diff --git a/src/extract.py b/src/extract.py
index 056f121..97416fc 100644
--- a/src/extract.py
+++ b/src/extract.py
@@ -1,9 +1,5 @@
 import psycopg2 as pg
 from os import environ as env
-from typing import TypeVar
-
-T = TypeVar("T")
-U = TypeVar("U")
 
 
 def connect():
@@ -15,174 +11,3 @@ def connect():
         port=env.get("POSTGRES_PORT"),
     )
 
-
-def extract_cols(data: dict, cols: list[str]) -> dict: return {key: data.get(key) for key in cols}
-
-
-def score_to_text(score: list[int]) -> str:
-    return "-".join(map(str, score))
-
-
-# maybe could get columns form db
-def cols_from_player_stats(player_stats: dict) -> dict:
-    cols = [
-        "id",
-        "gameId",
-        "gameFinishedAt",
-        "steam64Id",
-        "name",
-        "preaim",
-        "reactionTime",
-        "accuracy",
-        "accuracyEnemySpotted",
-        "accuracyHead",
-        "shotsFiredEnemySpotted",
-        "shotsFired",
-        "shotsHitEnemySpotted",
-        "shotsHitFriend",
-        "shotsHitFriendHead",
-        "shotsHitFoe",
-        "shotsHitFoeHead",
-        "utilityOnDeathAvg",
-        "heFoesDamageAvg",
-        "heFriendsDamageAvg",
-        "heThrown",
-        "molotovThrown",
-        "smokeThrown",
-        "smokeThrownCT",
-        "smokeThrownCTGood",
-        "smokeThrownCTGoodRatio",
-        "smokeThrownCTFoes",
-        "counterStrafingShotsAll",
-        "counterStrafingShotsBad",
-        "counterStrafingShotsGood",
-        "counterStrafingShotsGoodRatio",
-        "flashbangHitFoe",
-        "flashbangLeadingToKill",
-        "flashbangHitFoeAvgDuration",
-        "flashbangHitFriend",
-        "flashbangThrown",
-        "flashAssist",
-        "score",
-        "initialTeamNumber",
-        "mvps",
-        "ctRoundsWon",
-        "ctRoundsLost",
-        "tRoundsWon",
-        "tRoundsLost",
-        "sprayAccuracy",
-        "molotovFoesDamageAvg",
-        "molotovFriendsDamageAvg",
-        "color",
-        "totalKills",
-        "totalDeaths",
-        "kdRatio",
-        "multi2k",
-        "multi3k",
-        "multi4k",
-        "multi5k",
-        "hltvRating",
-        "hsp",
-        "roundsSurvived",
-        "roundsSurvivedPercentage",
-        "dpr",
-        "totalAssists",
-        "totalDamage",
-        "tradeKillOpportunities",
-        "tradeKillAttempts",
-        "tradeKillsSucceeded",
-        "tradeKillAttemptsPercentage",
-        "tradeKillsSuccessPercentage",
-        "tradeKillOpportunitiesPerRound",
-        "tradedDeathOpportunities",
-        "tradedDeathAttempts",
-        "tradedDeathAttemptsPercentage",
-        "tradedDeathsSucceeded",
-        "tradedDeathsSuccessPercentage",
-        "tradedDeathsOpportunitiesPerRound",
-        "leetifyRating",
-        "personalPerformanceRating",
-        "ctLeetifyRating",
-        "tLeetifyRating",
-        "leetifyUserId",
-        "isCollector",
-        "isProPlan",
-        "isLeetifyStaff",
-    ]
-
-    return extract_cols(player_stats, cols)
-
-
-def cols_from_profile_game(game: dict) -> dict:
-    cols = [
-        "ctLeetifyRating",
-        "ctLeetifyRatingRounds",
-        "dataSource",
-        "elo",
-        "gameFinishedAt",
-        "gameId",
-        "isCs2",
-        "mapName",
-        "matchResult",
-        "scores",
-        "skillLevel",
-        "tLeetifyRating",
-        "tLeetifyRatingRounds",
-        "deaths",
-        "hasBannedPlayer",
-        "kills",
-        "partySize",
-    ]
-    return extract_cols(game, cols)
-
-
-def meta_from_profile(profile: dict) -> dict:
-    meta = profile.get("meta")
-    if not meta:
-        raise Exception("Could not get profile metadata", profile)
-
-    cols = [
-        "name",
-        "steam64Id",
-        "isCollector",
-        "isLeetifyStaff",
-        "isProPlan",
-        "leetifyUserId",
-        "faceitNickname",
-    ]
-
-    return extract_cols(meta, cols)
-
-
-def insert_value(data: dict[T, U], key: T, value: U) -> dict[T, U]:
-    data[key] = value
-    return data
-
-
-def convert_game_scores(game: dict) -> dict:
-    score = game.get("scores")
-    if not score:
-        raise Exception("Could not get score from prfile game", game)
-
-    score = score_to_text(score)
-    game["scores"] = score
-    return game
-
-
-def games_from_profile(profile: dict) -> list:
-    games = profile.get("games")
-    if not games and not type(games) == list:
-        raise Exception("Could not get games from profile", profile)
-
-    meta = profile.get("meta")
-    if not meta:
-        raise Exception("Could not get profile metadata", profile)
-
-    id = meta.get("leetifyUserId")
-    if not id:
-        raise Exception("Could not get id from profile metadata", meta, profile)
-
-    games = map(cols_from_profile_game, games)
-    games = map(lambda game: insert_value(game, "leetifyUserId", id), games)
-    games = map(convert_game_scores, games)
-    return list(games)
diff --git a/src/transform.py b/src/transform.py
new file mode 100644
index 0000000..d8d3a66
--- /dev/null
+++ b/src/transform.py
@@ -0,0 +1,188 @@
+from typing import TypeVar
+
+T = TypeVar("T")
+U = TypeVar("U")
+
+
+def extract_cols(data: dict, cols: list[str]) -> dict:
