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U.S. House of Representatives

Rep. Kathy Castor

Democrat · Representative, FL-14

Energy and CommerceStrategic Competition Between the United States and the Chinese Communist Party
Results across 16 tests
Fits patternOpen questionDoes not fitNot assessedScreening signal

No test fits; open questions on breadth and concentration, event timing (abnormal returns), disclosure timeliness and more.

Trades disclosed
88
Mar 4, 2014 to Jul 15, 2024
Companies traded
24
Disclosed value
$312.1K–$1.8M
Sum of reported ranges
Filed after 45 days
4
Median filing lag 11 days

Scorecard

Select a test to see the estimate, interval, adjusted p-values and robustness checks.

T2Breadth and concentration22 different companies; the effective number of equally sized positions is 5 and trading spans 51% of maximum sector diversity.Open question

Question
Is trading concentrated in a few companies rather than spread across a diversified portfolio?

Insider signature
Informed trading concentrates in the few issuers tied to the information.

Analyst note
Dollar HHI 0.219 (identified set [0.058, 0.663]); trade-count HHI 0.138 vs. 95th percentile 0.016 of 86 random draws from all congressional trades (p = 0.002). Normalized sector entropy 0.51 [0.37, 0.62]. Top three issuers (BRK.B, T, DIA) carry at least 20% of dollar volume.

Evidence
Statistical
Effective number of issuers
5 [2, 17] 90%
0Estimate
This member5
All computed statistics (13)
n86
issuers22
hhi_mid0.2194
hhi_bounds[0.0578, 0.6630]
n_eff4.5585
hhi_count0.1382
peer_benchmark_p950.0162
peer_benchmark_p0.0020
sector_entropy0.5099
sector_entropy_ci[0.3715, 0.6219]
top3_share_lower0.2032
top3[BRK.B, T, DIA]
top3_tied_to_eventstrue
T4Event timing (abnormal returns)Across 72 priced trades, purchases and sales moved 1.24% in the trade's direction relative to the market over the next month on average.Open question

Question
Do purchases rise and sales fall more than the market in the weeks after the trade?

Insider signature
Purchases before price rises and sales before price falls.

Analyst note
Mean signed CAR(1,21) = 0.0124; 90% KP interval [-0.1751, 0.1998]; t_BMP = 0.48, r-bar = 0.521, t_KP = 0.05, Patell Z = 0.68, Corrado Z = 0.31. Dollar-weighted identified set [-0.0604, 0.0440]. Calendar-time alpha 20.24%/yr (NW t = 1.14, 672 days).

Evidence
Statistical
Mean signed 21-day CAR
+1.24% [−17.51%, +19.98%] 90%
p-value
0.478
Holm-adjusted p
1.000
BH q-value
0.983
Margin δ
0.5% per trade over 21 days
Robust to variants
Yes
0δEstimate
This member+1.24%
All computed statistics (16)
n72
theta0.0124
ci[-0.1751, 0.1998]
p0.4785
t_kp0.0541
rbar0.5207
se_cs0.0126
se_kp0.1125
t_cs0.9797
t_bmp0.4819
patell_z0.6769
corrado_z0.3052
dollar_weighted_bounds[-0.0604, 0.0440]
calendar_time[object Object]
calendar_alpha_ci[-3.68e-4, 0.0020]
by_horizon[object Object]
Robustness variantReadingEstimate
Horizon 5 daysOpen question−0.07%
Horizon 63 daysOpen question+1.10%
Excluding largest batch dateOpen question+1.25%
Self-owned accounts onlyOpen question+1.66%
Dollar-weighted (bounds)Open question+4.40%
Calendar-time alpha (annualized)+20.24%
T7Disclosure timeliness6 of 76 trades (7.9%) were disclosed late; median lag 6 days.Open question

Question
Were trades disclosed within the STOCK Act's 45-day limit?

Insider signature
Delayed disclosure can conceal well-timed trades.

Analyst note
Late share 0.079, Wilson [0.041, 0.145]; 90th percentile lag 35 days; longest 404 days. Late-minus-timely signed CAR -0.0203, p = 0.722.

Evidence
Statistical
Late share
7.9% [4.1%, 14.5%] 90%
p-value
0.722
Holm-adjusted p
1.000
BH q-value
0.794
0Estimate
This member7.9%
All computed statistics (18)
n76
amendment_rows_excluded10
late6
late_from_trade6
excused_by_notification0
late_share0.0789
late_ci[0.0414, 0.1455]
median_lag6
p90_lag35
max_lag404
filings33
late_filings3
late_priced10
timely_priced62
late_priced_dates10
late_minus_timely_car-0.0203
late_minus_timely_ci[-0.0869, 0.0213]
late_minus_timely_p0.7220
T15Short-swing round trips7 buy-and-sell round trips within six months; in the month after opening, those positions moved +23.07% in the trade's favour relative to the market.Open question

Question
Does the member buy and sell the same stock within six months, and do those round trips beat the market?

