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NBA Player Rankings.py

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+#!/usr/bin/env python
+# coding: utf-8
+
+# In[1]:
+
+
+import pandas as pd
+import numpy as np
+from sklearn.linear_model import Ridge
+import matplotlib.pyplot as plt 
+import mglearn
+
+per36 = pd.read_csv("per36stats.csv")
+advstats = pd.read_csv("advancedstats.csv")
+
+stats = {}
+for i in range(195):
+    playersm = advstats["Player"][i]
+    player = playersm[:playersm.index("\\")]
+    TS = advstats["TS%▼"][i] * 100
+    OBPM = advstats["OBPM"][i]
+    stats[player] = [TS]
+    stats[player].append(OBPM)
+
+for i in range(236):
+    playersm = per36["Player"][i]
+    player = playersm[:playersm.index("\\")]
+    PTS = per36["PTS▼"][i]
+    if player in stats:
+        stats[player].append(PTS)
+for i in stats:
+    if len(stats[i]) == 4:
+        if stats[i][3] == stats[i][2]:
+            stats[i].remove(stats[i][3])
+
+x = []
+y = []
+for i in stats:
+    if len(stats[i]) == 3:
+        y.append(stats[i][0])
+        test = np.array([stats[i][1], stats[i][2]])
+        x.append(test)
+X = np.array(x)
+
+fig, ax = plt.subplots()
+for i in stats:
+    if len(stats[i]) >= 2:
+        if i == "Stephen Curry":
+            ax.scatter(stats[i][0], stats[i][1], c = 'tab:red', alpha = 1, edgecolors = 'none')
+        elif i == "Joel Embiid" or i == "Nikola Jokić" or i == "Luka Dončić" or i == "Giannis Antetokounmpo" or i == "Damian Lillard" or i == "Kawhi Leonard" or i == "James Harden" or i == "LeBron James" or i == "Rudy Gobert":
+            ax.scatter(stats[i][0], stats[i][1], c = 'tab:green', alpha = 0.7, edgecolors = 'none')
+        else:
+            ax.scatter(stats[i][0], stats[i][1], c = 'tab:blue', alpha = 0.2, edgecolors = 'none')
+plt.xlabel("True Shooting %")
+plt.ylabel("Offensive Box Plus Minus")
+fig, ax = plt.subplots()
+for i in stats:
+    if i == "Stephen Curry":
+        ax.scatter(stats[i][-1], stats[i][0], c = 'tab:red', alpha = 1, edgecolors = 'none')
+    elif i == "Joel Embiid" or i == "Nikola Jokić" or i == "Luka Dončić" or i == "Giannis Antetokounmpo" or i == "Damian Lillard" or i == "Kawhi Leonard" or i == "James Harden" or i == "LeBron James" or i == "Rudy Gobert":
+        ax.scatter(stats[i][-1], stats[i][0], c = 'tab:green', alpha = 0.8, edgecolors = 'none')
+    else:
+        ax.scatter(stats[i][-1], stats[i][0], c = 'tab:blue', alpha = 0.05, edgecolors = 'none')
+plt.xlabel("Points per 36 minutes played")
+plt.ylabel("True Shooting %")
+
+
+# In[ ]:
+
+
+
+