def populate_pitch_type_perc(app, json_folder):
with tqdm(
total=len(JSON_FILE_MAP),
desc="Populating percentiles table...",
unit="file",
mininterval=0.12,
maxinterval=5,
unit_scale=True,
ncols=90,
) as pbar:
for pitch_thrown, filename in JSON_FILE_MAP.items():
json_file = json_folder.joinpath(filename)
for stat_name, stat_map in json.loads(
json_file.read_text()).items():
for pitch_type_abbrev, pitch_type_map in stat_map.items():
pitch_type = PitchType.from_abbrev(pitch_type_abbrev)
if PitchType.PERCENTILES & pitch_type == pitch_type:
for percentile, stat_value in pitch_type_map.items():
percentile_dict = {
"stat_name": stat_name,
"pitch_type": pitch_type_abbrev,
"thrown_r": pitch_thrown == "thrown_r",
"thrown_l": pitch_thrown == "thrown_l",
"thrown_both": pitch_thrown == "thrown_both",
"percentile": percentile,
"stat_value": stat_value,
}
app.db_session.add(
PitchTypePercentile(**percentile_dict))
pbar.update()
app.db_session.commit()
return Result.Ok()
def _get_pitchfx_metrics(cls,
pfx_metrics: RowDict,
decimal_precision: int = 3) -> PitchFxMetricsDict:
dc_fields = get_field_types(cls)
pitchfx_metrics_dict = {
k: round(v, decimal_precision) if dc_fields[k] is float else
bool(v) if dc_fields[k] is bool else v
for k, v in pfx_metrics.items() if v and k in dc_fields
}
pitchfx_metrics_dict["pitch_type"] = (
PitchType(pfx_metrics["pitch_type_int"])
if "pitch_type_int" in pfx_metrics else
PitchType.from_abbrev(pfx_metrics["pitch_type"])
if "pitch_type" in pfx_metrics else None)
pitchfx_metrics_dict["pitch_type_int"] = int(
pitchfx_metrics_dict.get("pitch_type", 0))
return pitchfx_metrics_dict
def from_query_results(
cls, all_pt_results: RowDict,
each_pt_results: List[RowDict]) -> PitchFxMetricsCollection:
metrics_collection = _get_pitchfx_metrics_for_all_pitch_types(
all_pt_results)
metrics_collection[
"pitch_type_metrics"] = _get_pitchfx_metrics_for_each_pitch_type(
each_pt_results)
metrics_collection["pitch_type_int"] = _get_all_pitch_types_int(
metrics_collection["pitch_type_metrics"])
metrics_collection["pitch_type"] = PitchType(
metrics_collection["pitch_type_int"])
return from_dict(data_class=cls, data=metrics_collection)
def _create_pfx_metrics_for_each_pitch_type(self):
all_pitch_types = PitchType(sum({p.pitch_type_int for p in self.pfx}))
valid_pfx_metrics, outlier_pitch_types = [], []
for pitch_type in all_pitch_types:
pfx_for_pitch_type = list(
filter(lambda x: x.mlbam_pitch_name == str(pitch_type),
self.pfx))
percent = round(len(pfx_for_pitch_type) / float(len(self.pfx)), 3)
if self.remove_outliers and percent < 0.01:
outlier_pitch_types.append(str(pitch_type))
continue
pfx_metrics = PitchFxMetrics(deepcopy(pfx_for_pitch_type),
self.mlb_id, self.p_throws,
self.bat_stand)
valid_pfx_metrics.append(pfx_metrics)
valid_pfx_metrics = self._sort_by_percent_thrown(valid_pfx_metrics)
return (valid_pfx_metrics, outlier_pitch_types)
def pitch_mix(self) -> List[Dict[str, str]]:
return [{
"pitch_type": PitchType.from_abbrev(pitch_type).print_name,
"usage": metrics.get_usage_stats(),
} for pitch_type, metrics in self.metrics_by_pitch_type.items()]
