diff --git a/configuration/crypto.cfg b/configuration/crypto_vecm.cfg
similarity index 100%
rename from configuration/crypto.cfg
rename to configuration/crypto_vecm.cfg
diff --git a/configuration/crypto_zscore.cfg b/configuration/crypto_zscore.cfg
new file mode 100644
index 0000000..e58cf87
--- /dev/null
+++ b/configuration/crypto_zscore.cfg
@@ -0,0 +1,33 @@
+{
+    "security_type": "CRYPTO",
+    "data_directory": "./data/crypto",
+    "datafiles": [
+        "2025*.mktdata.ohlcv.db"
+    ],
+    "db_table_name": "md_1min_bars",
+    "exchange_id": "BNBSPOT",
+    "instrument_id_pfx": "PAIR-",
+    "funding_per_pair": 2000.0,
+
+    # ====== Trading Parameters ======
+    "price_column": "close",
+    "dis-equilibrium_open_trshld": 2.0,
+    "dis-equilibrium_close_trshld": 0.5,
+    "training_minutes": 120,
+    "fit_method_class": "pt_trading.z-score_rolling_fit.ZScoreRollingFit",
+
+    # ====== Stop Conditions ======
+    "stop_close_conditions": {
+        "profit": 2.0,
+        "loss": -0.5
+    }
+
+    # ====== End of Session Closeout ======
+    "close_outstanding_positions": true,
+    # "close_outstanding_positions": false,
+    "trading_hours": {
+        "begin_session": "9:30:00",
+        "end_session": "21:30:00",
+        "timezone": "America/New_York"
+    }
+}
\ No newline at end of file
diff --git a/configuration/equity.cfg b/configuration/equity_vecm.cfg
similarity index 100%
rename from configuration/equity.cfg
rename to configuration/equity_vecm.cfg
diff --git a/configuration/equity_zscore.cfg b/configuration/equity_zscore.cfg
new file mode 100644
index 0000000..fc5c71c
--- /dev/null
+++ b/configuration/equity_zscore.cfg
@@ -0,0 +1,35 @@
+{
+    "security_type": "EQUITY",
+    "data_directory": "./data/equity",
+    "datafiles": [
+        "202506*.mktdata.ohlcv.db",
+    ],
+    "db_table_name": "md_1min_bars",
+    "exchange_id": "ALPACA",
+    "instrument_id_pfx": "STOCK-",
+    "exclude_instruments": ["CAN"],
+
+    "funding_per_pair": 2000.0,
+
+    # ====== Trading Parameters ======
+    "price_column": "close",
+    "dis-equilibrium_open_trshld": 2.0,
+    "dis-equilibrium_close_trshld": 1.0,
+    "training_minutes": 120,
+    "fit_method_class": "pt_trading.z-score_rolling_fit.ZScoreRollingFit",
+
+    # ====== Stop Conditions ======
+    "stop_close_conditions": {
+        "profit": 2.0,
+        "loss": -0.5
+    }
+
+    # ====== End of Session Closeout ======
+    "close_outstanding_positions": true,
+    # "close_outstanding_positions": false,
+    "trading_hours": {
+        "begin_session": "9:30:00",
+        "end_session": "15:30:00",
+        "timezone": "America/New_York"
+    }
+}
\ No newline at end of file
diff --git a/lib/pt_trading/rolling_window_fit.py b/lib/pt_trading/rolling_window_fit.py
index 843fe81..6b71332 100644
--- a/lib/pt_trading/rolling_window_fit.py
+++ b/lib/pt_trading/rolling_window_fit.py
@@ -11,6 +11,14 @@ from statsmodels.tsa.vector_ar.vecm import VECM, VECMResults
 NanoPerMin = 1e9
     
 class RollingFit(PairsTradingFitMethod):
+    ''' 
+    N O T E:
+    =========
+    - This class remains to be abstract
+    - The following methods are to be implemented in the subclass:
+        - create_trading_pair()
+    =========
+    '''
     def __init__(self) -> None:
         super().__init__()
 
diff --git a/lib/pt_trading/vecm_rolling_fit.py b/lib/pt_trading/vecm_rolling_fit.py
index a8d5d2f..d4cc64c 100644
--- a/lib/pt_trading/vecm_rolling_fit.py
+++ b/lib/pt_trading/vecm_rolling_fit.py
@@ -17,9 +17,8 @@ class VECMTradingPair(TradingPair):
         self.pair_predict_result_ = None
         
     def _train_pair(self) -> None:
-        # print('*' * 80 + '\n' + f"**************** {self} IS COINTEGRATED ****************\n" + '*' * 80)
         self._fit_VECM()
-        assert self.training_df_ is not None and self.vecm_fit_ is not None
+        assert self.vecm_fit_ is not None
         diseq_series = self.training_df_[self.colnames()] @ self.vecm_fit_.beta
         # print(diseq_series.shape)
