↖ CPA Weather Lab

Rainfall day-ending sensitivity and six-hour event-gap analysis

This analysis combines four ASOS stations and three Pennsylvania Environmental Monitoring Network stations. It tests how changing the 24-hour observation ending time redistributes rainfall among days, then examines the internal dry breaks of events defined by six observed dry hours.

Important clock distinction. Fixed 05Z is midnight Eastern Standard Time throughout the year, but it becomes 1:00 a.m. local during daylight time. A separate LOCAL_MIDNIGHT calculation follows actual civil midnight, switching between 05Z and 04Z.
7stations
149,345valid station-days across endings
0.03 / 0.09 / 0.22 / 0.51pooled quintile cut points, inches

Methods

Hydrologic days are 24-hour windows ending at local civil midnight, fixed 05Z, 11Z, 12Z, 13Z, 23Z, 00Z, or 01Z. A day is valid when at least 90% of its expected observations are present and it is not a partial edge window. A wet day contains at least 0.01 inch. Daily amount quintiles are fixed from the equal-station-weighted pooled distribution of wet days ending at 05Z, then applied unchanged to every ending time. This prevents the bins themselves from moving while the clock boundary is being tested.

PEMN slow-drain episodes identified by the earlier timing QC are removed from timing calculations. ASOS accumulation cycles are reconstructed from p01i; frozen-only events are excluded from the rain-compatible timing analysis, while mixed and unclassified measurable events remain. A primary event contains at least 0.02 inch. Events end after six observed dry hours or at a long data outage.

A dry break is the fully dry interval between two measurable observations. For a one-minute PEMN record, tips six minutes apart contain a five-minute break. For a five-minute ASOS record, reports ten minutes apart contain one five-minute dry slot. The continuation curve asks: after a break has already lasted t minutes, what fraction of eligible breaks still resume before reaching the six-hour event separator? Each complete event contributes one terminal event-ending spell.

Effect of day ending

The largest network-level change relative to fixed 05Z occurs for PEMN at 13Z: -4.65 wet days per 365.25 valid days. Total annualized depth changes little; the principal effect is whether one meteorological episode is concentrated into one daily total or split across two nominal days.

network ending_code ending_label valid_days wet_days_per_365_25_valid_days wet_day_pct median_wet_day_in p90_wet_day_in p95_wet_day_in top_quintile_days_per_365_25 depth_per_365_25_valid_days_in
ASOS 00Z 00Z 14037.00 120.71 33.05 0.15 0.83 1.12 24.95 37.68
ASOS 01Z 01Z 14032.00 120.75 33.06 0.15 0.83 1.14 24.75 37.70
ASOS 05Z_EST 05Z fixed (midnight EST) 13988.00 119.75 32.79 0.16 0.83 1.15 24.07 37.70
ASOS 11Z 11Z 13992.00 119.32 32.67 0.15 0.83 1.13 25.11 37.77
ASOS 12Z 12Z 13997.00 119.54 32.73 0.15 0.82 1.13 25.36 37.75
ASOS 13Z 13Z 13991.00 118.89 32.55 0.15 0.83 1.14 25.17 37.71
ASOS 23Z 23Z 14056.00 120.21 32.91 0.15 0.84 1.13 24.89 37.68
ASOS LOCAL_MIDNIGHT Local civil midnight 14000.00 120.66 33.04 0.15 0.83 1.13 23.95 37.66
PEMN 00Z 00Z 4655.00 131.74 36.07 0.14 0.84 1.18 26.52 42.20
PEMN 01Z 01Z 4658.00 132.91 36.39 0.13 0.84 1.19 26.43 42.14
PEMN 05Z_EST 05Z fixed (midnight EST) 4657.00 133.17 36.46 0.13 0.84 1.16 26.51 42.22
PEMN 11Z 11Z 4654.00 129.73 35.52 0.14 0.89 1.25 25.90 42.43
PEMN 12Z 12Z 4657.00 129.25 35.39 0.14 0.89 1.22 26.04 42.39
PEMN 13Z 13Z 4652.00 128.53 35.19 0.15 0.87 1.20 26.38 42.30
PEMN 23Z 23Z 4660.00 132.23 36.20 0.14 0.87 1.18 25.94 42.16
PEMN LOCAL_MIDNIGHT Local civil midnight 4659.00 132.88 36.38 0.13 0.84 1.20 26.18 42.21
Original figure unavailable in the current source package.01 wet day frequency by ending
Original figure unavailable in the current source package.02 top quintile days by ending
Original figure unavailable in the current source package.03 station wet day change vs 05z

Six-hour event structure

Event length is measured from the first measurable rainfall observation to the last measurable observation in the same six-hour event. Mean intensity uses the inclusive active window so that one-tip events do not require division by zero, another modest victory over arithmetic.

network season events event_length_median_hr event_length_p90_hr depth_median_in peak60_median_in
ASOS Autumn 818.00 4.29 17.16 0.18 0.10
ASOS Spring 1156.00 4.17 16.07 0.17 0.09
ASOS Summer 1260.00 1.48 9.48 0.17 0.13
ASOS Winter 711.00 6.46 18.93 0.19 0.08
PEMN Autumn 228.00 5.56 18.77 0.22 0.09
PEMN Spring 363.00 5.68 20.32 0.22 0.09
PEMN Summer 374.00 2.72 10.37 0.23 0.15
PEMN Winter 344.00 4.47 19.08 0.14 0.07
Original figure unavailable in the current source package.04 break prevalence by season
Original figure unavailable in the current source package.05 continuation curves by season

When does a dry break become more likely to end the event?

