"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
"\n",
"
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"
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"\n",
"
\n",
"
\n",
"This is the init_notebook_mode cell from ITables v2.2.1
\n",
"(you should not see this message - is your notebook trusted?)\n",
"
\n",
"
\n",
"\n"
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"/Users/davidbrazda/Library/Application Support/v2realbot\n",
"trades_df-BAC-2024-01-01T09_30_00-2024-05-14T16_00_00-CO4B7VPWUZF-100.parquet\n",
"trades_df-BAC-2024-01-11T09:30:00-2024-01-12T16:00:00.parquet\n",
"trades_df-SPY-2024-01-01T09:30:00-2024-05-14T16:00:00.parquet\n",
"trades_df-BAC-2023-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2024-01-11T09:30:00-2024-01-12T16:00:00.parquet\n",
"trades_df-BAC-2024-05-15T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2024-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-SPY-2024-01-01T09:30:00-2024-05-14T16:00:00.parquet\n",
"ohlcv_df-BAC-2024-01-01T09_30_00-2024-05-14T16_00_00-CO4B7VPWUZF-100.parquet\n",
"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T16_00_00-47BCFOPUVWZ-100.parquet\n",
"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T15_30_00-47BCFOPUVWZ-100.parquet\n"
]
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from itables import init_notebook_mode, show\n",
"import datetime\n",
"from itertools import product\n",
"from appdirs import user_data_dir\n",
"import os\n",
"\n",
"init_notebook_mode(all_interactive=True)\n",
"\n",
"#LOAD FROM PARQUET\n",
"DATA_DIR = user_data_dir(\"v2realbot\", False)\n",
"dir = DATA_DIR + \"/notebooks/\" #my local cache dir\n",
"print(DATA_DIR)\n",
"files = [f for f in os.listdir(dir) if f.endswith(\".parquet\")]\n",
"print('\\n'.join(map(str, files)))\n",
"file_name = \"ohlcv_df-BAC-2023-01-01T09_30_00-2024-05-25T15_30_00-47BCFOPUVWZ-100.parquet\"\n",
"ohlcv_df = pd.read_parquet(dir+file_name,engine='pyarrow')\n",
"#filter ohlcv_df to certain date range (assuming datetime index)\n",
"ohlcv_df = ohlcv_df.loc[\"2024-02-12 9:30\":\"2024-02-18 16:00\"]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Resampling\n",
"This is resampling of 1s data above to lower resolution if necessary."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#resample settings for custom columns\n",
"from vectorbtpro.utils.config import merge_dicts, Config, HybridConfig\n",
"from vectorbtpro import _typing as tp\n",
"from vectorbtpro.generic import nb as generic_nb\n",
"\n",
"_feature_config: tp.ClassVar[Config] = HybridConfig(\n",
" {\n",
" \"buyvolume\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" ),\n",
" \"sellvolume\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" ),\n",
" \"trades\": dict(\n",
" resample_func=lambda self, obj, resampler: obj.vbt.resample_apply(\n",
" resampler,\n",
" generic_nb.sum_reduce_nb,\n",
" )\n",
" )\n",
" }\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"None\n",
"Loaded env variables from file None\n"
]
},
{
"data": {
"text/html": [
"Activating profile profile1\n",
"\n"
],
"text/plain": [
"Activating profile profile1\n"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#resampling to lower res\n",
"import vectorbtpro as vbt\n",
"from v2realbot.utils.utils import zoneNY\n",
"vbt.settings.set_theme(\"dark\")\n",
"vbt.settings['plotting']['layout']['width'] = 1280\n",
"vbt.settings.plotting.auto_rangebreaks = True\n",
"basic_data = vbt.Data.from_data(vbt.symbol_dict({\"BAC\": ohlcv_df}), tz_convert=zoneNY)\n",
"\n",
"basic_data._feature_config = _feature_config\n",
"\n",
"sec_data = basic_data.data[\"BAC\"]\n",
"\n",
"t1data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','trades']].resample(\"1T\")\n",
"t1data = t1data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"\n",
"\n",
"m30data = basic_data[['open', 'high', 'low', 'close', 'volume','vwap','trades']].resample(\"30T\")\n",
"m30data = m30data.transform(lambda df: df.between_time('09:30', '16:00').dropna())\n",
"#m30data.data[\"BAC\"].info()\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import stumpy\n",
"# The length of the motif\n",
"m = 20\n",
"\n",
"#lets use 1min data first\n",
"#apply differencing, either absolute .diff() or relative .pct_change() to make data stationary\n",
"#first value becomes na - drop it\n",
"timeseries_sr = t1data.get('vwap').diff().dropna()\n",
"\n",
"#for stationary data, we can use just stump\n",
"matrix_profile = stumpy.stump(timeseries_sr.values.T, m)\n",
"\n",
"#timeseries_sr\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Result is NumPy array with 4 columns:\n",
"- `Matrix Profile` - distance between each subsequence and nearest neighbor.\n",
"- `Matrix Profile Index`- the index of the nearest neighbor for each subsequence, indicating where the closest match to the subsequence occurs in the time series.\n",
"- `Left Matrix Profile Index` - the nearest neighbor when looking for matches to the left (earlier in the time series). Useful when analyzing directional dependencies or patterns in time series.\n",
"- `Right Matrix Profile Index` - the index of the nearest neighbor when looking for matches to the right (later in the time series).\n",
"\n",
"Then we use motifs method to get 4 most promiment motifs and 5 closest neihbors for each \n",
"\n",
"TBD explore anomanly detection (#discord_distances, discord_indices = discords(time_series, mp[:, 0], k=3))"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from stumpy import motifs\n",
"\n",
"#get 4 most prominent motifs\n",
"motif_distances, motif_indices = motifs(timeseries_sr, matrix_profile[:, 0], max_motifs=4, min_neighbors=5)\n",
"\n",
"#motif_distances\n",
"#motif_indices"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The we can visualize these first as Overlay and then on the whole timeseries."