         self.training_mu_ = float(diseq_series[0].mean())
diff --git a/lib/pt_trading/z-score_rolling_fit.py b/lib/pt_trading/z-score_rolling_fit.py
new file mode 100644
index 0000000..3c68c1d
--- /dev/null
+++ b/lib/pt_trading/z-score_rolling_fit.py
@@ -0,0 +1,78 @@
+from typing import Any, Dict, Optional, cast
+
+import pandas as pd
+from pt_trading.results import BacktestResult
+from pt_trading.rolling_window_fit import RollingFit
+from pt_trading.trading_pair import TradingPair
+import statsmodels.api as sm
+
+NanoPerMin = 1e9
+class ZScoreTradingPair(TradingPair):
+    zscore_model_: Optional[sm.regression.linear_model.RegressionResultsWrapper]
+    pair_predict_result_: Optional[pd.DataFrame]
+    zscore_df_: Optional[pd.DataFrame]
+    
+    def __init__(self, config: Dict[str, Any], market_data: pd.DataFrame, symbol_a: str, symbol_b: str, price_column: str):
+        super().__init__(config, market_data, symbol_a, symbol_b, price_column)
+        self.zscore_model_ = None
+        self.pair_predict_result_ = None
+        self.zscore_df_ = None
+        
+    def _fit_zscore(self) -> None:
+        assert self.training_df_ is not None
+        a = self.training_df_[self.colnames()].iloc[:, 0]
+        b = self.training_df_[self.colnames()].iloc[:, 1]
+        
+        a,b = a.align(b, axis=0)
+        
+        
+        X = sm.add_constant(b)
+        self.zscore_model_ = sm.OLS(a, X).fit()
+        assert self.zscore_model_ is not None
+        hedge_ratio = self.zscore_model_.params.iloc[1]
+
+        # Calculate spread and Z-score
+        spread = a - hedge_ratio * b
+        self.zscore_df_  = (spread - spread.mean()) / spread.std()        
+
+    def predict(self) -> pd.DataFrame:
+        self._fit_zscore()
+        assert self.zscore_df_ is not None
+        self.training_df_["dis-equilibrium"] = self.zscore_df_
+        self.training_df_["scaled_dis-equilibrium"] = abs(self.zscore_df_)
+        
+        assert self.testing_df_ is not None
+        assert self.zscore_df_ is not None
+        predicted_df = self.testing_df_
+
+        predicted_df["disequilibrium"] = self.zscore_df_
+        predicted_df["scaled_disequilibrium"] = abs(self.zscore_df_)
+        
+        predicted_df = predicted_df.reset_index(drop=True)
+        if self.pair_predict_result_ is None:
+            self.pair_predict_result_ = predicted_df
+        else:
+            self.pair_predict_result_ = pd.concat([self.pair_predict_result_, predicted_df], ignore_index=True)
+        # Reset index to ensure proper indexing 
+        self.pair_predict_result_ = self.pair_predict_result_.reset_index(drop=True)
+        return self.pair_predict_result_
+
+    
+class ZScoreRollingFit(RollingFit):
+    def __init__(self) -> None:
+        super().__init__()
+
+    def run_pair(
+        self, pair: TradingPair, bt_result: BacktestResult
+    ) -> Optional[pd.DataFrame]:
+        return super().run_pair(pair, bt_result)
+    def create_trading_pair(
+        self, config: Dict, market_data: pd.DataFrame, symbol_a: str, symbol_b: str, price_column: str
+    ) -> TradingPair:
+        return ZScoreTradingPair(
+            config=config,
+            market_data=market_data,
+            symbol_a=symbol_a,
+            symbol_b=symbol_b,
+            price_column=price_column
+        )
diff --git a/requirements.txt b/requirements.txt
index c1208f7..57f7220 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -74,6 +74,7 @@ PyYAML>=6.0
 reportlab>=3.6.8
 requests>=2.25.1
 requests-file>=1.5.1
+scipy<1.13.0
 seaborn>=0.13.2
 SecretStorage>=3.3.1
 setproctitle>=1.2.2
diff --git a/research/notebooks/pt_sliding.ipynb b/research/notebooks/single_pair_test.ipynb
similarity index 91%
rename from research/notebooks/pt_sliding.ipynb
rename to research/notebooks/single_pair_test.ipynb
index f8400e6..9d03d31 100644
--- a/research/notebooks/pt_sliding.ipynb
+++ b/research/notebooks/single_pair_test.ipynb
@@ -35,7 +35,7 @@
         "global bt_result\n",
         "\n",
