An attack by ISIS on a crowded marketplace in Iraq's eastern Diyala province has killed 115 people, including women and children, in one of the deadliest single attacks in the country in the past decade. The mostly-Shiite victims were gathered to mark the end of the Islamic holy month of Ramadan, which ended Friday for Iraqi Shiites and a day earlier for Iraqi Sunni Muslims. Police said a small truck detonated in a crowded marketplace in the town of Khan Beni Saad Friday night in what quickly turned celebrations into a scene of horror, with body parts scattered across the market. At least 170 people were injured in the attack, police officials said, speaking anonymously because they are not authorized to brief the media. Men quickly emptied boxes of tomatoes to use them for carrying the bodies of small children, witnesses said, while adult victims lay scattered around the attack scene waiting for medical assistance. "Khan Bani Saad has become a disaster area because of this huge explosion," Diyala resident Sayif Ali said. "This is the first day of Eid, hundreds of people got killed, many injured, and we are still searching for more bodies." ISIS claimed responsibility for the attack in a statement posted on Twitter accounts associated with the militant group. Iraq's speaker of parliament, Salim al-Jabouri, said Saturday that the attack has struck an "ugly sectarian chord," and added that government is making "attempts to regulate ISIS's terror from destabilizing Diyala security." But anger is rife in the volatile province, where a number of towns were captured by ISIS last year. Iraqi forces and Kurdish fighters have since retaken those areas, but clashes between the militants and security forces continue. "We went out to the market for shopping and preparations for the holiday Eid in order to receive holiday cheer," said another resident, who spoke anonymously for fear of retribution. "But this joy has turned to grief and we have lost family, friends and relatives, all because of this government's failure to provide us with security." Security forces were out in full force across Diyala on Saturday, with dozens of new checkpoints and security protocols immediately implemented in the wake of Friday's attack. The Sunni militant group has been behind several similar large-scale attacks on civilians or military checkpoints as it seeks to expand its territory. The group currently controls about a third of Iraq and Syria in a self-declared caliphate. In August last year, at least 64 people were killed in an attack on a Sunni mosque in Diyala in what locals believed was a retaliatory attack against Diyala tribes that refused to proclaim loyalty to ISIS. The United States has spent billions arming and training the Iraqi military, but it performed poorly last year when ISIS militants swept across western and northern Iraq, routing four divisions. The U.S. and a coalition of nations have been conducting airstrikes on ISIS positions in Iraq and Syria since last year, but it has not stopped the group from making advances. The militants recently captured the city of Ramadi, in Iraq's western Anbar province, and the ancient city of Palmyra in Syria. Diyala, which borders Iran, is the only province in Iraq where Iranian jets are known to have conducted airstrikes against ISIS earlier this year. Meanwhile, reports emerged Saturday that ISIS used projectile-delivered poison gas against Kurdish forces in Iraq and Syria on several occasions last month. Joint, on-site investigations by two U.K.-based organizations - Conflict Armament Research (CAR) and Sahan Research - concluded that ISIS forces used chemical agents to attack Iraqi peshmerga forces and Syrian Kurdish People's Protection Units (YPG) on June 21, 22 and 28. In the Syria attacks, ISIS militants launched 17 artillery projectiles against YPG forces stationed to the south of the village of Tell Brak in Hassakeh province. The projectiles released a chemical agent which induced in some cases loss of consciousness and temporary, localized paralysis. Twelve YPG personnel were hospitalized. Another seven projectiles were also launched into civilian residential areas in Hassakeh. In the Iraq attack, ISIS forces fired a projectile containing a liquid chemical agent at a peshmerga checkpoint near the Mosul Dam, triggering symptoms among the Iraqi forces that included headaches, nausea and light burns to the skin. The findings on the attacks in Syria were confirmed by an YPG statement issued Saturday. The type of chemical used is not known. The British-based Syrian Observatory for Human Rights also reported an apparent ISIS chemical attack on June 28. There have been several allegations that ISIS has used chlorine previously in both Iraq and Syria. ISIS, which controls a third of Syria and Iraq in its self-declared caliphate, has not commented on the claims.