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The Levante keeper had to remain alert again shortly after as Mandzukic was on the attack again, attempting to turn the ball in from a Guilherme Siqueira cross.
Atletico were back on level terms before the break, though, as Antoine Griezmann had his effort blocked, leaving Siqueira to volley it in as the ball was played back in moments later.
Uche did better 10 minutes later as Ivan Lopez battled forward before playing the ball through to the striker, leaving him to convert from close range.
Levante had a chance to secure all three points inside the final 15 minutes as Jose Morales curled the ball in from a free kick, but the visitors managed to turn the ball behind.
Jose Gimenez had a chance to steal the win for Atletico late on as he blasted the ball towards the Levante goal, but Marino made the save at full stretch to ensure that the sides finished level.
The result leaves Atletico third in the table, four points clear of Valencia, while Levante sit 15th.