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Z1227 Iowa Minimum Temperature Frost Risk

Daily minimum temperature for Iowa from OpenMeteo state-aggregate data, z-scored on 5-year rolling window and polarity-inverted so cold days register as positive signal values. A simple frost-risk indicator , low Iowa Tmin during late-spring planting or early-fall harvest windows signals yield-stress regimes.

Current reading

-0.199

NORMAL

DORMANT · WAITING FOR APR

 

DAILY · SIGNAL

As of Oct 30, 2026. Updated nightly. · NEXT WINDOW APRIL 2027

Current composite

-0.2173

On the plus-or-minus one scale; Iowa Tmin modestly warm vs 5y norm

SEASONAL STATE

DORMANT · WAITING FOR APR

The planting-season frost-risk window has closed. The signal is in off-season drift mode until April. Current readings reflect October-March temperature cycles rather than live frost-risk firing.

Signal state

Normal

1 day in episode

All-time percentile

47.3th

Near median of 36 years Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

extreme-pos corn fwd 60d

+1.45%

2,737 days (30.5%), HAC t +2.49 sig at 5% Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

extreme-neg corn fwd 60d

-1.94%

3,291 days (36.7%), HAC t -2.68 sig at 1% Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

Historical sample is dominated by in-season (April-May) firings; off-season readings carry seasonal-temperature-cycle information rather than active frost-risk.

LOCKED portfolio weight

7.7%

1/13 equal-weight in Layer 1 base sleeve, polarity +1

OBJECTIVE

Iowa produces approximately 19 percent of US corn , the single largest state share , and Iowa’s late-spring and early-fall frost events can material impact yield outcomes. May frost damages young corn seedlings; September frost truncates grain fill before the crop fully matures. This signal queries OpenMeteo daily minimum temperature state-aggregate data for Iowa, computes an average per day, z-scores on a 5-year (1,260-day) rolling window, and polarity-inverts so negative Tmin (cold) maps to positive signal values. The empirical pattern across 36 years is cleanly directional. extreme-pos state (val above plus 0.5, Iowa Tmin significantly below 5-year rolling norm) delivers mean corn fwd 60d of plus 1.45 percent (HAC Newey-West t plus 2.49, significant at 5 percent, 2,737 state-days). extreme-neg state (val below minus 0.5, Iowa Tmin significantly above norm) delivers minus 1.94 percent (HAC t minus 2.68, significant at 1 percent, 3,291 state-days). Both tails directionally consistent with cold-is-bullish-corn thesis via frost-stress mechanism. The signal reads -0.199 as of October 23 2026 in moderate-neg territory for 2 consecutive trading day at the 47.3 percentile. Current conditions reflect Iowa Tmin running modestly above the 5-year rolling norm. The signal contributes 7.7 percent weight to the LOCKED corn portfolio v1_1 Layer 1 base sleeve with polarity sign plus one.

LIVE CHART

Thirty-six years of Iowa daily Tmin z-score with polarity inversion.

Extreme warm no frost risk band Extreme cold frost risk band

COMPOSITE

-0.2 / 100

STATE

Moderate Neg

PHASE

-1

FWD 60d

+2.99% (baseline +2.31%)

SAMPLE N

9,039 days

TODAY’S PLAYBOOK READING

STATE

NORMAL

WHAT THE CHART SHOWS

The composite sits at -0.20 in the Neutral band. The Iowa Tmin z-score reads slightly warm vs the 5-year rolling baseline but we are outside the planting-season live window where the frost-risk mechanism is operative. CBOT front-month corn (orange, right axis) sits near $4.48/bu.

TOP INPUTS FIRING

  • Primary composite -0.20 State Neutral, slightly warm vs 5-year rolling baseline. The planting-season live window is April-May; current October reading is off-season drift.
  • OpenMeteo Iowa state-aggregate daily minimum temperature Iowa statewide average daily minimum temperature from OpenMeteo, z-scored on 5-year rolling, polarity-inverted so cold = positive composite.
  • IC vs CBOT corn fwd 60d: Spearman +0.097, p=3.3e-20 (N=8,984) Significantly positive IC. The frost-risk mechanism is author-thesis-aligned bullish-corn in-season; off-season readings carry less directional conviction.

