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stuff_model/calculate_arm_angles.py

@@ -0,0 +1,72 @@
+import polars as pl
+import numpy as np
+import requests
+
+def calculate_arm_angles(df: pl.DataFrame,pitcher_id:int) -> pl.DataFrame:
+    df_arm_angle = pl.read_csv('stuff_model/pitcher_arm_angles_2024.csv')
+    #pitcher_id = 489446
+    df_filter = df.filter(pl.col("pitcher_id") == pitcher_id).drop_nulls(subset=["release_pos_x", "release_pos_z"])
+    # data = requests.get(f'https://statsapi.mlb.com/api/v1/people?personIds={pitcher_id}').json()
+
+    if pitcher_id not in df_arm_angle["pitcher"]:
+
+        data = requests.get(f'https://statsapi.mlb.com/api/v1/people?personIds={pitcher_id}').json()
+        height_in = data['people'][0]['height']
+        height = int(height_in.split("'")[0]) * 12 + int(height_in.split("'")[1].split('"')[0])
+        df_filter = (df_filter.with_columns(
+                (pl.col("release_pos_x") * 12).alias("release_pos_x"),
+                (pl.col("release_pos_z") * 12).alias("release_pos_z"),
+                (pl.lit(height * 0.70)).alias("shoulder_pos"),
+            )
+            .with_columns(
+                (pl.col("release_pos_z") - pl.col("shoulder_pos")).alias("Opp"),
+                pl.col("release_pos_x").abs().alias("Adj"),
+            )
+            .with_columns(
+                pl.struct(["Opp", "Adj"]).map_elements(lambda x: np.arctan2(x["Opp"], x["Adj"])).alias("arm_angle_rad")
+            ))
+
+        df_filter = (df_filter.with_columns(    
+            
+                pl.col("arm_angle_rad").degrees().alias("arm_angle")
+            
+            #.drop(["Opp", "arm_angle_rad"])
+            ))
+            
+    else:
+        shoulder_x = df_arm_angle.filter(pl.col("pitcher") == pitcher_id)["relative_shoulder_x"][0]
+        shoulder_z = df_arm_angle.filter(pl.col("pitcher") == pitcher_id)["shoulder_z"][0]
+        rel_x = df_arm_angle.filter(pl.col("pitcher") == pitcher_id)["relative_release_ball_x"][0]
+        rel_z = df_arm_angle.filter(pl.col("pitcher") == pitcher_id)["release_ball_z"][0]
+
+
+        ball_angle = df_arm_angle.filter(pl.col("pitcher") == pitcher_id)["ball_angle"][0]
+
+        hyp = np.sqrt((rel_x - shoulder_x)**2 + (rel_z - shoulder_z)**2)
+
+        print(shoulder_x, shoulder_z)
+
+        df_filter = (df_filter.with_columns(
+
+            )
+            .with_columns(
+                (pl.col("release_pos_z") - shoulder_z).alias("Opp"),
+                (pl.lit(hyp)).alias("Hyp"),
+            )
+            .with_columns(
+                pl.struct(["Opp","Hyp"]).map_elements(lambda x: np.arcsin(x["Opp"] / x["Hyp"])).alias("arm_angle_rad")
+            )
+            .with_columns(
+                pl.col("arm_angle_rad").degrees().alias("arm_angle")
+            )
+            #.drop(["Opp", "arm_angle_rad"])
+            )
+    
+        df_filter = df_filter.with_columns(
+                ((pl.col("arm_angle") * 0.5) + (ball_angle * 0.5)).alias("arm_angle")
+            )
+    
+
+
+    
+    return df_filter

stuff_model/feature_engineering.py

@@ -1,140 +1,140 @@
-import polars as pl
-import numpy as np
-
-def feature_engineering(df: pl.DataFrame) -> pl.DataFrame:
-    # Extract the year from the game_date column
-    df = df.with_columns(
-        pl.col('game_date').str.slice(0, 4).alias('year')
-    )
-
-    df = df.with_columns([
-        
-        (-(pl.col('vy0')**2 - (2 * pl.col('ay') * (pl.col('y0') - 17/12)))**0.5).alias('vy_f'),
-        ])
-
-    df = df.with_columns([
-        ((pl.col('vy_f') - pl.col('vy0')) / pl.col('ay')).alias('t'),
-        ])
-
-    df = df.with_columns([
-        (pl.col('vz0') + (pl.col('az') * pl.col('t'))).alias('vz_f'),
-        (pl.col('vx0') + (pl.col('ax') * pl.col('t'))).alias('vx_f')
-        ])
-
-    df = df.with_columns([
-            (-np.arctan(pl.col('vz_f') / pl.col('vy_f')) * (180 / np.pi)).alias('vaa'),
-            (-np.arctan(pl.col('vx_f') / pl.col('vy_f')) * (180 / np.pi)).alias('haa')
-        ])
-
-    # Mirror horizontal break for left-handed pitchers
-    df = df.with_columns(
-        pl.when(pl.col('pitcher_hand') == 'L')
-        .then(-pl.col('ax'))
-        .otherwise(pl.col('ax'))
-        .alias('ax')
-    )
-
-    # Mirror horizontal break for left-handed pitchers
-    df = df.with_columns(
-        pl.when(pl.col('pitcher_hand') == 'L')
-        .then(-pl.col('hb'))
-        .otherwise(pl.col('hb'))
-        .alias('hb')
-    )
-
-    # Mirror horizontal release point for left-handed pitchers
-    df = df.with_columns(
-        pl.when(pl.col('pitcher_hand') == 'L')
-        .then(pl.col('x0'))
-        .otherwise(-pl.col('x0'))
-        .alias('x0')
-    )
-
-    # Define the pitch types to be considered
-    pitch_types = ['SI', 'FF', 'FC']
-
-    # Filter the DataFrame to include only the specified pitch types
-    df_filtered = df.filter(pl.col('pitch_type').is_in(pitch_types))
-
-    # Group by pitcher_id and year, then aggregate to calculate average speed and usage percentage
-    df_agg = df_filtered.group_by(['pitcher_id', 'year', 'pitch_type']).agg([
-        pl.col('start_speed').mean().alias('avg_fastball_speed'),
-        pl.col('az').mean().alias('avg_fastball_az'),
-        pl.col('ax').mean().alias('avg_fastball_ax'),
-        pl.len().alias('count')
-    ])
-
-    # Sort the aggregated data by count and average fastball speed
-    df_agg = df_agg.sort(['count', 'avg_fastball_speed'], descending=[True, True])
-    df_agg = df_agg.unique(subset=['pitcher_id', 'year'], keep='first')
-
-    # Join the aggregated data with the main DataFrame
-    df = df.join(df_agg, on=['pitcher_id', 'year'])
-
-    # If no fastball, use the fastest pitch for avg_fastball_speed
-    df = df.with_columns(
-        pl.when(pl.col('avg_fastball_speed').is_null())
-        .then(pl.col('start_speed').max().over('pitcher_id'))
-        .otherwise(pl.col('avg_fastball_speed'))
-        .alias('avg_fastball_speed')
-    )
-
-    # If no fastball, use the fastest pitch for avg_fastball_az
-    df = df.with_columns(
-        pl.when(pl.col('avg_fastball_az').is_null())
-        .then(pl.col('az').max().over('pitcher_id'))
-        .otherwise(pl.col('avg_fastball_az'))
-        .alias('avg_fastball_az')
-    )
-
-    # If no fastball, use the fastest pitch for avg_fastball_ax
-    df = df.with_columns(
-        pl.when(pl.col('avg_fastball_ax').is_null())
-        .then(pl.col('ax').max().over('ax'))
-        .otherwise(pl.col('avg_fastball_ax'))
-        .alias('avg_fastball_ax')
-    )
-
-    # Calculate pitch differentials
-    df = df.with_columns(
-        (pl.col('start_speed') - pl.col('avg_fastball_speed')).alias('speed_diff'),
-        (pl.col('az') - pl.col('avg_fastball_az')).alias('az_diff'),
-        (pl.col('ax') - pl.col('avg_fastball_ax')).abs().alias('ax_diff')
-    )
-
-    # Cast the year column to integer type
-    df = df.with_columns(
-        pl.col('year').cast(pl.Int64)
-    )
-
-
-    
-    df = df.with_columns([
-        pl.lit('All').alias('all')
-    ])
-
-    # Calculate mound_to_release as 60.5 - extension
-    df = df.with_columns([
-        (60.5 - df["extension"]).alias("release_pos_y")
-    ])
-    
-    # Calculate delta time (Δt)
-    delta_t = (df["release_pos_y"] - df["y0"]) / df["vy0"]
-    # print((df["vx0"] * delta_t + 0.5 * df["ax"] * delta_t ** 2))
-    # Corrected back-calculation of release_pos_x and release_pos_z
-
-    
-    df = df.with_columns(
-            pl.when(pl.col('pitcher_hand')== 'R')
-            .then(df["x0"] - df["vx0"] * delta_t - 0.5 * df["ax"] * delta_t ** 2)
-            .otherwise(df["x0"] + df["vx0"] * delta_t - 0.5 * df["ax"] * delta_t ** 2)
-            .alias('release_pos_x')
-        )
-
-    df = df.with_columns([
-        (df["z0"] + df["vz0"] * delta_t + 0.5 * df["az"] * delta_t ** 2).alias("release_pos_z")
-    ])
-
-
-    
+import polars as pl
+import numpy as np
+
+def feature_engineering(df: pl.DataFrame) -> pl.DataFrame:
+    # Extract the year from the game_date column
+    df = df.with_columns(
+        pl.col('game_date').str.slice(0, 4).alias('year')
+    )
+
+    df = df.with_columns([
+        
+        (-(pl.col('vy0')**2 - (2 * pl.col('ay') * (pl.col('y0') - 17/12)))**0.5).alias('vy_f'),
+        ])
+
+    df = df.with_columns([
+        ((pl.col('vy_f') - pl.col('vy0')) / pl.col('ay')).alias('t'),
+        ])
+
+    df = df.with_columns([
+        (pl.col('vz0') + (pl.col('az') * pl.col('t'))).alias('vz_f'),
+        (pl.col('vx0') + (pl.col('ax') * pl.col('t'))).alias('vx_f')
+        ])
+
+    df = df.with_columns([
+            (-np.arctan(pl.col('vz_f') / pl.col('vy_f')) * (180 / np.pi)).alias('vaa'),
+            (-np.arctan(pl.col('vx_f') / pl.col('vy_f')) * (180 / np.pi)).alias('haa')
+        ])
+
+    # Mirror horizontal break for left-handed pitchers
+    df = df.with_columns(
+        pl.when(pl.col('pitcher_hand') == 'L')
+        .then(-pl.col('ax'))
+        .otherwise(pl.col('ax'))
+        .alias('ax')
+    )
+
+    # Mirror horizontal break for left-handed pitchers
+    df = df.with_columns(
+        pl.when(pl.col('pitcher_hand') == 'L')
+        .then(-pl.col('hb'))
+        .otherwise(pl.col('hb'))
+        .alias('hb')
+    )
+
+    # Mirror horizontal release point for left-handed pitchers
+    df = df.with_columns(
+        pl.when(pl.col('pitcher_hand') == 'L')
+        .then(pl.col('x0'))
+        .otherwise(-pl.col('x0'))
+        .alias('x0')
+    )
+
+    # Define the pitch types to be considered
+    pitch_types = ['SI', 'FF', 'FC']
+
+    # Filter the DataFrame to include only the specified pitch types
+    df_filtered = df.filter(pl.col('pitch_type').is_in(pitch_types))
+
+    # Group by pitcher_id and year, then aggregate to calculate average speed and usage percentage
+    df_agg = df_filtered.group_by(['pitcher_id', 'year', 'pitch_type']).agg([
+        pl.col('start_speed').mean().alias('avg_fastball_speed'),
+        pl.col('az').mean().alias('avg_fastball_az'),
+        pl.col('ax').mean().alias('avg_fastball_ax'),
+        pl.len().alias('count')
+    ])
+
+    # Sort the aggregated data by count and average fastball speed
+    df_agg = df_agg.sort(['count', 'avg_fastball_speed'], descending=[True, True])
+    df_agg = df_agg.unique(subset=['pitcher_id', 'year'], keep='first')
+
+    # Join the aggregated data with the main DataFrame
+    df = df.join(df_agg, on=['pitcher_id', 'year'])
+
+    # If no fastball, use the fastest pitch for avg_fastball_speed
+    df = df.with_columns(
+        pl.when(pl.col('avg_fastball_speed').is_null())
+        .then(pl.col('start_speed').max().over('pitcher_id'))
+        .otherwise(pl.col('avg_fastball_speed'))
+        .alias('avg_fastball_speed')
+    )
+
+    # If no fastball, use the fastest pitch for avg_fastball_az
+    df = df.with_columns(
+        pl.when(pl.col('avg_fastball_az').is_null())
+        .then(pl.col('az').max().over('pitcher_id'))
+        .otherwise(pl.col('avg_fastball_az'))
+        .alias('avg_fastball_az')
+    )
+
+    # If no fastball, use the fastest pitch for avg_fastball_ax
+    df = df.with_columns(
+        pl.when(pl.col('avg_fastball_ax').is_null())
+        .then(pl.col('ax').max().over('ax'))
+        .otherwise(pl.col('avg_fastball_ax'))
+        .alias('avg_fastball_ax')
+    )
+
+    # Calculate pitch differentials
+    df = df.with_columns(
+        (pl.col('start_speed') - pl.col('avg_fastball_speed')).alias('speed_diff'),
+        (pl.col('az') - pl.col('avg_fastball_az')).alias('az_diff'),
+        (pl.col('ax') - pl.col('avg_fastball_ax')).abs().alias('ax_diff')
+    )
+
+    # Cast the year column to integer type
+    df = df.with_columns(
+        pl.col('year').cast(pl.Int64)
+    )
+
+
+    
+    df = df.with_columns([
+        pl.lit('All').alias('all')
+    ])
+
+    # Calculate mound_to_release as 60.5 - extension
+    df = df.with_columns([
+        (60.5 - df["extension"]).alias("release_pos_y")
+    ])
+    
+    # Calculate delta time (Δt)
+    delta_t = (df["release_pos_y"] - df["y0"]) / df["vy0"]
+    # print((df["vx0"] * delta_t + 0.5 * df["ax"] * delta_t ** 2))
+    # Corrected back-calculation of release_pos_x and release_pos_z
+
+    
+    df = df.with_columns(
+            pl.when(pl.col('pitcher_hand')== 'R')
+            .then(df["x0"] - df["vx0"] * delta_t - 0.5 * df["ax"] * delta_t ** 2)
+            .otherwise(df["x0"] + df["vx0"] * delta_t - 0.5 * df["ax"] * delta_t ** 2)
+            .alias('release_pos_x')
+        )
+
+    df = df.with_columns([
+        (df["z0"] + df["vz0"] * delta_t + 0.5 * df["az"] * delta_t ** 2).alias("release_pos_z")
+    ])
+
+
+    
     return df

stuff_model/lgbm_model_2020_2024.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b0b14dc2756695cfa67a340dfa77616894b3ec0715c61ad73ded704fc24386e8
+size 3109736

stuff_model/pitcher_arm_angles_2024.csv

@@ -0,0 +1,823 @@
+"pitcher","pitcher_name","pitch_hand","n_pitches","team_id","ball_angle","relative_release_ball_x","release_ball_z","relative_shoulder_x","shoulder_z"
+666745,"Brito, Jhony","R",617,135,"54.6",-0.9533989283894327,6.149448947,0.49769624195044143,4.102450325593624
+679358,"Orze, Eric","R",42,121,"45.1",-1.2060293921227374,5.841666667,0.4137403085476614,4.214915996095406
