diff --git a/configuration/equity.cfg b/configuration/equity.cfg
index ca8d821..2f3a58f 100644
--- a/configuration/equity.cfg
+++ b/configuration/equity.cfg
@@ -2,7 +2,7 @@
     "security_type": "EQUITY",
     "data_directory": "./data/equity",
     "datafiles": [
-        "202506*.mktdata.ohlcv.db",
+        "20250618.mktdata.ohlcv.db",
     ],
     "db_table_name": "md_1min_bars",
     "exchange_id": "ALPACA",
@@ -19,8 +19,8 @@
     "dis-equilibrium_close_trshld": 1.0,
     "training_minutes": 120,
     "funding_per_pair": 2000.0,
-    "fit_method_class": "pt_trading.sliding_fit.SlidingFit",
-    # "fit_method_class": "pt_trading.static_fit.StaticFit",
+    # "fit_method_class": "pt_trading.sliding_fit.SlidingFit",
+    "fit_method_class": "pt_trading.static_fit.StaticFit",
     "exclude_instruments": ["CAN"],
     "close_outstanding_positions": false
     
diff --git a/configuration/equity_lg.cfg b/configuration/equity_lg.cfg
new file mode 100644
index 0000000..1b3574b
--- /dev/null
+++ b/configuration/equity_lg.cfg
@@ -0,0 +1,26 @@
+{
+    "security_type": "EQUITY",
+    "data_directory": "./data/equity",
+    "datafiles": [
+        "20250602.mktdata.ohlcv.db",
+    ],
+    "db_table_name": "md_1min_bars",
+    "exchange_id": "ALPACA",
+    "instrument_id_pfx": "STOCK-",
+    "trading_hours": {
+        "begin_session": "9:30:00",
+        "end_session": "16:00:00",
+        "timezone": "America/New_York"
+    },
+    "price_column": "close",
+    "min_required_points": 30,
+    "zero_threshold": 1e-10,
+    "dis-equilibrium_open_trshld": 2.0,
+    "dis-equilibrium_close_trshld": 1.0,
+    "training_minutes": 120,
+    "funding_per_pair": 2000.0,
+    "fit_method_class": "pt_trading.fit_methods.StaticFit",
+    "exclude_instruments": ["CAN"]
+}
+# "fit_method_class": "pt_trading.fit_methods.SlidingFit",
+# "fit_method_class": "pt_trading.fit_methods.StaticFit",
diff --git a/lg_notes.md b/lg_notes.md
new file mode 100644
index 0000000..fc3ddc5
--- /dev/null
+++ b/lg_notes.md
@@ -0,0 +1,115 @@
+07.11.2025
+pairs_trading/configuration <---- directory for config
+equity_lg.cfg <-------- copy of equity.cfg
+How to run a Program: TRIANGLEsquare ----> triangle EQUITY backtest
+Results are in  > results (timestamp table for all runs)
+table "...timestamp... .pt_backtest_results.equity.db"
+going to table  using sqlite
+> sqlite3 '/home/coder/results/20250721_175750.pt_backtest_results.equity.db'
+
+sqlite> .databases
+main: /home/coder/results/20250717_180122.pt_backtest_results.equity.db r/w
+sqlite> .tables
+config                 outstanding_positions  pt_bt_results   
+
+sqlite> PRAGMA table_info('pt_bt_results');
+0|date|DATE|0||0
+1|pair|TEXT|0||0
+2|symbol|TEXT|0||0
+3|open_time|DATETIME|0||0
+4|open_side|TEXT|0||0
+5|open_price|REAL|0||0
+6|open_quantity|INTEGER|0||0
+7|open_disequilibrium|REAL|0||0
+8|close_time|DATETIME|0||0
+9|close_side|TEXT|0||0
+10|close_price|REAL|0||0
+11|close_quantity|INTEGER|0||0
+12|close_disequilibrium|REAL|0||0
+13|symbol_return|REAL|0||0
+14|pair_return|REAL|0||0
+
+select count(*) as cnt from pt_bt_results;
+8
+
+select * from pt_bt_results;
+
+select 
+date, close_time, pair, symbol, symbol_return, pair_return
+from pt_bt_results ;
+
+select date, sum(symbol_return) as daily_return 
+from pt_bt_results where date = '2025-06-18' group by date;
+
+.quit
+
+sqlite3 '/home/coder/results/20250717_172435.pt_backtest_results.equity.db'
+
+sqlite> select date, sum(symbol_return) as daily_return 
+from pt_bt_results group by date;
+
+2025-06-02|1.29845390060828
+...