THE TAKEAWAY

What this means for you today

THE IOWA FROST-RISK CHANNEL

Iowa’s late-May/early-June frost events can damage young corn seedlings and require replanting. Iowa’s early-September frost events can truncate grain fill before the crop fully matures, particularly for later-emerged crops in northern Iowa. The signal captures Iowa Tmin at daily resolution across the full year , the agronomically-relevant windows are late-May (planting) and mid-September (grain-fill maturity), but the signal does not explicitly gate for these windows.

THE CLEAN MONOTONIC EMPIRICAL PATTERN

Both extreme tails are HAC-t significant with directionally-expected signs. extreme-pos (Iowa cold) delivers plus 1.45 percent at HAC t plus 2.49 sig at 5 percent. extreme-neg (Iowa warm) delivers minus 1.94 percent at HAC t minus 2.68 sig at 1 percent. Clean trend-following direction consistent with the frost-stress-is-bullish-corn thesis.

THE HONEST CAVEAT

The signal reads Tmin WITHOUT phenology gating , fires year-round regardless of whether Iowa is in a frost-sensitive crop stage. A phenology-gated version (frost-risk-weighted during May planting + September grain-fill windows) would likely show stronger state-conditional stats. The 5-year rolling z-score may understate frost risk during warming-climate decades (if the rolling baseline is itself warming, a given cold event becomes a smaller z-score anomaly). The signal is Iowa-only , does not capture broader Corn Belt frost dynamics in Illinois, Minnesota, or Nebraska.

THE REGIME MAP

The three Iowa Tmin frost-risk regime states, forward returns and sample share

Behavior across the Iowa daily minimum temperature z-score (OpenMeteo state-aggregate, 5-year rolling z, polarity-inverted so cold reads positive). The planting-season frost-risk mechanism fires strongest during the April-May window; off-season readings reflect seasonal temperature cycles. CBOT corn benchmark.

State Phase Share Fwd 60d HAC t Edge vs baseline Last firings
Warm No Frost Risk – 44.5% (4025 d) -0.07% -0.36pp Oct 2026, Oct 2026, Oct 2026
Neutral TODAY 0 17.9% (1622 d) +0.33% +0.04pp Oct 2026, Oct 2026, Oct 2026
Cold Frost Risk + 37.6% (3397 d) +0.75% +0.46pp Oct 2026, Apr 2026, Apr 2026

The historical pattern

Methodology

Cold frost risk
Apr-May 2013
Cold spring frost-risk firing
A persistent cold April-May 2013 drove Iowa Tmin into the Cold Frost Risk extreme. The downstream Corn Development Pace signal reflected the delay. Corn front-month held firm through June on the compressed-planting-window risk.
Composite in Cold Frost Risk through Apr-May 2013; delayed Iowa planting supported corn through June.
Warm no frost risk
Apr-May 2012
Warm no-frost spring
The 2012 warm March-May pulled Iowa planting forward with no frost disruption. Composite fired into Warm No Frost Risk through this period. Corn drifted on the comfortable-planting setup before the July drought flip.
Composite in Warm No Frost Risk through 2012 spring; comfortable-planting setup.
Cold frost risk
May 2019
Cold wet 2019 planting season
Record 2019 flooding was accompanied by persistent cold temperatures. The frost-risk signal fired into Cold Frost Risk extreme, compounding the moisture-driven planting delays. Corn initially rallied on prevent-plant concerns.
Composite in Cold Frost Risk during May 2019 cold-wet planting; compounded the prevent-plant disruption.
Neutral
Oct 2026
Current Neutral reading (post-growing-season)
As of October 30, 2026, the signal reads composite -0.20 (Neutral band). We are outside the planting-season live window; the composite reflects October temperature drift. The next frost-risk firing window opens in April 2027.
Composite -0.20, Neutral; off-season drift between planting windows.

