Adding win and if the team is home to the database, calculations for win and lose streak, and returning the training data. Fixing sunrise sunset times

Pipfile

@@ -8,6 +8,7 @@ ephem = "*"
 matplotlib = "*"
 numpy = "*"
 requests = "*"
+suntime = "*"
 timezonefinder = "*"
 
 [dev-packages]

Pipfile.lock

@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "0763149251463ba577d24ee5a2399615cd74ddb51f0d7d75bbd777d9b499164f"
+            "sha256": "7ad75fcb917b3a288fd1156f75a1f0ece49414a473d45695e594becbd9eb1057"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -383,67 +383,67 @@
         },
         "fonttools": {
             "hashes": [
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-                "sha256:e1ca10da138c300f768bb68e40e5b20b6ecfbd95f91aac4cc15010b6b9d65455",
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-                "sha256:e3680884189e2b7c3549f6d304376e64711fd15118e4b1ae81940cb6b1eaa267",
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-                "sha256:e54437651e1440ee53a95e6ceb6ee440b67a3d348c76f45f4f48de1a5ecab019",
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-                "sha256:e90a89e52deb56b928e761bb5b5f65f13f669bfd96ed5962975debea09776a23",
+                "sha256:e937790f3c2c18a1cbc7da101550a84319eb48023a715914477d2e7faeaba570",
-                "sha256:e9ad4ce044e3236f0814c906ccce8647046cc557539661e35211faadf76f283b",
+                "sha256:f1f1bbc23ba1312bd8959896f46f667753b90216852d2a8cfa2d07e0cb234144",
-                "sha256:ea03f1da0d722fe3c2278a05957e6550175571a4894fbf9d178ceef4a3783d2b",
+                "sha256:f33839aa091f7eef4e9078f5b7ab1b8ea4b1d8a50aeaef9fdb3611bba80869ec",
-                "sha256:efbec204fa9f877641747f2d9612b2b656071390d7a7ef07a9dbf0ecf9c7195c",
+                "sha256:fa9ecaf2dcef8941fb5719e16322345d730f4c40599bbf47c9753de40eb03882",
-                "sha256:fb13823a74b3a9204a8ed76d3d6d5ec12e64cc5bc44914eb9ff1cdac04facd43"
+                "sha256:fc21c4a05226fd39715f66c1c28214862474db50df9f08fd1aa2f96698887bc3"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==4.59.1"
+            "version": "==4.59.2"
         },
         "h3": {
             "hashes": [
@@ -898,7 +898,7 @@
                 "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3",
                 "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==2.9.0.post0"
         },
         "requests": {
@@ -915,9 +915,17 @@
                 "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274",
                 "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"
             ],
-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2'",
+            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3'",
             "version": "==1.17.0"
         },
+        "suntime": {
+            "hashes": [
+                "sha256:33ac6ec2a3e14758cc690f7573f689d19c3131a6c9753f1bb54460bd70372ca4",
+                "sha256:4834f7907ad13dbb369904cb5f4376edc0b06c6e8a1cfc0aac1268f64d0ecdcf"
+            ],
+            "index": "pypi",
+            "version": "==1.3.2"
+        },
         "timezonefinder": {
             "hashes": [
                 "sha256:00a1b2e681c182ed492280ab0da6343b5a064ad6a1f8ad5a69f94465ccb74ec6",

data/build_weather.py

@@ -1,21 +1,20 @@
 import ephem
-import requests
 import datetime
+import requests
+
+from suntime import Sun, SunTimeException
+from datetime import datetime
+from dateutil import tz
 from timezonefinder import TimezoneFinder
 
 def get_sun_and_moon_phase(lat, long, date_str):
+    curr_date = datetime.strptime(date_str, "%Y%m%d")
     date_str = f"{date_str[:4]}/{date_str[4:6]}/{date_str[6:8]}"
 
