Software developer, doctoral candidate, and researcher on open source and inner source.
Unfortunately seems you used the value to be predicted as input to the RNN.
t.append(input_data[[(i+j)], :]) X.append(t) y.append(input_data[i,1])
means the RNN already knows which value to output.
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