+    return {key: data.get(key) for key in cols}
+
+
+def score_to_text(score: list[int]) -> str:
+    return "-".join(map(str, score))
+
+
+# maybe could get columns form db
+def cols_from_player_stats(player_stats: dict) -> dict:
+    cols = [
+        "id",
+        "gameId",
+        "gameFinishedAt",
+        "steam64Id",
+        "name",
+        "preaim",
+        "reactionTime",
+        "accuracy",
+        "accuracyEnemySpotted",
+        "accuracyHead",
+        "shotsFiredEnemySpotted",
+        "shotsFired",
+        "shotsHitEnemySpotted",
+        "shotsHitFriend",
+        "shotsHitFriendHead",
+        "shotsHitFoe",
+        "shotsHitFoeHead",
+        "utilityOnDeathAvg",
+        "heFoesDamageAvg",
+        "heFriendsDamageAvg",
+        "heThrown",
+        "molotovThrown",
+        "smokeThrown",
+        "smokeThrownCT",
+        "smokeThrownCTGood",
+        "smokeThrownCTGoodRatio",
+        "smokeThrownCTFoes",
+        "counterStrafingShotsAll",
+        "counterStrafingShotsBad",
+        "counterStrafingShotsGood",
+        "counterStrafingShotsGoodRatio",
+        "flashbangHitFoe",
+        "flashbangLeadingToKill",
+        "flashbangHitFoeAvgDuration",
+        "flashbangHitFriend",
+        "flashbangThrown",
+        "flashAssist",
+        "score",
+        "initialTeamNumber",
+        "mvps",
+        "ctRoundsWon",
+        "ctRoundsLost",
+        "tRoundsWon",
+        "tRoundsLost",
+        "sprayAccuracy",
+        "molotovFoesDamageAvg",
+        "molotovFriendsDamageAvg",
+        "color",
+        "totalKills",
+        "totalDeaths",
+        "kdRatio",
+        "multi2k",
+        "multi3k",
+        "multi4k",
+        "multi5k",
+        "hltvRating",
+        "hsp",
+        "roundsSurvived",
+        "roundsSurvivedPercentage",
+        "dpr",
+        "totalAssists",
+        "totalDamage",
+        "tradeKillOpportunities",
+        "tradeKillAttempts",
+        "tradeKillsSucceeded",
+        "tradeKillAttemptsPercentage",
+        "tradeKillsSuccessPercentage",
+        "tradeKillOpportunitiesPerRound",
+        "tradedDeathOpportunities",
+        "tradedDeathAttempts",
+        "tradedDeathAttemptsPercentage",
+        "tradedDeathsSucceeded",
+        "tradedDeathsSuccessPercentage",
+        "tradedDeathsOpportunitiesPerRound",
+        "leetifyRating",
+        "personalPerformanceRating",
+        "ctLeetifyRating",
+        "tLeetifyRating",
+        "leetifyUserId",
+        "isCollector",
+        "isProPlan",
+        "isLeetifyStaff",
+    ]
+
+    return extract_cols(player_stats, cols)
+
+
+def cols_from_profile_game(game: dict) -> dict:
+    cols = [
+        "ctLeetifyRating",
+        "ctLeetifyRatingRounds",
+        "dataSource",
+        "elo",
+        "gameFinishedAt",
+        "gameId",
+        "isCs2",
+        "mapName",
+        "matchResult",
+        "scores",
+        "skillLevel",
+        "tLeetifyRating",
+        "tLeetifyRatingRounds",
+        "deaths",
+        "hasBannedPlayer",
+        "kills",
+        "partySize",
+    ]
+    return extract_cols(game, cols)
+
+
+def meta_from_profile(profile: dict) -> dict:
+    meta = profile.get("meta")
+    if not meta:
+        raise Exception("Could not get profile metadata", profile)
+
+    cols = [
+        "name",
+        "steam64Id",
+        "isCollector",
+        "isLeetifyStaff",
+        "isProPlan",
+        "leetifyUserId",
+        "faceitNickname",
+    ]
+
+    return extract_cols(meta, cols)
+
+
+def insert_value(data: dict[T, U], key: T, value: U) -> dict[T, U]:
+    data[key] = value
+    return data
+
+
+def convert_game_scores(game: dict) -> dict:
+    score = game.get("scores")
+    if not score:
+        raise Exception("Could not get score from prfile game", game)
+
+    score = score_to_text(score)
+    game["scores"] = score
+    return game
+
+
+def games_from_profile(profile: dict) -> list:
+    games = profile.get("games")
+    # emtpy list is falsy but an acceptable value
+    if not games and not type(games) == list:
+        raise Exception("Could not get games from profile", profile)
+
+    meta = profile.get("meta")
+    if not meta:
+        raise Exception("Could not get profile metadata", profile)
+
+    id = meta.get("leetifyUserId")
+    if not id:
+        raise Exception("Could not get id from profile metadata", meta, profile)
+
+    games = map(cols_from_profile_game, games)
+    games = map(lambda game: insert_value(game, "leetifyUserId", id), games)
+    games = map(convert_game_scores, games)
+    return list(games)
+
+
+def player_stats_from_game(game: dict) -> list[dict]:
+    stats = game.get("playerStats")
+    if not stats:
+        raise Exception("Could not get stats from game", game)
+
+
+    stats = map(cols_from_player_stats,stats)
+    return list(stats)
diff --git a/test/test_extract.py b/test/test_transform.py
similarity index 57%
rename from test/test_extract.py
rename to test/test_transform.py
index 2a2aa8f..f88c418 100644
--- a/test/test_extract.py
+++ b/test/test_transform.py
@@ -1,7 +1,6 @@
-from src import extract as ex
+from src import transform as tr
 from pytest import fixture
 