-    observer = ephem.Observer()
+    my_tz = get_timezone(lat, long)
-    observer.lat = str(lat)
+    sun = Sun(lat, long)
-    observer.lon = str(long)
+    sunrise_time = sun.get_sunrise_time(curr_date, tz.gettz(my_tz)).strftime("%H:%M:%S")
-    observer.date = date_str
+    sunset_time = sun.get_sunset_time(curr_date, tz.gettz(my_tz)).strftime("%H:%M:%S")
-
-    sun = ephem.Sun()
-    sun.compute(observer)
-
-    sunrise_time = int(observer.next_rising(sun).datetime().strftime('%Y%m%d'))
-    sunset_time = int(observer.next_setting(sun).datetime().strftime('%Y%m%d'))
 
     date = ephem.Date(date_str)
     moon = ephem.Moon()

data/get_data.py

@@ -211,7 +211,7 @@ def pull_training_data(database: Database, game_date: str, game_number: int, par
                 - starting_9_position
 
         - Output
-            - 0 home team wins, 1 visiting team wins
+            - 1 home team wins, 0 visiting team wins
     """
 
     select_upcoming_game = """
@@ -257,6 +257,7 @@ def pull_training_data(database: Database, game_date: str, game_number: int, par
 
     select_teams = """
         SELECT
+            win, team, home,
             game_num, manager_id, starting_pitcher_id,
             starting_1_id, starting_1_position,
             starting_2_id, starting_2_position,
@@ -267,76 +268,138 @@ def pull_training_data(database: Database, game_date: str, game_number: int, par
             starting_7_id, starting_7_position,
             starting_8_id, starting_8_position,
             starting_9_id, starting_9_position
+        FROM
+            team_game
         WHERE
             game = ?
     """
 
     curr_team_game = database.selectall(select_teams, [curr_game[0]])
 
-    if curr_game.len() != 2:
+    if len(curr_team_game) != 2:
-        print(f"Got the wrong number of games {curr_game.len()}")
+        print(f"Got the wrong number of games {len(curr_team_game)}")
         return None
 