def pitch_type(self) -> List[PitchType]:
return PitchType(self.pitch_type_int)
def test_pitchfx_metrics_career(vig_app):
pfx_metrics_career_ALL_dict = {
"avg": 0.0,
"avg_break_angle": 0.0,
"avg_break_length": 0.0,
"avg_break_y": 0.0,
"avg_extension": 0.0,
"avg_hit_distance": 328.0,
"avg_launch_angle": 27.0,
"avg_launch_speed": 85.3,
"avg_pfx_x": 0.0,
"avg_pfx_z": 0.0,
"avg_plate_time": 0.0,
"avg_px": 0.0,
"avg_pz": 0.0,
"avg_speed": 0.0,
"avg_spin_direction": 0.0,
"avg_spin_rate": 0.0,
"barrel_rate": 0.0,
"bb_rate": 0.0,
"called_strike_rate": 0.294,
"contact_rate": 0.667,
"csw_rate": 0.412,
"fly_ball_rate": 0.0,
"ground_ball_rate": 0.0,
"hard_hit_rate": 0.0,
"hr_per_fb": 0.0,
"iso": 0.0,
"k_rate": 0.667,
"line_drive_rate": 1.0,
"medium_hit_rate": 1.0,
"mlb_id": 571882,
"o_contact_rate": 0.667,
"o_swing_rate": 0.3,
"obp": 0.0,
"ops": 0.0,
"p_throws": "R",
"percent": 1.0,
"pitch_type": PitchType(32803),
"pitch_type_int": 32803,
"popup_rate": 0.0,
"slg": 0.0,
"soft_hit_rate": 0.0,
"swing_rate": 0.353,
"swinging_strike_rate": 0.118,
"total_at_bats": 3,
"total_balls_in_play": 1,
"total_barrels": 0,
"total_bb": 0,
"total_called_strikes": 5,
"total_contact_inside_zone": 2,
"total_contact_outside_zone": 2,
"total_doubles": 0,
"total_errors": 0,
"total_fly_balls": 0,
"total_ground_balls": 0,
"total_hard_hits": 0,
"total_hbp": 0,
"total_hits": 0,
"total_homeruns": 0,
"total_ibb": 0,
"total_inside_strike_zone": 7,
"total_k": 2,
"total_line_drives": 1,
"total_medium_hits": 1,
"total_outs": 3,
"total_outside_strike_zone": 10,
"total_pa": 3,
"total_pitches": 17,
"total_popups": 0,
"total_sac_fly": 0,
"total_sac_hit": 0,
"total_singles": 0,
"total_soft_hits": 0,
"total_swinging_strikes": 2,
"total_swings": 6,
"total_swings_inside_zone": 3,
"total_swings_made_contact": 4,
"total_swings_outside_zone": 3,
"total_triples": 0,
"whiff_rate": 0.333,
"z_contact_rate": 0.667,
"z_swing_rate": 0.429,
"zone_rate": 0.412,
}
pfx_metrics_career_CU_dict = {
"avg": 0.0,
"avg_break_angle": 5.4,
"avg_break_length": 13.2,
"avg_break_y": 24.0,
"avg_extension": 5.822,
"avg_hit_distance": 0.0,
"avg_launch_angle": 0.0,
"avg_launch_speed": 0.0,
"avg_pfx_x": 3.045,
"avg_pfx_z": -5.965,
"avg_plate_time": 0.502,
"avg_px": 0.23,
"avg_pz": 1.587,
"avg_speed": 76.175,
"avg_spin_direction": 26.75,
"avg_spin_rate": 2056.25,
"barrel_rate": 0.0,
"bb_rate": 0.0,
"called_strike_rate": 0.5,
"contact_rate": 0.0,
"csw_rate": 0.5,
"fly_ball_rate": 0.0,
"ground_ball_rate": 0.0,
"hard_hit_rate": 0.0,
"hr_per_fb": 0.0,
"iso": 0.0,
"k_rate": 0.0,
"line_drive_rate": 0.0,
"medium_hit_rate": 0.0,
"mlb_id": 571882,
"o_contact_rate": 0.0,
"o_swing_rate": 0.0,
"obp": 0.0,
"ops": 0.0,
"p_throws": "R",
"percent": 0.235,
"pitch_type": PitchType.CURVEBALL,
"pitch_type_int": 2,
"popup_rate": 0.0,
"slg": 0.0,
"soft_hit_rate": 0.0,
"swing_rate": 0.0,
"swinging_strike_rate": 0.0,
"total_at_bats": 0,
"total_balls_in_play": 0,
"total_barrels": 0,
"total_bb": 0,
"total_called_strikes": 2,
"total_contact_inside_zone": 0,
"total_contact_outside_zone": 0,
"total_doubles": 0,
