diff --git a/lib/pt_trading/fit_method.py b/lib/pt_trading/fit_method.py
index 6b3b65a..e9c961a 100644
--- a/lib/pt_trading/fit_method.py
+++ b/lib/pt_trading/fit_method.py
@@ -18,6 +18,7 @@ class PairsTradingFitMethod(ABC):
"price",
"disequilibrium",
"scaled_disequilibrium",
+ "signed_scaled_disequilibrium",
"pair",
]
diff --git a/lib/pt_trading/rolling_window_fit.py b/lib/pt_trading/rolling_window_fit.py
index 9f0a4d9..119c585 100644
--- a/lib/pt_trading/rolling_window_fit.py
+++ b/lib/pt_trading/rolling_window_fit.py
@@ -177,6 +177,7 @@ class RollingFit(PairsTradingFitMethod):
open_tstamp = open_row["tstamp"]
open_disequilibrium = open_row["disequilibrium"]
open_scaled_disequilibrium = open_row["scaled_disequilibrium"]
+ signed_scaled_disequilibrium = open_row["signed_scaled_disequilibrium"]
open_px_a = open_row[f"{colname_a}"]
open_px_b = open_row[f"{colname_b}"]
@@ -214,6 +215,7 @@ class RollingFit(PairsTradingFitMethod):
open_px_a,
open_disequilibrium,
open_scaled_disequilibrium,
+ signed_scaled_disequilibrium,
pair,
),
(
@@ -224,6 +226,7 @@ class RollingFit(PairsTradingFitMethod):
open_px_b,
open_disequilibrium,
open_scaled_disequilibrium,
+ signed_scaled_disequilibrium,
pair,
),
]
@@ -241,6 +244,7 @@ class RollingFit(PairsTradingFitMethod):
"price": "float64",
"disequilibrium": "float64",
"scaled_disequilibrium": "float64",
+ "signed_scaled_disequilibrium": "float64",
"pair": "object",
}
)
@@ -254,6 +258,7 @@ class RollingFit(PairsTradingFitMethod):
close_tstamp = close_row["tstamp"]
close_disequilibrium = close_row["disequilibrium"]
close_scaled_disequilibrium = close_row["scaled_disequilibrium"]
+ signed_scaled_disequilibrium = close_row["signed_scaled_disequilibrium"]
close_px_a = close_row[f"{colname_a}"]
close_px_b = close_row[f"{colname_b}"]
@@ -269,6 +274,7 @@ class RollingFit(PairsTradingFitMethod):
close_px_a,
close_disequilibrium,
close_scaled_disequilibrium,
+ signed_scaled_disequilibrium,
pair,
),
(
@@ -279,6 +285,7 @@ class RollingFit(PairsTradingFitMethod):
close_px_b,
close_disequilibrium,
close_scaled_disequilibrium,
+ signed_scaled_disequilibrium,
pair,
),
]
@@ -297,6 +304,7 @@ class RollingFit(PairsTradingFitMethod):
"price": "float64",
"disequilibrium": "float64",
"scaled_disequilibrium": "float64",
+ "signed_scaled_disequilibrium": "float64",
"pair": "object",
}
)
diff --git a/lib/pt_trading/vecm_rolling_fit.py b/lib/pt_trading/vecm_rolling_fit.py
index 79d92af..1145d7e 100644
--- a/lib/pt_trading/vecm_rolling_fit.py
+++ b/lib/pt_trading/vecm_rolling_fit.py
@@ -75,9 +75,12 @@ class VECMTradingPair(TradingPair):
predicted_df[self.colnames()] @ self.vecm_fit_.beta
)
+ predicted_df["signed_scaled_disequilibrium"] = (
+ predicted_df["disequilibrium"] - self.training_mu_
+ ) / self.training_std_
+
predicted_df["scaled_disequilibrium"] = (
- abs(predicted_df["disequilibrium"] - self.training_mu_)
- / self.training_std_
+ abs(predicted_df["signed_scaled_disequilibrium"])
)
predicted_df = predicted_df.reset_index(drop=True)
diff --git a/lib/pt_trading/z-score_rolling_fit.py b/lib/pt_trading/z-score_rolling_fit.py
index 1f4726d..814ca0d 100644
--- a/lib/pt_trading/z-score_rolling_fit.py
+++ b/lib/pt_trading/z-score_rolling_fit.py
@@ -45,6 +45,7 @@ class ZScoreTradingPair(TradingPair):
predicted_df = self.testing_df_
predicted_df["disequilibrium"] = self.zscore_df_
+ predicted_df["signed_scaled_disequilibrium"] = self.zscore_df_
predicted_df["scaled_disequilibrium"] = abs(self.zscore_df_)
predicted_df = predicted_df.reset_index(drop=True)
diff --git a/research/notebooks/single_pair_test.ipynb b/research/notebooks/single_pair_test.ipynb
index 8e941f7..c780311 100644
--- a/research/notebooks/single_pair_test.ipynb
+++ b/research/notebooks/single_pair_test.ipynb
@@ -14,7 +14,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 97,
"metadata": {},
"outputs": [],
"source": [
@@ -47,7 +47,7 @@
"\n",
"# ================================ C R Y P T O ================================\n",
"CONFIG_FILE = \"/home/oleg/develop/pairs_trading/configuration/crypto_zscore.cfg\"\n",
- "CONFIG_FILE = \"/home/oleg/develop/pairs_trading/configuration/crypto_vecm.cfg\"\n",