+    training_result = (curr_team_game[0][0] == 1 and curr_team_game[0][2] == 1)
+
     select_previous_games = """
         SELECT
-            - win_streak
+                games.id,
-                - loss_streak
+
-                - game_date
+                games.game_date, games.game_number,
-                - day_of_weeki
+                games.day_of_week, games.day_night,
-                - length_in_outs
+                games.length_in_outs, games.completion_info,
-                - day_night
+                games.forfeit, games.protest,
-                - completion_info
+                games.attendence, games.length_in_minutes,
-                - forfeit
+               
-                - protest
+                games.home_plate_ump_id,
-                - park_id
+                games.b1_ump_id, games.b2_ump_id, games.b3_ump_id,
-                - attendence
+                games.lf_ump_id, games.rf_ump_id,
-                - length_in_minutes
+
-                - hits
+                team_game.game_num, team_game.score, 
-                - doubles
+                team_game.line_score, team_game.win,
-                - triples
+                team_game.hits, team_game.doubles, team_game.triples,
-                - homeruns
+                team_game.homeruns, team_game.rbis,
-                - rbis
+                team_game.sacrifice_hits, team_game.sacrifice_flies,
-                - sacrifice_hits
+                team_game.hit_by_pitch, team_game.walks, team_game.intentional_walks,
-                - sacrifice_flies
+                team_game.strikeouts, team_game.stolen_bases,
-                - hit_by_pitch
+                team_game.caught_stealing, team_game.grounded_double,
-                - walks
+                team_game.interference, team_game.left_on_base,
-                - intentional_walks
+                team_game.pitchers_used,
-                - strikeouts
+                team_game.individual_earned_runs, team_game.earned_runs,
-                - stolen_bases
+                team_game.wild_pitches, team_game.balks,
-                - caught_stealing
+                team_game.putouts, team_game.assists,
-                - grounded_double
+                team_game.errors, team_game.passed,
-                - interference
+                team_game.double_play, team_game.triple_play,
-                - left_on_base
+                team_game.manager_id, team_game.starting_pitcher_id,
-                - pitchers_used
+                team_game.starting_1_id, team_game.starting_1_position,
-                - individual_earned_runs
+                team_game.starting_2_id, team_game.starting_2_position,
-                - earned_runs
+                team_game.starting_3_id, team_game.starting_3_position, 
-                - wild_pitches
+                team_game.starting_4_id, team_game.starting_4_position,
-                - balks
+                team_game.starting_5_id, team_game.starting_5_position,
-                - putouts
+                team_game.starting_6_id, team_game.starting_6_position,
-                - assists
+                team_game.starting_7_id, team_game.starting_7_position,
-                - errors
+                team_game.starting_8_id, team_game.starting_8_position,
-                - passed
+                team_game.starting_9_id, team_game.starting_9_position,
-                - double_play
+                
-                - triple_play
+                parks.park_id,
-                - game_num
+
-                - manager_id
+                weather.temperature, weather.humidity, weather.dew_point, 
-                - starting_pitcher_id
+                weather.apparent_temperature, weather.air_pressure,
-                - starting_1_id
+                weather.precipitation, weather.rain, weather.snowfall,
-                - starting_1_position
+                weather.cloud_cover, 
-                - starting_2_id
+                weather.wind_speed, weather.wind_direction, weather.wind_gusts,
-                - starting_2_position
+                weather.sun_rise, weather.sun_set, weather.moon_phase
-                - starting_3_id
+
-                - starting_3_position
+            FROM
-                - starting_4_id
+                games
-                - starting_4_position
+
-                - starting_5_id
+            LEFT JOIN parks ON parks.park_id = games.park_id
-                - starting_5_position
+            LEFT JOIN team_game ON team_game.game = games.id
-                - starting_6_id
+            LEFT JOIN weather ON weather.game_id = games.id
-                - starting_6_position
+
-                - starting_7_id
+            WHERE
-                - starting_7_position
+                games.game_date > ? AND 
-                - starting_8_id
+                games.game_date < ? AND 
-                - starting_8_position
+                team_game.team = ?
-                - starting_9_id
+
-                - starting_9_position
+            ORDER BY team_game.game_num ASC
     """
+
+    first_of_the_year = f"{game_date[:4]}0101"
+    select_previous_games_data_0 = [first_of_the_year, game_date, curr_team_game[0][1]]
+    select_previous_games_data_1 = [first_of_the_year, game_date, curr_team_game[1][1]]
+
+    training_data = [*curr_game[1:]]
+
+    training_data = [*training_data, *curr_team_game[0][1:]]
+    prev_games = database.selectall(select_previous_games, select_previous_games_data_0)
+    prev_game_data = [0] * 61
+    if prev_games is not None:
+        prev_win_streak = 0
+        index = len(prev_games) - 1
+        while index > 0 and prev_games[index][20] == 1:
+            prev_win_streak += 1
+            index -= 1
+
+        prev_loss_streak = 0
+        index = len(prev_games) - 1
+        while index > 0 and prev_games[index][20] == 0:
+            prev_loss_streak += 1
+            index -= 1
+
+        index = len(prev_games) - 1
+        prev_game_data = [
+            prev_win_streak,
+            prev_loss_streak,
+            *prev_games[index][1:]
+        ]
+    training_data = [*training_data, *prev_game_data]
+
+    training_data = [*training_data, *curr_team_game[1][1:]]
+    prev_games = database.selectall(select_previous_games, select_previous_games_data_1)
+    prev_game_data = [0] * 61
+    if prev_games is not None:
+        prev_win_streak = 0
+        index = len(prev_games) - 1
+        while index > 0 and prev_games[index][20] == 1:
+            prev_win_streak += 1
+            index -= 1
+
+        prev_loss_streak = 0
+        index = len(prev_games) - 1
+        while index > 0 and prev_games[index][20] == 0:
+            prev_loss_streak += 1
+            index -= 1
+
+        index = len(prev_games) - 1
+        prev_game_data = [
+            prev_win_streak,
+            prev_loss_streak,
+            *prev_games[index][1:]
+        ]
+    training_data = [*training_data, *prev_game_data]
+
+    print(f"{training_result}\n{training_data}")
+
+    return (training_result, training_data)