+687922,"Lucas, Easton","L",246,9999,"47.6",1.4741114512448739,5.955406504,-0.1256938535281075,4.203809367708649
+668674,"Erceg, Lucas","R",947,9999,"42.6",-1.5977998342949928,6.013146779,0.11679148281372641,4.437115032366025
+598286,"Ramirez, Nick","L",194,119,"29.2",2.3787122360663746,5.735051546,0.40492093922855,4.633594156697356
+806185,"Birdsong, Hayden","R",1388,137,"41.5",-1.5906631766995063,6.343832853,0.17110463939702153,4.7872081318996
+676254,"Walker, Ryan","R",1205,137,"17.1",-2.855415033059984,5.180605809,-0.5597335510832026,4.474050149924925
+643361,"Herget, Kevin","R",151,158,"51.3",-0.9782878447666443,6.09192053,0.3860755462690794,4.3892889441749015
+660813,"Graterol, Brusdar","R",101,119,"36.4",-2.32631745896568,6.219009901,-0.48019624168299174,4.8573172111328775
+687014,"Avila, Nick","R",225,137,"53.7",-0.9375348394489632,6.119688889,0.47108667656961745,4.204498033670034
+666720,"Rodríguez, Yerry","R",438,9999,"27.5",-2.219326506541374,5.67196347,-0.24379623552202107,4.642343981922368
+682847,"Ortiz, Luis L.","R",2143,134,"21.8",-2.2083496106858274,4.964638357,-0.08611329200156712,4.116028723789177
+656731,"Megill, Tylor","R",1365,121,"36.8",-2.0221629022367518,5.788322344,-0.1649961354331943,4.400101078202846
+543518,"McGough, Scott","R",577,109,"46.8",-1.384153246769588,6.001611785,0.06623550681655996,4.457540992193311
+686799,"Kochanowicz, Jack","R",859,108,"28.2",-2.4620711195576153,5.918498254,-0.2161551475516655,4.712818149134985
+600986,"Vieira, Thyago","R",737,9999,"46.8",-1.549334394982199,6.055658073,0.05967917195742246,4.335625238779362
+608379,"Wacha, Michael","R",2602,118,"51.5",-1.261187532471242,6.520857033,0.1639085179232759,4.727319871112442
+656793,"Nelson, Nick","R",96,143,"48.1",-1.6054368656491553,5.637083333,-0.18790467635917998,4.057787401589423
+594902,"Lively, Ben","R",2405,114,"37.7",-1.7416763682034166,5.224893971,-0.06751707309119079,3.930023924570395
+672860,"Berroa, Prelander","R",348,145,"51.2",-1.36837383515658,5.853850575,0.051349062890568994,4.0874575370848465
+453286,"Scherzer, Max","R",668,140,"29.2",-2.3396734038884515,5.529026946,-0.34505922019597157,4.411894843601568
+682990,"Priester, Quinn","R",809,9999,"42.6",-1.6074308779713447,5.953881335,0.15186488303378437,4.337190590262397
+670036,"Festa, Matt","R",385,9999,"27.6",-2.101311588642083,4.884883117,-0.265350834317198,3.9256328082968728
+621112,"Blackburn, Paul","R",1212,9999,"49.6",-1.5023394397978658,6.042541254,0.00559970872087208,4.270532995946656
+519293,"Smith, Will","L",673,118,"45.5",1.5246505961797414,6.481589896,-0.11733552706507432,4.812258293405166
+669395,"Coleman, Dylan","R",16,117,"35.4",-1.6895486148743455,6.053125,0.21781526849376115,4.698127673796791
+659275,"Lamet, Dinelson","R",74,119,"46.8",-1.5524615731958011,6.177837838,0.1413237329575565,4.374149291805172
+598264,"Barnes, Matt","R",237,120,"44.4",-1.5672303104637497,6.472869198,0.18149882405589773,4.758917173221419
+672552,"O'Loughlin, Jack","L",176,133,"34.0",2.033924170135891,5.888920455,0.014302857113919943,4.5256596200980415
+621199,"Bowman, Matt","R",497,9999,"36.2",-1.65656000394433,5.732414487,-0.013867726322283072,4.526699937772802
+679525,"Marsh, Alec","R",2160,118,"32.3",-2.26056208493779,5.658069444,-0.3067316554433225,4.421233538283161
+642546,"Hernández, Jonathan","R",761,9999,"26.1",-2.2781077170510247,5.446596583,-0.18902899915909493,4.422395632798576
+677976,"Dobnak, Randy","R",183,142,"19.6",-2.5468519237109994,5.444972678,-0.36511153336645147,4.668453100435407
+677161,"Kelly, Zack","R",955,111,"35.9",-1.8671117874768628,5.419759162,-0.04101928642756481,4.094907204785772
+693312,"Nicolas, Kyle","R",950,134,"44.4",-1.3795553719387816,6.094863158,0.27213686949995325,4.478433803358667
+683568,"Iriarte, Jairo","R",137,145,"30.8",-1.9192493301443934,5.265474453,0.10757284892722847,4.055215741572011
+664948,"Misiewicz, Anthony","L",30,147,"56.1",1.022044907435765,6.164666667,-0.2567951128936423,4.266360409982176
+621399,"Feigl, Brady","L",44,134,"54.1",1.2097810071726673,6.443181818,-0.17315111003078912,4.529810417679469
+681810,"Warren, Austin","R",173,137,"31.0",-2.266736210071516,5.175028902,-0.3466408586030314,4.017451057669519
+663878,"Pearson, Nate","R",1058,9999,"40.3",-1.7340879779916951,5.493969754,0.0960307335840334,3.9414801558619676
+641712,"Hudson, Dakota","R",1508,115,"35.8",-1.946196048960026,6.124781167,0.005813847359537007,4.713632903835518
+666200,"Luzardo, Jesús","L",1083,146,"39.3",1.894745522013087,5.975401662,0.09039720539269183,4.49708095242798
+605154,"Brebbia, John","R",994,9999,"40.7",-1.6253161384963761,5.874637827,0.05201702299357639,4.431563261386498
+641755,"Kinley, Tyler","R",1160,115,"45.0",-1.490260904145139,6.45212931,0.1300940860685969,4.8322194676224735
+605218,"Edwards Jr., Carl","R",12,135,"56.9",-0.9700006493420479,6.409166667,0.26783632650029715,4.513304515745692
+678368,"Bellozo, Valente","R",1094,146,"45.6",-1.4595377120555495,6.106480804,0.06730277718034183,4.549337343376772
+669854,"Blanco, Ronel","R",2649,117,"46.5",-1.4800588121656437,6.115534164,0.07072117383279175,4.484586021362116
+687798,"Robertson, Nick","R",217,9999,"32.5",-2.191582389224772,5.674792627,-0.2598037022433608,4.448970651075675
+669165,"Hurt, Kyle","R",58,119,"41.5",-1.7663848541033091,5.782758621,-0.0368761110086668,4.249374915483435
+666214,"Wentz, Joey","L",1224,9999,"49.7",1.262759153130713,6.352058824,-0.348715166078315,4.452086176863794
+641793,"Littell, Zack","R",2467,139,"41.5",-1.9370185211283935,6.145889745,-0.23551239668436158,4.638212079882257
+669084,"Hall, DL","L",782,158,"43.3",1.746178419195321,5.505051151,0.09681425500681552,3.9504804949601313
+671111,"Peralta, Sammy","L",282,145,"12.1",2.777082338957757,4.671914894,0.5848964491599351,4.20204136673367
+669302,"Gilbert, Logan","R",3036,136,"43.8",-1.4977128477976311,5.825405138,0.17979565226198274,4.211764179988685
+666277,"Soriano, George","R",519,146,"21.4",-2.3757286602552368,5.178766859,-0.18027050340192136,4.317627311194224
+672391,"Ort, Kaleb","R",366,117,"43.5",-1.6235375510528378,5.846557377,0.02733225529158509,4.279164477708621
+669622,"Bender, Anthony","R",935,146,"18.0",-2.4892003378268064,5.465967914,-0.2993188700468031,4.75529092310332
+700669,"Graceffo, Gordon","R",105,138,"47.8",-1.4950525205601495,5.874380952,0.0201146176046176,4.201616768525593
+571882,"Law, Derek","R",1368,120,"51.2",-1.2297224961616804,6.487843567,0.17753103636989082,4.741665124542635
+656302,"Cease, Dylan","R",3188,135,"53.4",-1.292627210020078,6.100291719,0.020948343750069886,4.3277111857187345
+676508,"Casparius, Ben","R",156,119,"42.2",-1.6574741625354747,6.006217949,0.06592776920791625,4.443682901412315
+625643,"López, Reynaldo","R",2106,144,"41.9",-1.662427290602902,5.831087369,-0.1138683400114774,4.441682113492903
+642232,"Yarbrough, Ryan","L",1476,9999,"13.5",3.1875735109780416,5.017391599,0.9129248450550472,4.472438969078637
+669203,"Burnes, Corbin","R",2994,110,"43.7",-1.5769566482868338,5.967802271,0.06756166736324706,4.395320908513413
+493603,"Ottavino, Adam","R",997,121,"24.8",-2.744897312047183,5.383219659,-0.5435088101202004,4.365634280113072
+666818,"Frías, Luis","R",229,9999,"48.6",-1.4169183731945696,6.467248908,0.2061003997073224,4.627572156707063
+669713,"Wesneski, Hayden","R",1075,112,"49.6",-1.5217672216403864,5.933227907,0.012400272768726944,4.127370946233882
+682073,"Hensley, David","R",1,146,"44.2",-1.5624194825076048,5.97,0.08222941176470594,4.364888235294117
+502171,"Cobb, Alex","R",242,114,"36.0",-2.2943317958236515,5.54661157,-0.5235731732738177,4.2582465675225745
+669169,"Heasley, Jonathan","R",108,110,"52.9",-1.1957435844835165,6.044537037,0.19860183947316298,4.195635024262231
+673540,"Senga, Kodai","R",73,121,"44.3",-1.5184399176089038,5.849315068,0.07896524918809365,4.289396409298464
+605135,"Bassitt, Chris","R",2959,141,"35.3",-2.0625863349555975,5.522419736,0.04098321426699658,4.032917895101139
+657024,"Swanson, Erik","R",665,141,"51.0",-1.4399393041028616,6.120691729,-0.06934066154691536,4.4275196083792405
+502179,"Espino, Paolo","R",158,141,"47.2",-1.4798919489318427,5.495063291,-0.11778191746203658,4.021958323179671
+676534,"Faucher, Calvin","R",987,146,"50.0",-1.54935887114374,6.000577508,-0.08529302537262486,4.25264522229265
+605347,"López, Jorge","R",802,9999,"36.1",-1.7754087704679897,5.759239401,0.030103854557012106,4.440462927907506
+656945,"Scott, Tanner","L",1163,9999,"35.2",2.247539927534115,5.231642304,0.44360937353914426,3.9574394188457847
+676083,"Junk, Janson","R",175,9999,"54.5",-1.1011090456792476,5.773257143,0.2039698263305322,3.9433774448688568
+660644,"Bruján, Vidal","R",5,146,"33.3",-2.0802376260303945,5.652,-0.2815661140819965,4.471758966131907
+669211,"Akin, Keegan","L",1216,110,"42.4",1.7223487824887374,5.913478618,0.04394475326015575,4.377588611589965
+592791,"Taillon, Jameson","R",2483,112,"44.9",-1.5775322902001165,6.136133709,0.06800485978450255,4.491315143187583
+543391,"Kelly, Casey","R",78,113,"51.9",-1.337696286210451,6.518717949,0.15708129713423832,4.608407111842406
+605335,"Leibrandt, Brandon","L",117,113,"51.7",1.507837025240806,6.180769231,0.04798982890747598,4.330349556652497
+622251,"Staumont, Josh","R",420,142,"48.0",-1.522983110439139,6.039666667,0.015446583057465407,4.330661477803241
+541640,"Ramírez, Erasmo","R",302,139,"36.1",-1.9742570660376848,5.452880795,-0.31055367868399614,4.238157015322683
+689225,"Brieske, Beau","R",1145,116,"49.1",-1.3413182494944031,5.978034934,0.2089479545259946,4.1882285317080346
+605121,"Anderson, Justin","R",945,145,"35.7",-1.9392435005845592,5.679957672,-0.0804478998198607,4.342834537249242
+669358,"Baz, Shane","R",1206,139,"38.3",-1.7311867199624302,5.800787728,0.053425619230052915,4.388375122678348
+676962,"Brown, Ben","R",849,112,"42.4",-1.5766006129727737,6.370365135,0.11966995511128752,4.817162437406696
+666204,"Jiménez, Dany","R",450,133,"61.3",-0.6516016166201212,6.414022222,0.542296901762725,4.231963282828278
+668933,"Ashcraft, Graham","R",1342,113,"49.0",-1.4540917994928406,6.296587183,0.11187623462201575,4.494224667601763
+666215,"Whitley, Forrest","R",94,117,"38.2",-1.797695358041665,6.189042553,0.029943743125877057,4.751484477756286
+593974,"Peralta, Wandy","L",593,135,"42.9",1.5802316871499704,5.999359191,-0.12532004355628512,4.415645524734499
+681869,"Dubin, Shawn","R",840,117,"39.6",-1.877449532667299,5.788547619,-0.09866798478482298,4.314818427765047
+669912,"Snead, Kirby","L",196,136,"15.4",2.6737929211413327,5.079183673,0.4604704054349013,4.470340846793258
+471911,"Carrasco, Carlos","R",1688,114,"35.8",-2.005008843722496,5.896723934,-0.1365497419131376,4.5517240244126524
+676680,"Cosgrove, Tom","L",299,135,"11.1",2.7322526631181887,4.716923077,0.4663799262544788,4.272077845641145
+592662,"Ray, Robbie","L",568,137,"46.9",1.5771649784656774,6.271795775,0.01278730511410712,4.601601520486557
+669724,"Hanifee, Brenan","R",435,116,"32.4",-2.613109321446156,5.510183908,-0.5822736375929679,4.218535379556212
+663321,"Hernandez, Nick","R",139,117,"47.3",-1.3085516605106418,5.749136691,0.2613997159491659,4.046797864168558
+606930,"Barnes, Jacob","R",1117,120,"43.1",-1.523721894078232,5.698549687,0.215472619714444,4.069630445696632
+640448,"Finnegan, Kyle","R",1066,120,"50.3",-1.0217979552205654,5.728245779,0.37447605313146903,4.042453640978818
+663460,"Bubic, Kris","L",467,118,"41.5",1.8579265431706222,5.678950749,0.14936512918579925,4.169719366609795
+680686,"Gray, Josiah","R",176,120,"31.1",-2.3586987026870205,5.103977273,-0.2677029097796143,3.8428032277993838
+500779,"Quintana, Jose","L",2749,121,"44.8",1.830129452069721,5.781531466,0.2300451630766394,4.193622152505298
+552640,"Kittredge, Andrew","R",1010,138,"39.2",-1.737221149086281,5.770079208,-0.03156057676355872,4.378271410670481
+607644,"Means, John","L",320,110,"45.1",1.5374176487940416,6.40515625,-0.052015030637254905,4.808776502618092
+656896,"Rivera, Emmanuel","R",14,146,"18.1",-2.620182440049947,5.887857143,-0.36649138018843896,5.150093009931245
+667755,"Soriano, José","R",1736,108,"36.1",-2.158144293607645,6.004665899,-0.24934576381872398,4.615176302962545
+670241,"Vines, Darius","R",257,144,"44.9",-1.6402429770732578,5.970233463,0.017054578400160905,4.3204163177899355
+647336,"Soroka, Michael","R",1442,145,"37.4",-2.067094703765303,6.095589459,-0.15588717047277878,4.6312562506644275
+621294,"Heller, Ben","R",255,134,"28.8",-2.1510665647566047,5.690901961,-0.02819562545873965,4.523830346020764
+607074,"Rodón, Carlos","L",3102,147,"45.4",1.6954687610202583,6.325892972,-0.016885460820516028,4.589699503511624
+623149,"Sewald, Paul","R",629,109,"15.9",-2.677097626077562,4.464801272,-0.6773839883922932,3.8946069440783995
+665795,"Cabrera, Edward","R",1734,146,"42.0",-1.695477317869726,6.151972318,0.10661359827668093,4.52860385058606
+608638,"Chargois, JT","R",529,9999,"27.5",-2.4702341920813,5.378922495,-0.4195458304270325,4.309618000700884
+670990,"Ramírez, Yohan","R",768,9999,"26.4",-2.405592772985754,5.168932292,-0.44921234414457056,4.19930492772393
+640454,"Krook, Matt","L",27,110,"27.3",2.4520119041513513,5.852592593,0.2891444939591999,4.73314131181092
+814005,"Bloss, Jake","R",238,117,"46.2",-1.3516631435009414,5.742563025,0.15173365501280733,4.178192262840962
+671096,"Abbott, Andrew","L",2333,113,"45.0",1.6470728370678143,5.862678954,0.10519578209415716,4.319956515522073
