-
Former heavyweight king Fury outpoints Makhmudov, calls out Joshua
-
Former heavyweight king Fury outpoints Makhmudov on ring return
-
US says warships transit Strait of Hormuz in mine clearance op
-
Two-time champ Scheffler surges up Masters leaderboard
-
McIlroy scrambles to hold off rivals and keep Masters lead
-
Milan's Serie A title hopes in tatters after shock Udinese defeat, Juve fourth
-
Easter truce between Russia and Ukraine falters
-
US warships transit Strait of Hormuz in mine clearance op
-
Playoff seedings on line as grueling NBA regular-season comes to close
-
Ngumoha's 'special' impact no surprise to Slot
-
Arsenal suffer major title blow as Liverpool earn vital win
-
US, Iran hold high-level peace talks in Pakistan
-
Over 200 arrested at pro-Palestinian rally in London
-
McIlroy tees off with six-stroke Masters lead
-
Record-breaking Bayern march closer to Bundesliga title
-
World champions England make winning start to Women's Six Nations
-
Yamal shines as Barca thrash Espanyol to extend Liga lead
-
Drean double sets Toulon up for Champions Cup semi against Leinster
-
Salah, Ngumoha ease Liverpool crisis with Fulham win
-
Arsenal suffer huge title blow as Liverpool earn vital win
-
Samson smashes hundred as Chennai notch first win of IPL season
-
Bayern Munich set Bundesliga record with 102nd goal of season
-
Milan's Serie A title hopes in tatters after shock Udinese defeat
-
Alcaraz and Sinner battle for No.1 spot in Monte Carlo final
-
In fiery speech, Pope Leo says 'Enough to war!'
-
Andreeva to face Potapova in Linz WTA final
-
Holders Italy, Britain into BJK Cup finals, USA knocked out
-
Arsenal suffer title 'punch' by Bournemouth, Everton hold Brentford
-
Drean double breaks Glasgow hearts as Toulon reach Champions Cup semis
-
Teen star Seixas seals Basque Tour triumph, August wins sixth stage
-
Scores arrested at pro-Palestinian rally in London
-
I Am Maximus emulates Red Rum to regain Grand National crown
-
Leverkusen sink Dortmund to bring Bayern closer to title
-
Planes fly from Beirut airport despite Israeli bombing
-
Top US, Iran officials hold direct peace talks in Pakistan
-
Pogacar dreaming of Monument clean-sweep
-
Arteta urges Arsenal to stand up after 'punch in the face'
-
Iyer leads Punjab's chase of 220 to down Hyderabad
-
Arsenal defeat blows Premier League title race wide open
-
Buffets, baristas, but no briefings: journalists frozen out of Iran talks
-
McIlroy's Masterpiece remains the buzz at Augusta
-
Sinner brushes past Zverev to reach Monte Carlo final
-
Arsenal suffer major blow in Premier League title charge
-
Easter truce between Russia and Ukraine begins
-
Russia and Ukraine trade prisoners, drone strikes ahead of Easter truce
-
UK puts Chagos handover deal in 'deep freeze' after Trump criticism
-
US and Iran envoys meet Pakistani PM as negotiations get under way
-
In Europe first, Netherlands to allow Teslas to self-drive
-
Sabrina Carpenter transforms Coachella into her own 'Sabrinawood'
-
Iran, Lebanon bore brunt of missiles and drones launched during war
How AFP has used data analysis to cover the Ukraine war
Since Moscow launched its full-scale invasion of Ukraine exactly four years ago, AFP has used open-source data and satellite imagery to support reporting by its teams on the ground.
As both sides mark the start of the conflict's fifth year, here is how that information is being used to provide context and information, helping cut through the fog of war.
- Geodata -
Geospatial data -- data describing things based on their location -- has been particularly helpful in coverage of the war.
It has made it possible to map how territorial control by Russian and Ukrainian forces is evolving, and to show movements of the front line in areas that are difficult to cover.
AFP uses material supplied by the Institute for the Study of War (ISW), which works with the American Enterprise Institute's Critical Threats Project (CTP).
These two American think tanks assess and detail daily developments in the conflict using statements from Ukrainian and Russia military commanders, publications by military observers, and satellite images.
They provide the corresponding geospatial files to media outlets, including AFP.
The two organisations sort Russian actions into four categories: territory occupied by Russian troops, areas where attacks and operations are underway without full control, Russian territorial claims that ISW has neither confirmed nor refuted, and, more recently, Russian infiltration missions into Ukraine.
AFP has archived these files and tracked evolutions in these categories from the very first days of the conflict.
- How it's used -
Initially, this data was used to produce maps.
In September 2022, AFP also used it for the first time to quantify the extent of the Russian occupation in four Ukrainian regions that Russia has claimed (Donetsk, Lugansk, Kherson, and Zaporizhzhia).
Since then, AFP has automated area calculations of the geographic files supplied by ISW and cross-references them with the size of Ukrainian regions.
That is done using data by the collaborative mapping project OpenStreetMap.
This has allowed AFP to calculate the size of territory gained or lost by the Russian army.
That includes fully controlled territory, partially controlled areas, as well as more vague Russian territorial claims that ISW has not yet been able to verify.
Russia occupied around 19 percent of Ukrainian territory as of Tuesday, according to this analysis.
Around seven percent, including Crimea and parts of the Donbas, was already under Russian control before the invasion began in February 2022.
- Eyes in the sky -
AFP also enhances its coverage with satellite imagery.
Analysis of satellite images by Maxar Technologies (now Vantor), a US software company specialising in spatial intelligence, proved crucial in covering the Bucha massacre at the start of the war in early April 2022.
At the time, an AFP team observed at least 20 bodies of men in civilian clothing lying in the streets of this town northeast of Kyiv, which Ukrainian soldiers had just retaken from the Russians.
Russia claimed the bodies had been placed there after its troops withdrew, but Maxar's images from mid-March seriously undermined that version of events.
Satellite images have since helped shed light on situations on the ground.
In June 2023, they were used to monitor the Dnipro River's water levels around the Zaporizhzhia nuclear power plant after the destruction of the Kakhovka dam.
K.AbuDahab--SF-PST