regulated
14222267 6 3091 1783 +1308 whale_0xedc6 0xb26f9666... BloXroute Max Profit
14221126 3 3042 1734 +1308 kiln 0x8527d16c... Ultra Sound
14217091 5 3074 1767 +1307 coinbase 0xb26f9666... Titan Relay
14217733 1 3008 1702 +1306 whale_0x8ebd 0x85fb0503... Aestus
14216518 6 3088 1783 +1305 whale_0x8ebd 0xb26f9666... BloXroute Regulated
14222690 7 3103 1800 +1303 figment 0x853b0078... BloXroute Max Profit
14218953 1 3005 1702 +1303 everstake 0x853b0078... Ultra Sound
14219167 0 2987 1686 +1301 whale_0x8ebd 0x88a53ec4... BloXroute Max Profit
14216444 5 3068 1767 +1301 coinbase 0xb26f9666... BloXroute Max Profit
14221065 0 2986 1686 +1300 coinbase 0xb67eaa5e... BloXroute Max Profit
14218157 1 3002 1702 +1300 solo_stakers 0xb67eaa5e... Aestus
14217487 1 3002 1702 +1300 kiln 0x85fb0503... Aestus
14217452 8 3116 1816 +1300 everstake 0x850b00e0... BloXroute Max Profit
14218492 7 3099 1800 +1299 kiln Local Local
14216664 6 3081 1783 +1298 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14223070 0 2983 1686 +1297 kiln 0x9129eeb4... Agnostic Gnosis
14217188 0 2982 1686 +1296 whale_0x8ebd 0x85fb0503... Aestus
14220064 4 3046 1751 +1295 everstake 0x8527d16c... Ultra Sound
14216747 5 3061 1767 +1294 coinbase 0x856b0004... BloXroute Max Profit
14220882 7 3092 1800 +1292 kiln 0xb26f9666... Titan Relay
14218192 10 3140 1849 +1291 p2porg 0xb67eaa5e... Aestus
14218985 4 3042 1751 +1291 whale_0x8ebd 0xb26f9666... Titan Relay
14223045 1 2993 1702 +1291 coinbase 0x823e0146... Ultra Sound
14222803 1 2993 1702 +1291 coinbase 0xb26f9666... BloXroute Max Profit
14219112 1 2993 1702 +1291 kiln 0x8527d16c... Ultra Sound
14221512 10 3139 1849 +1290 whale_0x8ebd 0xb26f9666... Titan Relay
14223218 1 2992 1702 +1290 kiln 0x9129eeb4... Ultra Sound
14221118 0 2975 1686 +1289 everstake 0xb26f9666... Titan Relay
14220158 2 3007 1718 +1289 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14220859 1 2990 1702 +1288 kiln 0x856b0004... BloXroute Max Profit
14223310 0 2973 1686 +1287 solo_stakers 0x8527d16c... Ultra Sound
14219274 0 2973 1686 +1287 kiln 0x853b0078... Ultra Sound
14219740 3 3021 1734 +1287 p2porg 0xb26f9666... Aestus
14223434 3 3021 1734 +1287 ether.fi 0x823e0146... Flashbots
14219906 0 2972 1686 +1286 kiln 0x8527d16c... Ultra Sound
14222125 4 3037 1751 +1286 coinbase 0x8527d16c... Ultra Sound
14220767 1 2988 1702 +1286 whale_0x8ebd 0x856b0004... Ultra Sound
14222089 0 2971 1686 +1285 whale_0x8ebd 0xb26f9666... Titan Relay
14219651 4 3035 1751 +1284 whale_0x8ebd 0x8527d16c... Ultra Sound
14223166 1 2985 1702 +1283 kiln Local Local
14217865 5 3050 1767 +1283 coinbase 0x856b0004... BloXroute Max Profit
14222488 5 3048 1767 +1281 0x8527d16c... Ultra Sound
14221518 0 2966 1686 +1280 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14221741 0 2966 1686 +1280 whale_0x8ebd 0x8a850621... Ultra Sound
14221692 6 3063 1783 +1280 coinbase 0xb26f9666... Titan Relay
14223543 1 2981 1702 +1279 solo_stakers 0xb26f9666... BloXroute Max Profit
14217365 10 3125 1849 +1276 p2porg 0xb26f9666... BloXroute Max Profit
14219823 7 3076 1800 +1276 coinbase 0x856b0004... Ultra Sound
14217887 7 3076 1800 +1276 coinbase 0x823e0146... Flashbots
14222086 8 3092 1816 +1276 coinbase 0x853b0078... BloXroute Max Profit