+622766,"Díaz, Miguel","R",10,117,"37.5",-1.7883769538223289,5.848,-0.009933493761140819,4.482748921568628
+518585,"Cruz, Fernando","R",1138,113,"45.4",-1.667858134265556,6.028646749,-0.100752198637883,4.437668922320488
+676760,"Marinaccio, Ron","R",395,147,"33.9",-2.089390804992956,5.354810127,-0.1660606685620163,4.064283467361623
+592426,"Jackson, Luke","R",917,9999,"53.5",-1.1800780262520318,6.513958561,0.22828525767003544,4.608196333564647
+622694,"Hernández, Elieser","R",251,9999,"39.9",-1.535567959763624,5.289721116,-0.062081425456817996,4.056503245130001
+605155,"Brewer, Colten","R",391,112,"35.3",-1.9026584511729658,6.027468031,0.032572991689119264,4.656239974515735
+676391,"Clement, Ernie","R",4,141,"13.4",-2.6367327232451085,4.99,-0.6883814393939394,4.52529986631016
+614179,"Ruiz, José","R",807,143,"44.8",-1.5804984918465435,6.282453532,0.10067133725180967,4.61380783242439
+689958,"Walters, Andrew","R",132,114,"39.0",-1.759237774325666,5.909621212,-0.035193110922054786,4.513560900448334
+665871,"Assad, Javier","R",2538,112,"54.8",-1.0466034696142885,6.000078802,0.2229743061262043,4.200827705121028
+605513,"Turnbull, Spencer","R",916,143,"24.6",-2.522199797862444,5.703733624,-0.29856132792736007,4.684793493858441
+672710,"Contreras, Roansy","R",1074,9999,"48.6",-1.1259998195250644,5.932337058,0.373297876563864,4.234437701862529
+676664,"Sears, JP","L",2856,133,"21.4",2.311098794033488,4.639856443,0.28865699019358176,3.8479927047601516
+641941,"Pagán, Emilio","R",593,113,"41.5",-1.5727130022612343,5.657403035,0.14857604103729488,4.134691482176195
+543037,"Cole, Gerrit","R",1534,147,"42.4",-1.7952213362612746,5.986597132,-0.14853098286724903,4.481458357619445
+607536,"Freeland, Kyle","L",1769,115,"27.3",2.165502115003919,5.723629169,0.1337077585451159,4.675910565603489
+663992,"Lovelady, Richard","L",527,9999,"18.6",2.5270143367262334,5.240151803,0.5387804643713612,4.572123508440814
+682227,"Williamson, Brandon","L",256,113,"46.0",1.577771239782318,6.713984375,-0.145708495571524,4.928658964530413
+622663,"Severino, Luis","R",2888,121,"41.1",-1.5554512666709046,5.910803324,0.07422070399489433,4.491105180728174
+657376,"Schmidt, Clarke","R",1454,147,"35.1",-1.9219600941680643,5.640742779,0.012585028086512835,4.280150257939863
+666159,"Manning, Matt","R",438,116,"45.5",-1.6581532150306009,5.515616438,-0.12095916192545933,3.9508779749550285
+671212,"Boyle, Joe","R",964,133,"48.2",-1.333868750348797,6.224294606,0.272073286347734,4.425977984630294
+670766,"McCaughan, Darren","R",713,9999,"29.6",-2.1582369302810793,5.259102384,-0.14872199713494977,4.116935316243032
+663947,"Holton, Tyler","L",1338,116,"43.2",1.7192384006938322,5.89009716,0.04131163854317379,4.3149472254862
+683068,"Penrod, Zach","L",86,111,"44.5",1.7468210027075608,6.197209302,0.11659148944990262,4.598302074783404
+665620,"García, Deivi","R",282,145,"39.1",-1.8846051493579954,5.439893617,-0.20887467446682084,4.0734968303181995
+670059,"Holderman, Colin","R",869,134,"28.8",-2.2959273387724064,5.61118527,-0.2539004417354347,4.487806712594024
+694813,"Stone, Gavin","R",2152,119,"47.0",-1.2617736518529628,5.611933086,0.2622877372290585,3.9767142615334437
+668390,"Winn, Cole","R",286,140,"41.1",-1.9529980717509257,5.500314685,-0.1862091750495495,3.9611768420527778
+665152,"Kremer, Dean","R",2171,110,"41.0",-1.779709157754575,6.04015661,-0.05282877273014646,4.537115732500449
+701643,"Hartwig, Grant","R",118,121,"13.6",-2.824687492439879,4.837881356,-0.5862647436478442,4.294850554397416
+592779,"Stewart, Brock","R",268,142,"27.3",-2.3186750402992415,5.371865672,-0.18759453201904905,4.268934115186106
+702674,"Dana, Caden","R",206,108,"44.2",-1.608871258713939,6.035582524,-0.013739282747520903,4.486176099804441
+608331,"Fried, Max","L",2762,144,"48.4",1.48393329149688,5.950351195,-0.09750065173393438,4.167907639649893
+675650,"Mercado, Michael","R",260,143,"36.8",-1.8763798340845659,6.080769231,0.019784408336761285,4.659374155011654
+694037,"Palencia, Daniel","R",263,112,"36.4",-1.6489423508530923,5.452813688,0.08836718414292781,4.172094695105837
+693821,"Elder, Bryce","R",864,144,"54.3",-1.098992375760275,6.648599537,0.25691358065953657,4.763932292079286
+628452,"Iglesias, Raisel","R",928,144,"33.5",-2.266652652214956,5.541045259,-0.2823312577793655,4.227578573706127
+621366,"Borucki, Ryan","L",174,134,"28.7",2.2493810753499215,5.69183908,0.1964401274407359,4.566039055873131
+663423,"Thornton, Trent","R",1139,136,"35.0",-1.9588525719222676,5.18428446,-0.1662428614242408,3.9297969787739513
+642028,"Rogers, Josh","L",170,115,"35.5",2.0986796352862633,5.901705882,0.24267278913704513,4.577811783579745
+682989,"Mederos, Victor","R",107,108,"36.9",-1.9547435905063277,5.694018692,-0.18166672330784478,4.360516595865193
+674370,"Bido, Osvaldo","R",1055,133,"33.9",-2.085203316989408,5.847554502,-0.08690994956534957,4.505703603669817
+667725,"Tyler, Kyle","R",579,146,"61.5",-0.5181443916343175,5.922590674,0.4502419379716087,4.14015805633291
+643256,"Cimber, Adam","R",416,108,"-22.9",-3.431033548534135,2.401370192,-1.3454201288907173,3.2823835535787773
+689266,"Dodd, Dylan","L",34,144,"45.5",1.6626606012987983,6.019411765,-0.027042749292230273,4.299804521862222
+664129,"Hartlieb, Geoff","R",138,115,"35.8",-2.0399778743901384,5.954637681,-0.027510892815624282,4.5049185234699936
+686973,"Varland, Louis","R",901,142,"41.2",-1.9216590984999138,5.532708102,-0.23249851482112366,4.054341264607958
+656464,"Ginkel, Kevin","R",1184,109,"40.3",-1.7702920218596088,6.428353041,0.05065392789179555,4.88626147587259
+687911,"King, Bryan","L",416,117,"37.1",1.7823449026963103,5.609375,0.05835511856403403,4.304665609145758
+608344,"Irvin, Cole","L",1767,9999,"40.0",2.009759765310022,6.094272779,0.23581559487817375,4.605764152964776
+661395,"Duran, Jhoan","R",881,142,"33.6",-2.0905063997988487,5.94908059,-0.06797079542166681,4.606181890514952
+663941,"Beck, Tristan","R",242,137,"44.9",-1.7603249385386377,6.052190083,-0.09594287650447107,4.397256818550114
+621237,"Alvarado, José","L",1017,143,"65.1",0.5206819358590484,6.65460177,-0.5324393113855898,4.374738650955151
+669308,"Reynolds, Sean","R",225,135,"40.6",-1.62815176984152,6.473422222,0.12003717567835215,4.97465373935433
+641703,"Honeywell, Brent","R",595,9999,"45.3",-1.4782671074703642,6.179798319,0.08553985679833435,4.60171383139352
+660896,"Alcala, Jorge","R",930,142,"49.2",-1.5350057164029594,6.526204301,0.04004984148889274,4.6988350274088155
+686654,"Adcock, Ty","R",86,121,"47.2",-1.5770467332387208,5.931860465,-0.021043451270571653,4.253597513783526
+694297,"Pfaadt, Brandon","R",2790,109,"27.7",-2.4093714655386167,5.508007168,-0.37243589337396776,4.436423559184513
+608718,"Suter, Brent","L",1022,113,"55.6",1.114291703491015,6.29055773,-0.057801730816859756,4.575350392959177
+660761,"Suarez, José","L",987,108,"40.2",1.8095025449487558,5.597760892,0.16150701517228433,4.201810220477617
+681517,"Leahy, Kyle","R",695,138,"46.0",-1.5361416734470743,5.836446043,0.08543056784518918,4.1553681198784265
+518397,"Alexander, Scott","L",566,133,"36.6",1.9281472321836086,5.721413428,0.13380433838488828,4.388575156522618
+663465,"Allard, Kolby","L",436,143,"48.0",1.596493854120762,5.532706422,0.11484240645799604,3.8815872522445174
+666205,"Muller, Kyle","L",725,133,"52.8",1.361458406851182,6.597737931,-0.21239215108488543,4.5229122393509105
+605400,"Nola, Aaron","R",3189,143,"20.1",-2.4011946140621263,5.024550016,-0.2443107096363443,4.236191173983208
+682254,"Montgomery, Mason","L",158,139,"52.6",1.1997040371765977,5.79721519,-0.13789190471355395,4.04511831776439
+656641,"Latz, Jacob","L",813,140,"50.6",1.1645739145611196,5.936260763,-0.2733281209095515,4.187472351691429
+664351,"Contreras, Luis","R",105,117,"47.0",-1.2604682415518422,5.315047619,0.1917870944741533,3.7571442169595097
+506433,"Darvish, Yu","R",1189,135,"39.9",-1.7470111559752834,5.602607233,-0.1564607155011252,4.275107778072612
+685314,"Saalfrank, Andrew","L",26,109,"48.3",1.5151220548671334,6.245769231,-0.07172519539284244,4.465498035787742
+676395,"Garcia, Robert","L",946,120,"24.5",2.4459466881041676,5.589608879,0.28619174250903556,4.6054164815359195
+542882,"Andriese, Matt","R",88,146,"43.1",-2.160873243828688,5.717272727,-0.41426879456328,4.080427407429913
+641656,"Hamilton, Ian","R",619,147,"40.2",-1.6277304388169287,5.954087237,0.07095275126058646,4.51812125459671
+624522,"Thompson, Keegan","R",537,112,"37.8",-1.8072571456233752,5.821824953,-0.030387995797608057,4.446862703771202
+623437,"Topa, Justin","R",20,142,"12.8",-2.7726585881718284,5.168,-0.47814730837789654,4.645504527629233
+663362,"Waldron, Matt","R",2448,135,"28.6",-2.411743391797996,5.479093137,-0.46114825868255793,4.415699664464713
+695243,"Miller, Mason","R",1024,133,"34.0",-2.162280814416067,6.05671875,-0.1426059603386809,4.696207808148129
+674944,"Guenther, Sean","L",243,116,"45.0",1.6620402802243741,5.58909465,0.12095743638270874,4.047903492807524
+640451,"Harvey, Hunter","R",906,9999,"44.1",-1.3238085882732777,5.786280353,0.23955643295046294,4.271918097511928
+543339,"Hudson, Daniel","R",980,119,"30.4",-2.263448653144933,5.503622449,-0.19418579841027317,4.288460335588779
+681432,"Little, Luke","L",437,112,"26.3",2.4637859418425045,5.501327231,0.20781962579081986,4.38456092891494
+605488,"Springs, Jeffrey","L",565,139,"42.5",1.6602089952633947,5.982159292,0.0011339720473869492,4.46120464672756
+655889,"Rodríguez, Manuel","R",605,139,"46.8",-1.5535368844746869,5.540280992,-0.008615722809033445,3.8976714081996433
+677053,"Nardi, Andrew","L",906,146,"46.7",1.8694890263389423,5.814094923,0.28871382140454027,4.137474706748042
+642547,"Peralta, Freddy","R",3066,158,"36.9",-2.172796899421913,5.279817352,-0.3890275162991724,3.94109119335987
+608723,"Voth, Austin","R",974,136,"37.4",-1.7965253295734842,5.685985626,-0.04748363063537909,4.350308466748667
+682120,"Herrin, Tim","L",990,114,"30.9",2.376196063862604,5.720121212,0.37042885305821144,4.5173941677019736
+675540,"Curry, Xzavion","R",635,9999,"59.8",-0.8530668540846464,6.004440945,0.2943133166308756,4.036655805858495
+657697,"Nittoli, Vinny","R",178,9999,"19.1",-2.8582207223390306,4.852640449,-0.7414967483827034,4.122252496044385
+542888,"Armstrong, Shawn","R",1109,9999,"39.9",-1.9627118985369398,5.799603246,-0.185865349859921,4.313288856447568
+668970,"Hollowell, Gavin","R",29,112,"7.7",-3.180368800143401,5.04137931,-0.7059655264613681,4.706593693527568
+656629,"Kopech, Michael","R",1141,9999,"44.8",-1.5907048719841181,5.717537248,-0.08144733518616579,4.219771227665633
+607259,"Martinez, Nick","R",2122,113,"58.6",-0.8373672959795045,6.241573987,0.3365888552739239,4.316381573398788
+663623,"Irvin, Jake","R",3046,120,"28.5",-2.1689572141954656,5.724711097,-0.10945356377493981,4.603897474523144
+594580,"Moll, Sam","L",624,113,"16.5",2.198361302361302,5.019599359,0.08435090240641713,4.392262176630559
+669194,"Nelson, Ryne","R",2406,109,"47.6",-1.301373748952034,6.072323358,0.20760487795662344,4.418825069975093
+656234,"Bird, Jake","R",656,115,"20.6",-2.4415657989424484,5.370960366,-0.25541229892178613,4.547932247646849
+656546,"Hoffman, Jeff","R",990,143,"39.6",-1.8244440009601182,6.038555556,0.09033977700354705,4.452051756333379
+657265,"Strzelecki, Peter","R",192,114,"19.9",-2.6741565243302703,4.950625,-0.6672533705622399,4.223029711638443
+669620,"Basso, Brady","L",350,133,"56.0",1.2284809295788117,6.579,-0.0990318708938121,4.611074157626687
+674003,"Bradford, Cody","L",1175,140,"56.6",1.0587746119575636,6.224374468,-0.27013268942238416,4.206505137027347
+554340,"García, Yimi","R",619,9999,"27.4",-2.4963459000968435,5.176542811,-0.30061147457661286,4.038446514273204
+605177,"Chafin, Andrew","L",967,9999,"49.9",1.6062295043933439,6.269855222,0.116615787843764,4.498075129542273
+593833,"Suero, Wander","R",2,117,"39.7",-2.3745245578369025,5.74,-0.7669772727272728,4.40535606060606
+669721,"Daniel, Davis","R",508,108,"48.7",-1.2682363691198588,5.591377953,0.09599669898381692,4.038243226381458
+606160,"Montero, Rafael","R",677,117,"34.5",-1.9291538649022384,5.089084195,-0.03562766978148851,3.787285855075211
+621097,"Waguespack, Jacob","R",221,139,"69.6",-0.3538027961512621,6.430769231,0.4989123131770189,4.145188691009111
+455119,"Martin, Chris","R",657,111,"40.6",-2.003624587425558,6.110410959,-0.13571466803408797,4.506945288501451
+660825,"Bazardo, Eduard","R",441,136,"44.2",-1.5508817130529486,5.816780045,0.13337333458635978,4.1815493548934715
+663704,"McArthur, James","R",903,118,"31.9",-2.1370665794343786,5.775902547,0.009882840817792938,4.43980028129645
+693433,"Woo, Bryan","R",1715,136,"26.8",-2.215593994800295,5.045364431,-0.26240129838948634,4.056588193459204
+670103,"Burgos, Raymond","L",25,137,"24.3",2.39322703746661,5.8148,0.1647439037433155,4.8065264171123
+685107,"Veneziano, Anthony","L",242,9999,"35.9",2.0478779256525903,6.084214876,0.1503153905363798,4.709824144826978
+592155,"Booser, Cam","L",695,111,"39.2",1.8586145396444906,5.742359712,0.15342255786814404,4.355263912591852
+691951,"Aldegheri, Sam","L",222,108,"37.9",1.7480920670038735,6.032882883,0.05457302757302758,4.712860982238919
+606303,"Payamps, Joel","R",899,158,"30.2",-1.9418763925944076,5.636551724,0.11766285573790648,4.437123392202463
+657612,"Hill, Tim","L",982,9999,"-19.6",3.102259693804154,3.142362525,0.8772059571393815,3.934527787247098
