This repository contains the integrated assessment model setups used to develop the scenarios informing the study Decarbonization Pathways and Equity Implications of Pakistan's Climate Ambition.
NEST-Pakistan (Nexus of Energy, Systems and Transitions) is a multi-sector modelling framework for Pakistan that examines the interlinkages between Energy, Water, and Agriculture in the context of climate change and sustainable development.
NEST-Pakistan/
├── MESSAGEix-Pakistan/
│ ├── data/
│ │ ├── MESSAGEix-Pakistan-CurrentMeasures-SSP2.xlsx # CM scenario input
│ │ ├── MESSAGEix-Pakistan-NDC-U-SSP2.xlsx # NDC-U scenario input
│ │ ├── MESSAGEix-Pakistan-NDC-C_NZ-SSP2.xlsx # shared input for NDC-C and NZ
│ │ ├── emissionAllocation.xlsx # emission trajectories for the NDC scenarios
│ │ └── legacy/ # inherited ENGAGE_SSP2_v417 run configuration and default tables for reporting
│ ├── notebooks/
│ │ ├── current_measures.ipynb # build → solve → report — one notebook per scenario
│ │ ├── ndc-u.ipynb
│ │ ├── ndc-c.ipynb
│ │ └── net-zero.ipynb
│ ├── scripts/
│ │ ├── calibrate_t_d.py # historical-activity calibration for transmission/distribution technologies
│ │ ├── reserve_margin.py # reserve-margin (res_marg) constraint on elec_t_d
│ │ ├── emissions.py # emission-bounds for NDC-U, NDC-C and Net Zero
│ │ └── utilities/ # shared helper functions used across scripts
│ ├── report/
│ │ ├── __init__.py
│ │ └── legacy/ # inherited MESSAGEix-GLOBIOM ENGAGE reporting code (IAMC output)
│ └── output/ # generated IAMC report files (timestamped)
├── docs/
│ ├── energy/ # MESSAGEix-Pakistan documentation
│ ├── water/ # Water pillar (planned)
│ └── agriculture/ # Agriculture pillar (planned)
└── requirements.txt
MESSAGEix-Pakistan directory contains the input excel workbooks, the scenario notebooks, and the reporting files. The data/legacy/ and report/legacy/ directories are inherited from the MESSAGEix-GLOBIOM ENGAGE reporting routines and adapted for the Pakistan node. Reporting is invoked from report/legacy/iamc_report_hackathon.py. Four scenarios are developed: Current Measures (CM), NDC-Unconditional (NDC-U), NDC-Conditional (NDC-C), and Net Zero (NZ). Each is solved through GAMS, and reported in an IAMC format by a dedicated notebook.
This is not a self-contained Python package; reproducing requires the full MESSAGEix toolchain:
- GAMS with a valid academic licence. The
scenario.solve()step calls the GAMS backend. We used version 40. message_ixandixmpversion 3.9.0 were used.- Python version 3.12.7 was used.
GAMS must be installed separately. Please consult https://docs.messageix.org/en/latest/install.html for the complete MESSAGEix installation guide. The Python dependencies are listed in requirements.txt.
| Scenario | Notebook | Scenario name (ixmp) |
Input workbook | Emission treatment |
|---|---|---|---|---|
| Current Measures | current_measures.ipynb |
current-measures |
MESSAGEix-Pakistan-CurrentMeasures-SSP2.xlsx |
none (baseline) |
| NDC-Unconditional | ndc-u.ipynb |
ndc-u |
MESSAGEix-Pakistan-NDC-U-SSP2.xlsx |
emission bounds from emissionAllocation.xlsx |
| NDC-Conditional | ndc-c.ipynb |
ndc-c |
MESSAGEix-Pakistan-NDC-C_NZ-SSP2.xlsx |
emission bounds from emissionAllocation.xlsx |
| Net Zero | net-zero.ipynb |
net-zero |
MESSAGEix-Pakistan-NDC-C_NZ-SSP2.xlsx |
emission bounds from net_zero_emissions() |
MESSAGEix-Pakistan is built on the message_ix and ixmp framework developed by IIASA. Please cite message_ix (Huppmann et al., 2019, Environmental Modelling & Software) and acknowledge GAMS alongside any use of this repository.
Full documentation lives under docs/ and is organized by sector pillar:
| Pillar | Status |
|---|---|
| Energy | Active |
| Water | Planned |
| Agriculture | Planned |