"total_errors": 0,
"total_fly_balls": 0,
"total_ground_balls": 0,
"total_hard_hits": 0,
"total_hbp": 0,
"total_hits": 0,
"total_homeruns": 0,
"total_ibb": 0,
"total_inside_strike_zone": 2,
"total_k": 0,
"total_line_drives": 0,
"total_medium_hits": 0,
"total_outs": 0,
"total_outside_strike_zone": 2,
"total_pa": 0,
"total_pitches": 4,
"total_popups": 0,
"total_sac_fly": 0,
"total_sac_hit": 0,
"total_singles": 0,
"total_soft_hits": 0,
"total_swinging_strikes": 0,
"total_swings": 0,
"total_swings_inside_zone": 0,
"total_swings_made_contact": 0,
"total_swings_outside_zone": 0,
"total_triples": 0,
"whiff_rate": 0.0,
"z_contact_rate": 0.0,
"z_swing_rate": 0.0,
"zone_rate": 0.5,
}
pfx_metrics_career_FF_dict = {
"avg": 0.0,
"avg_break_angle": 8.4,
"avg_break_length": 3.6,
"avg_break_y": 24.0,
"avg_extension": 6.613,
"avg_hit_distance": 328.0,
"avg_launch_angle": 27.0,
"avg_launch_speed": 85.3,
"avg_pfx_x": -1.252,
"avg_pfx_z": 8.577,
"avg_plate_time": 0.398,
"avg_px": 0.048,
"avg_pz": 3.302,
"avg_speed": 94.017,
"avg_spin_direction": 186.333,
"avg_spin_rate": 2150.0,
"barrel_rate": 0.0,
"bb_rate": 0.0,
"called_strike_rate": 0.167,
"contact_rate": 1.0,
"csw_rate": 0.167,
"fly_ball_rate": 0.0,
"ground_ball_rate": 0.0,
"hard_hit_rate": 0.0,
"hr_per_fb": 0.0,
"iso": 0.0,
"k_rate": 0.0,
"line_drive_rate": 1.0,
"medium_hit_rate": 1.0,
"mlb_id": 571882,
"o_contact_rate": 1.0,
"o_swing_rate": 0.2,
"obp": 0.0,
"ops": 0.0,
"p_throws": "R",
"percent": 0.353,
"pitch_type": PitchType.FOUR_SEAM_FASTBALL,
"pitch_type_int": 32,
"popup_rate": 0.0,
"slg": 0.0,
"soft_hit_rate": 0.0,
"swing_rate": 0.333,
"swinging_strike_rate": 0.0,
"total_at_bats": 1,
"total_balls_in_play": 1,
"total_barrels": 0,
"total_bb": 0,
"total_called_strikes": 1,
"total_contact_inside_zone": 1,
"total_contact_outside_zone": 1,
"total_doubles": 0,
"total_errors": 0,
"total_fly_balls": 0,
"total_ground_balls": 0,
"total_hard_hits": 0,
"total_hbp": 0,
"total_hits": 0,
"total_homeruns": 0,
"total_ibb": 0,
"total_inside_strike_zone": 1,
"total_k": 0,
"total_line_drives": 1,
"total_medium_hits": 1,
"total_outs": 1,
"total_outside_strike_zone": 5,
"total_pa": 1,
"total_pitches": 6,
"total_popups": 0,
"total_sac_fly": 0,
"total_sac_hit": 0,
"total_singles": 0,
"total_soft_hits": 0,
"total_swinging_strikes": 0,
"total_swings": 2,
"total_swings_inside_zone": 1,
"total_swings_made_contact": 2,
"total_swings_outside_zone": 1,
"total_triples": 0,
"whiff_rate": 0.0,
"z_contact_rate": 1.0,
"z_swing_rate": 1.0,
"zone_rate": 0.167,
}
pfx_metrics_career_CH_dict = {
"avg": 0.0,
"avg_break_angle": 22.8,
"avg_break_length": 6.4,
"avg_break_y": 24.0,
"avg_extension": 6.553,
"avg_hit_distance": 0.0,
"avg_launch_angle": 0.0,
"avg_launch_speed": 0.0,
"avg_pfx_x": -6.377,
"avg_pfx_z": 6.993,
"avg_plate_time": 0.437,
"avg_px": -0.2,
"avg_pz": 2.37,
"avg_speed": 85.833,
"avg_spin_direction": 222.0,
"avg_spin_rate": 1967.333,
"barrel_rate": 0.0,
"bb_rate": 0.0,
"called_strike_rate": 0.333,
"contact_rate": 0.5,
"csw_rate": 0.667,
"fly_ball_rate": 0.0,
"ground_ball_rate": 0.0,
"hard_hit_rate": 0.0,