+605156,"Brooks, Aaron","R",403,133,"41.2",-1.8492674370128583,6.305831266,-0.0923547772278323,4.766574700884188
+571945,"Mikolas, Miles","R",2703,138,"43.3",-1.970840714821016,6.42627081,-0.1460003909962062,4.7039010341384655
+669372,"Ginn, J.T.","R",515,133,"41.7",-1.8597728704655734,5.651572816,-0.141562280601561,4.121028860391471
+681982,"Anderson, Grant","R",483,140,"-2.9",-3.1819698579569793,4.157453416,-1.0367783669726123,4.266337137542762
+686563,"Cannon, Jonathan","R",2027,145,"25.1",-2.6737350163078335,5.798815984,-0.5003058496394924,4.781583414677255
+687134,"Blalock, Bradley","R",551,9999,"62.2",-0.853468488034098,6.403793103,0.2771494603880163,4.258390229399792
+642834,"Bermúdez, Jonathan","L",121,146,"30.5",2.0407861104867013,5.197438017,0.19147192513368982,4.108029956836225
+700249,"Povich, Cade","L",1381,110,"40.8",1.7929954178565328,5.811354091,0.008872285834879017,4.271760473242032
+519151,"Pressly, Ryan","R",953,117,"57.2",-1.01651713279015,5.962497377,0.2383271434797329,4.013429325537328
+571657,"Farmer, Kyle","R",1,142,"52.2",-1.7147881031965544,7.21,-0.38474117647058825,5.493885294117646
+570632,"Ureña, José","R",1758,140,"31.3",-2.2282608574594542,5.668714448,-0.1909553983926799,4.4283971451617195
+545121,"Vargas, Ildemaro","R",3,120,"33.1",-2.2271630889565452,5.593333333,-0.5695778966131907,4.509426827094474
+663567,"Lambert, Peter","R",1039,115,"53.7",-1.1604147387975738,6.097901829,0.18678143997296173,4.264264220361344
+676092,"Snider, Collin","R",676,136,"20.3",-2.469626050500645,5.200473373,-0.23806533187777532,4.37648662402831
+621114,"Burr, Ryan","R",570,141,"57.5",-1.0442098807459177,6.402,0.21706496825843571,4.424119813146951
+680891,"Neely, Jack","R",98,112,"34.1",-2.1850931509342577,6.121428571,-0.2640764842300557,4.818790107861324
+687765,"Spence, Mitch","R",2480,133,"47.4",-1.6672343903423557,6.205987903,-0.09307258405928345,4.494800895362532
+592741,"Shreve, Chasen","L",10,115,"36.1",1.745268051926267,5.908,-0.1390635383244207,4.534378324420677
+663855,"Hicks, Jordan","R",1958,137,"29.4",-2.3196527608033333,5.615955056,-0.2930885606197164,4.474915976550339
+661269,"Gutierrez, Vladimir","R",80,146,"41.6",-1.674477866914897,5.21675,0.11640258021390372,3.6254655759803924
+554430,"Wheeler, Zack","R",3134,143,"24.7",-2.6740014675524755,5.228321634,-0.4150136293108646,4.190937892950307
+687330,"Kelly, Kevin","R",1032,139,"3.0",-2.7095154995990702,3.715707364,-0.6287912040203681,3.6057412820061074
+677955,"Hill, Jaden","R",151,115,"23.5",-2.3822224450111738,5.654834437,-0.2532363854753218,4.727174967241563
+690829,"Joyce, Ben","R",541,108,"27.8",-2.14031106601779,5.21,-0.03887459036378796,4.0996784410924505
+630023,"Chirinos, Yonny","R",515,146,"44.7",-1.5625910969429175,6.636213592,0.1578299595036603,4.932302019798212
+669456,"Bieber, Shane","R",166,114,"42.2",-1.51225074066065,5.73253012,0.04536308549706849,4.318646917616995
+656730,"Megill, Trevor","R",668,158,"54.7",-1.1810597834824417,6.602080838,0.2646625329554793,4.562165012888667
+678226,"Hernández, Daysbel","R",330,144,"40.1",-1.968023056543889,5.794242424,-0.23665139658618276,4.333675741911095
+605463,"Scott, Tayler","R",1178,117,"13.2",-2.783731494946468,4.77655348,-0.5824923124937582,4.259493113573569
+690916,"Fitts, Richard","R",314,111,"54.1",-1.1445262012099178,6.126305732,0.253456710037808,4.191422567753215
+680885,"Schwellenbach, Spencer","R",1887,144,"33.2",-2.2589370031130778,5.439798622,-0.5218472213484318,4.3018217798956595
+668964,"Myers, Tobias","R",2151,158,"60.5",-0.8445685461695736,5.887168759,0.2729993789316578,3.908980008635042
+458681,"Lynn, Lance","R",2038,138,"31.9",-2.576636910056013,5.578954858,-0.5491585598232518,4.313939074474471
+664192,"Lucchesi, Joey","L",179,121,"45.0",1.820846886354395,5.961787709,0.1738329449606151,4.312728582738327
+573204,"Thielbar, Caleb","L",884,142,"54.3",0.9530242798711938,6.058631222,-0.3798266098232793,4.207859372907943
+678692,"Henriquez, Ronny","R",303,142,"43.2",-1.4498771298967612,5.348745875,-0.006844629462946311,3.9917520702070197
+674444,"Cruz, Steven","R",82,118,"32.2",-2.328663860941805,5.609146341,-0.3509076866223208,4.364144541541671
+670174,"Winckowski, Josh","R",1240,111,"51.0",-1.1569769240218726,6.031991935,0.2679147856649991,4.270517621327122
+573186,"Stroman, Marcus","R",2579,147,"32.5",-1.9202310426276117,5.226281504,-0.1884409515633953,4.121246778311587
+676477,"Whitlock, Garrett","R",320,111,"29.5",-2.2772277102007092,5.46459375,-0.3077658402963456,4.351205801581992
+673929,"Leasure, Jordan","R",560,145,"52.0",-1.1436906971907552,5.894553571,0.25976874411128087,4.099220770785585
+667463,"King, John","L",842,138,"27.0",2.435808191449123,5.432612827,0.3942866655234753,4.393474317155073
+686826,"Jarvis, Bryce","R",1006,109,"35.8",-1.7970159757579178,5.648449304,-0.07428721503421536,4.40291983845589
+673380,"Núñez, Dedniel","R",494,121,"38.8",-1.7678414573059367,5.436923077,0.04703301976661113,3.978091851414842
+681217,"Silseth, Chase","R",167,108,"33.5",-2.0185542368869434,5.896047904,-0.11420434958959093,4.636639085465436
+694646,"McDermott, Chayce","R",82,110,"42.3",-1.706748627230946,5.527926829,-0.024796709925655403,3.9987970207817045
+669459,"Nelson, Kyle","L",145,109,"42.5",1.3845809623905079,5.806413793,-0.11825501444464936,4.431873702747557
+668868,"Thompson, Zack","L",317,138,"55.2",1.0379820580972248,5.936088328,-0.30763776463840503,3.9978553920162843
+543294,"Hendricks, Kyle","R",2134,112,"43.0",-1.8336664558746967,5.987469541,-0.045843810841197714,4.321524930377708
+805673,"Matthews, Zebby","R",715,142,"42.0",-1.8221338457328353,5.974237762,-0.23925469042543918,4.551288997544353
+676568,"Vanasco, Ricky","R",45,9999,"51.3",-1.1430777965923387,5.697111111,0.37690441671618147,3.7919444206773623
+663773,"Hoeing, Bryan","R",782,9999,"35.1",-1.816695896808922,6.117557545,0.029364766629739556,4.818519591886977
+676106,"Hancock, Emerson","R",1013,136,"27.5",-2.099057783313883,5.568716683,-0.06295074512619371,4.511082102190247
+679885,"Martinez, Justin","R",1176,109,"42.0",-1.8093757681284628,6.25130102,-0.06097415723865304,4.677376624816594
+572020,"Paxton, James","L",1708,9999,"42.3",1.9248453831795176,6.051522248,0.11154186688833519,4.399527986679021
+650911,"Sánchez, Cristopher","L",2796,143,"32.2",2.0508939527051173,6.181698856,0.07531110307824525,4.93729900701664
+670970,"Morejon, Adrian","L",1053,135,"42.8",1.7560198025908729,5.811889839,0.12577444911660593,4.303193932961252
+679845,"Loftin, Nick","R",3,118,"46.0",-1.7097406038081941,6.566666667,-0.27864530600118836,5.086048039215686
+678821,"Peralta, Luis","L",181,115,"33.1",2.0151399229494835,5.320939227,0.08931289479126661,4.065251376291349
+621244,"Berríos, José","R",2907,141,"39.6",-2.1500712370168373,5.611795666,-0.35319167722879224,4.127703021227874
+672782,"Gómez, Yoendrys","R",214,147,"41.6",-1.6687226195525895,5.505981308,0.10579252836223701,3.927581633681509
+687924,"Aguiar, Julian","R",530,113,"28.4",-2.0913283590862872,5.524207547,-0.05857864224935258,4.4232434221235675
+593334,"Germán, Domingo","R",373,134,"30.5",-2.4725901582935266,5.501689008,-0.28895885913224684,4.212455881158215
+682842,"Uribe, Abner","R",258,158,"42.1",-1.9381313076523272,5.952209302,0.034766709157235835,4.169584456742522
+642048,"Saucedo, Tayler","L",626,136,"21.9",2.585825785712794,5.266964856,0.3115446763253662,4.35250099989749
+608371,"Sims, Lucas","R",885,9999,"38.1",-1.6565552681324234,5.688056497,0.08792771846077935,4.318566518827356
+700187,"Taylor, Troy","R",328,136,"30.6",-2.1268274730103043,5.638506098,-0.2368368464958046,4.522088026879263
+607200,"Fedde, Erick","R",2891,9999,"37.2",-1.7711946611825542,5.82611899,0.11966506383755358,4.388129700416371
+669432,"Rogers, Trevor","L",2243,9999,"22.7",2.468977066349182,5.706486848,0.23645099227304903,4.7717027890295265
+595897,"Burdi, Nick","R",210,147,"23.7",-2.3360171763312017,5.42447619,-0.029513486121721402,4.410028480604359
+687792,"Herz, DJ","L",1586,120,"37.2",1.870260647418564,5.790296343,0.03271410705976761,4.392995163338757
+669111,"McMillon, John","R",180,146,"40.7",-1.7400518512405343,5.621277778,-0.0591151237868885,4.177354297385619
+662253,"Muñoz, Andrés","R",951,136,"29.1",-1.8772175200294248,5.174984227,-0.02993547358911067,4.147179719537183
+672851,"Adon, Joan","R",178,120,"34.0",-1.9486132827775702,5.746011236,-0.025349131767109297,4.447859646698314
+613534,"Adams, Austin","R",805,133,"10.7",-2.7466544962727455,5.187677019,-0.5356057264644987,4.767770259850977
+680694,"Bradish, Kyle","R",674,110,"58.0",-0.9076092352455899,6.354985163,0.24773578338807872,4.502538497781089
+628708,"Marte, Yunior","R",482,143,"33.1",-2.295514937509941,5.551576763,-0.264096646659418,4.226805648441944
+621016,"Cuas, Jose","R",319,9999,"3.1",-3.2604028766708857,4.192288401,-0.8086646645321002,4.057726795802389
+685801,"Bigge, Hunter","R",300,9999,"51.2",-1.2996246970568255,5.667566667,0.0422599842543078,3.9997615947712437
+643511,"Rogers, Tyler","R",992,137,"-64.1",-2.699542500989422,1.099647177,-1.6707343370852734,3.2186675634128274
+677076,"Andrews, Clayton","L",15,147,"36.7",1.7599424794887497,5.406666667,0.10486619132501482,4.176160784313725
+686730,"Spiers, Carson","R",1554,113,"30.2",-2.0396908324296703,5.318732304,-0.07962340392340395,4.180772751074223
+650556,"Abreu, Bryan","R",1270,117,"45.1",-1.6400657213600986,5.750322835,0.00825571939871154,4.089015636588213
+685126,"Eisert, Brandon","L",110,141,"34.5",2.407360062159136,5.001818182,0.7144497496353912,3.836515995786744
+676604,"Zuber, Tyler","R",75,139,"35.0",-1.8080285810748797,5.1708,-0.08052023410576352,3.958924944741533
+664076,"Cleavinger, Garrett","L",1040,139,"35.0",2.093840354210482,5.287298077,0.2420073922768408,3.9919834434560526
+681911,"Vesia, Alex","L",1090,119,"61.3",0.7824376343029458,5.897899083,-0.33753797625472226,3.8506953260069663
+676684,"Vest, Will","R",1143,116,"46.2",-1.5107271951801289,5.549256343,-0.0032502969325804115,3.977396642665656
+572971,"Keuchel, Dallas","L",308,158,"45.8",1.6498457033160148,6.163474026,0.06967596852790696,4.541006735132073
+663969,"Phillips, Tyler","R",578,143,"29.2",-2.2169970158256653,5.86783737,-0.06861603769220809,4.668565173873888
+669711,"Weissert, Greg","R",1028,111,"15.7",-2.770719985955184,4.826809339,-0.5399130020738395,4.201374541015562
+595881,"Beede, Tyler","R",265,114,"31.1",-2.4009658494887884,5.337169811,-0.28229388020045076,4.05980910032623
+671737,"Bradley, Taj","R",2294,139,"54.4",-1.298487122609478,6.105797733,0.013338093173387286,4.275271618979682
+663546,"Hjelle, Sean","R",1209,137,"28.1",-2.223239156383707,6.42688172,0.04849064724017286,5.214660385492643
+656849,"Peterson, David","L",1871,121,"40.9",1.7605148115858416,6.129834313,-0.11821820820840845,4.502925692076544
+666129,"Garrett, Braxton","L",588,146,"42.4",1.6996680543697085,5.817942177,-0.0025360830695914586,4.261065096038413
+623474,"Herget, Jimmy","R",189,144,"0.5",-2.954822502243351,4.935978836,-0.6333738246140206,4.910772765469822
+641329,"Baker, Bryan","R",369,110,"56.9",-0.9688573013952821,6.551653117,0.3982301520706831,4.45074861237917
+671109,"Eder, Jake","L",45,145,"34.5",2.201647125195241,5.658444444,0.23815798970093086,4.3076228441275495
+605483,"Snell, Blake","L",1773,137,"57.1",1.107154249909983,6.638742245,-0.18897046703724796,4.6362516383603145
+671305,"Otañez, Michel","R",601,133,"32.5",-2.1473972622078112,5.638252912,-0.17749528474527004,4.384631796233847
+686796,"Walston, Blake","L",343,109,"32.8",2.1042762490515674,6.021282799,0.1018645525742765,4.730265339902197
+607625,"Lugo, Seth","R",3112,118,"32.6",-2.20298098268094,5.485899743,-0.1693410549812355,4.182185503645243
+615698,"Quantrill, Cal","R",2545,115,"45.7",-1.545979076758116,6.315347741,0.15818215045403763,4.568522694458739
+641427,"Busenitz, Alan","R",75,113,"39.6",-1.6399840725032402,6.0472,0.06962772311348782,4.6335817777777795
+608334,"Fulmer, Carson","R",1469,108,"37.7",-2.045996826934501,5.659142274,-0.2742225990129947,4.2872376675900945
+669438,"Englert, Mason","R",365,116,"33.1",-2.371512748418393,5.633178082,-0.3994605750494466,4.34530759455962
+694973,"Skenes, Paul","R",2125,134,"23.3",-2.7569570580160883,5.664536471,-0.5522816388801508,4.71492533140401
+663554,"Mize, Casey","R",1788,116,"43.3",-1.6622942337749902,5.647869128,-0.07558678324899205,4.1527199200851825
+676282,"Cantillo, Joey","L",711,114,"55.4",0.9686616458358865,5.949901547,-0.2979485905217475,4.117452305381944
+621242,"Díaz, Edwin","R",912,121,"20.4",-2.727227196541152,4.920405702,-0.708979971737499,4.168061341745629
+660600,"Paredes, Enoli","R",319,9999,"42.5",-1.8882617365923995,5.09354232,-0.17769804731810088,3.5257371383948275
+684007,"Imanaga, Shota","L",2590,112,"39.6",1.8620924556216754,5.426718147,0.1671868783680551,4.027508508042042
+650893,"Cabrera, Génesis","L",1030,141,"45.0",1.5394733943652739,5.925815534,-0.16798951802433237,4.217905889708042
+656657,"Logue, Zach","L",43,119,"21.4",2.4069745214515192,5.085813953,0.38586220826597023,4.293177660324173
+641401,"Brogdon, Connor","R",97,9999,"33.3",-1.9813828164758027,6.016082474,-0.02234314368671553,4.727519742911224
+681293,"Arrighetti, Spencer","R",2505,117,"24.6",-2.2408396621029714,5.059361277,-0.1838152854718368,4.116487344419895
+544150,"Suárez, Albert","R",2233,110,"40.0",-1.7782574205615909,6.231957009,0.023472518366138128,4.719309859002021