THE TRACK RECORD

State changes

State Start End Duration Fwd 60d SPY
Normal 10/23/2024 10/25/2024 3d +4.92%
Extreme Pos 10/28/2024 10/30/2024 3d +3.19%
Normal 10/31/2024 10/31/2024 1d +6.40%
Extreme Neg 11/01/2024 11/01/2024 1d +5.39%
Extreme Pos 11/04/2024 11/04/2024 1d +4.91%
Normal 11/05/2024 11/05/2024 1d +4.35%
Extreme Neg 11/06/2024 11/12/2024 5d +2.23%
Normal 11/13/2024 11/13/2024 1d +1.03%
Extreme Neg 11/14/2024 11/15/2024 2d +2.76%
Normal 11/18/2024 11/19/2024 2d +3.97%
Extreme Neg 11/20/2024 12/26/2024 25d +3.37%
Normal 12/27/2024 12/27/2024 1d -4.69%
Extreme Neg 12/30/2024 02/21/2025 37d -5.54%
Normal 02/24/2025 02/24/2025 1d -0.73%
Extreme Neg 02/25/2025 02/25/2025 1d -1.92%
Normal 02/26/2025 02/27/2025 2d -1.93%
Extreme Neg 02/28/2025 03/03/2025 2d -0.51%
Normal 03/04/2025 03/04/2025 1d +2.29%
Extreme Neg 03/05/2025 03/10/2025 4d +1.09%
Normal 03/11/2025 03/11/2025 1d +6.68%
Extreme Neg 03/12/2025 03/12/2025 1d +7.21%
Normal 03/13/2025 03/13/2025 1d +8.75%
Extreme Pos 03/14/2025 03/14/2025 1d +7.16%
Extreme Neg 03/17/2025 03/17/2025 1d +6.03%
Normal 03/18/2025 03/19/2025 2d +7.62%
Extreme Neg 03/20/2025 03/20/2025 1d +6.58%
Normal 03/21/2025 03/21/2025 1d +5.95%
Extreme Neg 03/24/2025 03/26/2025 3d +4.07%
Normal 03/27/2025 03/27/2025 1d +7.00%
Extreme Pos 03/28/2025 03/28/2025 1d +9.26%
Extreme Neg 03/31/2025 04/01/2025 2d +9.38%
Normal 04/02/2025 04/04/2025 3d +9.45%
Extreme Neg 04/07/2025 04/08/2025 2d +23.98%
Normal 04/09/2025 04/16/2025 6d +13.07%
Extreme Pos 04/17/2025 04/17/2025 1d +18.58%
Normal 04/21/2025 04/21/2025 1d +22.22%
Extreme Pos 04/22/2025 04/28/2025 5d +19.03%
Normal 04/29/2025 04/30/2025 2d +14.93%
Extreme Pos 05/01/2025 05/01/2025 1d +13.75%
Normal 05/02/2025 05/06/2025 3d +11.95%
Extreme Pos 05/07/2025 05/08/2025 2d +12.48%
Normal 05/09/2025 05/09/2025 1d +12.13%
Extreme Pos 05/12/2025 05/21/2025 8d +8.45%
Normal 05/22/2025 05/23/2025 2d +9.73%
Extreme Pos 05/27/2025 08/25/2025 63d +7.51%
Normal 08/26/2025 08/26/2025 1d +2.71%
Extreme Pos 08/27/2025 09/03/2025 5d +0.91%
Normal 09/04/2025 09/04/2025 1d +5.28%
Extreme Pos 09/05/2025 10/06/2025 22d +5.10%
Normal 10/07/2025 10/09/2025 3d +2.10%
Extreme Pos 10/10/2025 10/17/2025 6d +5.60%
Normal 10/20/2025 10/21/2025 2d +3.12%
Extreme Neg 10/22/2025 10/24/2025 3d +1.46%
Normal 10/27/2025 10/29/2025 3d +0.58%
Extreme Neg 10/30/2025 11/03/2025 3d +2.29%
Normal 11/04/2025 11/05/2025 2d +2.99%
Extreme Neg 11/06/2025 11/06/2025 1d +2.37%
Normal 11/07/2025 11/07/2025 1d +0.99%
Extreme Neg 11/10/2025 11/13/2025 4d +1.35%
Normal 11/14/2025 11/14/2025 1d +1.39%
Extreme Neg 11/17/2025 11/17/2025 1d +2.42%
Normal 11/18/2025 11/19/2025 2d +3.45%
Extreme Neg 11/20/2025 11/21/2025 2d +4.90%
Normal 11/24/2025 11/24/2025 1d +2.04%
Extreme Neg 11/25/2025 12/24/2025 21d +1.83%
Normal 12/26/2025 12/26/2025 1d -4.85%
Extreme Neg 12/29/2025 02/13/2026 33d -6.22%
Normal 02/17/2026 02/18/2026 2d +8.71%
Extreme Neg 02/19/2026 03/03/2026 9d +7.99%
Normal 03/04/2026 03/06/2026 3d +10.41%
Extreme Pos 03/09/2026 03/09/2026 1d +11.20%
Normal 03/10/2026 03/10/2026 1d +11.80%
Extreme Neg 03/11/2026 03/18/2026 6d +9.05%
Normal 03/19/2026 03/19/2026 1d +14.40%
Extreme Pos 03/20/2026 03/20/2026 1d +15.69%
Extreme Neg 03/23/2026 03/23/2026 1d +13.06%
Normal 03/24/2026 03/26/2026 3d +14.32%
Extreme Neg 03/27/2026 03/27/2026 1d +15.64%
Extreme Pos 03/30/2026 03/31/2026 2d +16.19%
Normal 04/01/2026 04/06/2026 3d +13.09%
Extreme Neg 04/07/2026 04/07/2026 1d +12.98%
Normal 04/08/2026 04/10/2026 3d +11.13%
Extreme Pos 04/13/2026 04/17/2026 5d +9.56%
Extreme Neg 04/20/2026 04/20/2026 1d +5.93%
Extreme Pos 04/21/2026 04/23/2026 3d +5.57%
Normal 04/24/2026 04/24/2026 1d +4.69%
Extreme Pos 04/27/2026 04/27/2026 1d +3.22%
Normal 04/28/2026 05/11/2026 10d +3.83%
Extreme Pos 05/12/2026 05/19/2026 6d +4.75%
Normal 05/20/2026 05/20/2026 1d +4.24%
Extreme Pos 05/21/2026 09/22/2026 85d +3.33%
Normal 09/23/2026 09/23/2026 1d
Extreme Pos 09/24/2026 10/01/2026 6d
Normal 10/02/2026 10/05/2026 2d
Extreme Pos 10/06/2026 10/07/2026 2d
Normal 10/08/2026 10/08/2026 1d
Extreme Pos 10/09/2026 10/14/2026 4d
Normal 10/15/2026 10/16/2026 2d
Extreme Neg 10/19/2026 10/19/2026 1d
Normal 10/20/2026 10/22/2026 3d
Extreme Pos 10/23/2026 10/23/2026 1d

