Reputation: 133
I have three different pandas dataframes:
Beta_Weights:
+----------+-----+----------+--------+
| PersonID | HCW | Adaptive | Static |
+----------+-----+----------+--------+
| 111 | 0.3 | 0.3 | 0.3 |
| 112 | 0.3 | 0.3 | 0.3 |
| 113 | 0.3 | 0.3 | 0.3 |
+----------+-----+----------+--------+
Beta_Matrix:
+---+-----+----------+--------+
| | HCW | Adaptive | Static |
+---+-----+----------+--------+
| N | 0 | 0.5 | 0.5 |
| S | 0 | 0.4 | 0.6 |
| A | 0 | 0.3 | 0.7 |
+---+-----+----------+--------+
(note that N, S and A are the indices of this dataframe)
and Dyna:
+----------+-----+
| PersonID | nsa |
+----------+-----+
| 111 | S |
| 112 | A |
| 113 | N |
+----------+-----+
I'd like to update Beta_Weights using Beta_Matrix as a lookup and Dyna to check if the person is an "N", "S" or an "A".
The resulting Beta_Weights should look like this:
+----------+-----+----------+--------+
| PersonID | HCW | Adaptive | Static |
+----------+-----+----------+--------+
| 111 | 0 | 0.4 | 0.6 |
| 112 | 0 | 0.3 | 0.7 |
| 113 | 0 | 0.5 | 0.5 |
+----------+-----+----------+--------+
Upvotes: 0
Views: 29
Reputation: 323226
Using update
Beta_Matrix['PersonID']=Dyna.set_index('nsa')['PersonID'].reindex(Beta_Matrix.index)
# here is try to using one key map with another , then we can do merge or others later on
Beta_Weights.set_index('PersonID',inplace=True)
Beta_Weights.update(Beta_Matrix.set_index('PersonID'))
Beta_Weights.reset_index(inplace=True)
Upvotes: 1