+800049,"Mazur, Adam","R",584,135,"49.8",-1.2097051744641583,6.07864726,0.3975609422691867,4.174703602300196
+677020,"Walker, Josh","L",215,121,"42.3",1.8879543817535003,6.163255814,0.08357617792148574,4.519605528748498
+656529,"Hentges, Sam","L",351,114,"39.2",1.8589264883064913,6.433105413,-0.0990439444723759,4.838849302222831
+680570,"Rodriguez, Grayson","R",1869,110,"37.6",-1.8171576882126415,5.593017657,0.055452273752538125,4.148739274436353
+686539,"Cronin, Declan","R",1074,146,"21.9",-2.4435140252768672,5.27216946,-0.05533926265613738,4.312299881164594
+669467,"Pallante, Andre","R",1880,138,"58.8",-1.3553052922705113,5.998718085,-0.2236832402719308,4.1305193380930705
+670167,"Schreiber, John","R",895,118,"9.0",-2.8844318206224666,4.223027933,-0.6107909671476515,3.8613552576703647
+681871,"Villalobos, Eli","R",71,146,"46.9",-1.1696472097487838,6.113239437,0.36226056840149645,4.47418278602094
+542881,"Anderson, Tyler","L",2913,108,"57.5",0.9518018076415898,6.404263646,-0.23215594948087517,4.5346497621762
+592288,"Emanuel, Kent","L",302,146,"24.0",2.471699258373555,5.872450331,0.23888987203550893,4.879311332943779
+675627,"Grove, Michael","R",787,119,"56.7",-0.9780954222271697,5.940914867,0.18507359486939048,4.170438387047092
+643493,"Pruitt, Austin","R",78,140,"54.8",-1.0774092284897046,5.928589744,0.180079610585493,4.147247290781115
+670280,"Bednar, David","R",1009,134,"40.8",-1.6814010821205507,5.897333994,-0.04265297642076925,4.480788854498463
+681402,"Varland, Gus","R",453,9999,"48.4",-1.2173987163348805,5.367019868,0.23870720213431543,3.7264931740466616
+547184,"Kelly, Michael","R",470,133,"36.3",-1.8776934320018066,6.079,-0.0031871968748814787,4.70348068475746
+518617,"Diekman, Jake","L",593,121,"19.6",2.7961190701130407,5.572917369,0.5130898293519465,4.757135344317095
+694738,"Roupp, Landen","R",906,137,"26.5",-2.399600977717485,5.254359823,-0.363595555378483,4.2392510119701186
+694350,"Brzykcy, Zach","R",104,120,"48.4",-1.2570911179240774,5.763365385,0.26032743555464144,4.056784461127107
+700270,"Diaz, Yilber","R",469,109,"42.9",-1.5350342066741258,5.688464819,0.14379481298625285,4.125259457487203
+683627,"Molina, Anthony","R",1042,115,"50.7",-1.2552328637125252,6.295316699,0.1752700409879531,4.546622135291037
+671922,"Smith, Cade","R",1166,114,"37.2",-1.898284407795695,5.744914237,0.030333961194020723,4.278840376854
+687362,"Gillispie, Connor","R",138,114,"38.5",-2.1577613755928677,5.356231884,-0.37749695032163094,3.9386873330491623
+657585,"Garrett, Reed","R",953,121,"37.3",-1.7004036261137252,5.594113326,0.07412007825929195,4.243786012741449
+663559,"Falter, Bailey","L",2137,134,"56.0",0.8691145239582376,5.781478708,-0.3274440548789389,4.007466766845414
+621345,"Minter, A.J.","L",522,144,"42.6",1.713468157048791,5.7298659,0.17220237756196172,4.313516341918167
+681867,"Criswell, Cooper","R",1755,111,"12.4",-2.7972511503152,4.977219373,-0.39934396036788183,4.450454474711925
+696136,"Wicks, Jordan","L",852,112,"49.7",1.577723630979483,5.943931925,0.04596207926405733,4.135179667846648
+656240,"Blewett, Scott","R",319,142,"49.5",-1.2778226556272294,6.267774295,0.1978937002330143,4.53561233383065
+686790,"McDonald, Trevor","R",39,137,"32.0",-2.3563924747961087,5.105128205,-0.32417147493029846,3.8319751199780607
+687847,"Church, Marc","R",15,140,"56.8",-0.8558691057895516,6.45,0.4148396434937612,4.512437688651219
+623211,"Brazobán, Huascar","R",899,9999,"38.2",-2.0508502570254104,5.857919911,0.00416380965977249,4.237374733562156
+571527,"Buchanan, David","R",58,113,"53.8",-1.1738999453737815,6.254482759,0.2059529135165038,4.369454908107442
+681882,"Selby, Colin","R",112,9999,"49.8",-1.307364413707328,5.712410714,0.2458444375477464,3.8751310884581116
+679156,"Pennington, Walter","L",329,9999,"28.7",2.5271979768533503,5.768176292,0.43675975786833104,4.625125065693587
+808967,"Yamamoto, Yoshinobu","R",1421,119,"46.1",-1.3543471716474045,5.515559465,0.03593674360026139,4.074549087973744
+656716,"McKinstry, Zach","R",12,116,"55.8",-1.3819049077178056,6.914166667,-0.21496599821746878,5.200885308972074
+663436,"Martin, Davis","R",892,145,"39.4",-1.9998082767437,5.99853139,-0.22209126020159395,4.536434285248962
+593423,"Montas, Frankie","R",2632,9999,"42.7",-1.670266926842493,5.940531915,0.033713203937280944,4.37181050294877
+668941,"Romero, JoJo","L",919,138,"32.0",1.9926235348445134,5.421936888,0.07813011798843589,4.227675486025847
+669062,"Miller, Erik","L",1269,137,"37.1",1.9534487080830594,6.389078014,-0.006170083676424951,4.911736635370526
+592332,"Gausman, Kevin","R",2864,141,"36.1",-2.077901528296473,5.678823324,-0.1422783686354175,4.264443529922131
+502043,"Gibson, Kyle","R",2763,138,"45.1",-1.662214414900451,6.247676439,0.0013884058700306989,4.579021336053271
+573009,"Mantiply, Joe","L",867,109,"14.8",2.8299705732320737,5.123483276,0.4914883072532778,4.505959850900626
+608566,"Márquez, Germán","R",70,115,"40.2",-1.8614505028316592,6.022857143,-0.0844460873440285,4.518092709447416
+663542,"Hudson, Bryan","L",927,158,"13.3",2.90634665074149,5.020248112,0.43752985480158535,4.434065435143361
+621111,"Buehler, Walker","R",1336,119,"45.5",-1.5334914752059103,5.537769461,-0.07321128311558697,4.051138617350861
+571539,"Carasiti, Matt","R",170,115,"36.4",-1.7080280616203822,5.884823529,0.07498232253329135,4.568418809374018
+607067,"Rea, Colin","R",2650,158,"34.5",-1.9164222712561925,5.576962264,-0.08772867638650655,4.319599294790312
+683155,"Estes, Joey","R",2027,133,"37.3",-1.782555973471248,5.862654169,0.0325712567944162,4.479246618071363
+683232,"Mears, Nick","R",1011,9999,"60.8",-0.6235561307854041,6.16520277,0.46931632294316883,4.209868329480875
+663462,"Campbell, Isaiah","R",119,111,"48.2",-1.669396799185401,6.485294118,-0.0853715491544211,4.712500319807069
+642701,"Santana, Dennis","R",1106,9999,"32.3",-2.4010185760972993,5.741491863,-0.3426287560478741,4.440307997859678
+656420,"Feyereisen, J.P.","R",156,119,"46.5",-1.6290540696572804,6.236538462,-0.01913809132044426,4.53694970062617
+675989,"Bolton, Cody","R",312,136,"32.8",-1.9578779346776756,5.403653846,0.022192690479455185,4.126448098633394
+681066,"Bush, Ky","L",328,145,"48.4",1.3728858110816782,6.286402439,-0.22634646238207023,4.486914555073692
+605452,"Ross, Joe","R",1197,158,"34.7",-1.9998368919108325,5.689206349,-0.14489318088745315,4.404681786611508
+542585,"Cisnero, José","R",313,108,"27.0",-2.321511382096401,5.376325879,-0.20462149259936316,4.295717694896724
+641927,"Ober, Bailey","R",2692,142,"35.0",-2.1973382258598333,5.985746657,-0.16501370367206739,4.5609444013820575
+681676,"Fernandez, Ryan","R",1190,138,"52.6",-1.1512344728632116,5.781991597,0.24951944202279844,3.945472516439731
+677865,"Bruihl, Justin","L",99,134,"39.5",1.9509342526158293,5.466767677,0.3545777849799239,4.149969200921874
+683004,"Leiter, Jack","R",669,140,"50.3",-1.4004909955953295,5.656053812,-0.04980494299363992,4.02546996608128
+666619,"Santos, Gregory","R",112,136,"33.5",-2.0954316890644846,5.763928571,-0.03275253055767762,4.397904773045582
+572955,"Johnson, Pierce","R",916,144,"39.2",-1.9382777214791878,6.133831878,-0.18777349564875573,4.704488011407414
+622250,"Sborz, Josh","R",284,140,"49.9",-1.339387998553577,6.296866197,0.13436927989505648,4.544691903919056
+642520,"Garabito, Gerson","R",492,140,"43.7",-1.9088330753844984,5.731422764,-0.24177285534686882,4.136518987399095
+622065,"Young, Alex","L",267,9999,"30.4",2.000585273942034,5.931423221,-0.000577065432914738,4.75936241229212
+656756,"Montgomery, Jordan","L",1929,109,"45.6",1.6284171017978524,6.603639191,-0.08761701471766431,4.8534655836565275
+681035,"Scott, Christian","R",787,121,"31.9",-2.230384329094705,5.21815756,-0.2603132190429599,3.988894657162853
+658648,"Avila, Pedro","R",1419,9999,"45.0",-1.681233814127215,5.781057082,-0.016615217465037142,4.111801814815235
+643410,"Leiter Jr., Mark","R",1008,9999,"50.3",-1.3895920347935498,5.802847222,0.015165158323430381,4.11038207601222
+663765,"Woodford, Jake","R",618,9999,"27.4",-2.5275568442047573,5.174967638,-0.4865858334919726,4.114325042832672
+570257,"Rodríguez, Joely","L",249,111,"31.3",2.200863693909588,5.522088353,0.19635342725626212,4.302855856939339
+680739,"Winder, Josh","R",141,142,"44.3",-1.6104052976308785,5.835319149,0.1562031914893617,4.107565677425061
+694361,"Klein, Will","R",146,9999,"49.9",-1.499293932232085,5.905205479,-0.04051795533904717,4.175012213390961
+671131,"Rutledge, Jackson","R",139,120,"38.0",-1.952199699816184,6.117553957,-0.14140702304466593,4.70251075417741
+647315,"Pop, Zach","R",735,141,"29.6",-2.435485718532209,5.425918367,-0.33450363854632825,4.228111163374437
+686752,"Pepiot, Ryan","R",2148,139,"41.8",-1.6844739431351583,5.964283054,-0.03205098628413613,4.4877147556737205
+608032,"Estévez, Carlos","R",821,9999,"42.0",-1.623036274475369,5.995517661,0.20386821416862608,4.3503057441579225
+622075,"Almonte, Yency","R",266,112,"39.4",-2.139622716770561,5.831203008,-0.21944443394582724,4.253908466688112
+666808,"Doval, Camilo","R",1116,137,"19.3",-2.202440306555308,5.472858423,-0.014273112689194277,4.705413142893191
+641154,"López, Pablo","R",2985,142,"38.3",-2.100353182545739,5.583159129,-0.215652955000791,4.093698536682215
+676272,"Miller, Bobby","R",1053,119,"47.4",-1.2477083212670468,6.02951567,0.32421517462203775,4.318551870134213
+670161,"Dunshee, Parker","R",51,144,"34.7",-1.9063863378182333,5.944117647,-0.11531175247282513,4.704624791164236
+664350,"Sánchez, Sixto","R",599,146,"33.7",-2.1511158404837736,5.75951586,-0.25213655781025435,4.493434988200779
+592836,"Walker, Taijuan","R",1355,143,"40.6",-1.901149116197378,6.453365314,-0.10949153297682711,4.9178185323388055
+543766,"Shaw, Bryan","R",95,145,"40.0",-1.9882462964147223,6.039894737,-0.30908400506614125,4.631013784595178
+623465,"Phillips, Evan","R",904,119,"25.6",-2.121680703645093,5.261139381,-0.0940422695526319,4.291960151258816
+663372,"Feltner, Ryan","R",2577,115,"42.0",-1.7236567941658798,5.536550252,-0.045955342163676034,4.02576168720002
+676979,"Crochet, Garrett","L",2367,145,"37.6",1.9859444118600609,6.100397127,0.059108583147511835,4.6174817521370395
+622259,"Wingenter, Trey","R",179,9999,"29.0",-2.6368216707275662,5.55452514,-0.4186911027793544,4.322470634043358
+664123,"Effross, Scott","R",55,147,"-2.9",-3.1675839351204145,3.825818182,-0.862879121698266,3.9427593761140813
+656271,"Burke, Brock","L",575,9999,"40.9",1.9488510787385216,6.270313043,0.14937077966364415,4.7089278998682484
+674072,"Henry, Tommy","L",706,109,"42.6",1.7343022364358345,5.773144476,-0.05249212845838825,4.130223279453427
+456501,"Cueto, Johnny","R",167,108,"32.6",-2.206427810859145,5.451137725,-0.22154574594127258,4.181854521972101
+656605,"Keller, Mitch","R",2848,134,"34.7",-1.951417531477569,5.753110955,-0.16204622598464843,4.512348614282295
+680689,"Richardson, Lyon","R",26,113,"31.9",-2.095968716554484,5.568461538,-0.2115470656794186,4.39781776360894
+656814,"Ortiz, Luis F.","R",10,143,"35.9",-1.8737084788360625,6.053,0.008650775401069517,4.68745183600713
+695549,"Jobe, Jackson","R",48,116,"46.0",-1.3601774674607454,5.780625,0.14031333370469398,4.223292637774808
+692230,"Rodriguez, Carlos","R",233,158,"34.5",-1.9412507937567196,5.676566524,-0.1502982029331436,4.447346980789975
+680880,"Holman, Grant","R",292,133,"46.1",-1.8182348640101786,6.154041096,-0.05984687141357168,4.32493849138036
+687424,"Maldonado, Anthony","R",297,146,"36.4",-1.9801076187281328,6.230909091,-0.11958146437638417,4.858504426319037
+672282,"Detmers, Reid","L",1557,108,"45.4",1.4723519362551243,6.140706487,-0.11360945125057663,4.531957868381192
+669373,"Skubal, Tarik","L",2741,116,"48.1",1.877647645323954,6.163600876,0.17231184771942004,4.266464126738547
+663562,"Davis, Noah","R",365,115,"31.7",-2.0476708750148322,5.840027397,-0.1584735106097234,4.674537115718017
+641482,"Cortes, Nestor","L",2849,147,"47.1",1.6822741184557892,5.71963145,0.2844120817011193,4.215708523771352
+668943,"Miller, Ryan","R",219,108,"32.8",-2.0621631372058467,4.756438356,-0.12059257197274924,3.5052276866163674
+592351,"Gray, Jon","R",1619,140,"32.4",-2.077590352065997,5.604848672,-0.1304788436448195,4.369111647338488
+683003,"Jones, Jared","R",1823,134,"44.6",-1.601699255672146,5.544443225,-0.05199715161684285,4.0167315825317775
+683822,"Uwasawa, Naoyuki","R",62,111,"50.6",-1.4571805543741343,6.257580645,-0.0005924084296475333,4.480406395549422
+656458,"Gilbreath, Lucas","L",47,115,"45.8",1.4952363817426666,5.741702128,-0.10937858118102177,4.094871267114197
+642216,"Winans, Allan","R",138,144,"31.5",-2.022873385316655,5.845362319,-0.03417379872897776,4.627806707742386
+519242,"Sale, Chris","L",2813,144,"10.9",3.2200375542114323,5.101283327,0.8792517942225208,4.6503050915883986
+641745,"Keller, Brad","R",743,9999,"49.4",-1.2957611814269199,6.359286676,0.22598266914253765,4.58368870479796
+657571,"Ferguson, Caleb","L",940,9999,"39.0",1.7808939055707742,5.645840426,-0.10054259671179877,4.121473185136725
+650895,"Castillo, Diego","R",177,142,"32.9",-2.355290471895526,5.872090395,-0.27422114766810696,4.526495624741934
+622072,"Wood, Alex","L",751,133,"18.1",2.796178874473037,4.779360852,0.44471252708806563,4.0105343448189075
+643338,"Green, Chad","R",840,141,"44.7",-1.6124984857835312,6.093202381,0.06477915096341566,4.433717508382145