Scroll inside the table for the full history. Forward 60-day SPY is measured from each run’s start date; a reader cannot trade off a start-date they only identify in hindsight, so this is a transparency log, not an alpha claim. Asterisked (*) returns are partial. The run is less than 60 trading days old. The full 60-day comparable fills in as more data arrives.

What this measures

The engine queries `weather_data.OPENMETEO_IOWA_CORN_BELT_TMIN_DAILY` for daily Iowa minimum temperature. Averages per date. Forward-fills daily. Z-scores on 1,260-day rolling window with 252-day minimum. Polarity-inverts (`sig = -z`). Clips to plus-or-minus 3. Tanh-bounds. Five-state machine on the final the primary composite.

GO DEEPER

Want the full depth?

The full research brief adds methodology detail on the OpenMeteo Iowa Tmin series, why Iowa in particular is the dominant frost-risk read (highest corn production share), and how the planting-season gating affects interpretation. Includes historical case studies, the three-regime state-conditional table, and the methodology for pairing with Development Pace, Emerged Pace, Nino 3.4, and the Corn Cycle DNA playbook.

Taxonomy, polarity, state labels

Not investment advice · The analysis on this page is informational and educational. Signal readings, historical case figures, and empirical statistics are derived from publicly available data and are provided without warranty. Hypothetical performance results have inherent limitations, including the benefit of hindsight. Readers who intend to trade should consult a licensed investment professional and see the research brief for the full disclaimer.

Last refreshed Nov 02, 2026 01:11 PM ET