+ "# CONFIG_FILE = \"/home/oleg/develop/pairs_trading/configuration/crypto_vecm.cfg\"\n",
"\n",
"# Date for data file selection (format: YYYYMMDD)\n",
"TRADING_DATE = \"20250602\" # Change this to your desired date\n",
@@ -81,7 +81,7 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 98,
"metadata": {},
"outputs": [],
"source": [
@@ -122,7 +122,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 99,
"metadata": {},
"outputs": [],
"source": [
@@ -201,7 +201,7 @@
},
{
"cell_type": "code",
- "execution_count": 4,
+ "execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
@@ -287,7 +287,7 @@
},
{
"cell_type": "code",
- "execution_count": 5,
+ "execution_count": 101,
"metadata": {},
"outputs": [],
"source": [
@@ -348,7 +348,7 @@
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 102,
"metadata": {},
"outputs": [],
"source": [
@@ -393,7 +393,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 103,
"metadata": {},
"outputs": [],
"source": [
@@ -485,7 +485,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 104,
"metadata": {},
"outputs": [],
"source": [
@@ -556,7 +556,7 @@
},
{
"cell_type": "code",
- "execution_count": 9,
+ "execution_count": 105,
"metadata": {},
"outputs": [],
"source": [
@@ -597,7 +597,7 @@
" timeline_df = pd.DataFrame({'tstamp': all_timestamps})\n",
"\n",
" # Merge with predicted data to get dis-equilibrium values\n",
- " timeline_df = timeline_df.merge(PREDICTED_RESULT[['tstamp', 'disequilibrium', 'scaled_disequilibrium']], \n",
+ " timeline_df = timeline_df.merge(PREDICTED_RESULT[['tstamp', 'disequilibrium', 'scaled_disequilibrium', 'signed_scaled_disequilibrium']], \n",
" on='tstamp', how='left')\n",
"\n",
" # Get Symbol_A and Symbol_B market data\n",
@@ -616,7 +616,7 @@
" rows=4, cols=1,\n",
" row_heights=[0.25, 0.25, 0.25, 0.25],\n",
" subplot_titles=[\n",
- " f'Testing Period: Scaled Dis-equilibrium with Trading Thresholds ({TRD_DATE})',\n",
+ " f'Dis-equilibrium with Trading Thresholds ({TRD_DATE})',\n",
" f'Normalized Price Comparison with BUY/SELL Signals - {SYMBOL_A}&{SYMBOL_B} ({TRD_DATE})',\n",
" f'{SYMBOL_A} Market Data with Trading Signals ({TRD_DATE})',\n",
" f'{SYMBOL_B} Market Data with Trading Signals ({TRD_DATE})',\n",
@@ -633,13 +633,24 @@
" go.Scatter(\n",
" x=timeline_df['tstamp'],\n",
" y=timeline_df['scaled_disequilibrium'],\n",
- " name='Scaled Dis-equilibrium',\n",
+ " name='Absolute Scaled Dis-equilibrium',\n",
" line=dict(color='green', width=2),\n",
" opacity=0.8\n",
" ),\n",
" row=1, col=1\n",
" )\n",
"\n",
+ " fig.add_trace(\n",
+ " go.Scatter(\n",
+ " x=timeline_df['tstamp'],\n",
+ " y=timeline_df['signed_scaled_disequilibrium'],\n",
+ " name='Scaled Dis-equilibrium',\n",
+ " line=dict(color='darkmagenta', width=2),\n",
+ " opacity=0.8\n",
+ " ),\n",
+ " row=1, col=1\n",
+ " )\n",
+ "\n",
" # Add threshold lines to first subplot\n",
" fig.add_shape(\n",
" type=\"line\",\n",
@@ -872,7 +883,7 @@
" y=buy_close_trades['price'],\n",
" mode='markers',\n",
" name=f'{SYMBOL_A} BUY CLOSE',\n",
- " marker=dict(color='green', size=12, symbol='triangle-up'),\n",
+ " marker=dict(color='green', size=12, symbol='square'),\n",
" showlegend=True\n",
" ),\n",
" row=3, col=1\n",
@@ -900,7 +911,7 @@
" y=sell_close_trades['price'],\n",
" mode='markers',\n",
" name=f'{SYMBOL_A} SELL CLOSE',\n",
- " marker=dict(color='red', size=12, symbol='triangle-down'),\n",
+ " marker=dict(color='red', size=12, symbol='square'),\n",
" showlegend=True\n",
" ),\n",
" row=3, col=1\n",
@@ -956,7 +967,7 @@
" y=buy_close_trades['price'],\n",
" mode='markers',\n",
" name=f'{SYMBOL_B} BUY CLOSE',\n",
- " marker=dict(color='darkgreen', size=12, symbol='triangle-up'),\n",
+ " marker=dict(color='green', size=12, symbol='square'),\n",
" showlegend=True\n",
" ),\n",
" row=4, col=1\n",
@@ -970,7 +981,7 @@
" y=sell_open_trades['price'],\n",
" mode='markers',\n",
" name=f'{SYMBOL_B} SELL OPEN',\n",
- " marker=dict(color='darkred', size=12, symbol='triangle-down'),\n",
+ " marker=dict(color='red', size=12, symbol='triangle-down'),\n",
" showlegend=True\n",
" ),\n",
" row=4, col=1\n",
@@ -984,7 +995,7 @@