+680767,"Vodnik, Victor","R",1312,115,"42.5",-1.508661656118361,5.276036585,0.16746991170220868,3.733388228093341
+621389,"Blach, Ty","L",1133,115,"20.9",2.31925444135602,5.738358341,0.13436002048416243,4.901690177671007
+519326,"Strickland, Hunter","R",1157,108,"31.7",-2.3017080151034364,5.880458081,-0.31566356195027695,4.653020648320612
+665622,"Medina, Luis","R",720,133,"42.2",-1.8429352889123292,6.226444444,-0.06424833556149737,4.611155994503862
+664776,"Cousins, Jake","R",644,147,"24.3",-2.3583224964616893,5.67378882,-0.2790572595243629,4.735671139602084
+669330,"Wells, Tyler","R",259,110,"50.5",-1.4450275795315366,6.872316602,0.1563692114192115,4.931536654071947
+472610,"García, Luis","R",896,9999,"48.2",-1.5145809096027643,6.281886161,-0.02305031970174434,4.617091223918545
+686642,"Ellard, Fraser","L",432,145,"26.9",2.3850694383290105,5.765162037,0.3222716581666337,4.718287676808938
+527048,"Pérez, Martín","L",2204,9999,"47.0",1.5554681957327596,5.729319419,-0.01591995743438443,4.042135196660742
+607179,"Weems, Jordan","R",733,120,"48.9",-1.1052513121184195,6.02207367,0.4587541483367505,4.2298209569006815
+680897,"Nastrini, Nick","R",734,145,"44.9",-1.5154107432075592,5.90373297,0.10565173323230703,4.287206705255793
+548384,"Raley, Brooks","L",119,121,"32.8",2.186068642666745,5.614369748,0.23622980047634026,4.352538952800373
+676755,"Mattson, Isaac","R",100,134,"49.1",-1.6566667853583135,6.0113,-0.1508158110516934,4.27523320231729
+675921,"Howard, Spencer","R",537,9999,"41.8",-1.848379252690079,6.097783985,-0.11958400302731555,4.55245648449663
+681806,"Wantz, Andrew","R",35,108,"34.7",-2.0806752303167917,5.961714286,-0.09537162719633308,4.583238444104915
+664849,"Young, Danny","L",674,121,"16.1",2.7006227156292035,5.142982196,0.39984872882252437,4.481758223313606
+641312,"Anderson, Shaun","R",244,9999,"45.2",-1.6152117466944105,6.058729508,-0.15276817524327163,4.5820200337512045
+663531,"Allen, Logan","L",470,109,"43.7",1.6539937704335295,6.067085106,0.005438170629954109,4.493015985512193
+683409,"Chivilli, Angel","R",512,115,"40.1",-1.8766153918616546,5.9246875,0.011381468116365877,4.337154567213956
+703231,"Meeker, James","R",16,158,"29.1",-2.4233570715630277,5.59625,-0.4204638034759358,4.479972632575757
+579328,"Kikuchi, Yusei","L",2923,9999,"41.9",1.6505279990389476,5.426712282,0.047283307293619986,3.9907875101765287
+677944,"Cecconi, Slade","R",1290,109,"37.3",-1.769911981246467,5.64627907,0.059029016982409636,4.2537874723983995
+607455,"Banda, Anthony","L",774,119,"34.3",2.031404696072466,5.421085271,0.055459030685330306,4.068482646114587
+700241,"McGreevy, Michael","R",311,138,"35.9",-2.0867983772314154,5.771639871,-0.15836778490408154,4.376642231373692
+571927,"Matz, Steven","L",754,138,"36.3",1.9461015600636138,5.69704244,0.06281349215355304,4.310084867634057
+592773,"Stanek, Ryne","R",977,9999,"45.6",-1.3805041722932003,6.297430911,0.31637356480695944,4.565274209309666
+671345,"Foley, Jason","R",905,116,"31.0",-2.2931563321812063,5.690729282,-0.1593329962281247,4.410716405589861
+682052,"Lopez, Jacob","L",178,139,"24.2",2.7142062243021052,5.272752809,0.4721504000680966,4.26509491227543
+434378,"Verlander, Justin","R",1580,117,"54.7",-1.2649702409476296,7.096683544,0.15464905046368374,5.087383938829849
+661527,"Martinez, Seth","R",827,117,"12.9",-2.526363830738625,4.478198307,-0.41352101705582706,3.993444160324352
+656353,"Davidson, Tucker","L",67,110,"58.5",0.9762146644118788,6.121492537,-0.18043197515098303,4.228889912735785
+528748,"Castellanos, Humberto","R",186,109,"17.5",-2.59638942703058,4.759193548,-0.4917288956931745,4.091224810725856
+620982,"Pinto, Ricardo","R",220,143,"47.8",-1.4786395490540543,6.057454545,0.14466844514665367,4.264405984443362
+681347,"Burrows, Mike","R",68,134,"50.1",-1.1357128589262497,6.387941176,0.3503941936667715,4.6087230955751295
+688297,"Roycroft, Chris","R",596,138,"21.1",-2.5306186234147185,5.230067114,-0.18104635627893623,4.321886393245517
+669461,"Liberatore, Matthew","L",1356,138,"45.2",1.6033319899029144,6.441681416,-0.03552556604567278,4.789524688451401
+592866,"Williams, Trevor","R",1064,120,"16.8",-2.754454433461229,4.98318609,-0.5090383604398702,4.3029895836683965
+689017,"Knack, Landon","R",1149,119,"53.0",-1.150137732800803,5.796927763,0.20357847876709034,3.9985862629520494
+663776,"Sandoval, Patrick","L",1442,108,"52.9",1.1443923693103117,6.057302358,-0.17503963715230142,4.313792056919858
+670955,"Uceta, Edwin","R",672,139,"16.8",-2.765362962159916,4.683794643,-0.6532985284833626,4.047119834638393
+690544,"Horn, Bailey","L",303,111,"41.5",1.452017727847822,5.745643564,-0.18673154668408018,4.293502047557696
+656671,"Maciejewski, Josh","L",96,147,"36.8",1.9842363063804758,5.543958333,0.11514430611259655,4.1453477709076045
+623433,"Anderson, Nick","R",573,118,"46.9",-1.3853863121196894,6.422006981,0.20097444432000952,4.725260316282632
+571863,"Koch, Matt","R",23,115,"35.7",-1.9469070838393419,5.710434783,-0.12185049600868016,4.400717147175076
+547973,"Chapman, Aroldis","L",1128,134,"52.5",1.3258410940034278,6.102748227,-0.14362728173474437,4.188267935218894
+681857,"Olson, Reese","R",1840,116,"38.5",-1.9633390844551182,6.020543478,-0.06357953712314975,4.505623485575055
+690986,"Harrison, Kyle","L",2078,137,"23.7",2.5294083950674224,4.840572666,0.42472318658761116,3.9150274352824486
+670810,"Gillaspie, Logan","R",151,135,"50.2",-1.4393169456494612,6.030529801,0.01851957006764176,4.282375915170402
+543063,"Crawford, Brandon","R",35,138,"39.0",-1.9737501935538537,5.752285714,-0.24037654952890253,4.3424960351413295
+689672,"Thorpe, Drew","R",721,145,"51.9",-1.2325196254033475,6.12331484,0.2206526075390437,4.273302477001388
+571510,"Boyd, Matthew","L",669,114,"26.1",2.5667318980654086,5.454394619,0.35094404237574894,4.369880328875674
+676617,"O'Brien, Riley","R",194,138,"31.3",-2.14985500084826,5.533195876,-0.14974610140213543,4.316926375489278
+605280,"Holmes, Clay","R",1063,147,"49.2",-1.5000665255702268,6.575766698,0.13242143925559624,4.684355173364994
+676710,"Crawford, Kutter","R",2822,111,"47.6",-1.5619419673766228,6.019964564,-0.07806651418508255,4.391882444025862
+681892,"Funderburk, Kody","L",652,142,"36.8",2.064132434466402,5.90904908,0.060151109570989625,4.408228909129185
+668874,"Henley, Blair","R",39,117,"29.9",-2.1584408969837967,5.354615385,-0.1633412724530372,4.204886512180631
+641835,"Mayza, Tim","L",731,9999,"41.9",1.9688206823332628,6.297647059,0.15181130249139801,4.668353459476066
+601713,"Pivetta, Nick","R",2386,111,"56.4",-0.9674159910097768,6.813575021,0.3173364988203615,4.877866862214671
+676974,"Meyer, Max","R",967,146,"46.1",-1.387634766413601,5.815460186,0.22954783469465637,4.133461240177186
+595928,"Curtiss, John","R",38,115,"40.5",-1.892325315954397,6.318157895,-0.17983754339056193,4.854447394220846
+666157,"Lodolo, Nick","L",1863,113,"18.5",2.930085846942253,5.519924852,0.5563698258994232,4.724156477151926
+669391,"White, Owen","R",69,140,"45.3",-1.7715362860735782,5.877391304,-0.15539491074427136,4.244339534733522
+543475,"Lyles, Jordan","R",72,118,"43.0",-1.7383047405947778,5.926805556,0.020014172360863527,4.286337132352942
+642397,"Soto, Gregory","L",948,9999,"36.1",2.156787576433423,5.728945148,0.21752651035673204,4.3115542256142945
+663903,"Singer, Brady","R",2966,118,"27.8",-1.9701505505872086,5.262279164,-0.14635944801631814,4.299006867673193
+623352,"Hader, Josh","L",1151,117,"34.0",2.1094516229663363,5.70803649,0.15370403562894255,4.3870632685520246
+641729,"Jiménez, Joe","R",1089,144,"31.4",-1.9965958556188086,5.654710744,-0.036334532736209915,4.45809784312089
+596001,"Junis, Jakob","R",943,9999,"29.1",-2.2302057027469018,5.644485684,-0.2427383129845018,4.539439115596112
+656427,"Flaherty, Jack","R",2569,9999,"28.5",-1.9454571923441037,5.381514208,0.020469636222088545,4.3136226975060525
+674285,"Salazar, Eduardo","R",494,9999,"33.5",-1.9564880053060496,5.502773279,-0.06676555312592466,4.2513974155101915
+668942,"Rojas, Josh","R",7,136,"28.9",-2.2532003549337745,5.681428571,-0.2661609880315763,4.578853475935829
+688107,"Gasser, Robert","L",399,158,"24.7",2.466406341728339,4.957067669,0.416143139041901,4.014925496450576
+596295,"Gomber, Austin","L",2542,115,"53.1",1.021732574883765,6.530601888,-0.3957139499544895,4.643378077741361
+676440,"Bibee, Tanner","R",2851,114,"51.0",-1.4410814686732114,6.177600842,-0.0428130679043723,4.449418399335745
+571670,"Floro, Dylan","R",1018,9999,"37.4",-2.1500307527466984,6.024390963,-0.36273365368115495,4.65611888327397
+680573,"Woods Richardson, Simeon","R",2295,142,"46.9",-1.2869274531712973,6.42020915,0.29503664942388097,4.7336299905242365
+622554,"Domínguez, Seranthony","R",1050,9999,"29.5",-2.072560835385557,5.441904762,-0.09448619760631526,4.324531656395891
+592454,"Kahnle, Tommy","R",728,147,"35.4",-1.848768229659524,5.752431319,0.016813882196235162,4.427260496856086
+668984,"Legumina, Casey","R",166,113,"17.2",-2.5049628518897644,4.768313253,-0.4283435023516528,4.127125922943111
+676596,"Fleming, Josh","L",530,134,"27.7",2.2840273436790013,5.381754717,0.19152436484713947,4.283024157838095
+656848,"Petersen, Michael","R",363,9999,"48.2",-1.3339943651895783,6.299944904,0.305965707389893,4.467661410900451
+571948,"Milner, Hoby","L",1043,158,"-2.7",2.8920880370098843,4.298926174,0.6544353676919211,4.403488625383045
+519008,"McFarland, T.J.","L",836,133,"13.8",2.9556010128147885,5.351076555,0.6479242992477551,4.782457321064571
+594835,"Gonzales, Marco","L",546,134,"37.3",1.816432200440068,5.414010989,0.14261399580811338,4.142039839245722
+605182,"Clevinger, Mike","R",303,145,"40.9",-1.7872380536506334,5.627854785,-0.05923777201249537,4.133242539842215
+666142,"Ragans, Cole","L",3118,118,"45.1",1.6507276514618021,6.335323926,-0.028577902901787033,4.648571388745014
+694462,"Waldrep, Hurston","R",133,144,"55.7",-1.03386464112263,6.31037594,0.37745506748153795,4.238986393791967
+668676,"Plesac, Zach","R",208,108,"56.6",-0.9771572816824428,6.310673077,0.29983754284930736,4.370700422922667
+600917,"Leclerc, José","R",1204,140,"40.4",-1.5308313248757925,5.879393688,0.21652526175375011,4.389771065550954
+554431,"Matzek, Tyler","L",179,144,"50.2",1.4627245069362838,6.249832402,-0.055903279259901004,4.426045195630309
+656288,"Canning, Griffin","R",2869,108,"45.2",-1.5130338159624606,5.900013942,0.045962179490763956,4.331306661814258
+664854,"Helsley, Ryan","R",908,138,"59.6",-1.0310966071779892,6.116431718,0.1649479466536314,4.0782871585117855
+692285,"Guerrero, Luis","R",132,111,"33.0",-2.121660953091272,5.871515152,-0.13700144493058936,4.583390222411276
+677958,"Rocker, Kumar","R",218,140,"34.0",-2.384154606637608,5.699633028,-0.4608284379139479,4.40285329727387
+672456,"Montero, Keider","R",1539,116,"43.1",-1.6209038147831598,5.834548408,0.01775041268087362,4.302410320612383
+450203,"Morton, Charlie","R",2789,144,"20.8",-2.603150762323141,5.459802797,-0.26122756957080484,4.568925768057469
+641771,"Kuhl, Chad","R",980,145,"25.7",-2.331768445788541,5.286744898,-0.3657315339772269,4.33887372894613
+592094,"Adam, Jason","R",1109,9999,"35.0",-2.0540191923212205,6.140216411,-0.08328598703847472,4.760578074464479
+656457,"Gilbert, Tyler","L",145,143,"17.2",2.9940886455010465,5.139517241,0.6970018993177207,4.428242885856538
+547179,"Lorenzen, Michael","R",2091,9999,"42.5",-1.6916731526971762,5.7847011,0.025535348931973127,4.2072419144180415
+657746,"Ryan, Joe","R",2106,142,"25.6",-1.9662328413714942,4.771614435,0.07963416556210683,3.788171527703716
+608717,"Stratton, Chris","R",994,118,"35.1",-1.952518398197004,5.854346076,0.02281348689283655,4.467459695965456
+663432,"Rainey, Tanner","R",939,120,"37.7",-2.120202666793654,6.097518637,-0.2751086216420924,4.67202830959472
+543238,"Gose, Anthony","L",79,114,"47.9",1.3420677309776086,5.688607595,-0.11159122159796028,4.081074026941042
+571578,"Corbin, Patrick","L",2888,120,"38.5",1.7949492310381965,6.250682133,-0.06345720635144003,4.770926001840553
+643377,"Jax, Griffin","R",1066,142,"45.8",-1.380303012576681,5.500609756,0.2174391103396842,3.856790475330504
+666208,"Speas, Alex","R",39,117,"41.9",-1.7526089379450822,6.341794872,0.07257521596051007,4.702616991178755
+640455,"Manaea, Sean","L",2909,121,"22.7",2.9287574626182993,5.436675834,0.7583734313082083,4.527256666875006
+656266,"Bukauskas, J.B.","R",88,158,"18.8",-2.5650235023056176,5.167159091,-0.5030332077459084,4.467429292254093
+691172,"Zulueta, Yosver","R",286,113,"28.9",-2.20014431423235,5.765769231,-0.11231287162035823,4.612723043890157
+657044,"Thompson, Ryan","R",977,109,"-5.8",-3.3646424910414305,3.794165814,-0.8818769952216488,4.04788665874836
+607237,"Garrett, Amir","L",104,108,"39.9",1.9078603595280061,6.02875,0.05426324986288224,4.47863501474016
+685116,"Kitchen, Austin","L",158,146,"28.8",2.1795309776099803,5.58,0.26413313533698873,4.527048312800377
+624133,"Suárez, Ranger","L",2265,143,"41.8",1.7074498814543784,5.845532009,0.0005085696072528971,4.319290149803444
+673513,"Matsui, Yuki","L",1029,135,"56.6",1.1437413090604605,5.968785228,-0.0012103495077684823,4.229526688337671
+686747,"La Sorsa, Joe","L",271,120,"19.4",2.638013966436368,5.342324723,0.4320412044254132,4.567197710335387
+668873,"Kilian, Caleb","R",167,112,"51.2",-1.2128253051921405,6.15497006,0.16860528301685393,4.4367176588000445
+690925,"Beeter, Clayton","R",51,147,"53.5",-1.1576955392919832,6.214901961,0.23649095802313794,4.332608325469225