-
 @fixture
 def profile():
     return {
@@ -545,24 +544,356 @@ def profile():
 
 
 @fixture
-def games(profile):
+def profile_games(profile):
     return profile["games"]
 
 
+@fixture
+def game():
+    return {
+        "id": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+        "dataSource": "faceit",
+        "isCs2": True,
+        "faceitMatchId": None,
+        "hltvMatchId": None,
+        "replayUrl": "https://demos-us-central1.faceit-cdn.net/cs2/1-55f0bdfc-d033-42d0-900d-9f0ec419946c-1-1.dem.gz",
+        "mapName": "de_ancient",
+        "teamScores": [10, 0],
+        "finishedAt": "2024-01-13T20:45:53.000Z",
+        "status": "ready",
+        "retries": 3,
+        "nextRetryAt": None,
+        "errorCode": None,
+        "recalculate": False,
+        "steamShareCode": None,
+        "createdAt": "2024-01-13T20:45:53.966Z",
+        "hasBannedPlayer": False,
+        "hasSkeletonStats": False,
+        "agents": [],
+        "details": {
+            "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+            "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+            "surrenderedByInitialTeamNumber": None,
+            "mpMaxrounds": 24,
+            "gameMode": None,
+            "gameType": None,
+            "tickrate": 64,
+            "ticks": 135463,
+            "serverName": "FACEIT.com register to play here",
+        },
+        "playerStats": [
+            {
+                "id": "f913fc05-40ff-4f55-b8b9-b46703317455",
+                "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+                "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+                "steam64Id": "76561198376400117",
+                "name": "TiMe_TrAvLeR",
+                "preaim": 8.5628,
+                "reactionTime": 0.75,
+                "accuracy": 0.2333,
+                "accuracyEnemySpotted": 0.4298,
+                "accuracyHead": 0.1774,
+                "shotsFiredEnemySpotted": 114,
+                "shotsFired": 270,
+                "shotsHitEnemySpotted": 49,
+                "shotsHitFriend": 0,
+                "shotsHitFriendHead": 0,
+                "shotsHitFoe": 63,
+                "shotsHitFoeHead": 0,
+                "utilityOnDeathAvg": 605.2632,
+                "heFoesDamageAvg": 14.25,
+                "heFriendsDamageAvg": 0,
+                "heThrown": 4,
+                "molotovThrown": 7,
+                "smokeThrown": 2,
+                "smokeThrownCT": 1,
+                "smokeThrownCTGood": 0,
+                "smokeThrownCTGoodRatio": 0,
+                "smokeThrownCTFoes": 0,
+                "counterStrafingShotsAll": 78,
+                "counterStrafingShotsBad": 10,
+                "counterStrafingShotsGood": 68,
+                "counterStrafingShotsGoodRatio": 0.8718,
+                "flashbangHitFoe": 0,
+                "flashbangLeadingToKill": 0,
+                "flashbangHitFoeAvgDuration": 0,
+                "flashbangHitFriend": 0,
+                "flashbangThrown": 0,
+                "flashAssist": 0,
+                "score": 39,
+                "initialTeamNumber": 3,
+                "mvps": 5,
+                "ctRoundsWon": 2,
+                "ctRoundsLost": 10,
+                "tRoundsWon": 8,
+                "tRoundsLost": 3,
+                "sprayAccuracy": 0.5405,
+                "utilityOnDeathValues": [],
+                "smokeThrownCTFoesDistances": [],
+                "heFoesDamages": [],
+                "heFriendsDamages": [],
+                "molotovFoesDamageAvg": 1.2857,
+                "molotovFriendsDamageAvg": 0,
+                "color": 0,
+                "achievements": {
+                    "0": 0,
+                    "1": 0,
+                    "2": 0,
+                    "3": 0,
+                    "personal_best_all_time": 0,
+                },
+                "totalKills": 17,
+                "totalDeaths": 19,
+                "kdRatio": 0.89,
+                "multi2k": 3,
+                "multi3k": 2,
+                "multi4k": 0,
+                "multi5k": 0,
+                "hltvRating": 0.99,
+                "hsp": 0.5882,
+                "roundsSurvived": 4,
+                "roundsSurvivedPercentage": 0.1739,
+                "dpr": 84.3,
+                "totalAssists": 5,
+                "totalDamage": 1939,
+                "tradeKillOpportunities": 2,
+                "tradeKillAttempts": 1,
+                "tradeKillsSucceeded": 0,
+                "tradeKillAttemptsPercentage": 0.5,
