Given my new found skills of scrapping data, I decided to build a new one for players to see who has truly been playing well on their teams (Hey, @IAmQuailmam, Ralph’s season last year was pretty good.) After weeks of tinkering I was able to build something out. Once getting the data needed, I again needed to think of a way to mathematically evaluating a players. With some help of AI, I built out a formula to capture a player’s value added to a team in any given season.
When I was able to get this formula fully realized in a datasheet format, comprised of computing several values based on points, rebounds, assists, fouls, and other stats then converting the data to a per 36 min amount to account for time disparity, I got my golden number. I finally took out the outliers of players who played under ten minutes a game and finally summed the players contribution based on season and team played for. The other condition I decided to apply was to regular season only in order to get an idea of the players overall when they are all playing. This was an interesting way to do it, because if players were traded mid season they had two values for that season, more on that later though.
Before I started messing with the data and reviewing the results, I wanted to do a top ten best and worst players of the year or of PBSL to date. However, I realized quickly that would be top boring. The top end would consist of Magic and Moses and the bottom would be players people have never cares about enough to remember, even if they played for their own team.
I decided that the best way to get a good article out to show my data and have everyone engaged would be one talking about each team instead. We have now had a few seasons where each team has had a chance at being decent so I decided this article will be a Team X Mount Rushmore article. Where each team section will show the top four seasons played by the player. The table will consist of player name, season of their performance, the team name, their score, and the ranking in the overall rankings across all SLOE. So without further any further nonsense that I’m sure none of you are reading - here is the article.
76ers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Larry Nance | 1982 | 76ers | 56,228.00 | 77 |
| Walter Davis | 1983 | 76ers | 54,263.00 | 85 |
| Larry Nance | 1981 | 76ers | 46,390.00 | 145 |
Bucks:
| Player Name | Season | Team Name | Player's Score | Rank |
| Kevin McHale | 1983 | Bucks | 85,183.00 | 8 |
| Robert Parish | 1981 | Bucks | 82,858.00 | 11 |
| Kevin McHale | 1984 | Bucks | 77,692.00 | 15 |
| Walter Davis | 1981 | Bucks | 60,955.00 | 49 |
Bullets:
| Player Name | Season | Team Name | Player's Score | Rank |
| Larry Nance | 1983 | Bullets | 75,884.00 | 17 |
| Buck Williams | 1982 | Bullets | 58,468.00 | 60 |
| Larry Nance | 1984 | Bullets | 58,018.00 | 63 |
| Buck Williams | 1983 | Bullets | 57,845.00 | 64 |
Bulls:
| Player Name | Season | Team Name | Player's Score | Rank |
| Calvin Natt | 1984 | Bulls | 73,426.00 | 20 |
| Alex English | 1983 | Bulls | 60,005.00 | 55 |
| Maurice Cheeks | 1983 | Bulls | 54,097.00 | 89 |
| George Gervin | 1983 | Bulls | 52,582.00 | 102 |
Cavaliers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Sidney Moncrief | 1983 | Cavaliers | 67,367.00 | 30 |
| Sidney Moncrief | 1982 | Cavaliers | 58,302.00 | 62 |
| Jim Paxson | 1983 | Cavaliers | 56,642.00 | 75 |
| Sidney Moncrief | 1981 | Cavaliers | 54,180.00 | 87 |