+656638,"Lange, Alex","R",377,116,"43.2",-1.5253387607941091,5.748381963,0.1899712530201373,4.137869733849653
+683021,"Stefanic, Michael","R",1,108,"39.9",-1.8788206888463659,5.78,-0.2986893939393939,4.460357575757576
+448179,"Hill, Rich","L",71,111,"19.0",2.846691820197849,4.632676056,0.7735722251512642,3.913742758153197
+607481,"Bummer, Aaron","L",974,144,"7.3",2.6269247817981816,5.131211499,0.30306837727437447,4.834755175288337
+676105,"Criswell, Jeff","R",354,115,"33.3",-1.9432645980043282,5.429632768,0.15274498096619232,4.055453201254818
+641582,"Foster, Matt","R",108,145,"50.2",-1.2092808807143625,6.13037037,0.12710032019541823,4.528258128672344
+684320,"Rodríguez, Yariel","R",1501,141,"39.8",-1.879669936316409,5.794810127,-0.13280196416886683,4.339241032834915
+489119,"Miley, Wade","L",118,158,"49.7",1.603491825517488,6.236864407,0.13727982642980147,4.507688263995891
+445926,"Chavez, Jesse","R",1043,144,"21.6",-2.1027543268096913,5.142003835,-0.16095765830432246,4.3736057103378245
+670219,"Kristofak, Zac","R",39,108,"40.6",-1.4687487872943192,5.286923077,0.03425494995200878,3.9959251999634353
+680730,"Parker, Mitchell","L",2403,120,"52.0",1.4364986886722177,6.034481898,-0.03499019741366074,4.144509634310355
+686580,"Slaten, Justin","R",811,111,"51.7",-1.625598994407976,6.065030826,-0.12652515841669043,4.1669998078998445
+663989,"Vespi, Nick","L",169,110,"48.9",1.3796658366907852,6.435207101,-0.16166049531162663,4.670779669651616
+621363,"Poche, Colin","L",543,139,"65.0",0.7635094746737526,6.288563536,-0.14557166760224932,4.336211104217353
+641658,"Hampson, Garrett","R",13,118,"45.3",-2.1614540804728697,6.303846154,-0.6102351707116412,4.735341443850268
+664139,"Gibaut, Ian","R",39,113,"44.0",-1.675619608034596,5.623076923,-0.024182693450340517,4.030133909228027
+593934,"Sanó, Miguel","R",1,108,"23.5",-2.9180988370089658,6.04,-0.6749911764705882,5.065114705882353
+663485,"Sands, Cole","R",1154,142,"25.9",-2.3468286116368553,5.750831889,-0.2304100323759565,4.7219142135237675
+477132,"Kershaw, Clayton","L",504,119,"56.7",1.1210048378620259,6.131488095,-0.10480563230342649,4.268219343116038
+657508,"Baumann, Mike","R",1066,9999,"48.7",-1.3804663682122649,6.096219512,0.13667325994187546,4.364813904997437
+605288,"Houser, Adrian","R",1099,121,"40.5",-1.898714084197025,5.874549591,-0.13430969816994548,4.367848275453782
+571771,"Hernández, Enrique","R",3,119,"62.8",-1.1895487901709416,7.186666667,-0.10838636363636345,5.078638383838384
+656557,"Houck, Tanner","R",2732,111,"22.1",-2.527372265312873,5.603539531,-0.23545156111759236,4.670585774331034
+641585,"France, J.P.","R",466,117,"44.4",-1.2358279186320837,5.629313305,0.14476813744616057,4.280387220092878
+681799,"Roberts, Ethan","R",474,112,"32.0",-1.7402484686070687,5.058227848,-0.07301062918838418,4.0185624075829045
+641540,"Dunning, Dane","R",1689,140,"38.2",-1.8942707644314132,5.41142688,-0.06612274384214087,3.9687460114149538
+676661,"Lazar, Max","R",214,143,"55.7",-0.8552526920287093,5.850373832,0.4244264397687705,3.9746170152598004
+678061,"Kerr, Ray","L",383,144,"32.3",1.9997705521625335,5.689425587,-0.0018963048547213902,4.425073467977273
+621051,"Wilson, Steven","R",623,145,"43.4",-1.8294516883074337,5.617383628,-0.2112082285416721,4.090308232547361
+607192,"Glasnow, Tyler","R",1934,119,"57.8",-1.1237964225640709,6.054400207,0.17398128987422723,3.9849101560959075
+502624,"Anderson, Chase","R",1016,9999,"42.9",-1.6451803502189466,5.749212598,0.027916873429758418,4.198692346081235
+687396,"Headrick, Brent","L",60,142,"35.9",2.000749338209306,6.058833333,0.03135915478312539,4.630466333927511
+543510,"McCann, James","R",2,110,"28.6",-1.871476765196328,6.14,-0.20987794117647057,5.2359720588235295
+623167,"Flexen, Chris","R",2797,145,"70.1",-0.32153229258470317,6.842366822,0.4569256036038105,4.691820796760212
+641726,"Jefferies, Daulton","R",281,9999,"30.9",-2.101070528792945,5.791103203,-0.3255320538438603,4.727545529081899
+663158,"Suarez, Robert","R",953,135,"45.7",-1.3814678441558885,6.224700944,0.2505435925204767,4.550261013536381
+682175,"Jacques, Joe","L",50,9999,"10.1",2.7590850035485963,4.4728,0.4691486666666666,4.064913632798575
+683769,"Gaddis, Hunter","R",1075,114,"34.2",-2.108492630805917,6.154111628,-0.11468715881109313,4.796770656883467
+669270,"Kuhnel, Joel","R",158,9999,"34.8",-2.189744325206072,6.263164557,-0.17664855930864862,4.86140930131546
+605447,"Romano, Jordan","R",215,141,"50.3",-1.332819328189052,6.060046512,0.17216221697135514,4.248644419848279
+669674,"Long, Sam","L",702,118,"55.8",1.2470406441685085,6.016467236,-0.0677876921553392,4.074511699194058
+666171,"Zeferjahn, Ryan","R",208,108,"37.9",-1.8576092622795537,5.845384615,-0.025977419700397648,4.42126516651241
+691441,"Mena, Cristian","R",70,109,"48.2",-1.3337520324397978,6.146142857,0.13722957091927676,4.498737736185384
+573262,"Yastrzemski, Mike","L",2,137,"42.0",1.8458375647015521,6.43,0.3589014705882352,5.091760294117647
+621383,"Banks, Tanner","L",1174,9999,"48.8",1.7142080530358472,6.247052811,0.1706844657872441,4.481311275344893
+543243,"Gray, Sonny","R",2483,138,"48.9",-1.1868205827071792,5.513443415,0.20319720789425136,3.9224087957110125
+680704,"Sandlin, Nick","R",1003,114,"11.8",-2.4905150360234147,4.490189432,-0.47274894452115995,4.068595092085586
+606149,"Gallegos, Giovanny","R",401,138,"58.3",-0.9303452058920001,6.733591022,0.3175754486333187,4.711747597139069
+681870,"Sabrowski, Erik","L",198,114,"51.9",1.1470703183136353,6.03959596,-0.3285644821656854,4.15855679657538
+678394,"Bello, Brayan","R",2709,111,"28.2",-2.293639785399628,5.180073828,-0.2552486608643932,4.084940255101336
+571760,"Heaney, Andrew","L",2729,140,"29.5",2.3249950101168797,5.027753756,0.3514099486338391,3.9099913532540524
+664126,"Fairbanks, Pete","R",696,139,"55.5",-1.1271475398438064,6.955316092,0.31245367634253274,4.855757237051041
+548389,"Stripling, Ross","R",1357,133,"61.3",-1.0531280907238907,6.863677229,0.07571144701600069,4.800245352283073
+668968,"Crouse, Hans","R",437,108,"26.1",-2.160107020121475,5.814370709,0.12773631040516892,4.693321325925832
+650633,"King, Michael","R",2819,135,"29.3",-2.1450335861865737,5.498744236,-0.18806508075770534,4.400251933499379
+678906,"Teng, Kai-Wei","R",204,137,"23.8",-2.4714168200899653,5.489803922,-0.47911946716297943,4.611303202002729
+622098,"Smith, Drew","R",318,121,"41.2",-1.8278487507333951,5.670345912,-0.14747309835312056,4.199654095337393
+670102,"Francis, Bowden","R",1558,141,"40.2",-1.8601146811232725,5.917188703,-0.09745535091151634,4.426798381534892
+663687,"Harris, Hogan","L",1213,133,"49.3",1.61587866865702,5.887609233,0.09722832946114061,4.117371629392215
+592767,"Smyly, Drew","L",1015,112,"51.6",1.4344182351889805,6.630482759,-0.07906935978153017,4.720323113897598
+661563,"Gil, Luis","R",2664,147,"35.8",-2.042361598993946,5.667837838,-0.06117254169276222,4.23803399064171
+680732,"Burke, Sean","R",309,145,"41.4",-1.607413090805598,6.095598706,0.11681024176660956,4.578093325314831
+669276,"Lee, Dylan","L",859,144,"45.4",1.536776515680361,6.458684517,-0.07621254298099811,4.824627258305173
+573124,"Rogers, Taylor","L",1060,137,"29.1",1.9079096388059327,5.671754717,-0.16788201232637157,4.514249885817108
+669387,"Mlodzinski, Carmen","R",866,134,"26.4",-2.1773801042618643,5.088972286,-0.1693350941489341,4.093380948323062
+622491,"Castillo, Luis","R",2852,136,"15.3",-2.4733289159768783,5.026399018,-0.16350473770791002,4.392772321765629
+621381,"Strahm, Matt","L",952,143,"30.8",2.1714382147518783,5.391313025,0.03806376743210654,4.118092361048695
+680744,"Madden, Ty","R",403,116,"39.8",-1.9918833056330076,5.750620347,-0.205948562696001,4.262595449016513
+656887,"Reid-Foley, Sean","R",379,121,"45.9",-1.5718554355211602,5.493166227,-0.049050509126653784,3.9199456998198663
+669796,"Hernandez, Jose E.","L",89,134,"55.5",1.0599253330510279,6.483707865,-0.22719247932063533,4.609759285184961
+624431,"Trevino, Jose","R",14,147,"44.2",-1.7366184356309204,6.540714286,-0.2527699134199134,5.0967880825057295
+664079,"Jay, Tyler","L",153,9999,"34.9",2.0625951559686233,5.453071895,0.3229663317139095,4.238048894947164
+657277,"Webb, Logan","R",3198,137,"22.1",-2.6642362299544993,4.978202001,-0.5149773569766752,4.103699446735321
+650671,"Quijada, José","L",379,108,"36.2",2.1236764085933593,5.439076517,0.24990386371867057,4.067119459690804
+657514,"Bernardino, Brennan","L",858,111,"18.4",2.3554334032490427,4.981561772,0.2368352081074006,4.278168198334639
+571912,"Maile, Luke","R",12,113,"36.1",-2.011449539929556,6.091666667,-0.15147799316696373,4.734900207961973
+668881,"Greene, Hunter","R",2563,113,"32.0",-2.2741819552306275,5.971037846,-0.3170833260307279,4.750401012801817
+622786,"Tinoco, Jesus","R",644,9999,"25.4",-2.2376097067071865,5.265776398,-0.14854936407369257,4.271977122983578
+623451,"Stephens, Jackson","R",51,144,"42.6",-1.8926247683666064,6.098039216,-0.12389205026038935,4.474397632029639
+622088,"Antone, Tejay","R",47,113,"30.1",-2.4622672802190237,5.859574468,-0.3734393958357038,4.650820006068192
+656222,"Beeks, Jalen","L",1157,9999,"49.5",1.7218073496372899,5.985280899,0.20394768694623305,4.209234505459286
+543056,"Coulombe, Danny","L",466,110,"58.2",0.871386337080404,6.134399142,-0.31371296083786604,4.225059515120916
+622503,"Crismatt, Nabil","R",93,119,"34.4",-2.224623213130975,5.556021505,-0.332885770417649,4.258038456672993
+676130,"Buttó, José","R",1222,121,"33.1",-2.1642543651469306,5.287790507,-0.1429742775059733,3.970941175814177
+678495,"Rodríguez, Randy","R",846,137,"36.7",-1.9229925174884157,5.427470449,-0.23177884908745366,4.166851178872582
+593958,"Rodriguez, Eduardo","L",865,109,"39.5",1.955284666950523,5.858809249,0.14336760409260912,4.365570565258158
+702352,"Bivens, Spencer","R",768,137,"31.9",-2.2675814222918844,5.971054688,-0.2990737276255205,4.746984802993169
+605130,"Barlow, Scott","R",1015,114,"28.4",-2.2143230617952656,5.269990148,-0.14689085605402014,4.152144953504915
+666163,"Rortvedt, Ben","R",5,139,"40.3",-1.8803802837674062,6.276,-0.13129625668449196,4.795344973262032
+670046,"Rosenberg, Kenny","L",403,108,"46.5",1.5732144360756195,6.061761787,-0.019229732443394675,4.380923100586952
+605397,"Musgrove, Joe","R",1522,135,"35.5",-2.2990581039633673,6.355236531,-0.22482447601546923,4.876473902138803
+656232,"Bielak, Brandon","R",485,9999,"45.6",-1.6561010640701417,6.208515464,0.012547022070308923,4.503492767149973
+663574,"Santillan, Tony","R",504,113,"27.9",-2.029460451537225,5.467956349,-0.007759015399088945,4.394735078551626
+664208,"Maton, Phil","R",1048,9999,"31.2",-2.133554635237934,5.329675573,-0.21269818923405612,4.1649684524295525
+543351,"Jackson, Jay","R",453,142,"32.0",-1.9503656938404954,5.709028698,0.049134959647113896,4.460236075794964
+672582,"Zerpa, Angel","L",950,118,"31.7",1.932975145225294,5.406315789,0.10166210554461014,4.2754779630359305
+543135,"Eovaldi, Nathan","R",2621,140,"32.6",-2.6056144678190534,5.507264403,-0.575454586226291,4.210155175393311
+543859,"Tonkin, Michael","R",1402,9999,"13.2",-2.9512729321980022,5.194942939,-0.6195827679963178,4.647982156379611
+666974,"Cano, Yennier","R",1008,110,"17.6",-2.8913293232672785,5.472083333,-0.473628475140056,4.703143853450466
+641302,"Alexander, Tyler","L",1668,139,"35.9",2.0843995684801286,5.638585132,0.18970622325668887,4.26875516543984
+686751,"Johnson, Seth","R",58,143,"52.9",-1.071600131061772,6.011206897,0.31016451072592044,4.178070240949045
+527054,"Teheran, Julio","R",68,121,"20.9",-2.8082732402876003,5.022941176,-0.714908242896089,4.22342552951662
+502085,"Robertson, David","R",1211,140,"44.7",-1.389345165926058,5.821701073,0.05075309757113566,4.396749008936212
+656550,"Holmes, Grant","R",1023,144,"40.0",-1.8970490700540565,5.943998045,-0.20386680527894088,4.522193906722917
+663474,"McKenzie, Triston","R",1299,114,"53.9",-1.046531804470122,6.47308699,0.2863444106188908,4.643205124125365
+595345,"Okert, Steven","L",616,142,"33.4",2.460110551987499,5.73237013,0.44769361659953233,4.402288027669743
+657240,"Merryweather, Julian","R",272,112,"55.2",-1.1397482245816901,6.162169118,0.2941186798783686,4.09723387169707
+656354,"Davis, Austin","L",142,135,"24.2",2.5422808217266804,5.319929577,0.4212851547789412,4.366394462855566
+676714,"Hughes, Brandon","L",350,109,"23.4",2.2174059302831193,5.386914286,0.21269044843391913,4.520414723198369
+670871,"Zuñiga, Guillo","R",271,108,"25.2",-2.4972409339044033,5.879630996,-0.326191678341917,4.861108223322876
+666201,"Manoah, Alek","R",394,141,"39.4",-2.251605010093076,5.826954315,-0.2899727750029405,4.214673557461749
+694363,"Shuster, Jared","L",1290,145,"39.7",1.6596167465037184,5.553232558,-0.0002744903204410762,4.173069746438387
+445276,"Jansen, Kenley","R",801,111,"61.8",-0.7357121824630903,6.488501873,0.41539705025580753,4.338860782644688
+687863,"Hodge, Porter","R",641,112,"40.7",-1.8285010248426419,5.695179407,-0.15279443814116223,4.254412915981877
+642100,"Speier, Gabe","L",422,136,"28.2",1.9564859898806675,5.331327014,0.02147453768237153,4.295291308470827
+641816,"Mahle, Tyler","R",229,140,"43.0",-1.9094808579801608,5.52489083,-0.30888312861468525,4.031678136359746
+677960,"Weathers, Ryan","L",1413,146,"35.6",1.9443078246001702,5.702724699,0.1324154414760821,4.405541130992706
+669060,"Wilson, Bryse","R",1642,158,"45.8",-1.7674747785831157,5.788879415,-0.14551856285865025,4.12110095726919
