The invention discloses a large-diameter magnetic core type current sensor and an anti-interference method for directional coupling pulse polarity and amplitude identification, which is suitable for a transformer partial discharge on-line monitoring system, and is arranged at the flange of the transformer high-voltage outlet bushing base , coupling the partial discharge signal through the high-voltage outgoing line. After winding the coil around the magnetic core, connect high-pass filter capacitors and sampling resistors in series at both ends of the coil. The sensitivity of the series circuit is greater than that of the parallel circuit, and it has a good filtering effect on low-frequency signals. The semi-enclosed sensor shell made of metal can effectively suppress electromagnetic interference in the space while coupling the high-voltage outlet signal, and can prevent rain, dust, etc., and improve the anti-interference ability and vibration resistance of the coil. Through the anti-interference method of directional coupling pulse polarity and amplitude identification, the software can confirm and compare the polarity or amplitude of the pulses collected by the two sensors installed at the casing flange and at the end screen of the casing to identify Partial discharge and external disturbances.