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#as overlay\n",
"from stumpy import motifs, match\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"def visualize_motifs(time_series, motif_distances, motif_indices, subsequence_length, max_neighbors=5):\n",
" n_motifs = len(motif_indices)\n",
" fig, axs = plt.subplots(n_motifs, 1, figsize=(15, 5*n_motifs), sharex=False)\n",
" if n_motifs == 1:\n",
" axs = [axs]\n",
" \n",
" for i, (motif_idxs, distances, ax) in enumerate(zip(motif_indices, motif_distances, axs)):\n",
" # Extract the first index if motif_idxs is an array or list\n",
" main_motif_idx = motif_idxs[0] if isinstance(motif_idxs, (list, np.ndarray)) else motif_idxs\n",
" \n",
" # Extract the motif sequence\n",
" motif = time_series[main_motif_idx:main_motif_idx+subsequence_length]\n",
" \n",
" # Plot the main motif\n",
" ax.plot(range(subsequence_length), motif, label=f'Motif {i+1}', linewidth=3)\n",
" \n",
" # Plot neighbors\n",
" for j, (neighbor_idx, dist) in enumerate(zip(motif_idxs[1:], distances[1:])):\n",
" if j >= max_neighbors:\n",
" break\n",
" neighbor = time_series[neighbor_idx:neighbor_idx+subsequence_length]\n",
" similarity = 1 - dist # Convert distance to similarity\n",
" ax.plot(range(subsequence_length), neighbor, \n",
" label=f'Neighbor {j+1} (Distance: {dist:.2f})', \n",
" alpha=0.7)\n",
" \n",
" ax.set_title(f'Motif {i} and its Neighbors')\n",
" ax.legend()\n",
" ax.set_xlabel('Subsequence Index')\n",
" ax.set_ylabel('Value')\n",
" \n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"visualize_motifs(time_series=timeseries_sr, motif_distances=motif_distances, motif_indices=motif_indices, subsequence_length=m)\n"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"DatetimeIndex: 1949 entries, 2024-02-12 09:31:00-05:00 to 2024-02-16 15:59:00-05:00\n",
"Series name: vwap\n",
"Non-Null Count Dtype \n",
"-------------- ----- \n",
"1949 non-null float64\n",
"dtypes: float64(1)\n",
"memory usage: 30.5 KB\n"
]
}
],
"source": [
"timeseries_sr.info()"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Visualize on the whole timeseries\n",
"import numpy as np\n",
"from matplotlib.patches import Rectangle\n",
"import matplotlib.colors as mcolors\n",
"\n",
"def visualize_motifs_on_timeseries(time_series, motif_distances, motif_indices, subsequence_length):\n",
" n_motifs = len(motif_indices)\n",
" fig, axs = plt.subplots(n_motifs, 1, figsize=(15, 5*n_motifs), sharex=True)\n",
" if n_motifs == 1:\n",
" axs = [axs]\n",
" \n",
" # Define a color for each motif\n",
" colors = plt.cm.rainbow(np.linspace(0, 1, n_motifs))\n",
" \n",
" for i, (motif_idxs, distances, ax, color) in enumerate(zip(motif_indices, motif_distances, axs, colors)):\n",
" # Plot the entire time series\n",
" ax.plot(time_series.values, color='gray', alpha=0.5)\n",
" \n",
" # Extract the main motif index\n",
" main_motif_idx = motif_idxs[0] if isinstance(motif_idxs, (list, np.ndarray)) else motif_idxs\n",
" \n",
" # Plot the main motif as a rectangle\n",
" rect = Rectangle((main_motif_idx, min(time_series)), subsequence_length, max(time_series) - min(time_series),\n",
" facecolor=color, alpha=0.7, label=f'Motif {i+1}')\n",
" ax.add_patch(rect)\n",
" \n",
" # Plot neighbors\n",
" nb = 0\n",
" for neighbor_idx, dist in zip(motif_idxs[1:], distances[1:]):\n",
" nb += 1\n",
" similarity = 1 - dist # Convert distance to similarity\n",
" # Use similarity to determine the alpha of the color 1 - (0.7 / 5) * x\n",
" neighbor_color = mcolors.to_rgba(color, alpha=1 - (0.7 / 5) * dist)\n",
