Nightlights in Syria after Regime Change#

This notebook looks into the change in nightlights after regime change in Syria. Specifically, it focusses on gas flaring locations to estimate if more oil production is ahppening after the regime change.

Annual Change in Nightlights#

2023 and 2025 are compared with 2024 to look at how lights changed before and after regime change. The annual nightlight product is more stable than using monthly product and thus, may be more useful in identifying actual change in lights.

../../_images/e1286210f97e243f2d9be8f0c6c61ea91c6442fc6d2b0c9053bbbe5f0d56d4be.png

Insights

  • 2024 saw improvement in light compared to 2023.

  • 2025 also saw an improvement in light compred to 2024 i.e., there was more light after regime change in multiple parts of the country despite the rise in tariffs.

Annual NTL Change in Gas Flaring Locations#

../../_images/1f14c970b6c74defdc39e1b9c736b086f4c6fe33c1ffe132bd470030239cdcbd.png

Insights

  • In some areas there was a reduction in lights from gas flaring, but there was an increase in light from gas flaring in other in 2025 compared to 2024.

NTL Gas Flaring Location Change 2024 vs 2025#

../../_images/72facf25d7dcc327ea837384f2c6c7214ad65954e3ae604744caa7b9c294152f.png

Aggregated Monthly Change in Nightlights#

To compare nighttime light levels before and after the regime change, monthly rasters from the NASA Black Marble VNP46A3 product were averaged into two periods:

  • Pre-regime change: September 2023 – November 2024

  • Post-regime change: January 2025 – March 2026

June, July, and August were excluded from both periods. Summer months tend to have lower NTL data quality in this region due to reduced contrast between ambient light and sky brightness, leading to noisier readings that could obscure real changes in economic activity.

Pixels with NTL values below 0.1 are also masked out, as these are indistinguishable from background noise.

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../../_images/5390c29f46198d67d7e8a25f3dd5b6e4485e13f02426820577927e0d7d6e319c.png
../../_images/35ef303c51d902d8f34b614e18f889b1d0baf826b4826683f80dcb36eef825b9.png
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ntl_adm0_monthly
NAME_EN NAM_EN_REF NAME_AR PCODE UPDATE_DAT ntl_sum date ntl_gf_5km_sum ntl_nogf_5km_sum ntl_gf_10km_sum ntl_nogf_10km_sum
0 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 504968.784708 2012-01-01 55475.523384 448476.160015 71148.581071 433258.533198
1 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 451416.755520 2012-02-01 59901.738939 391234.495103 73097.799104 377851.962366
2 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 456881.688341 2012-03-01 60570.973861 395554.432010 74696.989673 381680.331094
3 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 625148.449726 2012-04-01 62336.915212 562417.112849 86523.013806 537975.922605
4 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 743116.377545 2012-05-01 63281.418445 678984.013007 92011.367867 650278.254139
... ... ... ... ... ... ... ... ... ... ... ...
166 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 413750.274790 2025-11-01 118940.461801 294222.184583 131656.271560 281595.957412
167 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 357822.173956 2025-12-01 110229.091551 247191.703392 119001.667551 238373.518299
168 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 319665.500387 2026-01-01 103797.097052 215603.233154 110395.423280 208892.175831
169 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 381456.195388 2026-02-01 89514.995790 291632.755810 97575.959063 283453.759558
170 Syrian Arab Republic Syrian Arab Republic الجمهورية العربية السورية SY 2015-12-16 311170.941387 2026-03-01 76317.179171 234514.526567 82655.148149 228145.149275

171 rows × 11 columns