+                "tradeKillsSuccessPercentage": 0,
+                "tradeKillOpportunitiesPerRound": 0.087,
+                "tradedDeathOpportunities": 4,
+                "tradedDeathAttempts": 2,
+                "tradedDeathAttemptsPercentage": 0.5,
+                "tradedDeathsSucceeded": 1,
+                "tradedDeathsSuccessPercentage": 0.5,
+                "tradedDeathsOpportunitiesPerRound": 0.1739,
+                "leetifyRating": 0.009,
+                "personalPerformanceRating": 0.0199,
+                "ctLeetifyRating": -0.021,
+                "tLeetifyRating": 0.0417,
+                "leetifyUserId": "8c3a9cb5-faaf-4401-ae9a-72f5e8528651",
+                "isCollector": False,
+                "isProPlan": True,
+                "isLeetifyStaff": False,
+            },
+            {
+                "id": "6b39dfc3-3d7d-42d0-b69e-a56289b7bd41",
+                "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+                "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+                "steam64Id": "76561198801253208",
+                "name": "Huaran070314",
+                "preaim": 5.5644,
+                "reactionTime": 0.5156,
+                "accuracy": 0.1693,
+                "accuracyEnemySpotted": 0.47,
+                "accuracyHead": 0.2419,
+                "shotsFiredEnemySpotted": 100,
+                "shotsFired": 378,
+                "shotsHitEnemySpotted": 47,
+                "shotsHitFriend": 0,
+                "shotsHitFriendHead": 0,
+                "shotsHitFoe": 64,
+                "shotsHitFoeHead": 0,
+                "utilityOnDeathAvg": 166.6667,
+                "heFoesDamageAvg": 20.1111,
+                "heFriendsDamageAvg": 1.5556,
+                "heThrown": 9,
+                "molotovThrown": 6,
+                "smokeThrown": 7,
+                "smokeThrownCT": 2,
+                "smokeThrownCTGood": 1,
+                "smokeThrownCTGoodRatio": 0.5,
+                "smokeThrownCTFoes": 2,
+                "counterStrafingShotsAll": 89,
+                "counterStrafingShotsBad": 10,
+                "counterStrafingShotsGood": 79,
+                "counterStrafingShotsGoodRatio": 0.8876,
+                "flashbangHitFoe": 10,
+                "flashbangLeadingToKill": 0,
+                "flashbangHitFoeAvgDuration": 3.0426,
+                "flashbangHitFriend": 8,
+                "flashbangThrown": 16,
+                "flashAssist": 1,
+                "score": 54,
+                "initialTeamNumber": 3,
+                "mvps": 3,
+                "ctRoundsWon": 2,
+                "ctRoundsLost": 10,
+                "tRoundsWon": 8,
+                "tRoundsLost": 3,
+                "sprayAccuracy": 0.6389,
+                "utilityOnDeathValues": [],
+                "smokeThrownCTFoesDistances": [],
+                "heFoesDamages": [],
+                "heFriendsDamages": [],
+                "molotovFoesDamageAvg": 5.6667,
+                "molotovFriendsDamageAvg": 0,
+                "color": 4,
+                "achievements": {
+                    "0": 0,
+                    "1": 0,
+                    "2": 0,
+                    "3": 0,
+                    "personal_best_all_time": 0,
+                },
+                "totalKills": 22,
+                "totalDeaths": 15,
+                "kdRatio": 1.47,
+                "multi2k": 4,
+                "multi3k": 2,
+                "multi4k": 0,
+                "multi5k": 0,
+                "hltvRating": 1.34,
+                "hsp": 0.6818,
+                "roundsSurvived": 8,
+                "roundsSurvivedPercentage": 0.3478,
+                "dpr": 109,
+                "totalAssists": 4,
+                "totalDamage": 2507,
+                "tradeKillOpportunities": 7,
+                "tradeKillAttempts": 5,
+                "tradeKillsSucceeded": 3,
+                "tradeKillAttemptsPercentage": 0.7143,
+                "tradeKillsSuccessPercentage": 0.6,
+                "tradeKillOpportunitiesPerRound": 0.35,
+                "tradedDeathOpportunities": 4,
+                "tradedDeathAttempts": 4,
+                "tradedDeathAttemptsPercentage": 1,
+                "tradedDeathsSucceeded": 2,
+                "tradedDeathsSuccessPercentage": 0.5,
+                "tradedDeathsOpportunitiesPerRound": 0.2,
+                "leetifyRating": 0.068,
+                "personalPerformanceRating": 0.0586,
+                "ctLeetifyRating": -0.0229,
+                "tLeetifyRating": 0.1672,
+            },