"hr_per_fb": 0.0,
"iso": 0.0,
"k_rate": 1.0,
"line_drive_rate": 0.0,
"medium_hit_rate": 0.0,
"mlb_id": 571882,
"o_contact_rate": 0.0,
"o_swing_rate": 0.0,
"obp": 0.0,
"ops": 0.0,
"p_throws": "R",
"percent": 0.176,
"pitch_type": PitchType.CHANGEUP,
"pitch_type_int": 1,
"popup_rate": 0.0,
"slg": 0.0,
"soft_hit_rate": 0.0,
"swing_rate": 0.667,
"swinging_strike_rate": 0.333,
"total_at_bats": 1,
"total_balls_in_play": 0,
"total_barrels": 0,
"total_bb": 0,
"total_called_strikes": 1,
"total_contact_inside_zone": 1,
"total_contact_outside_zone": 0,
"total_doubles": 0,
"total_errors": 0,
"total_fly_balls": 0,
"total_ground_balls": 0,
"total_hard_hits": 0,
"total_hbp": 0,
"total_hits": 0,
"total_homeruns": 0,
"total_ibb": 0,
"total_inside_strike_zone": 3,
"total_k": 1,
"total_line_drives": 0,
"total_medium_hits": 0,
"total_outs": 1,
"total_outside_strike_zone": 0,
"total_pa": 1,
"total_pitches": 3,
"total_popups": 0,
"total_sac_fly": 0,
"total_sac_hit": 0,
"total_singles": 0,
"total_soft_hits": 0,
"total_swinging_strikes": 1,
"total_swings": 2,
"total_swings_inside_zone": 2,
"total_swings_made_contact": 1,
"total_swings_outside_zone": 0,
"total_triples": 0,
"whiff_rate": 0.5,
"z_contact_rate": 0.5,
"z_swing_rate": 0.667,
"zone_rate": 1.0,
}
pfx_metrics_career_SL_dict = {
"avg": 0.0,
"avg_break_angle": 6.0,
"avg_break_length": 9.6,
"avg_break_y": 24.0,
"avg_extension": 6.075,
"avg_hit_distance": 0.0,
"avg_launch_angle": 0.0,
"avg_launch_speed": 0.0,
"avg_pfx_x": 2.285,
"avg_pfx_z": -1.922,
"avg_plate_time": 0.45,
"avg_px": 0.407,
"avg_pz": 1.35,
"avg_speed": 83.725,
"avg_spin_direction": 48.0,
"avg_spin_rate": 2281.0,
"barrel_rate": 0.0,
"bb_rate": 0.0,
"called_strike_rate": 0.25,
"contact_rate": 0.5,
"csw_rate": 0.5,
"fly_ball_rate": 0.0,
"ground_ball_rate": 0.0,
"hard_hit_rate": 0.0,
"hr_per_fb": 0.0,
"iso": 0.0,
"k_rate": 1.0,
"line_drive_rate": 0.0,
"medium_hit_rate": 0.0,
"mlb_id": 571882,
"o_contact_rate": 0.5,
"o_swing_rate": 0.667,
"obp": 0.0,
"ops": 0.0,
"p_throws": "R",
"percent": 0.235,
"pitch_type": PitchType.SLIDER,
"pitch_type_int": 32768,
"popup_rate": 0.0,
"slg": 0.0,
"soft_hit_rate": 0.0,
"swing_rate": 0.5,
"swinging_strike_rate": 0.25,
"total_at_bats": 1,
"total_balls_in_play": 0,
"total_barrels": 0,
"total_bb": 0,
"total_called_strikes": 1,
"total_contact_inside_zone": 0,
"total_contact_outside_zone": 1,
"total_doubles": 0,
"total_errors": 0,
"total_fly_balls": 0,
"total_ground_balls": 0,
"total_hard_hits": 0,
"total_hbp": 0,
"total_hits": 0,
"total_homeruns": 0,
"total_ibb": 0,
"total_inside_strike_zone": 1,
"total_k": 1,
"total_line_drives": 0,
"total_medium_hits": 0,
"total_outs": 1,
"total_outside_strike_zone": 3,
"total_pa": 1,
"total_pitches": 4,
"total_popups": 0,
"total_sac_fly": 0,
"total_sac_hit": 0,
"total_singles": 0,
"total_soft_hits": 0,
"total_swinging_strikes": 1,
"total_swings": 2,
"total_swings_inside_zone": 0,
"total_swings_made_contact": 1,
"total_swings_outside_zone": 2,
"total_triples": 0,
"whiff_rate": 0.5,
"z_contact_rate": 0.0,
"z_swing_rate": 0.0,
"zone_rate": 0.25,
}
pfx_metrics_career_by_pitchtype = [