14219591 5 3043 1767 +1276 coinbase 0xb67eaa5e... Ultra Sound
14218732 0 2960 1686 +1274 kiln 0xb67eaa5e... BloXroute Max Profit
14218530 0 2959 1686 +1273 coinbase 0x853b0078... BloXroute Max Profit
14216512 1 2975 1702 +1273 everstake 0x8527d16c... Ultra Sound
14217394 8 3089 1816 +1273 everstake 0x88857150... Ultra Sound
14220397 6 3055 1783 +1272 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14220154 6 3055 1783 +1272 whale_0x8ebd 0xb67eaa5e... BloXroute Max Profit
14221210 0 2957 1686 +1271 everstake 0xb67eaa5e... BloXroute Regulated
14218309 1 2973 1702 +1271 kiln 0xb26f9666... Titan Relay
14221552 5 3038 1767 +1271 coinbase 0x850b00e0... BloXroute Max Profit
14221597 5 3038 1767 +1271 kiln 0xb67eaa5e... BloXroute Max Profit
14220728 0 2956 1686 +1270 coinbase 0x8db2a99d... Ultra Sound
14222792 1 2972 1702 +1270 everstake 0x8527d16c... Ultra Sound
14221801 1 2972 1702 +1270 coinbase 0x856b0004... BloXroute Max Profit
14219053 0 2955 1686 +1269 coinbase 0xb26f9666... BloXroute Max Profit
14223584 0 2955 1686 +1269 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14217460 2 2987 1718 +1269 everstake 0xb26f9666... Titan Relay
14218760 10 3117 1849 +1268 kiln 0x856b0004... BloXroute Max Profit
14219438 0 2954 1686 +1268 coinbase 0x853b0078... BloXroute Max Profit
14217447 11 3132 1865 +1267 whale_0x8ebd 0x8527d16c... Ultra Sound
14223447 0 2952 1686 +1266 kiln 0xb26f9666... BloXroute Max Profit
14221718 0 2952 1686 +1266 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14217479 1 2967 1702 +1265 kiln 0x85fb0503... Aestus
14222168 1 2967 1702 +1265 everstake 0xb26f9666... Titan Relay
14219544 6 3048 1783 +1265 coinbase 0xb26f9666... Titan Relay
14217882 4 3015 1751 +1264 kiln 0x85fb0503... Aestus
14222809 8 3080 1816 +1264 everstake 0x88a53ec4... BloXroute Regulated
14220172 3 2997 1734 +1263 coinbase Local Local
14222543 0 2948 1686 +1262 everstake 0xb26f9666... Aestus
14220763 5 3029 1767 +1262 bitstamp 0x857b0038... BloXroute Max Profit
14217130 3 2996 1734 +1262 coinbase Local Local
14219575 7 3061 1800 +1261 p2porg 0x850b00e0... BloXroute Max Profit
14219076 8 3077 1816 +1261 kiln 0x8527d16c... Ultra Sound
14219690 5 3028 1767 +1261 coinbase 0xb26f9666... Titan Relay
14219646 0 2945 1686 +1259 kiln 0x823e0146... Flashbots
14221814 5 3026 1767 +1259 0x856b0004... BloXroute Max Profit
14218082 8 3074 1816 +1258 blockdaemon 0xb67eaa5e... BloXroute Regulated
14221103 1 2958 1702 +1256 everstake 0xb26f9666... Titan Relay
14220750 6 3039 1783 +1256 kiln 0xb26f9666... BloXroute Max Profit
14217195 7 3055 1800 +1255 kiln 0x8527d16c... Ultra Sound
14218072 10 3103 1849 +1254 kiln 0x88857150... Ultra Sound
14217379 1 2956 1702 +1254 kiln 0x85fb0503... Aestus
14220647 5 3021 1767 +1254 kiln 0xb26f9666... BloXroute Regulated
14220538 5 3021 1767 +1254 kiln 0x8527d16c... Ultra Sound
14219515 4 3002 1751 +1251 everstake 0xb26f9666... Titan Relay
14222008 10 3097 1849 +1248 p2porg 0x853b0078... BloXroute Max Profit
14220592 0 2934 1686 +1248 kiln 0x9129eeb4... Agnostic Gnosis
14221808 5 3015 1767 +1248 whale_0x8ebd 0x8527d16c... Ultra Sound
14216474 0 2933 1686 +1247 0x99cba505... BloXroute Max Profit
14220188 0 2933 1686 +1247 whale_0x8ebd 0x805e28e6... Flashbots
