Carbon Accounting & Regulatory Budget Observatory

CARBONICA

A physically rigorous eight-parameter Earth system framework for real-time quantification of global carbon cycle dynamics, natural sink capacity, and the critical threshold at which planetary self-regulation approaches irreversible saturation.

📊 Live Dashboard 📄 Research Paper pip install carbonica
0.78
PCSI · 2025
🟡 Transitional Stress Zone
0.78
PCSI Score
2025
65
Year Observational
Baseline
r²=0.947
Validation vs
Keeling Curve
8
Integrated
Parameters
2047–2053
PCSI = 0.90
SSP3-7.0
10,000
Monte Carlo
Ensemble

Weighing the Breath
of the Earth

Carbon is the molecular backbone of life and the primary radiative forcing agent of Earth's climate. Atmospheric CO₂ is rising at 2.4 ppm/year — approximately 24,000× faster than during typical interglacial periods.

Every natural carbon sink on Earth is showing signs of stress, saturation, or reversal. CARBONICA integrates all eight governing parameters into a single composite metric: the Planetary Carbon Saturation Index (PCSI).

from carbonica import CarbonBudget
from carbonica.pcsi import PCSI

# Load 65-year observational baseline
budget = CarbonBudget(
  baseline_year=1960,
  end_year=2025
)
budget.load_observations()

# Compute current PCSI
index = PCSI(budget)
print(index.current)
# → 0.780 — Transitional stress zone

# Run SSP3-7.0 projection
proj = index.project(
  scenario="SSP3-7.0",
  end_year=2070,
  n_ensemble=10000
)
print(proj.threshold_year(0.90))
# → 2047–2053
The Eight Parameters

Every dimension of
Earth's carbon identity

Eight physically independent parameters, each capturing a distinct aspect of global carbon cycle dynamics across oceanic, terrestrial, and atmospheric subsystems.

16
NPP · w₁ = 0.16
Net Primary Productivity
Terrestrial photosynthetic carbon uptake. Global Φ_q declining at −0.9%/decade, with tropical ecosystems at −2.1%/decade.
Critical: < 52.0 PgC/yr
18
S_ocean · w₂ = 0.18
Oceanic Carbon Sink Strength
Air-sea CO₂ exchange. Revelle Factor risen from 9.1 (pre-industrial) to 12.4 (2025) — 36% reduction in buffer capacity.
Alarm: < −1.5 PgC/yr
20
G_atm · w₃ = 0.20
Atmospheric CO₂ Growth Rate
Net source-sink imbalance. Rising at 2.4 ppm/year — approximately 24,000× faster than during typical interglacial periods.
Critical: ≥ 3.5 ppm/yr
19
F_perma · w₄ = 0.19
Permafrost Thaw Flux
Frozen carbon reserve release. Risen from near-zero (1990) to 1.71 ± 0.40 PgC/yr (2025) — 4.3% of global emissions.
Self-sustaining: ≥ 2.8 PgC/yr
12
β · w₅ = 0.12
Carbon Buffer Capacity
Ocean carbonate buffer chemistry. Declining at 0.067 R-units/year — 2.5× the 1960–1990 rate. Projected to reach 14.0 by 2050.
Critical: ≤ 1/14.0 = 0.071
07
τ_soil · w₆ = 0.07
Soil Carbon Residence Time
Stability of terrestrial carbon reservoir. Calibrated against 71,000+ soil profiles from ISCN + FLUXNET eddy covariance network.
Net source: < 18 yr
05
E_anth · w₇ = 0.05
Anthropogenic Emission Factor
Direct human perturbation term. Annual country-level data from GCP + IEA spanning 65 years of continuous record (1960–2025).
Target: Net-zero by ~2050
03
Φ_q · w₈ = 0.03
Photosynthetic Quantum Yield
Biophysical solar-to-carbon efficiency. Derived from GOSAT and OCO-2 SIF retrievals. Declining globally at −0.9%/decade.
Severe stress: < 0.040
PCSI Decadal Evolution

From 0.31 to 0.78
65 years of acceleration

The PCSI has risen at an accelerating rate of 0.012 units/year — three times the 1960–1990 rate — driven by simultaneous intensification of three active positive feedback loops.

Decade PCSI Index Progression G_atm (ppm/yr) S_ocean (PgC/yr) F_perma (PgC/yr)
1960–1970 0.31
0.90 −1.21 ~0.0
1971–1980 0.38
1.28 −1.44 ~0.0
1981–1990 0.43
1.51 −1.78 ~0.01
1991–2000 0.49
1.63 −1.93 0.05
2001–2010 0.58
1.88 −2.24 0.31
2011–2020 0.68
2.19 −2.71 0.98
2021–2025 0.78
2.38 −3.08 1.71
Critical Findings

Three active
positive feedback loops

Key results from the 65-year analysis validate the PCSI framework and reveal findings with profound policy implications beyond the IPCC AR6 carbon budget estimates.

Permafrost Feedback
Arctic Thaw Acceleration
F_perma has risen from near-zero (1990) to 1.71 ± 0.40 PgC/yr (2025) — constituting 4.3% of global emissions. Abrupt thaw (thermokarst) contributes 31% of current F_perma despite covering only 5% of permafrost area.
1.71 PgC/yr · 2025
31% Abrupt thaw contribution
Ocean Buffer Chemistry
Revelle Factor Surge
Ocean buffer capacity declining at 0.067 R-units/year — 2.5× the 1960–1990 rate. Projected to reach 14.0 by 2050, reducing ocean uptake efficiency from 28% to approximately 18%.
12.4 Revelle Factor · 2025
−36% Buffer capacity loss
Biosphere Stress
Quantum Yield Decline
Global Φ_q declining at −0.9%/decade (2009–2025), with tropical ecosystems at −2.1%/decade. Even under aggressive net-zero scenarios, PCSI exceeds 0.85 by 2055 due to autonomous feedbacks contributing 2.5–4.0 PgC/yr through 2060.
−0.9% Per decade (global)
15–25 PgC Smaller budget vs AR6
Publications & Data

Open science,
open source

All code, datasets, PCSI projection ensembles, and supplementary materials are fully open-access and reproducible from the archived repository.

2026
Nature Climate Change · Submitted March 2026
CARBONICA: Advanced Planetary Carbon Accounting & Feedback Dynamics — A Multi-Parameter Earth System Science Framework for Real-Time Quantification of Global Carbon Cycle Dynamics, Sink Saturation, and Planetary Self-Regulation Thresholds
DOI: 10.5281/zenodo.18995446 ↗
PyPI
Python Package Index · Open Source
carbonica — Eight-parameter Earth system science framework for real-time carbon cycle quantification
pip install carbonica ↗
Data
Zenodo · CERN Data Centre · Open Access Archive
CARBONICA Dataset: Full PCSI parameter inversion archive (1960–2025) + 10,000-member Monte Carlo ensemble under SSP1-1.9 / SSP3-7.0 / SSP5-8.5 scenarios
Zenodo Archive ↗
"Weighing the Breath of the Earth."
— Samir Baladi, March 2026
Open Science · Open Source

Access the full framework,
live data, and open code

All 12 Jupyter notebooks reproduce manuscript figures and statistical outputs without external dependencies beyond the archived data. Fully reproducible Earth system science.

📊 Live Dashboard 🦊 GitLab 💻 GitHub 📦 Zenodo Archive