Hello dear people,
I have the below dataset of different versions of company names for a particular location key group (Los Angeles_CA_90023). Currently I have "Revised Name 3" that replaces all the names in "Revised Name 2" column with the one with highest count. Now, while there are different company name versions of the "Miele" company, some of the company names are entirely different, and I want to replace the names based on either the highest count of their own name similarities (maybe based on the first word or two of the entire name), or leave it as it is (in case there is no potential similarity). My Desired outcome is shown on the right most column. Need help badly!
| Location Key | Revised Name 1 | Revised Name 2 | Revised Name 3 | Count | Desired outcome |
| Los Angeles_CA_90023 | Miele international company | Miele international company | Miele international company | 6466 | Miele international company |
| Los Angeles_CA_90023 | MIELE DEPENDABLE CENTER | MIELE DEPENDABLE CENTER | Miele international company | 18 | Miele international company |
| Los Angeles_CA_90023 | MIELE DEPENDABLE DISTRI | MIELE DEPENDABLE DISTRI | Miele international company | 16 | Miele international company |
| Los Angeles_CA_90023 | LOS ANGELES SERVICE CENTER | LOS ANGELES SERVICE CENTER | Miele international company | 11 | LOS ANGELES SERVICE CENTER |
| Los Angeles_CA_90023 | LOS ANGELES SERVICE | LOS ANGELES SERVICE | Miele international company | 9 | LOS ANGELES SERVICE CENTER |
| Los Angeles_CA_90023 | DDC CALIFORNIA | DDC CALIFORNIA | Miele international company | 4 | DDC CALIFORNIA |
| Los Angeles_CA_90023 | Dependable Distribution Center | Dependable Distribution Center | Miele international company | 3 | Dependable Distribution Center |
| Los Angeles_CA_90023 | BAY CITIES C O | BAY CITIES C O | Miele international company | 2 | BAY CITIES C O |
| Los Angeles_CA_90023 | BAY CITIES C O BARBARA | BAY CITIES C O BARBARA | Miele international company | 1 | BAY CITIES C O |
| Los Angeles_CA_90023 | MIELE DEPENDABLE | MIELE DEPENDABLE | Miele international company | 1 | Miele international company |
| Los Angeles_CA_90023 | MIELE DEPENDABLE LOGISTCS | MIELE DEPENDABLE LOGISTCS | Miele international company | 1 | Miele international company |