" rect = Rectangle((neighbor_idx, min(time_series)), subsequence_length, max(time_series) - min(time_series),\n",
" facecolor=neighbor_color, label=f'Neighbor {nb} (Distance: {dist:.2f})')\n",
" ax.add_patch(rect)\n",
"\n",
" # # Adjust the limits of the plot so the rectangle is visible\n",
" # ax.set_xlim(0, len(time_series))\n",
" # ax.set_ylim(min(time_series) - 10, max(time_series) + 10)\n",
"\n",
" ax.set_title(f'Motif {i} and its Neighbors')\n",
" ax.legend()\n",
" ax.set_xlabel('Time')\n",
" ax.set_ylabel('Value')\n",
" ax.autoscale()\n",
" \n",
" plt.tight_layout()\n",
" plt.show()\n",
"\n",
"visualize_motifs_on_timeseries(timeseries_sr, motif_distances, motif_indices, m)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Unanchored chain\n",
"\n",
"Unanchored chains could be used for trending data."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"timeseries_sr_trending = t1data.get('vwap')\n",
"matrix_profile_tr = stumpy.stump(timeseries_sr_trending, m)\n",
"\n",
"#for trend data we can use \n",
"all_chain_set, unanchored_chain = stumpy.allc(matrix_profile_tr[:, 2], matrix_profile_tr[:, 3])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
""
],
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Charting with lightweight-chart for better interactivity\n",
"\n",
"#!pip install git+https://github.com/drew2323/lightweight-charts-python.git\n",
"from lightweight_charts import JupyterChart, chart, Panel\n",
"\n",
"motifs = []\n",
"for i in range(unanchored_chain.shape[0]):\n",
" new_df = timeseries_sr_trending.iloc[unanchored_chain[i]:unanchored_chain[i]+m]\n",
" motifs.append((new_df.to_frame(name=f\"Motif {i+1}\"), f\"Motif {i+1}\"))\n",
"\n",
"pane1 = Panel(\n",
" right = [(timeseries_sr_trending.to_frame(name=\"Time series main\"),\"Time series main\")]+motifs\n",
")\n",
"\n",
"ch = chart([pane1], sync=False, size=\"s\", session=None)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Standard charting\n",
"\n",
"import itertools\n",
"\n",
"plt.plot(timeseries_sr_trending, linewidth=1, color='black')\n",
"for i in range(unanchored_chain.shape[0]):\n",
" y = timeseries_sr_trending.iloc[unanchored_chain[i]:unanchored_chain[i]+m]\n",
" x = y.index.values\n",
" plt.plot(x, y, linewidth=3)\n",
"# color = itertools.cycle(['white', 'gainsboro'])\n",
"# for i, x in enumerate(range(0, ohlcv_df.shape[0], 52)):\n",
"# plt.text(x+12, 0.9, str(2004+i), color=\"black\", fontsize=20)\n",
"# rect = Rectangle((x, -1), 52, 2.5, facecolor=next(color))\n",
"# plt.gca().add_patch(rect)\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### another approach for visualization of 1D motifs"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"matrix_profile = stumpy.stump(timeseries_sr, m)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Extract the matrix profile values (first column) and the corresponding index (second column)\n",
"mp = matrix_profile[:, 0]\n",
"mpi = matrix_profile[:, 1]\n",
"\n",
"# Sort matrix profile to get indices of top motifs\n",
"sorted_indices = np.argsort(mp)\n",
"\n",
"# Top motifs: first, second, and third\n",
"top_1_idx = sorted_indices[0]\n",
"top_2_idx = sorted_indices[1]\n",
"top_3_idx = sorted_indices[2]\n",
"\n",
"# Get the nearest neighbor indices for the top motifs\n",
"top_1_nn_idx = mpi[top_1_idx]\n",
"top_2_nn_idx = mpi[top_2_idx]\n",
"top_3_nn_idx = mpi[top_3_idx]\n",
"\n",
"# Plot the time series\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(timeseries_sr.values, label=\"Time Series\", alpha=0.5)\n",
"\n",
"# Highlight the motifs with different colors\n",
