On the CPU chip (on the left), what is that dark spot on the 3rd leg from the bottom right (pin 12)? Is it a burned trace?
Watching the video, it could be one of many things, but first instinct is that the CPU chip is not resetting properly on power up, just setting pins at random values. Other possibility is a bad driver chip (though some segments do randomly light up at some point, but not all), or a signal line to the CPU chip is in a bad state. Retouch all the solder joints, a cold solder joint can cause such symptoms. That also means re-touch solder joints on the other end of the cable feeding that board.
Not sure shat component CF1 is (blue thing). It might be a resonator?? There should be markings on it.
Check the voltages, the Vcc should be close to 5.0V (check at the cable input labelled +5V)
Good luck.