+            {
+                "id": "67050cd7-efe3-42ad-8d8e-4f0687dd3180",
+                "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+                "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+                "steam64Id": "76561198883031817",
+                "name": "RIPMASTERR",
+                "preaim": 8.3357,
+                "reactionTime": 0.5781,
+                "accuracy": 0.2,
+                "accuracyEnemySpotted": 0.382,
+                "accuracyHead": 0.1163,
+                "shotsFiredEnemySpotted": 89,
+                "shotsFired": 225,
+                "shotsHitEnemySpotted": 34,
+                "shotsHitFriend": 0,
+                "shotsHitFriendHead": 0,
+                "shotsHitFoe": 45,
+                "shotsHitFoeHead": 0,
+                "utilityOnDeathAvg": 435.2941,
+                "heFoesDamageAvg": 5.2,
+                "heFriendsDamageAvg": 0,
+                "heThrown": 5,
+                "molotovThrown": 9,
+                "smokeThrown": 11,
+                "smokeThrownCT": 7,
+                "smokeThrownCTGood": 2,
+                "smokeThrownCTGoodRatio": 0.2857,
+                "smokeThrownCTFoes": 2,
+                "counterStrafingShotsAll": 29,
+                "counterStrafingShotsBad": 9,
+                "counterStrafingShotsGood": 20,
+                "counterStrafingShotsGoodRatio": 0.6897,
+                "flashbangHitFoe": 0,
+                "flashbangLeadingToKill": 0,
+                "flashbangHitFoeAvgDuration": 0,
+                "flashbangHitFriend": 0,
+                "flashbangThrown": 0,
+                "flashAssist": 0,
+                "score": 34,
+                "initialTeamNumber": 3,
+                "mvps": 0,
+                "ctRoundsWon": 2,
+                "ctRoundsLost": 10,
+                "tRoundsWon": 8,
+                "tRoundsLost": 3,
+                "sprayAccuracy": 0.2,
+                "utilityOnDeathValues": [],
+                "smokeThrownCTFoesDistances": [],
+                "heFoesDamages": [],
+                "heFriendsDamages": [],
+                "molotovFoesDamageAvg": 0.7778,
+                "molotovFriendsDamageAvg": 0,
+                "color": 3,
+                "achievements": {
+                    "0": 0,
+                    "1": 0,
+                    "2": 0,
+                    "3": 0,
+                    "personal_best_all_time": 0,
+                },
+                "totalKills": 12,
+                "totalDeaths": 17,
+                "kdRatio": 0.71,
+                "multi2k": 1,
+                "multi3k": 0,
+                "multi4k": 0,
+                "multi5k": 0,
+                "hltvRating": 0.67,
+                "hsp": 0.3333,
+                "roundsSurvived": 6,
+                "roundsSurvivedPercentage": 0.2609,
+                "dpr": 52.83,
+                "totalAssists": 3,
+                "totalDamage": 1215,
+                "tradeKillOpportunities": 6,
+                "tradeKillAttempts": 4,
+                "tradeKillsSucceeded": 3,
+                "tradeKillAttemptsPercentage": 0.6667,
+                "tradeKillsSuccessPercentage": 0.75,
+                "tradeKillOpportunitiesPerRound": 0.2609,
+                "tradedDeathOpportunities": 7,
+                "tradedDeathAttempts": 7,
+                "tradedDeathAttemptsPercentage": 1,
+                "tradedDeathsSucceeded": 2,
+                "tradedDeathsSuccessPercentage": 0.2857,
+                "tradedDeathsOpportunitiesPerRound": 0.3043,
+                "leetifyRating": -0.0432,
+                "personalPerformanceRating": -0.0347,
+                "ctLeetifyRating": -0.0801,
+                "tLeetifyRating": -0.003,
+                "leetifyUserId": "b94bd18e-9bb3-4150-aa5a-596adfe29103",
+                "isCollector": False,
+                "isProPlan": False,
+                "isLeetifyStaff": False,
+            },
+        ],
+        "playerMatchResults": [],
+        "openingDuelPlayerStats": [],
+        "matchmakingGameStats": [],
+        "faceitGameStats": [],
+        "gamersClubGameStats": [],
+        "gamePlayerRoundSkeletonStats": [],
+        "replayFile": {
+            "id": "007d202f-8b72-4162-9f82-213c62dffef3",
+            "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+            "createdAt": "2024-01-13T20:49:39.100Z",
+            "updatedAt": "2024-01-13T20:49:39.100Z",
+        },
+        "parties": [],
+    }
+
+
 def test_extract_cols(profile):
     empty_dict = {}
     cols = ["meta"]
 