Celtics:
| Player Name | Season | Team Name | Player's Score | Rank |
| Kareem Abdul-Jabbar | 1980 | Celtics | 75,690.00 | 18 |
| Bernard King | 1981 | Celtics | 71,456.00 | 22 |
| Ralph Sampson | 1983 | Celtics | 57,125.00 | 72 |
| Hakeem Olajuwon | 1984 | Celtics | 52,837.00 | 99 |
Clippers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Reggie Theus | 1983 | Clippers | 59,807.00 | 56 |
| Mike Mitchell | 1983 | Clippers | 56,020.00 | 78 |
| Mike Mitchell | 1984 | Clippers | 53,885.00 | 91 |
| Reggie Theus | 1982 | Clippers | 51,764.00 | 106 |
Hawks:
| Player Name | Season | Team Name | Player's Score | Rank |
| Dennis Johnson | 1982 | Hawks | 49,385.00 | 124 |
| Dennis Johnson | 1980 | Hawks | 44,442.00 | 167 |
| Dennis Johnson | 1981 | Hawks | 43,862.00 | 170 |
| Dan Roundfield | 1983 | Hawks | 39,424.00 | 228 |
Jazz
| Player Name | Season | Team Name | Player's Score | Rank |
| Kiki Vandeweghe | 1981 | Jazz | 74,794.00 | 19 |
| Kiki Vandeweghe | 1983 | Jazz | 70,160.00 | 24 |
| Kiki Vandeweghe | 1982 | Jazz | 63,587.00 | 43 |
| Tom Chambers | 1983 | Jazz | 51,106.00 | 110 |
Kings:
| Player Name | Season | Team Name | Player's Score | Rank |
| Calvin Natt | 1982 | Kings | 83,776.00 | 10 |
| Bernard King | 1983 | Kings | 69,469.00 | 27 |
| Mike Gminski | 1982 | Kings | 66,362.00 | 33 |
| Alex English | 1984 | Kings | 64,224.00 | 40 |
Knicks:
| Player Name | Season | Team Name | Player's Score | Rank |
| Moses Malone | 1984 | Knicks | 70,985.00 | 23 |
| Bernard King | 1984 | Knicks | 59,310.00 | 58 |
| Alex English | 1982 | Knicks | 57,791.00 | 65 |
| Julius Erving | 1980 | Knicks | 57,283.00 | 69 |
Lakers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Magic Johnson | 1984 | Lakers | 106,499.00 | 1 |
| Magic Johnson | 1983 | Lakers | 87,113.00 | 7 |
| Jamaal Wilkes | 1980 | Lakers | 55,771.00 | 80 |
| World B. Free | 1983 | Lakers | 53,917.00 | 90 |
Mavericks:
| Player Name | Season | Team Name | Player's Score | Rank |
| George Gervin | 1980 | Mavericks | 66,298.00 | 34 |
| George Gervin | 1981 | Mavericks | 64,955.00 | 36 |
| Dan Issel | 1980 | Mavericks | 59,569.00 | 57 |
| Johnny Moore | 1982 | Mavericks | 51,923.00 | 105 |
Nets:
| Player Name | Season | Team Name | Player's Score | Rank |
| Darryl Dawkins | 1983 | Nets | 67,421.00 | 29 |
| Darryl Dawkins | 1981 | Nets | 64,926.00 | 37 |
| Darryl Dawkins | 1984 | Nets | 60,642.00 | 51 |
| Darryl Dawkins | 1980 | Nets | 58,396.00 | 61 |
Nuggets:
| Player Name | Season | Team Name | Player's Score | Rank |
| Alex English | 1980 | Nuggets | 84,488.00 | 9 |
| Alex English | 1981 | Nuggets | 81,936.00 | 12 |
| Dan Roundfield | 1981 | Nuggets | 68,980.00 | 28 |
| John Lucas | 1981 | Nuggets | 48,629.00 | 130 |
According to this exercise, the Nuggets are stuck in the past. English, the guy that brought them to glory in the first season truly balled while on this team. Clyde is getting to a point where he can start challenging some of the older teams players, but may need another season or two to crack this top four group.
Pacers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Adrian Dantley | 1981 | Pacers | 80,291.00 | 14 |
| Adrian Dantley | 1980 | Pacers | 73,361.00 | 21 |
| Adrian Dantley | 1982 | Pacers | 70,128.00 | 25 |
| Joe Barry Carroll | 1980 | Pacers | 65,675.00 | 35 |
Pistons:
| Player Name | Season | Team Name | Player's Score | Rank |
| Dan Roundfield | 1980 | Pistons | 64,850.00 | 38 |