         "# ================================ E Q U I T Y ================================\n",
-        "CONFIG_FILE = \"equity\"  # Options: \"equity\", \"crypto\", or custom filename (without .cfg extension)\n",
+        "CONFIG_FILE = \"/home/oleg/develop/pairs_trading/configuration/equity_zscore.cfg\"\n",
         "\n",
         "# Date for data file selection (format: YYYYMMDD)\n",
         "TRADING_DATE = \"20250618\"  # Change this to your desired date\n",
@@ -46,10 +46,10 @@
         "# ================================ E Q U I T Y ================================\n",
         "\n",
         "# ================================ C R Y P T O ================================\n",
-        "# CONFIG_FILE = \"crypto\"  # Options: \"equity\", \"crypto\", or custom filename (without .cfg extension)\n",
+        "# CONFIG_FILE = \"/home/oleg/develop/pairs_trading/configuration/crypto.cfg\"\n",
         "\n",
         "# # Date for data file selection (format: YYYYMMDD)\n",
-        "# TRADING_DATE = \"20250605\"  # Change this to your desired date\n",
+        "# TRADING_DATE = \"20250618\"  # Change this to your desired date\n",
         "\n",
         "# # Trading pair symbols\n",
         "# SYMBOL_A = \"BTC-USDT\"   # Change this to your desired symbol A\n",
@@ -130,7 +130,7 @@
         "\n",
         "def load_config_from_file() -> Optional[Dict]:\n",
         "    \"\"\"Load configuration from configuration files using HJSON\"\"\"\n",
-        "    config_file = f\"../../configuration/{CONFIG_FILE}.cfg\"\n",
+        "    config_file = CONFIG_FILE\n",
         "    \n",
         "    try:\n",
         "        with open(config_file, 'r') as f:\n",
@@ -1261,12 +1261,12 @@
           "text": [
             "Setup complete!\n",
             "Trading Parameters:\n",
-            "  Configuration: equity\n",
+            "  Configuration: /home/oleg/develop/pairs_trading/configuration/equity_zscore.cfg\n",
             "  Symbol A: COIN\n",
             "  Symbol B: MSTR\n",
             "  Trading Date: 2025-06-18\n",
             "\n",
-            "Loading equity configuration using HJSON...\n",
+            "Loading /home/oleg/develop/pairs_trading/configuration/equity_zscore.cfg configuration using HJSON...\n",
             "✓ Successfully loaded EQUITY configuration\n",
             "  Data directory: /home/oleg/develop/pairs_trading/data/equity\n",
             "  Database table: md_1min_bars\n",
@@ -1274,9 +1274,9 @@
             "  Training window: 120 minutes\n",
             "  Open threshold: 2\n",
             "  Close threshold: 1\n",
-            "Fit Model: pt_trading.vecm_rolling_fit.VECMRollingFit\n",
+            "Fit Model: pt_trading.z-score_rolling_fit.ZScoreRollingFit\n",
             "Load configuration SUCCESS\n",
-            "  Fit Method: VECMRollingFit\n",
+            "  Fit Method: ZScoreRollingFit\n",
             "\n",
             "Data Configuration:\n",
             "  Data File: 20250618.mktdata.ohlcv.db\n",
@@ -1499,15 +1499,15 @@
             "=== SLIDING FIT ANALYSIS ===\n",
             "Processing first 200 iterations for demonstration...\n",
             "***COIN & MSTR*** STARTING....\n",
-            "OPEN_TRADES: 2025-06-18 15:30:00 open_scaled_disequilibrium=np.float64(4.435087777514003)\n",
+            "OPEN_TRADES: 2025-06-18 15:35:00 open_scaled_disequilibrium=2.395325098245104\n",
             "OPEN TRADES:\n",
             "                 time action symbol     price  disequilibrium  scaled_disequilibrium         pair status\n",
-            "0 2025-06-18 15:30:00   SELL   COIN  265.7900       10.226451               4.435088  COIN & MSTR   OPEN\n",
-            "1 2025-06-18 15:30:00    BUY   MSTR  372.9349       10.226451               4.435088  COIN & MSTR   OPEN\n",
+            "0 2025-06-18 15:35:00    BUY   COIN  270.0100       -2.395325               2.395325  COIN & MSTR   OPEN\n",
+            "1 2025-06-18 15:35:00   SELL   MSTR  373.5822       -2.395325               2.395325  COIN & MSTR   OPEN\n",