-    res = ex.extract_cols(empty_dict, [])
+    res = tr.extract_cols(empty_dict, [])
     assert res == {}
 
-    res = ex.extract_cols(empty_dict, cols)
+    res = tr.extract_cols(empty_dict, cols)
     assert res == {"meta": None}
 
-    res = ex.extract_cols(profile, [])
+    res = tr.extract_cols(profile, [])
     assert res == {}
 
-    res = ex.extract_cols(profile, cols)
+    res = tr.extract_cols(profile, cols)
     assert res == {
         "meta": {
             "name": "Skater",
@@ -578,7 +909,7 @@ def test_extract_cols(profile):
     }
 
     cols.append("recentGameRatings")
-    res = ex.extract_cols(profile, cols)
+    res = tr.extract_cols(profile, cols)
     assert res == {
         "meta": {
             "name": "Skater",
@@ -607,21 +938,21 @@ def test_extract_cols(profile):
 
 
 def test_score_to_text():
-    text = ex.score_to_text([])
+    text = tr.score_to_text([])
     assert text == ""
 
-    text = ex.score_to_text([1])
+    text = tr.score_to_text([1])
     assert text == "1"
 
-    text = ex.score_to_text([1, 2])
+    text = tr.score_to_text([1, 2])
     assert text == "1-2"
 
-    text = ex.score_to_text([1, 2, 3])
+    text = tr.score_to_text([1, 2, 3])
     assert text == "1-2-3"
 
 
 def test_meta_from_profile(profile):
-    res = ex.meta_from_profile(profile)
+    res = tr.meta_from_profile(profile)
     assert res == {
         "name": "Skater",
         "steam64Id": "76561198036388580",
@@ -637,11 +968,11 @@ def test_games_from_profile(profile):
     games = profile["games"].copy()
 
     profile["games"] = []
-    res = ex.games_from_profile(profile)
+    res = tr.games_from_profile(profile)
     assert res == []
 
     profile["games"] = games[:1]
-    res = ex.games_from_profile(profile)
+    res = tr.games_from_profile(profile)
     assert res == [
         {
             "ctLeetifyRating": -0.0157,
@@ -666,7 +997,7 @@ def test_games_from_profile(profile):
     ]
 