" y=sell_close_trades['price'],\n",
" mode='markers',\n",
" name=f'{SYMBOL_B} SELL CLOSE',\n",
- " marker=dict(color='darkred', size=12, symbol='triangle-down'),\n",
+ " marker=dict(color='red', size=12, symbol='square'),\n",
" showlegend=True\n",
" ),\n",
" row=4, col=1\n",
@@ -1049,7 +1060,7 @@
},
{
"cell_type": "code",
- "execution_count": 10,
+ "execution_count": 106,
"metadata": {},
"outputs": [],
"source": [
@@ -1119,7 +1130,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 107,
"metadata": {},
"outputs": [],
"source": [
@@ -1200,7 +1211,7 @@
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 108,
"metadata": {},
"outputs": [
{
@@ -1209,22 +1220,22 @@
"text": [
"Setup complete!\n",
"Trading Parameters:\n",
- " Configuration: /home/oleg/develop/pairs_trading/configuration/crypto_vecm.cfg\n",
+ " Configuration: /home/oleg/develop/pairs_trading/configuration/crypto_zscore.cfg\n",
" Symbol A: ADA-USDT\n",
" Symbol B: SOL-USDT\n",
" Trading Date: 2025-06-02\n",
"\n",
- "Loading /home/oleg/develop/pairs_trading/configuration/crypto_vecm.cfg configuration using HJSON...\n",
+ "Loading /home/oleg/develop/pairs_trading/configuration/crypto_zscore.cfg configuration using HJSON...\n",
"✓ Successfully loaded configuration\n",
" Data directory: /home/oleg/develop/pairs_trading/data/crypto\n",
" Database table: md_1min_bars\n",
" Exchange: BNBSPOT\n",
" Training window: 120 minutes\n",
" Open threshold: 2\n",
- " Close threshold: 1\n",
- "Fit Model: pt_trading.vecm_rolling_fit.VECMRollingFit\n",
+ " Close threshold: 0.5\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: 20250602.mktdata.ohlcv.db\n",
@@ -1406,7 +1417,7 @@
"\n",
"Strategy Configuration:\n",
" Open threshold: 2\n",
- " Close threshold: 1\n",
+ " Close threshold: 0.5\n",
" Training minutes: 120\n",
" Funding per pair: $2000\n"
]
@@ -1447,89 +1458,108 @@
"Processing first 200 iterations for demonstration...\n",
"***ADA-USDT & SOL-USDT*** STARTING....\n",
"ADA-USDT & SOL-USDT: current offset=510 * Training data length=119 < 120 * Not enough training data. Completing the job.\n",
- "OPEN_TRADES: 2025-06-02 15:48:00 open_scaled_disequilibrium=2.0818049024547634\n",
+ "OPEN_TRADES: 2025-06-02 15:31:00 open_scaled_disequilibrium=2.892080636255072\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 15:48:00 ADA-USDT SELL OPEN 0.6736 0.002199 2.081805 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 15:48:00 SOL-USDT BUY OPEN 152.8000 0.002199 2.081805 ADA-USDT & SOL-USDT OPEN\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 15:31:00 ADA-USDT BUY OPEN 0.6733 -2.892081 2.892081 -2.892081 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 15:31:00 SOL-USDT SELL OPEN 153.1600 -2.892081 2.892081 -2.892081 ADA-USDT & SOL-USDT OPEN\n",
"CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 16:04:00 ADA-USDT BUY CLOSE 0.6731 0.000948 0.798953 ADA-USDT & SOL-USDT CLOSE\n",
- "1 2025-06-02 16:04:00 SOL-USDT SELL CLOSE 152.9400 0.000948 0.798953 ADA-USDT & SOL-USDT CLOSE\n",
- "OPEN_TRADES: 2025-06-02 17:29:00 open_scaled_disequilibrium=2.1389572377792994\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 15:41:00 ADA-USDT SELL CLOSE 0.6735 0.014633 0.014633 0.014633 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 15:41:00 SOL-USDT BUY CLOSE 153.0800 0.014633 0.014633 0.014633 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 16:44:00 open_scaled_disequilibrium=2.364778510607668\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 17:29:00 ADA-USDT BUY OPEN 0.6745 -0.001016 2.138957 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 17:29:00 SOL-USDT SELL OPEN 153.4400 -0.001016 2.138957 ADA-USDT & SOL-USDT OPEN\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 16:44:00 ADA-USDT BUY OPEN 0.6708 -2.364779 2.364779 -2.364779 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 16:44:00 SOL-USDT SELL OPEN 152.4700 -2.364779 2.364779 -2.364779 ADA-USDT & SOL-USDT OPEN\n",
+ "CLOSE TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 17:01:00 ADA-USDT SELL CLOSE 0.6745 -0.45725 0.45725 -0.45725 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 17:01:00 SOL-USDT BUY CLOSE 153.2100 -0.45725 0.45725 -0.45725 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 17:06:00 open_scaled_disequilibrium=2.191024540541887\n",