pfx_metrics_career_CU_dict,
pfx_metrics_career_FF_dict,
pfx_metrics_career_CH_dict,
pfx_metrics_career_SL_dict,
]
pfx_metrics_career_ALL = PitchFxMetricsCollection.from_query_results(
pfx_metrics_career_ALL_dict, pfx_metrics_career_by_pitchtype)
assert isinstance(pfx_metrics_career_ALL, PitchFxMetricsCollection)
player_data = PlayerData(vig_app, 571882)
assert player_data.pfx_pitching_metrics_vs_all_for_career
assert player_data.percentiles_for_pitch_types_for_career
assert player_data.pfx_pitching_metrics_vs_rhb_for_career
assert player_data.percentiles_for_pitch_types_vs_rhb_for_career
assert player_data.pfx_pitching_metrics_vs_lhb_for_career
assert player_data.percentiles_for_pitch_types_vs_lhb_for_career
assert player_data.pfx_pitching_metrics_vs_all_by_year
assert player_data.percentiles_for_pitch_types_by_year
assert player_data.pfx_pitching_metrics_vs_rhb_by_year
assert player_data.percentiles_for_pitch_types_vs_rhb_by_year
assert player_data.pfx_pitching_metrics_vs_lhb_by_year
assert player_data.percentiles_for_pitch_types_vs_lhb_by_year
assert player_data.get_pfx_pitching_metrics_vs_all_for_season(2019)
assert player_data.get_pfx_pitching_metrics_vs_rhb_for_season(2019)
assert player_data.get_pfx_pitching_metrics_vs_lhb_for_season(2019)
assert player_data.get_pfx_pitching_metrics_vs_all_for_game(BBREF_GAME_ID)
assert player_data.get_pfx_pitching_metrics_vs_rhb_for_game(BBREF_GAME_ID)
assert player_data.get_pfx_pitching_metrics_vs_lhb_for_game(BBREF_GAME_ID)
assert player_data.get_all_pfx_career_data()
assert player_data.get_all_pfx_yearly_data()
player_data = PlayerData(vig_app, 600303)
assert player_data.pfx_batting_metrics_vs_all_for_career
assert player_data.pfx_batting_metrics_vs_rhp_for_career
assert player_data.pfx_batting_metrics_vs_lhp_for_career
assert player_data.pfx_batting_metrics_vs_rhp_as_lhb_for_career
assert player_data.pfx_batting_metrics_vs_lhp_as_lhb_for_career
assert player_data.pfx_batting_metrics_by_year
assert player_data.get_pfx_batting_metrics_vs_all_for_game(BBREF_GAME_ID)
assert player_data.get_pfx_batting_metrics_vs_rhp_for_game(BBREF_GAME_ID)
assert player_data.get_pfx_batting_metrics_vs_lhp_for_game(BBREF_GAME_ID)
assert player_data.get_pfx_batting_metrics_vs_rhp_as_lhb_for_game(
BBREF_GAME_ID)
assert player_data.get_pfx_batting_metrics_vs_lhp_as_lhb_for_game(
BBREF_GAME_ID)
assert player_data.get_all_pfx_batting_career_data()
assert player_data.get_all_pfx_batting_yearly_data()
player_data = PlayerData(vig_app, 545361)
assert player_data.pfx_batting_metrics_vs_rhp_as_rhb_for_career
assert player_data.pfx_batting_metrics_vs_lhp_as_rhb_for_career
assert player_data.get_pfx_batting_metrics_vs_rhp_as_rhb_for_game(
BBREF_GAME_ID)
assert player_data.get_pfx_batting_metrics_vs_lhp_as_rhb_for_game(
BBREF_GAME_ID)
def _get_pitch_types_sorted(metrics_by_pitch_type):
unsorted = list(metrics_by_pitch_type.values())
return [
str(PitchType(m["pitch_type_int"]))
for m in sorted(unsorted, key=lambda x: x["percent"], reverse=True)
]
def as_dict(self):
"""Convert pitch log to a dictionary."""