     profile["games"] = games
-    res = ex.games_from_profile(profile)
+    res = tr.games_from_profile(profile)
     assert res == [
         {
             "ctLeetifyRating": -0.0157,
@@ -789,3 +1120,261 @@ def test_games_from_profile(profile):
             "leetifyUserId": "6c53f87a-5877-4dd3-ab8f-527119ce4939",
         },
     ]
+
+
+def test_player_stats_from_game(game):
+    stats = tr.player_stats_from_game(game)
+    assert stats == [
+        {
+            "id": "f913fc05-40ff-4f55-b8b9-b46703317455",
+            "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+            "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+            "steam64Id": "76561198376400117",
+            "name": "TiMe_TrAvLeR",
+            "preaim": 8.5628,
+            "reactionTime": 0.75,
+            "accuracy": 0.2333,
+            "accuracyEnemySpotted": 0.4298,
+            "accuracyHead": 0.1774,
+            "shotsFiredEnemySpotted": 114,
+            "shotsFired": 270,
+            "shotsHitEnemySpotted": 49,
+            "shotsHitFriend": 0,
+            "shotsHitFriendHead": 0,
+            "shotsHitFoe": 63,
+            "shotsHitFoeHead": 0,
+            "utilityOnDeathAvg": 605.2632,
+            "heFoesDamageAvg": 14.25,
+            "heFriendsDamageAvg": 0,
+            "heThrown": 4,
+            "molotovThrown": 7,
+            "smokeThrown": 2,
+            "smokeThrownCT": 1,
+            "smokeThrownCTGood": 0,
+            "smokeThrownCTGoodRatio": 0,
+            "smokeThrownCTFoes": 0,
+            "counterStrafingShotsAll": 78,
+            "counterStrafingShotsBad": 10,
+            "counterStrafingShotsGood": 68,
+            "counterStrafingShotsGoodRatio": 0.8718,
+            "flashbangHitFoe": 0,
+            "flashbangLeadingToKill": 0,
+            "flashbangHitFoeAvgDuration": 0,
+            "flashbangHitFriend": 0,
+            "flashbangThrown": 0,
+            "flashAssist": 0,
+            "score": 39,
+            "initialTeamNumber": 3,
+            "mvps": 5,
+            "ctRoundsWon": 2,
+            "ctRoundsLost": 10,
+            "tRoundsWon": 8,
+            "tRoundsLost": 3,
+            "sprayAccuracy": 0.5405,
+            "molotovFoesDamageAvg": 1.2857,
+            "molotovFriendsDamageAvg": 0,
+            "color": 0,
+            "totalKills": 17,
+            "totalDeaths": 19,
+            "kdRatio": 0.89,
+            "multi2k": 3,
+            "multi3k": 2,
+            "multi4k": 0,
+            "multi5k": 0,
+            "hltvRating": 0.99,
+            "hsp": 0.5882,
+            "roundsSurvived": 4,
+            "roundsSurvivedPercentage": 0.1739,
+            "dpr": 84.3,
+            "totalAssists": 5,
+            "totalDamage": 1939,
+            "tradeKillOpportunities": 2,
+            "tradeKillAttempts": 1,
+            "tradeKillsSucceeded": 0,
+            "tradeKillAttemptsPercentage": 0.5,
+            "tradeKillsSuccessPercentage": 0,
+            "tradeKillOpportunitiesPerRound": 0.087,
+            "tradedDeathOpportunities": 4,
+            "tradedDeathAttempts": 2,
+            "tradedDeathAttemptsPercentage": 0.5,
+            "tradedDeathsSucceeded": 1,
+            "tradedDeathsSuccessPercentage": 0.5,
+            "tradedDeathsOpportunitiesPerRound": 0.1739,
+            "leetifyRating": 0.009,
+            "personalPerformanceRating": 0.0199,
+            "ctLeetifyRating": -0.021,
+            "tLeetifyRating": 0.0417,
+            "leetifyUserId": "8c3a9cb5-faaf-4401-ae9a-72f5e8528651",
+            "isCollector": False,
+            "isProPlan": True,
+            "isLeetifyStaff": False,
+        },
+        {
+            "id": "6b39dfc3-3d7d-42d0-b69e-a56289b7bd41",
+            "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+            "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+            "steam64Id": "76561198801253208",
+            "name": "Huaran070314",
+            "preaim": 5.5644,
+            "reactionTime": 0.5156,
+            "accuracy": 0.1693,
+            "accuracyEnemySpotted": 0.47,
+            "accuracyHead": 0.2419,
+            "shotsFiredEnemySpotted": 100,
+            "shotsFired": 378,
+            "shotsHitEnemySpotted": 47,
+            "shotsHitFriend": 0,
+            "shotsHitFriendHead": 0,
+            "shotsHitFoe": 64,
+            "shotsHitFoeHead": 0,
+            "utilityOnDeathAvg": 166.6667,
+            "heFoesDamageAvg": 20.1111,
+            "heFriendsDamageAvg": 1.5556,
+            "heThrown": 9,
+            "molotovThrown": 6,
+            "smokeThrown": 7,
+            "smokeThrownCT": 2,
+            "smokeThrownCTGood": 1,
+            "smokeThrownCTGoodRatio": 0.5,
+            "smokeThrownCTFoes": 2,
+            "counterStrafingShotsAll": 89,
+            "counterStrafingShotsBad": 10,
+            "counterStrafingShotsGood": 79,
+            "counterStrafingShotsGoodRatio": 0.8876,
+            "flashbangHitFoe": 10,
+            "flashbangLeadingToKill": 0,
