| \n", " | Player | \n", "Year | \n", "height_cm | \n", "weight_kg | \n", "PTS | \n", "
|---|---|---|---|---|---|
| 25292 | \n", "Cody Zeller | \n", "2017.0 | \n", "213.36 | \n", "108.862080 | \n", "639.0 | \n", "
| 25293 | \n", "Tyler Zeller | \n", "2017.0 | \n", "213.36 | \n", "114.758776 | \n", "178.0 | \n", "
| 25294 | \n", "Stephen Zimmerman | \n", "2017.0 | \n", "213.36 | \n", "108.862080 | \n", "23.0 | \n", "
| 25295 | \n", "Paul Zipser | \n", "2017.0 | \n", "203.20 | \n", "97.522280 | \n", "240.0 | \n", "
| 25296 | \n", "Ivica Zubac | \n", "2017.0 | \n", "215.90 | \n", "120.201880 | \n", "284.0 | \n", "
| \n", " | Mean | \n", "Median | \n", "Std_Dev | \n", "Skewness | \n", "
|---|---|---|---|---|
| height_cm | \n", "199.707656 | \n", "200.66000 | \n", "9.209724 | \n", "-0.268693 | \n", "
| weight_kg | \n", "96.600992 | \n", "97.52228 | \n", "12.021748 | \n", "0.294186 | \n", "
| PTS | \n", "518.454912 | \n", "411.00000 | \n", "455.080910 | \n", "0.999476 | \n", "
| Age | \n", "26.418008 | \n", "26.00000 | \n", "3.796534 | \n", "0.658429 | \n", "
| \n", " | Feature | \n", "Coefficient | \n", "
|---|---|---|
| 0 | \n", "height_cm | \n", "-0.478348 | \n", "
| 2 | \n", "Age | \n", "-0.533305 | \n", "
| 1 | \n", "weight_kg | \n", "-1.356932 | \n", "
| \n", " | Player | \n", "Pos_C | \n", "Pos_PG | \n", "Pos_SG | \n", "Pos_PF | \n", "Pos_SF | \n", "
|---|---|---|---|---|---|---|
| 0 | \n", "Curly Armstrong | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
| 1 | \n", "Cliff Barker | \n", "0 | \n", "0 | \n", "1 | \n", "0 | \n", "0 | \n", "
| 2 | \n", "Leo Barnhorst | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "1 | \n", "
| 3 | \n", "Ed Bartels | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
| 6 | \n", "Ralph Beard | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "0 | \n", "
| \n", " | Player | \n", "height_scaled | \n", "weight_scaled | \n", "Age_scaled | \n", "
|---|---|---|---|---|
| 0 | \n", "Curly Armstrong | \n", "-2.103149 | \n", "-1.621286 | \n", "1.206921 | \n", "
| 1 | \n", "Cliff Barker | \n", "-1.275780 | \n", "-1.055350 | \n", "0.680110 | \n", "
| 2 | \n", "Leo Barnhorst | \n", "-0.724201 | \n", "-0.866704 | \n", "-0.373511 | \n", "
| 3 | \n", "Ed Bartels | \n", "-0.448412 | \n", "-0.678059 | \n", "-0.636916 | \n", "
| 6 | \n", "Ralph Beard | \n", "-2.378938 | \n", "-1.432641 | \n", "-1.163727 | \n", "
| \n", " | Player | \n", "Cluster_ID | \n", "Cluster_Dist | \n", "
|---|---|---|---|
| 0 | \n", "Curly Armstrong | \n", "4 | \n", "1.372482 | \n", "
| 1 | \n", "Cliff Barker | \n", "4 | \n", "0.584519 | \n", "
| 2 | \n", "Leo Barnhorst | \n", "0 | \n", "0.524260 | \n", "
| 3 | \n", "Ed Bartels | \n", "0 | \n", "0.828973 | \n", "
| 6 | \n", "Ralph Beard | \n", "0 | \n", "1.402125 | \n", "
| \n", " | Feature | \n", "Importance | \n", "
|---|---|---|
| 2 | \n", "Age_scaled | \n", "0.325582 | \n", "
| 1 | \n", "weight_scaled | \n", "0.230380 | \n", "
| 5 | \n", "Pos_C | \n", "0.111213 | \n", "
| 0 | \n", "height_scaled | \n", "0.098733 | \n", "
| 6 | \n", "Pos_F | \n", "0.060693 | \n", "
| \n", " | Player | \n", "PTS | \n", "PTS_Class | \n", "
|---|---|---|---|
| 11039 | \n", "Sam Mitchell | \n", "825.0 | \n", "1 | \n", "
| 25197 | \n", "Tony Snell | \n", "683.0 | \n", "1 | \n", "
| 13886 | \n", "Antoine Carr | \n", "378.0 | \n", "0 | \n", "
| 390 | \n", "Gene James | \n", "202.0 | \n", "0 | \n", "
| 21444 | \n", "Greg Monroe | \n", "751.0 | \n", "1 | \n", "
| \n", " | Accuracy | \n", "Recall | \n", "Precision | \n", "
|---|---|---|---|
| Model | \n", "\n", " | \n", " | \n", " |
| SVM (Support Vector) | \n", "0.579536 | \n", "0.637192 | \n", "0.579152 | \n", "
| Gradient Boosting | \n", "0.588267 | \n", "0.621115 | \n", "0.591025 | \n", "
| Random Forest | \n", "0.550068 | \n", "0.548767 | \n", "0.559257 | \n", "