+646242,"Díaz, Jhonathan","L",166,136,"32.1",2.19886064247046,5.493795181,0.3329914889504541,4.3243332468913085
+700363,"Smith-Shawver, AJ","R",87,144,"50.7",-1.21334906364314,5.988735632,0.32237526481857104,4.112687853176797
+695076,"Lowder, Rhett","R",498,113,"30.5",-2.440714169109362,5.696526104,-0.41287031548654474,4.498413774348735
+624647,"González, Victor","L",386,147,"24.9",2.51634139371349,4.941761658,0.31704363068354985,3.9211206838269947
+665896,"Marte, José","R",311,108,"28.5",-2.165895326156113,5.539807074,-0.047013230278957555,4.386541897220742
+656786,"Mushinski, Parker","L",194,117,"47.6",1.5109535399247125,5.60814433,0.05350710531635335,4.008429916202661
+663738,"Lynch IV, Daniel","L",631,118,"39.2",1.560621004031592,6.020396197,-0.24881999005624453,4.546219340887199
+572143,"Smith, Burch","R",896,9999,"39.1",-1.7738999591307636,5.697276786,-0.05612841326871661,4.302477774561529
+593576,"Neris, Héctor","R",1008,9999,"39.9",-1.8040204004016849,6.080426587,0.009674646146337342,4.561677304735026
+661403,"Clase, Emmanuel","R",983,114,"53.3",-1.254590071705738,6.051759919,0.17012577190128797,4.138711775676701
+650644,"Civale, Aaron","R",2692,9999,"45.7",-1.3421083230851945,6.371500743,0.19698100018408018,4.790600549359966
+628317,"Maeda, Kenta","R",1958,116,"38.5",-1.9532311236786257,5.686149132,-0.18669332889066095,4.281775642230144
+680742,"Bowlan, Jonathan","R",68,118,"43.0",-1.8500589274287969,6.035294118,-0.11663423901646225,4.419545537118589
+608678,"Leone, Dominic","R",361,145,"40.5",-1.6710471368688793,5.803490305,-0.02721117760627293,4.4004576389609
+701581,"Festa, David","R",1099,142,"56.4",-0.9512033536058623,6.154649682,0.35404882464856247,4.190241022871221
+701542,"Warren, Will","R",458,147,"24.9",-2.1078759470420376,5.65720524,-0.0042589910795600575,4.678213973215328
+664747,"Díaz, Alexis","R",977,113,"10.0",-2.7226730984334666,4.591514841,-0.5699764288985347,4.213885639950594
+676702,"Stratton, Hunter","R",577,134,"37.4",-1.7117325278932776,5.989774697,0.11253336608000696,4.593636182139463
+657193,"Alvarez, Eddy","R",13,121,"33.9",-1.7923496266175147,6.046153846,-0.13055479226655697,4.931225394213629
+682610,"Muñoz, Roddery","R",1485,146,"37.7",-1.725879828910792,5.696713805,0.1844509788316917,4.216806210830829
+678606,"Ferrer, Jose A.","L",476,120,"35.4",2.154760453337982,5.911176471,0.28733279969741904,4.58207909851106
+689147,"Kerkering, Orion","R",1063,143,"31.2",-2.215434379257992,5.651721543,-0.21379688040272132,4.4423816397610105
+666207,"Pint, Riley","R",102,115,"26.0",-2.939706824470915,5.500686275,-0.6186046905036523,4.365584478871762
+676879,"Ashby, Aaron","L",484,158,"47.4",1.316283137027315,6.504752066,-0.3535707613323314,4.685911463627523
+676969,"de Geus, Brett","R",193,9999,"31.5",-2.1191096257996747,5.974196891,-0.11471416281067298,4.746927801945088
+640462,"Puk, A.J.","L",1173,9999,"28.5",2.319097172573425,5.551756181,0.08587987236590372,4.339213312985423
+668909,"Williams, Gavin","R",1361,114,"35.4",-2.0993518599185528,5.861763409,-0.21125753574557868,4.5206510367101895
+664285,"Valdez, Framber","L",2526,117,"42.7",1.745194226843362,6.000645289,0.15589289164524966,4.532282610582567
+665625,"Peguero, Elvis","R",829,158,"24.0",-2.642139026010683,5.507720145,-0.35935208861480766,4.488538933577593
+523260,"Kelly, Joe","R",544,119,"27.9",-2.2161996390710534,5.246231618,-0.28274034697100775,4.2187860303947815
+664875,"Lawrence, Justin","R",1080,115,"-2.2",-3.259549013090105,4.357648148,-0.8318851390539387,4.45153169654057
+686613,"Brown, Hunter","R",2888,117,"57.4",-0.9702870266338728,6.25699446,0.21461922698757183,4.398366899327721
+650960,"Duarte, Daniel","R",56,142,"39.3",-1.4925138181560815,5.530892857,0.1440131795900178,4.190728822892792
+686294,"Willingham, Amos","R",20,120,"46.4",-1.5911773419479094,5.8335,0.046703226381461654,4.111312281639929
+656794,"Newcomb, Sean","L",184,133,"38.8",2.0860198184251586,6.258858696,0.10043583904905831,4.660530789351311
+689690,"Jacob, Alek","R",232,135,"-1.2",-2.49899664084911,3.813017241,-0.3147277706066754,3.857556432094783
+595014,"Treinen, Blake","R",737,119,"31.6",-2.271390201136749,6.204843962,-0.13800033812464169,4.891488188372668
+672335,"Pérez, Cionel","L",863,110,"37.2",1.9475284681274658,5.513325608,0.1822885738304591,4.174281895535003
+669022,"Gore, MacKenzie","L",2991,120,"47.2",1.5527495372897742,5.850668673,0.02610435757659195,4.203438725445503
+682243,"Miller, Bryce","R",2749,136,"43.0",-1.5842593208678195,5.567930156,0.16610178314720175,3.9310862940923528
+656186,"Altavilla, Dan","R",83,118,"23.5",-2.210282372556264,5.075903614,-0.26355282735218954,4.228269017245454
+612434,"Castro, Miguel","R",232,109,"12.4",-2.81311360444424,4.970689655,-0.4144067928268488,4.442493373517122
+642239,"Zastryzny, Rob","L",119,158,"41.6",2.0527492247777968,5.652773109,0.3939291136775567,4.182586452013964
+668338,"Miller, Tyson","R",934,9999,"17.1",-2.6413255898085404,4.587312634,-0.5228674288228043,3.9349920705989248
+642121,"Sulser, Cole","R",292,9999,"42.8",-1.6403957274351888,5.790856164,-0.09447996727956437,4.358321926965058
+642528,"Loáisiga, Jonathan","R",61,147,"42.3",-1.6608867356119117,5.42557377,-0.01041573887379094,3.922620621840391
+663767,"Shugart, Chase","R",142,111,"35.3",-1.976876841362008,5.402464789,-0.2563086032236198,4.183199282593958
+660853,"De Los Santos, Enyel","R",1116,9999,"24.8",-2.4590637711457206,5.451621864,-0.2931278129172817,4.448780313891601
+687377,"Ribalta, Orlando","R",97,120,"44.6",-1.7891043929039512,6.626907216,-0.038827745006156156,4.904282804086959
+676428,"Hurter, Brant","L",645,116,"29.5",2.6265551550351516,5.876325581,0.37395215589547964,4.596800140391597
+667297,"Nance, Tommy","R",322,141,"43.7",-1.6672508230614553,6.200776398,0.10675399879319318,4.50608659005104
+622103,"Reyes, Gerardo","R",78,133,"23.5",-2.0526820329870032,5.566153846,-0.09642814228255404,4.717787033228209
+696131,"Black, Mason","R",663,137,"21.9",-2.359188778695181,5.092187029,-0.1875559475511032,4.220112157373579
+686993,"Sterner, Justin","R",64,139,"40.5",-1.712302109330758,5.5746875,-0.0869824239639037,4.186142723651962
+669212,"Morgan, Eli","R",646,114,"45.7",-1.222134804187138,5.674179567,0.33432404927070714,4.078357748492019
+621107,"Eflin, Zach","R",2447,9999,"27.2",-2.6404009726783526,5.787331426,-0.4433402027802244,4.658509989969165
+669093,"Estrada, Jeremiah","R",977,135,"63.9",-0.6774426158304925,5.815649949,0.3415969153270317,3.729362266441889
+680736,"Wrobleski, Justin","L",592,119,"41.0",1.559598142375978,5.694408784,-0.052500333020185946,4.292423609053571
+642016,"Robert, Daniel","R",103,140,"35.2",-2.0490060625195405,6.072427184,-0.13865424692383568,4.724482837512764
+657006,"Steele, Justin","L",2046,112,"45.7",1.6955910965256198,6.12487781,0.10514987611146823,4.489132182572664
+657053,"Toussaint, Touki","R",491,145,"32.3",-2.1831062810334183,5.573849287,-0.1631511524735797,4.295896397725911
+669952,"White, Mitch","R",413,9999,"41.0",-1.7235044282308136,6.002300242,0.044594661254332243,4.4672248386873985
+689981,"Ryan, River","R",295,119,"37.7",-1.8362706887087448,5.594881356,-0.03623996072388894,4.203628579413279
+608648,"Duffey, Tyler","R",189,118,"24.9",-2.370795949421466,5.684708995,-0.22730575927340638,4.692201069047148
+669422,"Sauer, Matt","R",327,118,"44.6",-1.3860277263776173,5.966666667,0.21223503627750792,4.3916205950492495
+683618,"Henriquez, Edgardo","R",59,119,"49.1",-1.2539285147563577,6.056610169,0.30501845977219855,4.256131369527782
+547001,"Poteet, Cody","R",384,147,"39.1",-1.8063291686081409,6.2,-0.09528909197675285,4.810889586350637
+669199,"Bachar, Lake","R",161,146,"34.5",-2.0137188274455013,5.609254658,-0.06048636972575592,4.267661583131276
+640470,"Alzolay, Adbert","R",329,112,"42.2",-1.7058181142073396,6.245775076,-0.004328901115571952,4.701542969025136
+663568,"Kolek, Stephen","R",784,135,"35.2",-2.104648632249348,5.373278061,-0.1384149180126595,3.9866161765842723
+664299,"Javier, Cristian","R",570,117,"38.4",-1.9155123804160514,5.801403509,-0.03313321715608095,4.308151265284419
+571656,"Farmer, Buck","R",1167,113,"29.7",-1.9366758614101758,5.693161954,0.12909357089723805,4.5123140250226355
+678020,"Halvorsen, Seth","R",177,115,"41.0",-1.736502011750587,5.591638418,-0.10914582061895124,4.174852940169392
+657097,"Webb, Jacob","R",933,110,"32.0",-2.250424061899546,5.534983923,-0.3121820561392246,4.325849643016128
+641360,"Bickford, Phil","R",154,147,"25.0",-2.3098313759417377,4.921623377,-0.21893016008056107,3.9493642538833718
+676614,"Sammons, Bryan","L",374,116,"33.9",2.1722877148516346,5.530454545,0.1930565388868235,4.200147065019493
+656412,"Faedo, Alex","R",1007,116,"32.5",-2.372447698864513,6.03367428,-0.305638539846741,4.7163905715251735
+670124,"Oller, Adam","R",710,146,"39.3",-1.7904931374344746,5.762042254,-0.14203228415053587,4.415267718360072
+669923,"Kirby, George","R",2967,136,"36.6",-1.7961652693752244,5.866788001,0.14812834299697142,4.420407643736486
+642207,"Williams, Devin","R",391,158,"23.5",-2.2875671743581387,5.289130435,-0.3676329834375042,4.4575873736613865
+622253,"Tate, Dillon","R",582,9999,"26.2",-2.139497276699987,5.267164948,-0.16804172639064993,4.299475227410558
+622608,"Senzatela, Antonio","R",218,115,"46.3",-1.7766216976135667,6.163577982,-0.150741682202489,4.462466797494645
+518489,"Brasier, Ryan","R",363,119,"42.1",-1.7382508719643068,5.787190083,-0.16478939271175538,4.367310592311052
+518886,"Kimbrel, Craig","R",963,110,"26.1",-2.1253014709166904,4.798701973,-0.3342306199247375,3.920556631923042
+667478,"Kravetz, Evan","L",4,113,"48.9",1.4911352305098393,6.695,-0.06024999999999998,4.922181060606061
+596133,"Weaver, Luke","R",1362,147,"46.6",-1.3972290633010465,5.704427313,0.16288179985917728,4.05598693929448
+663893,"Little, Brendon","L",696,141,"34.7",2.072551101717351,6.024568966,0.17427267605056646,4.711708651038789
+622569,"Reyes, Pablo","R",3,111,"22.3",-2.439066910254449,5.52,-0.4501045454545454,4.703678787878789
+518876,"Kelly, Merrill","R",1142,109,"25.3",-2.2371254147310173,5.484684764,-0.24530054123703296,4.540673060599817
+656924,"Ryan, Ryder","R",340,134,"30.4",-2.2161955434314002,5.344794118,-0.18857361250917484,4.1518904980601805
+657649,"Koenig, Jared","L",1017,158,"31.4",2.456163430121799,5.878525074,0.48099452778697976,4.676010592827462
+685299,"Gordon, Tanner","R",606,115,"46.7",-1.6188776133976863,6.180231023,0.06131771647753014,4.395735508845
+621053,"Ferguson, Tyler","R",819,133,"26.8",-2.820998162656734,5.845531136,-0.6587680223915519,4.754367996273875
+642629,"Ramirez, Emmanuel","R",371,146,"60.7",-0.9326458639223425,5.777897574,0.2137944191398686,3.7280805893884117
+681190,"Vásquez, Randy","R",1687,135,"36.7",-1.8452312919236808,5.946455246,0.03147377190785783,4.545042939718331
+458677,"Wilson, Justin","L",816,113,"48.4",1.3633008523952437,6.367953431,-0.19043592499388343,4.6147769563061365
+489446,"Yates, Kirby","R",1025,140,"21.5",-2.2920950017325237,5.262741463,-0.3500245458023565,4.496734601278201
+675911,"Strider, Spencer","R",178,144,"45.9",-1.57669408555533,5.923483146,-0.09869521921128006,4.400310084820447
+671106,"Allen, Logan","L",1664,114,"44.6",1.3326085279269184,5.376129808,-0.2288441246100712,3.835641286539745
+519043,"Moore, Matt","L",854,108,"43.8",1.6777616656731749,6.376229508,-0.07990993093213446,4.687556897811283
+687145,"Justice, Evan","L",8,115,"23.5",2.3704686183117274,4.72375,0.10883171791443849,3.7413767713903745
+668678,"Gallen, Zac","R",2506,109,"41.2",-1.492412602543748,5.859305666,0.10813196257680331,4.45693389682943
+656876,"Rasmussen, Drew","R",459,139,"54.0",-1.1816964399355743,5.892461874,0.15937624126695626,4.043894770076775
+571946,"Miller, Shelby","R",832,116,"46.0",-1.5236614377143594,5.34359375,-0.02222853988842039,3.788213367377106
+672578,"Hernández, Carlos","R",560,118,"39.3",-1.7645546630389597,5.988553571,0.17744005665902726,4.398507892634328
+702795,"Loutos, Ryan","R",35,138,"33.5",-2.2947952900171398,6.000571429,-0.21302910109498344,4.619931532976828
+676961,"Boushley, Caleb","R",63,142,"45.1",-1.8250049878911216,6.045555556,-0.17383732988144748,4.390311136575843
+663978,"Paddack, Chris","R",1459,142,"45.9",-1.6276275989945914,6.174694997,0.07140337953986498,4.422423420370697
+606965,"Devenski, Chris","R",533,139,"43.5",-1.5577096678437246,6.418499062,0.11035304284429107,4.837443185078904
+670950,"Richards, Trevor","R",1180,9999,"52.3",-1.1355378419609505,6.27959322,0.33174538377292384,4.384528123508263
+594798,"deGrom, Jacob","R",172,140,"34.0",-2.0370429192715065,5.612790698,-0.038635377544252364,4.2611451130663704
+641149,"Parsons, Wes","R",148,9999,"37.4",-2.12109918881121,5.679594595,-0.27210873801609087,4.2678669497037145
+676775,"Winn, Keaton","R",832,137,"40.0",-1.931908596833574,6.229134615,-0.024362246867715612,4.632171989729016

stuff_model/stuff_apply.py

@@ -1,7 +1,7 @@
 import polars as pl
 import joblib
 
-model = joblib.load('stuff_model/lgbm_model_2020_2023.joblib')
+model = joblib.load('stuff_model/lgbm_model_2020_2024.joblib')
 # Read the values from the text file
 with open('stuff_model/target_stats.txt', 'r') as file:
     lines = file.readlines()

stuff_model/target_stats.txt

@@ -1,2 +1,2 @@
-0.0034732498406374636
-0.006846752748626548
+0.0036819646648982335
+0.006743548730130907