+ "OPEN TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 17:06:00 ADA-USDT BUY OPEN 0.6738 -2.191025 2.191025 -2.191025 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 17:06:00 SOL-USDT SELL OPEN 152.9000 -2.191025 2.191025 -2.191025 ADA-USDT & SOL-USDT OPEN\n",
"STOP CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 17:35:00 ADA-USDT SELL CLOSE 0.6712 -0.00227 3.90593 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "1 2025-06-02 17:35:00 SOL-USDT BUY CLOSE 153.0300 -0.00227 3.90593 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "OPEN_TRADES: 2025-06-02 17:36:00 open_scaled_disequilibrium=2.9327807569100677\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 17:14:00 ADA-USDT SELL CLOSE 0.6717 -0.939467 0.939467 -0.939467 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "1 2025-06-02 17:14:00 SOL-USDT BUY CLOSE 152.5400 -0.939467 0.939467 -0.939467 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "OPEN_TRADES: 2025-06-02 17:24:00 open_scaled_disequilibrium=2.748538160528875\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 17:36:00 ADA-USDT BUY OPEN 0.6715 -0.001793 2.932781 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 17:36:00 SOL-USDT SELL OPEN 152.9900 -0.001793 2.932781 ADA-USDT & SOL-USDT OPEN\n",
- "CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 18:16:00 ADA-USDT SELL CLOSE 0.6752 0.000173 0.95951 ADA-USDT & SOL-USDT CLOSE\n",
- "1 2025-06-02 18:16:00 SOL-USDT BUY CLOSE 153.8700 0.000173 0.95951 ADA-USDT & SOL-USDT CLOSE\n",
- "OPEN_TRADES: 2025-06-02 19:03:00 open_scaled_disequilibrium=2.2278377496743373\n",
- "OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:03:00 ADA-USDT SELL OPEN 0.6775 0.002985 2.227838 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 19:03:00 SOL-USDT BUY OPEN 153.6100 0.002985 2.227838 ADA-USDT & SOL-USDT OPEN\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 17:24:00 ADA-USDT BUY OPEN 0.6755 -2.748538 2.748538 -2.748538 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 17:24:00 SOL-USDT SELL OPEN 153.5600 -2.748538 2.748538 -2.748538 ADA-USDT & SOL-USDT OPEN\n",
"STOP CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:08:00 ADA-USDT BUY CLOSE 0.6763 0.00987 2.980161 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "1 2025-06-02 19:08:00 SOL-USDT SELL CLOSE 153.0100 0.00987 2.980161 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "OPEN_TRADES: 2025-06-02 19:09:00 open_scaled_disequilibrium=2.8642081530160217\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 17:33:00 ADA-USDT SELL CLOSE 0.6722 -1.168442 1.168442 -1.168442 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "1 2025-06-02 17:33:00 SOL-USDT BUY CLOSE 153.2400 -1.168442 1.168442 -1.168442 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "OPEN_TRADES: 2025-06-02 18:02:00 open_scaled_disequilibrium=2.0472288892294728\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:09:00 ADA-USDT BUY OPEN 0.6765 -0.006175 2.864208 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 19:09:00 SOL-USDT SELL OPEN 153.0500 -0.006175 2.864208 ADA-USDT & SOL-USDT OPEN\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 18:02:00 ADA-USDT SELL OPEN 0.6741 2.047229 2.047229 2.047229 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 18:02:00 SOL-USDT BUY OPEN 153.5900 2.047229 2.047229 2.047229 ADA-USDT & SOL-USDT OPEN\n",
+ "CLOSE TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 18:06:00 ADA-USDT BUY CLOSE 0.6746 -0.089168 0.089168 -0.089168 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 18:06:00 SOL-USDT SELL CLOSE 153.7900 -0.089168 0.089168 -0.089168 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 19:35:00 open_scaled_disequilibrium=2.016877535891162\n",
+ "OPEN TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 19:35:00 ADA-USDT BUY OPEN 0.6719 -2.016878 2.016878 -2.016878 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 19:35:00 SOL-USDT SELL OPEN 151.9900 -2.016878 2.016878 -2.016878 ADA-USDT & SOL-USDT OPEN\n",