return {
"__brooks_pitchfx_data__": True,
"pitcher_name": self.pitcher_name,
"pitch_app_id": self.pitch_app_id,
"pitcher_id": self.pitcher_id,
"batter_id": self.batter_id,
"pitcher_team_id_bb": self.pitcher_team_id_bb,
"opponent_team_id_bb": self.opponent_team_id_bb,
"bb_game_id": self.bb_game_id,
"bbref_game_id": self.bbref_game_id,
"park_sv_id": self.park_sv_id,
"play_guid": self.play_guid,
"ab_total": self.ab_total,
"ab_count": self.ab_count,
"ab_id": self.ab_id,
"des": self.des,
"type": self.type,
"id": self.id,
"sz_top": self.sz_top,
"sz_bot": self.sz_bot,
"mlbam_pitch_name": self.mlbam_pitch_name,
"zone_location": self.zone_location,
"stand": self.stand,
"strikes": self.strikes,
"balls": self.balls,
"p_throws": self.p_throws,
"pdes": self.pdes,
"inning": self.inning,
"pfx_x": self.pfx_x,
"pfx_z": self.pfx_z,
"x0": self.x0,
"y0": self.y0,
"z0": self.z0,
"vx0": self.vx0,
"vy0": self.vy0,
"vz0": self.vz0,
"ax": self.ax,
"ay": self.ay,
"az": self.az,
"start_speed": self.start_speed,
"px": self.px,
"pz": self.pz,
"plate_time": self.plate_time,
"extension": self.extension,
"break_angle": self.break_angle,
"break_length": self.break_length,
"break_y": self.break_y,
"spin_rate": self.spin_rate,
"spin_direction": self.spin_direction,
"launch_speed": self.launch_speed,
"launch_angle": self.launch_angle,
"total_distance": self.total_distance,
"trajectory": self.trajectory,
"hardness": self.hardness,
"location": self.location,
"coord_x": self.coord_x,
"coord_y": self.coord_y,
"game_start_time_str": self.game_start_time_str,
"time_pitch_thrown_str": self.get_time_pitch_thrown_str(),
"has_zone_location": self.has_zone_location,
"batter_did_swing": self.batter_did_swing,
"batter_made_contact": self.batter_made_contact,
"called_strike": self.called_strike,
"swinging_strike": self.swinging_strike,
"inside_strike_zone": self.inside_strike_zone,
"outside_strike_zone": self.outside_strike_zone,
"swing_inside_zone": self.swing_inside_zone,
"swing_outside_zone": self.swing_outside_zone,
"contact_inside_zone": self.contact_inside_zone,
"contact_outside_zone": self.contact_outside_zone,
"is_in_play": self.is_in_play,
"is_ground_ball": self.is_ground_ball,
"is_fly_ball": self.is_fly_ball,
"is_line_drive": self.is_line_drive,
"is_popup": self.is_popup,
"is_hard_hit": self.is_hard_hit,
"is_medium_hit": self.is_medium_hit,
"is_soft_hit": self.is_soft_hit,
"is_barreled": self.is_barreled,
"is_final_pitch_of_ab": self.is_final_pitch_of_ab,
"ab_result_out": self.is_final_pitch_of_ab,
"ab_result_hit": self.is_final_pitch_of_ab,
"ab_result_single": self.is_final_pitch_of_ab,
"ab_result_double": self.is_final_pitch_of_ab,
"ab_result_triple": self.is_final_pitch_of_ab,
"ab_result_homerun": self.is_final_pitch_of_ab,
"ab_result_bb": self.is_final_pitch_of_ab,
"ab_result_ibb": self.is_final_pitch_of_ab,
"ab_result_k": self.is_final_pitch_of_ab,
"ab_result_hbp": self.is_final_pitch_of_ab,
"ab_result_error": self.ab_result_error,
"ab_result_sac_hit": self.is_final_pitch_of_ab,
"ab_result_sac_fly": self.is_final_pitch_of_ab,
"ab_result_unclear": self.ab_result_unclear,
"pbp_play_result": self.pbp_play_result,
"pbp_runs_outs_result": self.pbp_runs_outs_result,
"pitch_type_int":
int(PitchType.from_abbrev(self.mlbam_pitch_name)),
"is_patched": self.is_patched,
"is_invalid_ibb": self.is_invalid_ibb,
"is_out_of_sequence": self.is_out_of_sequence,
}
def pitch_type(self) -> PitchType:
return PitchType(self.pitch_type_int)