data/sql/build_db.sql

@@ -2,7 +2,7 @@ CREATE TABLE IF NOT EXISTS parks (
     park_id CHAR(5) NOT NULL,
     park_name VARCHAR,
     lf_fence_distance SMALLINT UNSIGNED,
-    lf_fence_height, SMALLINT UNSIGNED,
+    lf_fence_height SMALLINT UNSIGNED,
     ct_fence_distance SMALLINT UNSIGNED,
     ct_fence_height SMALLINT UNSIGNED,
     rf_fence_distance SMALLINT UNSIGNED,
@@ -59,6 +59,8 @@ CREATE TABLE IF NOT EXISTS team_game (
     game_num TINYINT UNSIGNED,
     score TINYINT UNSIGNED,
     line_score CHAR(9),
+    win BIT,
+    home BIT,
 
     at_bats TINYINT UNSIGNED,
     hits TINYINT UNSIGNED,

data/stats_importer.py

@@ -107,7 +107,7 @@ class Importer:
         INSERT INTO team_game
             (
                 game, team, game_num,
-                score, line_score, at_bats,
+                score, line_score, win, home, at_bats,
                 hits, doubles, triples,
                 homeruns, rbis, sacrifice_hits,
                 sacrifice_flies, hit_by_pitch, walks,
@@ -132,7 +132,7 @@ class Importer:
             VALUES
             (
                 ?, ?, ?,
-                ?, ?, ?,
+                ?, ?, ?, ?, ?,
                 ?, ?, ?,
                 ?, ?, ?,
                 ?, ?, ?,
@@ -205,9 +205,10 @@ class Importer:
 
         game_id = self.database.insert(insert_game, game_data)
 
+        visiting_win_loss = int(game_stats["visiting-score"]) > int(game_stats["home-score"])
         visiting_team_data = [
             game_id, game_stats["visiting-team"], game_stats["visiting-game-num"],
-            game_stats["visiting-score"], game_stats["visiting-line-scores"], game_stats["visiting-at-bats"],
+            game_stats["visiting-score"], game_stats["visiting-line-scores"], visiting_win_loss, 0, game_stats["visiting-at-bats"],
             game_stats["visiting-hits"], game_stats["visiting-doubles"], game_stats["visiting-triples"],
             game_stats["visiting-homeruns"], game_stats["visiting-rbi"], game_stats["visiting-sacrifice-hits"],
             game_stats["visiting-sacrifice-flies"], game_stats["visiting-hit-by-pitch"], game_stats["visiting-walks"],
@@ -230,9 +231,10 @@ class Importer:
             game_stats["visiting-starting-9-position"]
         ]
 
+        home_win_loss = int(game_stats["home-score"]) > int(game_stats["visiting-score"])
         home_team_data = [
             game_id, game_stats["home-team"], game_stats["home-game-num"],
-            game_stats["home-score"], game_stats["home-line-scores"], game_stats["home-at-bats"],
+            game_stats["home-score"], game_stats["home-line-scores"], home_win_loss, 1, game_stats["home-at-bats"],
             game_stats["home-hits"], game_stats["home-doubles"], game_stats["home-triples"],
             game_stats["home-homeruns"], game_stats["home-rbi"], game_stats["home-sacrifice-hits"],
             game_stats["home-sacrifice-flies"], game_stats["home-hit-by-pitch"], game_stats["home-walks"],

main.py

@@ -17,10 +17,12 @@ inputs = np.array([[0, 0, 1, 0],
 outputs = np.array([[0], [0], [0], [1], [1], [1]])
 
 if __name__ == '__main__':
-    db_file = "./database/baseball.db"
+    #db_file = "./database/baseball.db"
-    db_conn = Database(db_file)
+    #db_conn = Database(db_file)
 
-    pull_training_data(db_conn, "20240602", 0, "BAL12")
+    #pull_training_data(db_conn, "20240602", 0, "BAL12")
+
+    print(get_sun_and_moon_phase(39.283889, -76.621667, "20240602"))
 
     """
     build_db_path = "./data/sql/build_db.sql"