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Machine Learning model dependent on one feature

I am training a model for crop yield prediction having a self-constructed dataset of 6 features and 2000 records. However, the dataset is biased and I am not getting accurate results. I have tried different algorithms but the same output. Did some pre-processing but still the same results.
Here is the co-relation matrix:
Correlation of features with the target variable (production(kg)):