Insider signature
Short-horizon round trips capture a temporary informational edge.

Analyst note
Opening-trade signed CAR(1,21) 0.2307 [-0.4535, 0.9148], t_KP = 0.74, over 5 priced openings. Realized market-adjusted return to the closing trade averaged +13.46% (win rate 100%); it is shown for context only because exit timing is chosen after the fact.

Evidence
Statistical
Opening-trade signed 21-day CAR
+23.07% [−45.35%, +91.48%] 90%
p-value
0.249
Holm-adjusted p
1.000
BH q-value
0.999
Margin δ
0.5% per trade over 21 days
0δEstimate
This member+23.07%
All computed statistics (9)
round_trips7
share_in_round_trips0.1628
priced4
realized_mean0.1346
realized_win_rate1
opening_car0.2307
ci[-0.4535, 0.9148]
p0.2495
openings_priced5
T1Trade size87% of 86 trades were in the lowest disclosure band ($1,001-$15,000); trades just before large company-specific moves were not larger than usual.Does not fit

Question
Are the member's trades unusually large, especially just before news?

Insider signature
Informed trades are large relative to the trader's normal activity, because the profit from an informational edge scales with position size.

Analyst note
Lowest-band share 0.872, 90% Wilson [0.801, 0.920]. Event-linked size gap Delta_z = 0.00 (within-issuer permutation p = 1.000); 0 event-linked trades with z > 3 in bands of $50,001 or more.

Evidence
Statistical
Lowest-band share
87.2% [80.1%, 92.0%] 90%
p-value
1.000
Holm-adjusted p
1.000
BH q-value
1.000
0Estimate
This member87.2%
All computed statistics (9)
n86
lowest_band_share0.8721
lowest_band_ci[0.8013, 0.9202]
share_over_50k0.0233
max_z0
size_gap0
size_gap_p1
event_linked10
event_linked_outliers0
T3Cadence and event proximity7% of trading days were batches of three or more companies; 6% of trades look routine; 11.6% of trades came within five trading days before a large company-specific move (chance alone: 5.5%).Does not fit

Question
Do trades arrive in routine rebalancing batches, or sporadically just before company news?

Insider signature
Opportunistic trades carry information and routine trades do not.

Analyst note
Batch-day share 4/58, Wilson [0.03, 0.15]; index of dispersion 2.22 (chi-square p = 2.04e-252); routine share 0.06 (portfolio-routine or Cohen-Malloy-Pomorski two-year rule). Proximity share 0.116 vs. circular-shift null mean 0.055, p = 0.062.

Evidence
Statistical
Batch-day share
6.9% [3.1%, 14.5%] 90%
p-value
0.062
Holm-adjusted p
0.496
BH q-value
0.403
0Estimate
This member6.9%
All computed statistics (14)
n86
trade_days58
batch_share_trades0.2093
batch_day_share0.0690
batch_day_ci[0.0313, 0.1450]
dispersion_index2.2248
dispersion_p0
routine_share0.0581
proximity_share0.1163
proximity_null_mean0.0550
proximity_null_p950.1163
proximity_p0.0620
proximity_nonroutine0.1235
proximity_routine0
T8Committee overlap25% of the member's mapped trading by dollar value was in industries their committees oversee, against 38% for a comparable benchmark.Does not fit

Question
Does the member trade industries their committees oversee, and do those trades do better?

Insider signature
Members may trade on information about industries their committees oversee.

Analyst note
Committees HSIF, HSZS; jurisdiction sectors Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Semiconductor Materials & Equipment, Semiconductors, Technology Hardware, Storage & Peripherals, Tobacco, Utilities. Dollar share 0.250 (identified set [0.062, 0.637], bootstrap 0.136-0.497); benchmarks S&P 500 0.335, congressional peers 0.378.