             "STOP CLOSE TRADES:\n",
-            "                 time action symbol   price  disequilibrium  scaled_disequilibrium         pair           status\n",
-            "0 2025-06-18 15:34:00    BUY   COIN  268.47       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n",
-            "1 2025-06-18 15:34:00   SELL   MSTR  373.08       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n",
+            "                 time action symbol     price  disequilibrium  scaled_disequilibrium         pair             status\n",
+            "0 2025-06-18 15:49:00   SELL   COIN  275.4269       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n",
+            "1 2025-06-18 15:49:00    BUY   MSTR  373.5200       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n",
             "***COIN & MSTR*** FINISHED *** Num Trades:4\n",
             "Generated 4 trading signals\n",
             "\n",
@@ -1542,14 +1542,14 @@
             "Timeline range: 2025-06-18 13:30:00 to 2025-06-18 19:30:00\n",
             "\n",
             "Symbol_A trades:\n",
-            "                 time action symbol   price  disequilibrium  scaled_disequilibrium         pair           status\n",
-            "0 2025-06-18 15:30:00   SELL   COIN  265.79       10.226451               4.435088  COIN & MSTR             OPEN\n",
-            "2 2025-06-18 15:34:00    BUY   COIN  268.47       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n",
+            "                 time action symbol     price  disequilibrium  scaled_disequilibrium         pair             status\n",
+            "0 2025-06-18 15:35:00    BUY   COIN  270.0100       -2.395325               2.395325  COIN & MSTR               OPEN\n",
+            "2 2025-06-18 15:49:00   SELL   COIN  275.4269       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n",
             "\n",
             "Symbol_B trades:\n",
-            "                 time action symbol     price  disequilibrium  scaled_disequilibrium         pair           status\n",
-            "1 2025-06-18 15:30:00    BUY   MSTR  372.9349       10.226451               4.435088  COIN & MSTR             OPEN\n",
-            "3 2025-06-18 15:34:00   SELL   MSTR  373.0800       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n"
+            "                 time action symbol     price  disequilibrium  scaled_disequilibrium         pair             status\n",
+            "1 2025-06-18 15:35:00   SELL   MSTR  373.5822       -2.395325               2.395325  COIN & MSTR               OPEN\n",
+            "3 2025-06-18 15:49:00    BUY   MSTR  373.5200       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n"
           ]
         },
         {
@@ -1934,7 +1934,7 @@
                   ],
                   "xaxis": "x",
                   "y": {
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               "                            \n",
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@@ -5569,7 +5569,7 @@
             "\n",
             "Pair: COIN & MSTR\n",
             "Fit Method: RollingFit\n",
-            "Configuration: equity\n",
+            "Configuration: /home/oleg/develop/pairs_trading/configuration/equity_zscore.cfg\n",
             "Data file: 20250618.mktdata.ohlcv.db\n",
             "Trading date: 2025-06-18\n",
             "\n",
@@ -5590,40 +5590,40 @@
             "  SELL signals: 2\n",
             "\n",
             "First few trading signals:\n",
-            "  1. SELL COIN @ $265.79 at 2025-06-18 15:30:00\n",
-            "  2. BUY MSTR @ $372.93 at 2025-06-18 15:30:00\n",
-            "  3. BUY COIN @ $268.47 at 2025-06-18 15:34:00\n",
-            "  4. SELL MSTR @ $373.08 at 2025-06-18 15:34:00\n",
+            "  1. BUY COIN @ $270.01 at 2025-06-18 15:35:00\n",
+            "  2. SELL MSTR @ $373.58 at 2025-06-18 15:35:00\n",
+            "  3. SELL COIN @ $275.43 at 2025-06-18 15:49:00\n",
+            "  4. BUY MSTR @ $373.52 at 2025-06-18 15:49:00\n",