| Terry Cummings | 1982 | Pistons | 63,572.00 | 44 |
| Terry Cummings | 1983 | Pistons | 60,505.00 | 52 |
| Terry Cummings | 1984 | Pistons | 55,379.00 | 81 |
Rockets:
| Player Name | Season | Team Name | Player's Score | Rank |
| Larry Bird | 1980 | Rockets | 66,748.00 | 32 |
| Larry Bird | 1983 | Rockets | 61,326.00 | 47 |
| Larry Bird | 1981 | Rockets | 57,776.00 | 66 |
| Larry Bird | 1984 | Rockets | 57,600.00 | 68 |
Spurs:
| Player Name | Season | Team Name | Player's Score | Rank |
| Calvin Natt | 1980 | Spurs | 69,840.00 | 26 |
| Kiki Vandeweghe | 1984 | Spurs | 60,491.00 | 53 |
| Michael Jordan | 1984 | Spurs | 60,386.00 | 54 |
| Kevin McHale | 1980 | Spurs | 57,200.00 | 70 |
Suns:
| Player Name | Season | Team Name | Player's Score | Rank |
| Magic Johnson | 1981 | Suns | 102,593.00 | 3 |
| Magic Johnson | 1982 | Suns | 99,979.00 | 4 |
| Magic Johnson | 1980 | Suns | 89,536.00 | 5 |
| John Long | 1980 | Suns | 54,580.00 | 83 |
SuperSonics:
| Player Name | Season | Team Name | Player's Score | Rank |
| Dominique Wilkins | 1984 | Supersonics | 67,367.00 | 31 |
| Dominique Wilkins | 1983 | Supersonics | 63,943.00 | 41 |
| Dominique Wilkins | 1982 | Supersonics | 56,430.00 | 76 |
| Rickey Green | 1984 | Supersonics | 50,188.00 | 117 |
Trailblazers:
| Player Name | Season | Team Name | Player's Score | Rank |
| Kareem Abdul-Jabbar | 1981 | Trailblazers | 54,490.00 | 84 |
| James Worthy | 1983 | Trailblazers | 53,791.00 | 93 |
| Bernard King | 1980 | Trailblazers | 52,211.00 | 104 |
| Bill Cartwright | 1983 | Trailblazers | 50,285.00 | 116 |
Warriors:
| Player Name | Season | Team Name | Player's Score | Rank |
| Moses Malone | 1981 | Warriors | 105,876.00 | 2 |
| Moses Malone | 1980 | Warriors | 88,124.00 | 6 |
| Moses Malone | 1982 | Warriors | 81,202.00 | 13 |
| Moses Malone | 1983 | Warriors | 77,335.00 | 16 |
Thank you all for reading. As a special side treat because it is just something I did to try to check things out, I pulled the East and West players as well. Check out the full rankings below.
| Player Name | Season | Team Name | Player's Score | Rank |
| Kiki Vandeweghe | 1984 | West | 1,357.00 | 1317 |
| Kiki Vandeweghe | 1982 | West | 1,170.00 | 1333 |
| Moses Malone | 1981 | West | 1,127.00 | 1338 |
| Marques Johnson | 1980 | East | 1,080.00 | 1344 |
| Kevin McHale | 1984 | East | 1,051.00 | 1346 |
| Dennis Johnson | 1983 | East | 990.00 | 1350 |
| Robert Parish | 1981 | East | 954.00 | 1353 |
| Magic Johnson | 1984 | West | 907.00 | 1358 |
| Jim Paxson | 1982 | East | 886.00 | 1364 |
| Reggie Theus | 1983 | West | 875.00 | 1365 |
| Walter Davis | 1982 | West | 853.00 | 1369 |
| George Gervin | 1980 | West | 850.00 | 1371 |
| Calvin Natt | 1982 | West | 824.00 | 1373 |
| Darryl Dawkins | 1984 | East | 806.00 | 1375 |
| Magic Johnson | 1982 | West | 796.00 | 1378 |
| Reggie Theus | 1984 | West | 785.00 | 1380 |
| Michael Jordan | 1984 | West | 760.00 | 1385 |
| Moses Malone | 1984 | East | 745.00 | 1387 |
| Mike Gminski | 1983 | West | 738.00 | 1389 |
| Dan Roundfield | 1980 | East | 731.00 | 1390 |
| Dominique Wilkins | 1982 | West | 720.00 | 1394 |
| Ralph Sampson | 1983 | East | 695.00 | 1399 |
| Reggie Theus | 1981 | West | 695.00 | 1400 |
| Calvin Natt | 1980 | West | 684.00 | 1404 |
| Kevin McHale | 1983 | East | 677.00 | 1406 |
| Joe Barry Carroll | 1980 | East | 655.00 | 1408 |
| Kareem Abdul-Jabbar | 1980 | East | 641.00 | 1413 |