+2025-06-18|-43.5084977104115 <========== ????? ==========>
+2025-06-20|11.8605547517183
+
+
+select 
+date, close_time, pair, symbol, symbol_return, pair_return
+from pt_bt_results ;
+
+select date, close_time, pair, symbol, symbol_return, pair_return
+from pt_bt_results where date = '2025-06-18';
+
+
+./scripts/load_equity_pair_intraday.sh -A NVDA -B QQQ -d 20250701  -T ./intraday_md
+
+to inspect exactly what sources, formats, and processing steps you can open the script with:
+head -n 50 ./scripts/load_equity_pair_intraday.sh
+
+
+
+✓ Data file found: /home/coder/pairs_trading/data/crypto/20250605.mktdata.ohlcv.db
+
+sqlite3 '/home/coder/results/20250722_201930.pt_backtest_results.crypto.db'
+
+sqlite3 '/home/coder/results/xxxxxxxx_yyyyyy.pt_backtest_results.pseudo.db'
+
+11111111
+=== At your terminal, run these commands:
+sqlite3 '/home/coder/results/20250722_201930.pt_backtest_results.crypto.db'
+=== Then inside the SQLite prompt:
+.mode csv
+.headers on
+.output results_20250722.csv
+SELECT * FROM pt_bt_results;
+.output stdout
+.quit
+
+cd /home/coder/
+
+# === mode csv formats output as CSV
+# === headers on includes column names
+# === output my_table.csv directs output to that file
+# === Run your SELECT query, then revert output
+# === Open my_table.csv in Excel directly
+
+# ======== Using scp (Secure Copy)
+# === On your local machine, open a terminal and run:
+scp cvtt@953f6e8df266:/home/coder/results_20250722.csv ~/Downloads/
+
+
+# ===== convert cvs pandas dataframe ====== -->
+import pandas as pd
+# Replace with the actual path to your CSV file
+file_path = '/home/coder/results_20250722.csv'
+# Read the CSV file into a DataFrame
+df = pd.read_csv(file_path)
+# Show the first few rows
+print(df.head())
+
+
+
+
+
+
diff --git a/research/notebooks/pt_pair_backtest.ipynb b/research/notebooks/pt_pair_backtest.ipynb
new file mode 100644
index 0000000..a71f245
--- /dev/null
+++ b/research/notebooks/pt_pair_backtest.ipynb
@@ -0,0 +1,16 @@
+{
+ "cells": [],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "name": "python",
+   "version": "3.12.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/research/notebooks/pt_sliding.ipynb b/research/notebooks/pt_sliding.ipynb
index b09bba3..714b06b 100644
--- a/research/notebooks/pt_sliding.ipynb
+++ b/research/notebooks/pt_sliding.ipynb
@@ -43,7 +43,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 13,
+      "execution_count": 1,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -105,7 +105,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 14,
+      "execution_count": 2,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -147,7 +147,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 15,
+      "execution_count": 3,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -227,7 +227,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 16,
+      "execution_count": 4,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -314,7 +314,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 17,
+      "execution_count": 5,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -375,7 +375,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 18,
+      "execution_count": 6,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -420,7 +420,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 19,
+      "execution_count": 7,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -512,7 +512,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 20,
+      "execution_count": 8,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -582,7 +582,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 21,
+      "execution_count": 9,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -1131,7 +1131,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 22,
+      "execution_count": 10,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -1201,7 +1201,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 23,
+      "execution_count": 11,
       "metadata": {},
       "outputs": [],
       "source": [
@@ -1282,7 +1282,7 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 24,
+      "execution_count": 12,
       "metadata": {},
       "outputs": [
         {
@@ -1298,7 +1298,7 @@
             "\n",
             "Loading crypto configuration using HJSON...\n",
             "✓ Successfully loaded CRYPTO configuration\n",
-            "  Data directory: /home/oleg/develop/pairs_trading/data/crypto\n",
+            "  Data directory: /home/coder/pairs_trading/data/crypto\n",
             "  Database table: md_1min_bars\n",
             "  Exchange: BNBSPOT\n",
             "  Training window: 120 minutes\n",
@@ -1310,8 +1310,8 @@
             "Data Configuration:\n",
             "  Data File: 20250605.mktdata.ohlcv.db\n",
             "  Security Type: CRYPTO\n",
-            "  ✓ Data file found: /home/oleg/develop/pairs_trading/data/crypto/20250605.mktdata.ohlcv.db\n",
-            "Loading data from: /home/oleg/develop/pairs_trading/data/crypto/20250605.mktdata.ohlcv.db\n",
+            "  ✓ Data file found: /home/coder/pairs_trading/data/crypto/20250605.mktdata.ohlcv.db\n",
+            "Loading data from: /home/coder/pairs_trading/data/crypto/20250605.mktdata.ohlcv.db\n",
             "Loaded 1202 rows of market data\n",
             "Symbols in data: ['BTC-USDT' 'ETH-USDT']\n",
             "Time range: 2025-06-05 10:00:00 to 2025-06-05 20:00:00\n",
@@ -4828,9 +4828,9 @@
             },
             "text/html": [
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