Evidence
Descriptive
Jurisdiction excess share
-12.8% [-24.2%, 11.9%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member-12.8%
All computed statistics (15)
n74
in_jurisdiction_trades16
share0.2504
share_bounds[0.0618, 0.6371]
share_ci[0.1357, 0.4968]
benchmark_sp5000.3347
benchmark_peers0.3781
excess-0.1277
excess_ci[-0.2424, 0.1187]
committees[HSIF, HSZS]
jurisdiction_sectors[Automobile Manufacturers, Communication Services, Energy, Health Care, Interactive Media & Services, Semiconductor Materials & Equipment, Semiconductors, Technology Hardware, Storage & Peripherals, Tobacco, Utilities]
regression_errorError evaluating factor: TypeError: 'module' object is not callable y ~ J + C(sector) ^^^^^^^^^
gamma1–
gamma1_ci[–, –]
gamma1_p–
T11Performance relative to CongressAfter adjusting for noise, the member's trades rank at the 82% percentile of 134 members (shrunk estimate -0.28% per trade over a month).Does not fit

Question
After accounting for noise, does the member's trading beat that of other members?

Insider signature
A member with an information edge stands out from the cross-section of congressional traders.

Analyst note
Empirical Bayes: raw 0.0124, posterior -0.0028 (sd 0.0015); Congress mean -0.0028, between-member variance 0.000000.

Evidence
Statistical
Shrunk signed 21-day CAR
−0.28% [−0.53%, −0.03%] 90%
Margin δ
0.5% per trade over 21 days
0δEstimate
This member−0.28%
All computed statistics (8)
raw0.0124
posterior_mean-0.0028
posterior_sd0.0015
congress_mean-0.0028
tau20
percentile0.8209
members_compared134
lower95-0.0058
T13Co-trading with other members16% of trades had another member trading the same stock the same way within a week (chance alone: 13%).Does not fit

Question
Does the member trade the same stock in the same direction as other members at the same time more than chance predicts?

Insider signature
Shared nonpublic information spreads through networks and shows up as clustered trades.

Analyst note
Co-traded share 0.163; circular-shift null mean 0.134, 95th pct 0.233, p = 0.320. Co-traded signed CAR 0.0295, p = 0.287.

Evidence
Statistical
Co-traded share
16.3%
p-value
0.287
Holm-adjusted p
1.000
BH q-value
0.902
Robust to variants
Yes
All computed statistics (10)
n86
cotraded_share0.1628
null_mean0.1335
null_p950.2326
excess_p0.3200
cotraded_share_wo_top0.1628
excess_p_wo_top0.2700
cotraded_car0.0295
cotraded_car_ci[-0.0599, 0.1189]
cotraded_car_p0.2873
Robustness variantReadingEstimate
Without M001157, the member with the most trades, in the co-trade indexDoes not fit16.3%
T16Options and leverageNo option trades were reported.Does not fit

Question
Does the member use options, and do option trades point the right way?

Insider signature
Informed traders favour options because leverage raises the payoff to private information.

Analyst note
No option trades were reported.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (2)
option_trades0
option_share0
T5Direction before market-wide shocksBefore 7 large market moves, the member's net trading pointed the right way 4 times.Inconclusive (too few trades)

Question
Before the market's biggest moves, did the member's trades point the right way?

Insider signature
An informed trader's trades just before a market-moving event point in the direction of the coming move.

Analyst note
Hit rate 0.57, Clopper-Pearson 90% [0.23, 0.87]; exact one-sided p = 0.500; magnitude-weighted sign-flip p = 0.246. Episodes: benchmark days beyond three rolling standard deviations with trades in the prior five trading days, plus documented episodes when supplied.

Evidence
Statistical
Hit rate
57.1% [22.5%, 87.1%] 90%
p-value
0.500
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member57.1%
All computed statistics (7)
n_episodes7
hits4
hit_rate0.5714
ci[0.2253, 0.8712]
p_exact0.5000
p_magnitude0.2463
episodes[[object Object], [object Object], [object Object], [object Object], [object Object], [object Object], [object Object]]
T6Control and independenceTrading arrangement: not documented; trading during absence ran at 0.00 times the normal rate.Not assessed

Question
Does the member direct the trades, and does trading change when the member's access to information changes?

Insider signature
The person holding the information directs the trade.

Analyst note
Trading arrangement: not documented; trading during absence ran at 0.00 times the normal rate.

Evidence
Statistical
Absence rate ratio
0.00 [0.00, 9.55] 90%
0Estimate
This member0.00
All computed statistics (6)
rate_ratio0
rate_ratio_ci[0, 9.5532]
rate_ratio_batchdays0
rate_ratio_batchdays_ci[0, 14.2856]
absence_days10
trades_in_absence0
T9Policy-topic overlap11 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 distinct dates; at least 10 dates are needed for a date-clustered comparison.Not assessed

Question
Did trades in stocks affected by the member's legislative work come before votes and move the right way?

Insider signature
Trading on knowledge of legislation before it is public.