+            "flashbangHitFoeAvgDuration": 3.0426,
+            "flashbangHitFriend": 8,
+            "flashbangThrown": 16,
+            "flashAssist": 1,
+            "score": 54,
+            "initialTeamNumber": 3,
+            "mvps": 3,
+            "ctRoundsWon": 2,
+            "ctRoundsLost": 10,
+            "tRoundsWon": 8,
+            "tRoundsLost": 3,
+            "sprayAccuracy": 0.6389,
+            "molotovFoesDamageAvg": 5.6667,
+            "molotovFriendsDamageAvg": 0,
+            "color": 4,
+            "totalKills": 22,
+            "totalDeaths": 15,
+            "kdRatio": 1.47,
+            "multi2k": 4,
+            "multi3k": 2,
+            "multi4k": 0,
+            "multi5k": 0,
+            "hltvRating": 1.34,
+            "hsp": 0.6818,
+            "roundsSurvived": 8,
+            "roundsSurvivedPercentage": 0.3478,
+            "dpr": 109,
+            "totalAssists": 4,
+            "totalDamage": 2507,
+            "tradeKillOpportunities": 7,
+            "tradeKillAttempts": 5,
+            "tradeKillsSucceeded": 3,
+            "tradeKillAttemptsPercentage": 0.7143,
+            "tradeKillsSuccessPercentage": 0.6,
+            "tradeKillOpportunitiesPerRound": 0.35,
+            "tradedDeathOpportunities": 4,
+            "tradedDeathAttempts": 4,
+            "tradedDeathAttemptsPercentage": 1,
+            "tradedDeathsSucceeded": 2,
+            "tradedDeathsSuccessPercentage": 0.5,
+            "tradedDeathsOpportunitiesPerRound": 0.2,
+            "leetifyRating": 0.068,
+            "personalPerformanceRating": 0.0586,
+            "ctLeetifyRating": -0.0229,
+            "tLeetifyRating": 0.1672,
+            "leetifyUserId": None,
+            "isCollector": None,
+            "isProPlan": None,
+            "isLeetifyStaff": None,
+        },
+        {
+            "id": "67050cd7-efe3-42ad-8d8e-4f0687dd3180",
+            "gameId": "a3f0c4b6-da37-43c4-8679-b6b858ec1600",
+            "gameFinishedAt": "2024-01-13T20:45:53.000Z",
+            "steam64Id": "76561198883031817",
+            "name": "RIPMASTERR",
+            "preaim": 8.3357,
+            "reactionTime": 0.5781,
+            "accuracy": 0.2,
+            "accuracyEnemySpotted": 0.382,
+            "accuracyHead": 0.1163,
+            "shotsFiredEnemySpotted": 89,
+            "shotsFired": 225,
+            "shotsHitEnemySpotted": 34,
+            "shotsHitFriend": 0,
+            "shotsHitFriendHead": 0,
+            "shotsHitFoe": 45,
+            "shotsHitFoeHead": 0,
+            "utilityOnDeathAvg": 435.2941,
+            "heFoesDamageAvg": 5.2,
+            "heFriendsDamageAvg": 0,
+            "heThrown": 5,
+            "molotovThrown": 9,
+            "smokeThrown": 11,
+            "smokeThrownCT": 7,
+            "smokeThrownCTGood": 2,
+            "smokeThrownCTGoodRatio": 0.2857,
+            "smokeThrownCTFoes": 2,
+            "counterStrafingShotsAll": 29,
+            "counterStrafingShotsBad": 9,
+            "counterStrafingShotsGood": 20,
+            "counterStrafingShotsGoodRatio": 0.6897,
+            "flashbangHitFoe": 0,
+            "flashbangLeadingToKill": 0,
+            "flashbangHitFoeAvgDuration": 0,
+            "flashbangHitFriend": 0,
+            "flashbangThrown": 0,
+            "flashAssist": 0,
+            "score": 34,
+            "initialTeamNumber": 3,
+            "mvps": 0,
+            "ctRoundsWon": 2,
+            "ctRoundsLost": 10,
+            "tRoundsWon": 8,
+            "tRoundsLost": 3,
+            "sprayAccuracy": 0.2,
+            "molotovFoesDamageAvg": 0.7778,
+            "molotovFriendsDamageAvg": 0,
+            "color": 3,
+            "totalKills": 12,
+            "totalDeaths": 17,
+            "kdRatio": 0.71,
+            "multi2k": 1,
+            "multi3k": 0,
+            "multi4k": 0,
+            "multi5k": 0,
+            "hltvRating": 0.67,
+            "hsp": 0.3333,
+            "roundsSurvived": 6,
+            "roundsSurvivedPercentage": 0.2609,
+            "dpr": 52.83,
+            "totalAssists": 3,
+            "totalDamage": 1215,
+            "tradeKillOpportunities": 6,
+            "tradeKillAttempts": 4,
+            "tradeKillsSucceeded": 3,
+            "tradeKillAttemptsPercentage": 0.6667,
+            "tradeKillsSuccessPercentage": 0.75,
+            "tradeKillOpportunitiesPerRound": 0.2609,
+            "tradedDeathOpportunities": 7,
+            "tradedDeathAttempts": 7,
+            "tradedDeathAttemptsPercentage": 1,
+            "tradedDeathsSucceeded": 2,
+            "tradedDeathsSuccessPercentage": 0.2857,
+            "tradedDeathsOpportunitiesPerRound": 0.3043,
+            "leetifyRating": -0.0432,
+            "personalPerformanceRating": -0.0347,
+            "ctLeetifyRating": -0.0801,
+            "tLeetifyRating": -0.003,
+            "leetifyUserId": "b94bd18e-9bb3-4150-aa5a-596adfe29103",
+            "isCollector": False,
+            "isProPlan": False,
+            "isLeetifyStaff": False,
+        },
+    ]