"STOP CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:11:00 ADA-USDT SELL CLOSE 0.6748 -0.009987 2.846697 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "1 2025-06-02 19:11:00 SOL-USDT BUY CLOSE 152.6200 -0.009987 2.846697 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "OPEN_TRADES: 2025-06-02 19:12:00 open_scaled_disequilibrium=3.418633634727695\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 20:09:00 ADA-USDT SELL CLOSE 0.6791 -1.119561 1.119561 -1.119561 ADA-USDT & SOL-USDT CLOSE_STOP_PROFIT\n",
+ "1 2025-06-02 20:09:00 SOL-USDT BUY CLOSE 153.7500 -1.119561 1.119561 -1.119561 ADA-USDT & SOL-USDT CLOSE_STOP_PROFIT\n",
+ "OPEN_TRADES: 2025-06-02 20:32:00 open_scaled_disequilibrium=2.1193116614341356\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:12:00 ADA-USDT SELL OPEN 0.6739 0.009692 3.418634 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 19:12:00 SOL-USDT BUY OPEN 152.1700 0.009692 3.418634 ADA-USDT & SOL-USDT OPEN\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 20:32:00 ADA-USDT BUY OPEN 0.6811 -2.119312 2.119312 -2.119312 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 20:32:00 SOL-USDT SELL OPEN 154.2200 -2.119312 2.119312 -2.119312 ADA-USDT & SOL-USDT OPEN\n",
+ "CLOSE TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 21:04:00 ADA-USDT SELL CLOSE 0.6845 -0.316305 0.316305 -0.316305 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 21:04:00 SOL-USDT BUY CLOSE 154.7200 -0.316305 0.316305 -0.316305 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 21:33:00 open_scaled_disequilibrium=2.1162146947771068\n",
+ "OPEN TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 21:33:00 ADA-USDT SELL OPEN 0.6819 2.116215 2.116215 2.116215 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 21:33:00 SOL-USDT BUY OPEN 154.5100 2.116215 2.116215 2.116215 ADA-USDT & SOL-USDT OPEN\n",
+ "CLOSE TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 21:40:00 ADA-USDT BUY CLOSE 0.6833 -0.195611 0.195611 -0.195611 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 21:40:00 SOL-USDT SELL CLOSE 154.9200 -0.195611 0.195611 -0.195611 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 21:58:00 open_scaled_disequilibrium=2.0841568077931436\n",
+ "OPEN TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 21:58:00 ADA-USDT BUY OPEN 0.6842 -2.084157 2.084157 -2.084157 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 21:58:00 SOL-USDT SELL OPEN 155.2900 -2.084157 2.084157 -2.084157 ADA-USDT & SOL-USDT OPEN\n",
+ "CLOSE TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 22:06:00 ADA-USDT SELL CLOSE 0.6887 -0.396354 0.396354 -0.396354 ADA-USDT & SOL-USDT CLOSE\n",
+ "1 2025-06-02 22:06:00 SOL-USDT BUY CLOSE 155.8300 -0.396354 0.396354 -0.396354 ADA-USDT & SOL-USDT CLOSE\n",
+ "OPEN_TRADES: 2025-06-02 22:19:00 open_scaled_disequilibrium=2.10216298924875\n",
+ "OPEN TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 22:19:00 ADA-USDT SELL OPEN 0.6905 2.102163 2.102163 2.102163 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 22:19:00 SOL-USDT BUY OPEN 156.2700 2.102163 2.102163 2.102163 ADA-USDT & SOL-USDT OPEN\n",
"STOP CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 19:34:00 ADA-USDT BUY CLOSE 0.6717 -0.00109 1.588587 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "1 2025-06-02 19:34:00 SOL-USDT SELL CLOSE 151.8300 -0.00109 1.588587 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "OPEN_TRADES: 2025-06-02 21:48:00 open_scaled_disequilibrium=2.5214214864370303\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 22:22:00 ADA-USDT BUY CLOSE 0.6882 1.931205 1.931205 1.931205 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "1 2025-06-02 22:22:00 SOL-USDT SELL CLOSE 155.9200 1.931205 1.931205 1.931205 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "OPEN_TRADES: 2025-06-02 23:55:00 open_scaled_disequilibrium=2.2438675739562233\n",
"OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 21:48:00 ADA-USDT BUY OPEN 0.6827 -0.00224 2.521421 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 21:48:00 SOL-USDT SELL OPEN 155.2000 -0.00224 2.521421 ADA-USDT & SOL-USDT OPEN\n",