Analyst note
11 priced trades fell in affected industries in the 30 days before the member's committee events, but on only 8 distinct dates; at least 10 dates are needed for a date-clustered comparison.

Evidence
Descriptive
Margin δ
0.5% per trade
All computed statistics (4)
n11
n_other61
trade_dates8
events2882
T10Behavior after scrutinyNo documented scrutiny date; the estimated change point in trading activity is shown for reference.Not assessed

Question
Did trading change after press scrutiny or an ethics inquiry?

Insider signature
A member who trades on information has an incentive to keep control of trading after scrutiny.

Analyst note
No documented scrutiny date; the estimated change point in trading activity is shown for reference. Estimated change point 2021-07-19 (permutation p = 0.002).

Evidence
Descriptive
All computed statistics (5)
changepoint2021-07-19
changepoint_LR25.7276
changepoint_p0.0020
tradeday_rate_before0.0291
tradeday_rate_after0.0026
T12Anticipation of large stock moves18 trades were followed within two weeks by a large company-specific move; 9 were on the profitable side.Inconclusive (too few trades)

Question
When a traded stock made a large unexpected move soon after the trade, was the trade on the right side?

Insider signature
Buying shortly before a large jump or selling shortly before a large drop.

Analyst note
Hit rate 0.50, Clopper-Pearson [0.29, 0.71], exact one-sided p = 0.593; threshold |AR| > 3 sigma.

Evidence
Statistical
Hit rate
50.0% [29.1%, 70.9%] 90%
p-value
0.593
Holm-adjusted p
1.000
BH q-value
1.000
Margin δ
10 points above a coin flip
0δEstimate
This member50.0%
All computed statistics (6)
n18
hits9
hit_rate0.5000
ci[0.2912, 0.7088]
priced72
share_followed0.2500
T14Family-account trades20% of trades were in a spouse's or dependent's name; returns not computed for them.Not assessed

Question
Do trades in a spouse's or dependent's name do better than the member's own?

Insider signature
Routing informed trades through family accounts.

Analyst note
20% of trades were in a spouse's or dependent's name; returns not computed for them.

Evidence
Descriptive
Margin δ
0.5% per trade over 21 days
All computed statistics (3)
family_trades17
family_share0.1977
owner_unknown0

Documented episodes

Trades placed near a documented market or policy event, and which way the market moved next.

Market move on 2019-08-05
–
1 trade(s) in the prior five trading days
-3.01%

S&P 500 (SPY) daily move (Aug 5, 2019)

Wrong way.

Market move on 2020-03-11
–
5 trade(s) in the prior five trading days
-4.87%

S&P 500 (SPY) daily move (Mar 11, 2020)

Right way.

Market move on 2020-03-12
–
5 trade(s) in the prior five trading days
-9.57%

S&P 500 (SPY) daily move (Mar 12, 2020)

Right way.

Market move on 2020-03-13
–
5 trade(s) in the prior five trading days
+8.55%

S&P 500 (SPY) daily move (Mar 13, 2020)

Wrong way.

Market move on 2020-03-16
–
5 trade(s) in the prior five trading days
-10.94%

S&P 500 (SPY) daily move (Mar 16, 2020)

Right way.

Market move on 2020-03-17
–
5 trade(s) in the prior five trading days
+5.4%

S&P 500 (SPY) daily move (Mar 17, 2020)

Wrong way.

Market move on 2020-03-26
–
1 trade(s) in the prior five trading days
+5.84%

S&P 500 (SPY) daily move (Mar 26, 2020)

Right way.

Disclosed trades per monthPurchasesSales
2015201620172018201920202021202220232024

Largest positions traded

CompanyTradesDisclosed value
BRK.B Berkshire Hathaway Inc. New29$148K to $695K
T AT&T Inc.4$53K to $145K
DIA SPDR Dow Jones Industrial Average ETF3$17K to $80K
DOW Dow Chemical5$5,005 to $75K
BIF Boulder Growth & Income Fund, Inc.5$5,005 to $75K
BAC Bank of America Corporation2$16K to $65K
BA Boeing Company2$16K to $65K
BX The Blackstone Group l.P. Common Units Representing Limited Partnership Interests4$4,004 to $60K

All disclosed trades

Amounts are the ranges reported on the filing. Late filings are those made more than 45 days after the trade.