             "\n",
             "================================================================================\n",
             "\n",
             "Detailed Trading Signals:\n",
             "Time                 Action          Symbol     Price        Scaled Dis-eq   Status    \n",
             "------------------------------------------------------------------------------------------\n",
-            "2025-06-18 15:30:00  SELL            COIN       $265.79      4.435           OPEN      \n",
-            "2025-06-18 15:30:00  BUY             MSTR       $372.93      4.435           OPEN      \n",
-            "2025-06-18 15:34:00  BUY             COIN       $268.47      4.608           CLOSE_STOP_LOSS\n",
-            "2025-06-18 15:34:00  SELL            MSTR       $373.08      4.608           CLOSE_STOP_LOSS\n",
+            "2025-06-18 15:35:00  BUY             COIN       $270.01      2.395           OPEN      \n",
+            "2025-06-18 15:35:00  SELL            MSTR       $373.58      2.395           OPEN      \n",
+            "2025-06-18 15:49:00  SELL            COIN       $275.43      1.873           CLOSE_STOP_PROFIT\n",
+            "2025-06-18 15:49:00  BUY             MSTR       $373.52      1.873           CLOSE_STOP_PROFIT\n",
             "\n",
             " --------------  Suggested Trades \n",
-            "                    action symbol     price  disequilibrium  scaled_disequilibrium         pair           status\n",
-            "time                                                                                                            \n",
-            "2025-06-18 15:30:00   SELL   COIN  265.7900       10.226451               4.435088  COIN & MSTR             OPEN\n",
-            "2025-06-18 15:30:00    BUY   MSTR  372.9349       10.226451               4.435088  COIN & MSTR             OPEN\n",
-            "2025-06-18 15:34:00    BUY   COIN  268.4700       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n",
-            "2025-06-18 15:34:00   SELL   MSTR  373.0800       13.457921               4.608004  COIN & MSTR  CLOSE_STOP_LOSS\n",
+            "                    action symbol     price  disequilibrium  scaled_disequilibrium         pair             status\n",
+            "time                                                                                                              \n",
+            "2025-06-18 15:35:00    BUY   COIN  270.0100       -2.395325               2.395325  COIN & MSTR               OPEN\n",
+            "2025-06-18 15:35:00   SELL   MSTR  373.5822       -2.395325               2.395325  COIN & MSTR               OPEN\n",
+            "2025-06-18 15:49:00   SELL   COIN  275.4269       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n",
+            "2025-06-18 15:49:00    BUY   MSTR  373.5200       -1.873059               1.873059  COIN & MSTR  CLOSE_STOP_PROFIT\n",
             "\n",
             "====== Returns By Day and Pair ======\n",
             "\n",
             "--- 20250618-COIN & MSTR ---\n",
             "  COIN & MSTR:\n",
-            "    COIN (Trade #1): SELL @ $265.79, BUY @ $268.47, Return: -1.01% | Open Dis-eq: 4.44, Close Dis-eq: 4.61\n",
-            "    MSTR (Trade #1): BUY @ $372.93, SELL @ $373.08, Return: 0.04% | Open Dis-eq: 4.44, Close Dis-eq: 4.61\n",
-            "    Pair Total Return: -0.97%\n",
-            "  Day Total Return: -0.97%\n",
+            "    COIN (Trade #1): BUY @ $270.01, SELL @ $275.43, Return: 2.01% | Open Dis-eq: 2.40, Close Dis-eq: 1.87\n",
+            "    MSTR (Trade #1): SELL @ $373.58, BUY @ $373.52, Return: 0.02% | Open Dis-eq: 2.40, Close Dis-eq: 1.87\n",
+            "    Pair Total Return: 2.02%\n",
+            "  Day Total Return: 2.02%\n",
             "\n",
             "====== GRAND TOTALS ACROSS ALL PAIRS ======\n",
-            "Total Realized PnL: -0.97%\n",
+            "Total Realized PnL: 2.02%\n",
             "\n",
             "====== NO OUTSTANDING POSITIONS ======\n",
             "\n",