- "CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 22:04:00 ADA-USDT SELL CLOSE 0.6883 -0.002265 0.428332 ADA-USDT & SOL-USDT CLOSE\n",
- "1 2025-06-02 22:04:00 SOL-USDT BUY CLOSE 156.0400 -0.002265 0.428332 ADA-USDT & SOL-USDT CLOSE\n",
- "OPEN_TRADES: 2025-06-02 22:09:00 open_scaled_disequilibrium=2.670046055313119\n",
- "OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 22:09:00 ADA-USDT SELL OPEN 0.69 0.002581 2.670046 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 22:09:00 SOL-USDT BUY OPEN 155.67 0.002581 2.670046 ADA-USDT & SOL-USDT OPEN\n",
- "CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 22:14:00 ADA-USDT BUY CLOSE 0.6891 0.000614 0.859073 ADA-USDT & SOL-USDT CLOSE\n",
- "1 2025-06-02 22:14:00 SOL-USDT SELL CLOSE 155.8800 0.000614 0.859073 ADA-USDT & SOL-USDT CLOSE\n",
- "OPEN_TRADES: 2025-06-02 23:40:00 open_scaled_disequilibrium=2.1923551272389994\n",
- "OPEN TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 23:40:00 ADA-USDT BUY OPEN 0.6896 -0.001467 2.192355 ADA-USDT & SOL-USDT OPEN\n",
- "1 2025-06-02 23:40:00 SOL-USDT SELL OPEN 157.0000 -0.001467 2.192355 ADA-USDT & SOL-USDT OPEN\n",
- "CLOSE TRADES:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 23:58:00 ADA-USDT SELL CLOSE 0.6896 -0.000184 0.896276 ADA-USDT & SOL-USDT CLOSE\n",
- "1 2025-06-02 23:58:00 SOL-USDT BUY CLOSE 156.8200 -0.000184 0.896276 ADA-USDT & SOL-USDT CLOSE\n",
- "***ADA-USDT & SOL-USDT*** FINISHED *** Num Trades:36\n",
- "Generated 36 trading signals\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 23:55:00 ADA-USDT BUY OPEN 0.6892 -2.243868 2.243868 -2.243868 ADA-USDT & SOL-USDT OPEN\n",
+ "1 2025-06-02 23:55:00 SOL-USDT SELL OPEN 156.9400 -2.243868 2.243868 -2.243868 ADA-USDT & SOL-USDT OPEN\n",
+ "ADA-USDT & SOL-USDT: *** Position is NOT CLOSED. ***\n",
+ "CLOSE_POSITION TRADES:\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 23:59:00 ADA-USDT SELL CLOSE 0.6896 -2.951683 2.951683 -2.951683 ADA-USDT & SOL-USDT CLOSE_POSITION\n",
+ "1 2025-06-02 23:59:00 SOL-USDT BUY CLOSE 156.8300 -2.951683 2.951683 -2.951683 ADA-USDT & SOL-USDT CLOSE_POSITION\n",
+ "***ADA-USDT & SOL-USDT*** FINISHED *** Num Trades:44\n",
+ "Generated 44 trading signals\n",
"\n",
"Strategy execution completed!\n",
"\n",
@@ -1558,50 +1588,58 @@
"text": [
"=== SLIDING FIT INTERACTIVE VISUALIZATION ===\n",
"Note: Rolling Fit strategy visualization with interactive plotly charts\n",
- "Using consistent timeline with 629 timestamps\n",
+ "Using consistent timeline with 749 timestamps\n",
"Timeline range: 2025-06-02 13:30:00 to 2025-06-02 23:59:00\n",
"\n",
"Symbol_A trades:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "0 2025-06-02 15:48:00 ADA-USDT SELL OPEN 0.6736 0.002199 2.081805 ADA-USDT & SOL-USDT OPEN\n",
- "2 2025-06-02 16:04:00 ADA-USDT BUY CLOSE 0.6731 0.000948 0.798953 ADA-USDT & SOL-USDT CLOSE\n",
- "4 2025-06-02 17:29:00 ADA-USDT BUY OPEN 0.6745 -0.001016 2.138957 ADA-USDT & SOL-USDT OPEN\n",
- "6 2025-06-02 17:35:00 ADA-USDT SELL CLOSE 0.6712 -0.002270 3.905930 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "8 2025-06-02 17:36:00 ADA-USDT BUY OPEN 0.6715 -0.001793 2.932781 ADA-USDT & SOL-USDT OPEN\n",
- "10 2025-06-02 18:16:00 ADA-USDT SELL CLOSE 0.6752 0.000173 0.959510 ADA-USDT & SOL-USDT CLOSE\n",
- "12 2025-06-02 19:03:00 ADA-USDT SELL OPEN 0.6775 0.002985 2.227838 ADA-USDT & SOL-USDT OPEN\n",
- "14 2025-06-02 19:08:00 ADA-USDT BUY CLOSE 0.6763 0.009870 2.980161 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "16 2025-06-02 19:09:00 ADA-USDT BUY OPEN 0.6765 -0.006175 2.864208 ADA-USDT & SOL-USDT OPEN\n",
- "18 2025-06-02 19:11:00 ADA-USDT SELL CLOSE 0.6748 -0.009987 2.846697 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "20 2025-06-02 19:12:00 ADA-USDT SELL OPEN 0.6739 0.009692 3.418634 ADA-USDT & SOL-USDT OPEN\n",
- "22 2025-06-02 19:34:00 ADA-USDT BUY CLOSE 0.6717 -0.001090 1.588587 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "24 2025-06-02 21:48:00 ADA-USDT BUY OPEN 0.6827 -0.002240 2.521421 ADA-USDT & SOL-USDT OPEN\n",