JSON · CSV
86 trades
Trade dateAssetTypeAmountOwnerFiled after5-day CAR
Jul 15, 2024BRK.B Berkshire Hathaway Inc. New Common StockSale$15K to $50Kjoint0 d−0.8%Filing
Mar 28, 2024BRK.B Berkshire Hathaway Inc. New Common StockSale$15K to $50Kjoint0 d+0.2%Filing
Jul 16, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint13 d−1.7%Filing
Jun 25, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint34 d−1.5%Filing
Jun 18, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint41 d−1.0%Filing
Jun 14, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint0 d−2.2%Filing
May 21, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint24 d−0.7%Filing
Apr 14, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint0 d+0.8%Filing
Apr 13, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint1 d+0.5%Filing
Apr 9, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint5 d+1.2%Filing
Mar 31, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint14 d+0.7%Filing
Mar 15, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint30 d−0.8%Filing
Feb 17, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint1 d+1.7%Filing
Feb 1, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint17 d+0.3%Filing
Jan 4, 2021BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint0 d−0.1%Filing
Nov 16, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint16 d+0.1%Filing
Oct 5, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint3 d−1.3%Filing
Sep 25, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint13 d−0.9%Filing
Sep 21, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint17 d−1.6%Filing
Aug 4, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint2 d+5.7%Filing
Jul 16, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint376 d+0.8%Filing
Jul 14, 2020AAL American Airlines Group, Inc.Sale$1,001 to $15Kjoint2 d−0.3%Filing
Jul 14, 2020LUV Southwest Airlines CompanySale$1,001 to $15Kjoint2 d−0.4%Filing
Jul 10, 2020LUV Southwest Airlines CompanySale$1,001 to $15Kjoint6 d−2.6%Filing
Jun 25, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint397 d−1.0%Filing
Jun 18, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint404 d+0.2%Filing
May 19, 2020AAL American Airlines Group, Inc.Purchase$1,001 to $15Kjoint1 d+20.2%Filing
May 19, 2020LUV Southwest Airlines CompanyPurchase$1,001 to $15Kjoint1 d+17.6%Filing
May 19, 2020LUV Southwest Airlines CompanyPurchase$1,001 to $15Kjoint1 d+17.6%Filing
May 18, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint2 d+1.5%Filing
May 4, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$1,001 to $15Kjoint16 d−4.9%Filing
Apr 21, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$15K to $50Kjoint1 d−2.0%Filing
Apr 15, 2020BRK.B Berkshire Hathaway Inc. NewPurchase$50K to $100Kjoint7 d−1.4%Filing
Mar 27, 2020DIA SPDR Dow Jones Industrial Average ETFPurchase$1,001 to $15Kjoint7 d−0.6%Filing
Mar 27, 2020DIA SPDR Dow Jones Industrial Average ETFPurchase$1,001 to $15Kjoint7 d−0.6%Filing
Mar 24, 2020DIA SPDR Dow Jones Industrial Average ETFPurchase$15K to $50Kjoint10 d+0.5%Filing
Mar 10, 2020BAC Bank of America CorporationSale$15K to $50Kjoint24 d−12.2%Filing
Mar 10, 2020BRK.B Berkshire Hathaway Inc. NewSale$15K to $50Kjoint24 d−4.1%Filing
Mar 10, 2020BIF Boulder Growth & Income Fund, Inc.Sale$1,001 to $15Kjoint24 d–Filing
Mar 10, 2020BEN Franklin Resources, Inc.Sale$1,001 to $15Kjoint24 d−19.7%Filing
Mar 10, 2020BX The Blackstone Group Inc. Class ASale$1,001 to $15Kjoint24 d+2.9%Filing
Jan 3, 2020BIF Boulder Growth & Income Fund, Inc.Purchase$1,001 to $15Kspouse5 d–Filing
Dec 27, 2019BIF Boulder Growth & Income Fund, Inc.Purchase$1,001 to $15Kspouse12 d–Filing
Aug 7, 2019BIF Boulder Growth & Income Fund, Inc.Purchase$1,001 to $15Kspouse14 d–Filing
Jul 31, 2019BIF Boulder Growth & Income Fund, Inc.Purchase$1,001 to $15Kspouse6 d–Filing
Jan 28, 2019BRK.B Berkshire Hathaway Inc. NewPurchase$15K to $50Kjoint1 d+0.2%Filing
Jan 24, 2019BX The Blackstone Group l.P. Common Units Representing Limited Partnership InterestsPurchase$1,001 to $15Kjoint5 d+1.2%Filing
Aug 4, 2017DIS Walt Disney CompanyCommitteeSale$1,001 to $15Kjoint0 d+4.6%Filing
Mar 15, 2017AAPL Apple Inc.CommitteeSale$1,001 to $15Kjoint5 d−1.9%Filing
Feb 14, 2017BA Boeing CompanySale$15K to $50Kjoint1 d−2.5%Filing