14218349 0 2933 1686 +1247 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14216676 6 3030 1783 +1247 everstake 0x8527d16c... Ultra Sound
14217052 5 3013 1767 +1246 whale_0x8ee5 0x850b00e0... Flashbots
14221172 9 3078 1832 +1246 kiln 0xb67eaa5e... BloXroute Regulated
14217300 5 3012 1767 +1245 coinbase 0x85fb0503... Aestus
14217228 8 3060 1816 +1244 kiln 0x8527d16c... Ultra Sound
14218268 5 3011 1767 +1244 coinbase 0xb26f9666... BloXroute Max Profit
14222124 5 3011 1767 +1244 0xb26f9666... Aestus
14219568 0 2929 1686 +1243 coinbase 0x856b0004... BloXroute Max Profit
14219432 8 3059 1816 +1243 kiln 0x856b0004... BloXroute Max Profit
14218475 3 2976 1734 +1242 everstake 0x8db2a99d... BloXroute Max Profit
14221817 1 2943 1702 +1241 whale_0x7275 0x823e0146... BloXroute Max Profit
14221340 1 2943 1702 +1241 kiln 0x856b0004... BloXroute Max Profit
14216462 2 2959 1718 +1241 kiln 0xb26f9666... BloXroute Max Profit
14217820 1 2942 1702 +1240 kiln 0xb26f9666... BloXroute Max Profit
14218184 3 2974 1734 +1240 everstake 0xb26f9666... Titan Relay
14217917 0 2925 1686 +1239 kiln 0x9129eeb4... Agnostic Gnosis
14220529 7 3039 1800 +1239 kiln 0x8527d16c... Ultra Sound
14222319 1 2941 1702 +1239 everstake 0xb26f9666... Titan Relay
14223145 0 2924 1686 +1238 kiln 0x88857150... Ultra Sound
14221176 0 2922 1686 +1236 nethermind_lido 0x83d6a6ab... BloXroute Max Profit
14220547 11 3101 1865 +1236 whale_0x8ebd 0x853b0078... BloXroute Max Profit
14218117 1 2938 1702 +1236 kiln Local Local
14216838 5 3003 1767 +1236 coinbase 0x85fb0503... BloXroute Max Profit
14220091 6 3019 1783 +1236 coinbase 0x8db2a99d... BloXroute Max Profit
14219269 3 2970 1734 +1236 kiln 0x8db2a99d... BloXroute Max Profit
14216698 11 3100 1865 +1235 whale_0x8ebd 0x8527d16c... Ultra Sound
14217268 5 3001 1767 +1234 coinbase 0x85fb0503... Aestus
14223247 6 3017 1783 +1234 coinbase 0xb5a65d00... Ultra Sound
14222229 1 2934 1702 +1232 everstake 0xb26f9666... Titan Relay
14217135 1 2934 1702 +1232 everstake 0xb26f9666... Aestus
14221805 5 2999 1767 +1232 everstake 0xb7c5e609... BloXroute Max Profit
14220978 10 3080 1849 +1231 everstake 0xb67eaa5e... BloXroute Regulated
14221309 0 2917 1686 +1231 everstake 0x8527d16c... Ultra Sound
14221702 8 3047 1816 +1231 whale_0x8ebd 0x856b0004... BloXroute Max Profit
14216473 5 2998 1767 +1231 coinbase 0xb26f9666... BloXroute Max Profit
14222171 0 2916 1686 +1230 bitstamp 0xb67eaa5e... BloXroute Max Profit
14219378 0 2915 1686 +1229 nethermind_lido 0xb26f9666... Aestus
14217782 1 2931 1702 +1229 blockdaemon 0x8a850621... Ultra Sound
14221695 5 2996 1767 +1229 kiln 0x8527d16c... Ultra Sound
14217785 1 2930 1702 +1228 everstake 0xb26f9666... Titan Relay
14217936 0 2913 1686 +1227 kiln 0x8db2a99d... Flashbots
14220772 0 2908 1686 +1222 nethermind_lido 0xb26f9666... Aestus
14220346 1 2924 1702 +1222 everstake 0xb26f9666... Titan Relay
14216472 1 2924 1702 +1222 kiln 0x856b0004... BloXroute Max Profit
14218808 1 2924 1702 +1222 kiln 0xb26f9666... BloXroute Max Profit
14221849 0 2907 1686 +1221 everstake 0xb26f9666... Aestus
14223158 1 2923 1702 +1221 whale_0x8ebd 0x823e0146... Ultra Sound
14221819 5 2987 1767 +1220 coinbase 0x856b0004... BloXroute Max Profit
14220806 7 3019 1800 +1219 kiln 0x853b0078... Ultra Sound
14218297 11 3084 1865 +1219 coinbase 0xb26f9666... BloXroute Regulated