- "26 2025-06-02 22:04:00 ADA-USDT SELL CLOSE 0.6883 -0.002265 0.428332 ADA-USDT & SOL-USDT CLOSE\n",
- "28 2025-06-02 22:09:00 ADA-USDT SELL OPEN 0.6900 0.002581 2.670046 ADA-USDT & SOL-USDT OPEN\n",
- "30 2025-06-02 22:14:00 ADA-USDT BUY CLOSE 0.6891 0.000614 0.859073 ADA-USDT & SOL-USDT CLOSE\n",
- "32 2025-06-02 23:40:00 ADA-USDT BUY OPEN 0.6896 -0.001467 2.192355 ADA-USDT & SOL-USDT OPEN\n",
- "34 2025-06-02 23:58:00 ADA-USDT SELL CLOSE 0.6896 -0.000184 0.896276 ADA-USDT & SOL-USDT CLOSE\n",
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "0 2025-06-02 15:31:00 ADA-USDT BUY OPEN 0.6733 -2.892081 2.892081 -2.892081 ADA-USDT & SOL-USDT OPEN\n",
+ "2 2025-06-02 15:41:00 ADA-USDT SELL CLOSE 0.6735 0.014633 0.014633 0.014633 ADA-USDT & SOL-USDT CLOSE\n",
+ "4 2025-06-02 16:44:00 ADA-USDT BUY OPEN 0.6708 -2.364779 2.364779 -2.364779 ADA-USDT & SOL-USDT OPEN\n",
+ "6 2025-06-02 17:01:00 ADA-USDT SELL CLOSE 0.6745 -0.457250 0.457250 -0.457250 ADA-USDT & SOL-USDT CLOSE\n",
+ "8 2025-06-02 17:06:00 ADA-USDT BUY OPEN 0.6738 -2.191025 2.191025 -2.191025 ADA-USDT & SOL-USDT OPEN\n",
+ "10 2025-06-02 17:14:00 ADA-USDT SELL CLOSE 0.6717 -0.939467 0.939467 -0.939467 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "12 2025-06-02 17:24:00 ADA-USDT BUY OPEN 0.6755 -2.748538 2.748538 -2.748538 ADA-USDT & SOL-USDT OPEN\n",
+ "14 2025-06-02 17:33:00 ADA-USDT SELL CLOSE 0.6722 -1.168442 1.168442 -1.168442 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "16 2025-06-02 18:02:00 ADA-USDT SELL OPEN 0.6741 2.047229 2.047229 2.047229 ADA-USDT & SOL-USDT OPEN\n",
+ "18 2025-06-02 18:06:00 ADA-USDT BUY CLOSE 0.6746 -0.089168 0.089168 -0.089168 ADA-USDT & SOL-USDT CLOSE\n",
+ "20 2025-06-02 19:35:00 ADA-USDT BUY OPEN 0.6719 -2.016878 2.016878 -2.016878 ADA-USDT & SOL-USDT OPEN\n",
+ "22 2025-06-02 20:09:00 ADA-USDT SELL CLOSE 0.6791 -1.119561 1.119561 -1.119561 ADA-USDT & SOL-USDT CLOSE_STOP_PROFIT\n",
+ "24 2025-06-02 20:32:00 ADA-USDT BUY OPEN 0.6811 -2.119312 2.119312 -2.119312 ADA-USDT & SOL-USDT OPEN\n",
+ "26 2025-06-02 21:04:00 ADA-USDT SELL CLOSE 0.6845 -0.316305 0.316305 -0.316305 ADA-USDT & SOL-USDT CLOSE\n",
+ "28 2025-06-02 21:33:00 ADA-USDT SELL OPEN 0.6819 2.116215 2.116215 2.116215 ADA-USDT & SOL-USDT OPEN\n",
+ "30 2025-06-02 21:40:00 ADA-USDT BUY CLOSE 0.6833 -0.195611 0.195611 -0.195611 ADA-USDT & SOL-USDT CLOSE\n",
+ "32 2025-06-02 21:58:00 ADA-USDT BUY OPEN 0.6842 -2.084157 2.084157 -2.084157 ADA-USDT & SOL-USDT OPEN\n",
+ "34 2025-06-02 22:06:00 ADA-USDT SELL CLOSE 0.6887 -0.396354 0.396354 -0.396354 ADA-USDT & SOL-USDT CLOSE\n",
+ "36 2025-06-02 22:19:00 ADA-USDT SELL OPEN 0.6905 2.102163 2.102163 2.102163 ADA-USDT & SOL-USDT OPEN\n",
+ "38 2025-06-02 22:22:00 ADA-USDT BUY CLOSE 0.6882 1.931205 1.931205 1.931205 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "40 2025-06-02 23:55:00 ADA-USDT BUY OPEN 0.6892 -2.243868 2.243868 -2.243868 ADA-USDT & SOL-USDT OPEN\n",
+ "42 2025-06-02 23:59:00 ADA-USDT SELL CLOSE 0.6896 -2.951683 2.951683 -2.951683 ADA-USDT & SOL-USDT CLOSE_POSITION\n",
"\n",
"Symbol_B trades:\n",
- " time symbol side action price disequilibrium scaled_disequilibrium pair status\n",
- "1 2025-06-02 15:48:00 SOL-USDT BUY OPEN 152.80 0.002199 2.081805 ADA-USDT & SOL-USDT OPEN\n",
- "3 2025-06-02 16:04:00 SOL-USDT SELL CLOSE 152.94 0.000948 0.798953 ADA-USDT & SOL-USDT CLOSE\n",
- "5 2025-06-02 17:29:00 SOL-USDT SELL OPEN 153.44 -0.001016 2.138957 ADA-USDT & SOL-USDT OPEN\n",
- "7 2025-06-02 17:35:00 SOL-USDT BUY CLOSE 153.03 -0.002270 3.905930 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "9 2025-06-02 17:36:00 SOL-USDT SELL OPEN 152.99 -0.001793 2.932781 ADA-USDT & SOL-USDT OPEN\n",
- "11 2025-06-02 18:16:00 SOL-USDT BUY CLOSE 153.87 0.000173 0.959510 ADA-USDT & SOL-USDT CLOSE\n",
- "13 2025-06-02 19:03:00 SOL-USDT BUY OPEN 153.61 0.002985 2.227838 ADA-USDT & SOL-USDT OPEN\n",
- "15 2025-06-02 19:08:00 SOL-USDT SELL CLOSE 153.01 0.009870 2.980161 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "17 2025-06-02 19:09:00 SOL-USDT SELL OPEN 153.05 -0.006175 2.864208 ADA-USDT & SOL-USDT OPEN\n",