The table below gives the first dry-break length at which the empirical chance of additional rain before six hours falls to 50% or lower. Values are assigned by the month in which the break begins, not necessarily the month in which the event began.

network Month ASOS PEMN
Jan 1h 30m 1h 19m
Feb 1h 25m 58m
Mar 1h 20m 1h 22m
Apr 1h 20m 1h 13m
May 1h 15m 2h 04m
Jun 40m 1h 13m
Jul 40m 31m
Aug 40m 1h 14m
Sep 1h 20m 1h 33m
Oct 1h 30m 1h 40m
Nov 50m 1h 00m
Dec 1h 20m 1h 21m
Original figure unavailable in the current source package.06 monthly 50 50 break threshold

Seasonal probability thresholds

These include the requested 5%, 10%, 25%, 50%, 75%, 90%, and 95% resumption-probability crossing points. <5m means the probability was already below that level at the first evaluated five-minute break. >6h means it never fell that low before the event separator.

network season probability_pct crossing_text terminal_events at_risk_at_5m
ASOS Autumn 95 <5m 805 9475
ASOS Autumn 90 10m 805 9475
ASOS Autumn 75 25m 805 9475
ASOS Autumn 50 1h 15m 805 9475
ASOS Autumn 25 2h 50m 805 9475
ASOS Autumn 10 4h 20m 805 9475
ASOS Autumn 5 5h 10m 805 9475
ASOS Spring 95 <5m 1109 13145
ASOS Spring 90 10m 1109 13145
ASOS Spring 75 25m 1109 13145
ASOS Spring 50 1h 20m 1109 13145
ASOS Spring 25 3h 05m 1109 13145
ASOS Spring 10 4h 40m 1109 13145
ASOS Spring 5 5h 20m 1109 13145
ASOS Summer 95 <5m 1222 6580
ASOS Summer 90 <5m 1222 6580
ASOS Summer 75 10m 1222 6580
ASOS Summer 50 40m 1222 6580
ASOS Summer 25 2h 15m 1222 6580
ASOS Summer 10 4h 00m 1222 6580
ASOS Summer 5 5h 00m 1222 6580
ASOS Winter 95 <5m 692 11140
ASOS Winter 90 15m 692 11140
ASOS Winter 75 35m 692 11140
ASOS Winter 50 1h 25m 692 11140
ASOS Winter 25 3h 00m 692 11140
ASOS Winter 10 4h 35m 692 11140
ASOS Winter 5 5h 25m 692 11140
PEMN Autumn 95 <5m 228 3885
PEMN Autumn 90 11m 228 3885
PEMN Autumn 75 30m 228 3885
PEMN Autumn 50 1h 23m 228 3885
PEMN Autumn 25 3h 14m 228 3885
PEMN Autumn 10 4h 49m 228 3885
PEMN Autumn 5 5h 16m 228 3885
PEMN Spring 95 <5m 362 6563
PEMN Spring 90 11m 362 6563
PEMN Spring 75 30m 362 6563
PEMN Spring 50 1h 33m 362 6563
PEMN Spring 25 3h 23m 362 6563
PEMN Spring 10 4h 48m 362 6563
PEMN Spring 5 5h 23m 362 6563
PEMN Summer 95 <5m 368 2596
PEMN Summer 90 <5m 368 2596
PEMN Summer 75 14m 368 2596
PEMN Summer 50 56m 368 2596
PEMN Summer 25 2h 49m 368 2596
PEMN Summer 10 4h 35m 368 2596
PEMN Summer 5 5h 15m 368 2596
PEMN Winter 95 <5m 337 5931
PEMN Winter 90 11m 337 5931
PEMN Winter 75 30m 337 5931
PEMN Winter 50 1h 13m 337 5931
PEMN Winter 25 2h 35m 337 5931
PEMN Winter 10 4h 07m 337 5931
PEMN Winter 5 4h 47m 337 5931

Interpretation

Day-ending sensitivity is not a change in rainfall climate. It is a bookkeeping transformation that changes the number of wet labels, the size of daily totals, and the frequency assigned to the upper bins. Morning endings tend to keep overnight and early-morning stratiform rainfall together, while evening or midnight endings more often divide long cool-season events. Convective events can be split whenever a late-day storm continues across the selected boundary.

The dry-break continuation thresholds are empirical properties of this station sample and six-hour definition. They are not universal physical constants. They depend on gauge resolution, measurable increment size, season, storm type, and the terminal-event rule. The station-level tables should be used before applying a network pooled threshold operationally.

Package contents

The tables directory contains every valid hydrologic day, fixed pooled/network/station quintile thresholds, wet-day and bin-frequency summaries by station, network, month, season, and ending time, full six-hour event catalogs, break-count statistics, dry-spell records, continuation curves, probability crossing thresholds, and internal-gap percentiles. The Python script reproduces the analysis from the uploaded archives.

← CPA Weather Lab · Learn