14217204 1 2921 1702 +1219 kiln 0xb26f9666... Ultra Sound
14222318 5 2986 1767 +1219 everstake 0xb67eaa5e... BloXroute Regulated
14218020 6 3002 1783 +1219 0x856b0004... BloXroute Max Profit
14217118 0 2904 1686 +1218 everstake 0x88a53ec4... BloXroute Max Profit
14222881 9 3050 1832 +1218 whale_0x8ebd 0x8527d16c... Ultra Sound
14217404 0 2903 1686 +1217 nethermind_lido 0x85fb0503... Aestus
14222341 1 2919 1702 +1217 solo_stakers 0x8527d16c... Ultra Sound
14221707 1 2919 1702 +1217 solo_stakers 0xb67eaa5e... Aestus
14218354 1 2918 1702 +1216 kiln 0x853b0078... BloXroute Max Profit
14216559 9 3048 1832 +1216 kiln 0xb26f9666... BloXroute Max Profit
14219554 3 2950 1734 +1216 everstake 0xb26f9666... Titan Relay
14217870 3 2949 1734 +1215 everstake 0xb26f9666... Aestus
14223513 3 2949 1734 +1215 kraken 0x8db2a99d... Ultra Sound
14219775 1 2916 1702 +1214 whale_0x8ebd 0x8a850621... Ultra Sound
14220948 0 2899 1686 +1213 everstake 0xb26f9666... Titan Relay
14219223 1 2915 1702 +1213 bitstamp 0x88a53ec4... BloXroute Max Profit
14221704 0 2898 1686 +1212 everstake 0x8db2a99d... BloXroute Max Profit
14218101 7 3012 1800 +1212 coinbase 0x8527d16c... Ultra Sound
14220409 4 2963 1751 +1212 gateway.fmas_lido 0x8527d16c... Ultra Sound
14216673 1 2914 1702 +1212 everstake 0x85fb0503... Aestus
14219798 9 3044 1832 +1212 whale_0x8ebd 0xb26f9666... BloXroute Max Profit
14218076 0 2897 1686 +1211 kiln 0x856b0004... BloXroute Max Profit
14216893 0 2897 1686 +1211 bitstamp 0xb67eaa5e... BloXroute Regulated
14221637 6 2992 1783 +1209 kiln 0x8db2a99d... Ultra Sound
14221500 3 2943 1734 +1209 everstake 0x823e0146... Titan Relay
14217396 0 2894 1686 +1208 nethermind_lido 0x85fb0503... Aestus
14218705 1 2910 1702 +1208 everstake 0x9129eeb4... Ultra Sound
14220890 8 3024 1816 +1208 coinbase 0x856b0004... BloXroute Max Profit
14218163 1 2909 1702 +1207 everstake 0xb26f9666... Titan Relay
14222159 1 2908 1702 +1206 ether.fi 0x856b0004... BloXroute Max Profit
14221114 1 2908 1702 +1206 everstake 0x8db2a99d... Titan Relay
14223321 5 2973 1767 +1206 kiln 0x853b0078... BloXroute Max Profit
14221809 0 2891 1686 +1205 kiln 0xb26f9666... BloXroute Max Profit
14220259 5 2972 1767 +1205 kiln 0x8db2a99d... Titan Relay
14222766 6 2988 1783 +1205 kiln 0x8527d16c... Ultra Sound
14219401 0 2890 1686 +1204 everstake 0x851b00b1... BloXroute Max Profit
14217386 5 2971 1767 +1204 ether.fi 0xb7c5e609... BloXroute Max Profit
14219734 0 2888 1686 +1202 kiln 0xb26f9666... BloXroute Max Profit
14220596 7 3002 1800 +1202 kiln 0x8db2a99d... BloXroute Max Profit
14220562 5 2969 1767 +1202 everstake 0xb26f9666... Titan Relay
14217306 5 2966 1767 +1199 everstake 0xb26f9666... Titan Relay
14220403 0 2884 1686 +1198 ether.fi 0x851b00b1... Flashbots
14222152 8 3014 1816 +1198 kiln 0x9129eeb4... Ultra Sound
14218465 0 2883 1686 +1197 kraken 0x82c466b9... EthGas
14221211 2 2915 1718 +1197 everstake 0x853b0078... BloXroute Max Profit
14223050 1 2897 1702 +1195 everstake 0xb26f9666... Titan Relay
14220717 0 2880 1686 +1194 everstake 0x88a53ec4... BloXroute Max Profit
14216750 5 2961 1767 +1194 everstake 0xb26f9666... Titan Relay
14216537 4 2944 1751 +1193 ether.fi 0x850b00e0... Flashbots
Total anomalies: 560

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})