- "19 2025-06-02 19:11:00 SOL-USDT BUY CLOSE 152.62 -0.009987 2.846697 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "21 2025-06-02 19:12:00 SOL-USDT BUY OPEN 152.17 0.009692 3.418634 ADA-USDT & SOL-USDT OPEN\n",
- "23 2025-06-02 19:34:00 SOL-USDT SELL CLOSE 151.83 -0.001090 1.588587 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
- "25 2025-06-02 21:48:00 SOL-USDT SELL OPEN 155.20 -0.002240 2.521421 ADA-USDT & SOL-USDT OPEN\n",
- "27 2025-06-02 22:04:00 SOL-USDT BUY CLOSE 156.04 -0.002265 0.428332 ADA-USDT & SOL-USDT CLOSE\n",
- "29 2025-06-02 22:09:00 SOL-USDT BUY OPEN 155.67 0.002581 2.670046 ADA-USDT & SOL-USDT OPEN\n",
- "31 2025-06-02 22:14:00 SOL-USDT SELL CLOSE 155.88 0.000614 0.859073 ADA-USDT & SOL-USDT CLOSE\n",
- "33 2025-06-02 23:40:00 SOL-USDT SELL OPEN 157.00 -0.001467 2.192355 ADA-USDT & SOL-USDT OPEN\n",
- "35 2025-06-02 23:58:00 SOL-USDT BUY CLOSE 156.82 -0.000184 0.896276 ADA-USDT & SOL-USDT CLOSE\n"
+ " time symbol side action price disequilibrium scaled_disequilibrium signed_scaled_disequilibrium pair status\n",
+ "1 2025-06-02 15:31:00 SOL-USDT SELL OPEN 153.16 -2.892081 2.892081 -2.892081 ADA-USDT & SOL-USDT OPEN\n",
+ "3 2025-06-02 15:41:00 SOL-USDT BUY CLOSE 153.08 0.014633 0.014633 0.014633 ADA-USDT & SOL-USDT CLOSE\n",
+ "5 2025-06-02 16:44:00 SOL-USDT SELL OPEN 152.47 -2.364779 2.364779 -2.364779 ADA-USDT & SOL-USDT OPEN\n",
+ "7 2025-06-02 17:01:00 SOL-USDT BUY CLOSE 153.21 -0.457250 0.457250 -0.457250 ADA-USDT & SOL-USDT CLOSE\n",
+ "9 2025-06-02 17:06:00 SOL-USDT SELL OPEN 152.90 -2.191025 2.191025 -2.191025 ADA-USDT & SOL-USDT OPEN\n",
+ "11 2025-06-02 17:14:00 SOL-USDT BUY CLOSE 152.54 -0.939467 0.939467 -0.939467 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "13 2025-06-02 17:24:00 SOL-USDT SELL OPEN 153.56 -2.748538 2.748538 -2.748538 ADA-USDT & SOL-USDT OPEN\n",
+ "15 2025-06-02 17:33:00 SOL-USDT BUY CLOSE 153.24 -1.168442 1.168442 -1.168442 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "17 2025-06-02 18:02:00 SOL-USDT BUY OPEN 153.59 2.047229 2.047229 2.047229 ADA-USDT & SOL-USDT OPEN\n",
+ "19 2025-06-02 18:06:00 SOL-USDT SELL CLOSE 153.79 -0.089168 0.089168 -0.089168 ADA-USDT & SOL-USDT CLOSE\n",
+ "21 2025-06-02 19:35:00 SOL-USDT SELL OPEN 151.99 -2.016878 2.016878 -2.016878 ADA-USDT & SOL-USDT OPEN\n",
+ "23 2025-06-02 20:09:00 SOL-USDT BUY CLOSE 153.75 -1.119561 1.119561 -1.119561 ADA-USDT & SOL-USDT CLOSE_STOP_PROFIT\n",
+ "25 2025-06-02 20:32:00 SOL-USDT SELL OPEN 154.22 -2.119312 2.119312 -2.119312 ADA-USDT & SOL-USDT OPEN\n",
+ "27 2025-06-02 21:04:00 SOL-USDT BUY CLOSE 154.72 -0.316305 0.316305 -0.316305 ADA-USDT & SOL-USDT CLOSE\n",
+ "29 2025-06-02 21:33:00 SOL-USDT BUY OPEN 154.51 2.116215 2.116215 2.116215 ADA-USDT & SOL-USDT OPEN\n",
+ "31 2025-06-02 21:40:00 SOL-USDT SELL CLOSE 154.92 -0.195611 0.195611 -0.195611 ADA-USDT & SOL-USDT CLOSE\n",
+ "33 2025-06-02 21:58:00 SOL-USDT SELL OPEN 155.29 -2.084157 2.084157 -2.084157 ADA-USDT & SOL-USDT OPEN\n",
+ "35 2025-06-02 22:06:00 SOL-USDT BUY CLOSE 155.83 -0.396354 0.396354 -0.396354 ADA-USDT & SOL-USDT CLOSE\n",
+ "37 2025-06-02 22:19:00 SOL-USDT BUY OPEN 156.27 2.102163 2.102163 2.102163 ADA-USDT & SOL-USDT OPEN\n",
+ "39 2025-06-02 22:22:00 SOL-USDT SELL CLOSE 155.92 1.931205 1.931205 1.931205 ADA-USDT & SOL-USDT CLOSE_STOP_LOSS\n",
+ "41 2025-06-02 23:55:00 SOL-USDT SELL OPEN 156.94 -2.243868 2.243868 -2.243868 ADA-USDT & SOL-USDT OPEN\n",
+ "43 2025-06-02 23:59:00 SOL-USDT BUY CLOSE 156.83 -2.951683 2.951683 -2.951683 ADA-USDT & SOL-USDT CLOSE_POSITION\n"
]
},
{
@@ -1616,86 +1654,236 @@
"color": "green",
"width": 2
},
- "name": "Scaled Dis-equilibrium",
+ "name": "Absolute Scaled Dis-equilibrium",
"opacity": 0.8,
"type": "scatter",
"x": [
- "2025-06-02T13:30:00.000000000",
"2025-06-02T13:31:00.000000000",
"2025-06-02T13:32:00.000000000",
"2025-06-02T13:33:00.000000000",
"2025-06-02T13:34:00.000000000",
"2025-06-02T13:35:00.000000000",
- "2025-06-02T13:36:00.000000000",
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@@ -5317,8 +6273,8 @@
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