| Maurice Cheeks | 1981 | East | 641.00 | 1414 |
| Adrian Dantley | 1983 | East | 634.00 | 1415 |
| Magic Johnson | 1983 | West | 623.00 | 1416 |
| Joe Barry Carroll | 1981 | East | 619.00 | 1417 |
| Buck Williams | 1984 | East | 612.00 | 1418 |
| Dominique Wilkins | 1984 | West | 612.00 | 1419 |
| Adrian Dantley | 1980 | East | 605.00 | 1422 |
| Kevin McHale | 1982 | East | 601.00 | 1424 |
| Rickey Green | 1983 | West | 598.00 | 1425 |
| Larry Bird | 1984 | West | 594.00 | 1428 |
| Maurice Cheeks | 1984 | East | 590.00 | 1429 |
| Darryl Dawkins | 1982 | East | 583.00 | 1431 |
| Julius Erving | 1980 | East | 583.00 | 1432 |
| Magic Johnson | 1981 | West | 576.00 | 1436 |
| Larry Nance | 1983 | East | 576.00 | 1437 |
| Maurice Cheeks | 1982 | East | 565.00 | 1439 |
| Sidney Moncrief | 1982 | East | 554.00 | 1440 |
| Adrian Dantley | 1984 | East | 554.00 | 1441 |
| Robert Parish | 1984 | West | 544.00 | 1443 |
| Sidney Moncrief | 1983 | East | 544.00 | 1444 |
| Johnny Moore | 1982 | West | 536.00 | 1446 |
| Darryl Dawkins | 1981 | East | 518.00 | 1448 |
| Larry Bird | 1981 | West | 518.00 | 1449 |
| Kiki Vandeweghe | 1980 | West | 515.00 | 1451 |
| Larry Bird | 1983 | West | 497.00 | 1455 |
| Mike Gminski | 1981 | West | 493.00 | 1456 |
| Rickey Green | 1982 | East | 490.00 | 1457 |
| Mike Gminski | 1984 | West | 479.00 | 1458 |
| Dominique Wilkins | 1983 | West | 475.00 | 1459 |
| Johnny Moore | 1980 | West | 464.00 | 1462 |
| Johnny Moore | 1984 | East | 464.00 | 1463 |
| George Gervin | 1981 | West | 457.00 | 1465 |
| Moses Malone | 1983 | West | 450.00 | 1466 |
| Calvin Natt | 1983 | West | 446.00 | 1467 |
| Reggie Theus | 1980 | West | 443.00 | 1468 |
| Kiki Vandeweghe | 1983 | West | 436.00 | 1470 |
| Jim Paxson | 1981 | East | 421.00 | 1473 |
| Dan Roundfield | 1981 | West | 421.00 | 1474 |
| Robert Parish | 1983 | West | 421.00 | 1475 |
| Brad Davis | 1980 | East | 414.00 | 1478 |
| Dan Issel | 1980 | West | 414.00 | 1479 |
| Terry Cummings | 1983 | East | 410.00 | 1480 |
| Larry Nance | 1982 | East | 403.00 | 1481 |
| Robert Parish | 1982 | West | 400.00 | 1482 |
| Magic Johnson | 1980 | West | 392.00 | 1485 |
| Calvin Natt | 1984 | East | 371.00 | 1493 |
| Alex English | 1983 | East | 360.00 | 1495 |
| Adrian Dantley | 1981 | East | 338.00 | 1501 |
| Joe Barry Carroll | 1982 | East | 338.00 | 1502 |
| Reggie Theus | 1982 | West | 338.00 | 1503 |
| Sidney Moncrief | 1984 | East | 338.00 | 1504 |
| Johnny Moore | 1983 | East | 320.00 | 1507 |
| World B. Free | 1981 | West | 306.00 | 1508 |
| Mike Gminski | 1982 | West | 302.00 | 1509 |
| Dennis Johnson | 1980 | East | 295.00 | 1513 |
| Alex English | 1982 | East | 284.00 | 1517 |
| Moses Malone | 1982 | West | 266.00 | 1519 |
| Moses Malone | 1980 | West | 259.00 | 1522 |
| Alex English | 1984 | West | 238.00 | 1528 |
| Adrian Dantley | 1982 | East | 227.00 | 1530 |
| Bernard King | 1981 | East | 220.00 | 1532 |
| Sidney Moncrief | 1981 | East | 220.00 | 1533 |
| Johnny Moore | 1981 | West | 216.00 | 1535 |
| Bernard King | 1984 | East | 212.00 | 1536 |
| Maurice Cheeks | 1983 | East | 205.00 | 1538 |
| Julius Erving | 1981 | East | 194.00 | 1541 |
| Artis Gilmore | 1980 | West | 187.00 | 1543 |
| Rickey Green | 1984 | West | 180.00 | 1549 |
| Kevin McHale | 1981 | West | 169.00 | 1550 |
| Sidney Moncrief | 1980 | East | 162.00 | 1551 |
| Elvin Hayes | 1981 | East | 155.00 | 1556 |
| Jamaal Wilkes | 1980 | West | 86.40 | 1568 |