"plt.plot(range(top_1_idx, top_1_idx + m), timeseries_sr[top_1_idx:top_1_idx + m], color='red', label=f'Top Motif 1 (Index: {top_1_idx})')\n",
"plt.plot(range(top_1_nn_idx, top_1_nn_idx + m), timeseries_sr[top_1_nn_idx:top_1_nn_idx + m], color='red', linestyle='dashed', label=f'Top Motif 1 NN (Index: {top_1_nn_idx})')\n",
"\n",
"plt.plot(range(top_2_idx, top_2_idx + m), timeseries_sr[top_2_idx:top_2_idx + m], color='green', label=f'Top Motif 2 (Index: {top_2_idx})')\n",
"plt.plot(range(top_2_nn_idx, top_2_nn_idx + m), timeseries_sr[top_2_nn_idx:top_2_nn_idx + m], color='green', linestyle='dashed', label=f'Top Motif 2 NN (Index: {top_2_nn_idx})')\n",
"\n",
"plt.plot(range(top_3_idx, top_3_idx + m), timeseries_sr[top_3_idx:top_3_idx + m], color='blue', label=f'Top Motif 3 (Index: {top_3_idx})')\n",
"plt.plot(range(top_3_nn_idx, top_3_nn_idx + m), timeseries_sr[top_3_nn_idx:top_3_nn_idx + m], color='blue', linestyle='dashed', label=f'Top Motif 3 NN (Index: {top_3_nn_idx})')\n",
"\n",
"# Add title and labels\n",
"plt.title('Top 3 Motifs in Time Series')\n",
"plt.xlabel('Index')\n",
"plt.ylabel('Value')\n",
"\n",
"# Display legend\n",
"plt.legend()\n",
"\n",
"# Show plot\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"\n",
"# Extract the matrix profile values (first column) and the corresponding index (second column)\n",
"profile_values = matrix_profile[:, 0]\n",
"motif_indices = matrix_profile[:, 1]\n",
"\n",
"# Find the index of the most prominent motif (the smallest value in the matrix profile)\n",
"motif_1_index = np.argmin(profile_values)\n",
"motif_2_index = motif_indices[motif_1_index]\n",
"\n",
"# Extract the actual subsequences from the OHLCV data\n",
"motif_1 = timeseries_sr[motif_1_index:motif_1_index + m]\n",
"motif_2 = timeseries_sr[motif_2_index:motif_2_index + m]\n",
"\n",
"# Plot the motifs side by side for comparison\n",
"plt.figure(figsize=(10, 6))\n",
"plt.plot(motif_1, label=f'Motif 1 (index {motif_1_index})', color='blue')\n",
"plt.plot(motif_2, label=f'Motif 2 (index {motif_2_index})', color='red', linestyle='--')\n",
"plt.title('Most Prominent Motifs')\n",
"plt.xlabel('Time')\n",
"plt.ylabel('OHLCV Value')\n",
"plt.legend()\n",
"plt.grid(True)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Multivariate"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"labels = [\"open\",\"close\",\"vwap\", \"trades\", \"volume\"]\n",
"mp_m, indices = stumpy.mstump(t1data.get(labels), m)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.plotly.v1+json": {
"config": {
"plotlyServerURL": "https://plot.ly"
},
"data": [
{
"mode": "lines",
"name": "open Matrix Profile",
"type": "scatter",
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"text": "Time Index"
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"title": {
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"source": [
"import plotly.graph_objects as go\n",
"\n",
"# Create a figure\n",
"fig = go.Figure()\n",
"\n",
"# Add traces for each time series component in OHLCV\n",
"for i, label in enumerate(labels):\n",
" fig.add_trace(go.Scatter(\n",
" y=mp_m[i],\n",
" mode='lines',\n",
" name=f'{label} Matrix Profile'\n",
" ))\n",
"\n",
"# Update layout\n",
"fig.update_layout(\n",
" title=\"Multivariate Matrix Profile for OHLCV Data\",\n",
" xaxis_title=\"Time Index\",\n",
" yaxis_title=\"Matrix Profile\",\n",
" hovermode=\"x unified\"\n",
")\n",
"\n",
"# Show the figure\n",
"fig.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Univariate and simple backtesting (returns)\n",
"\n",
"- Load a sample time series dataset.\n",
"- Discover motifs using STUMPY's stump and motifs functions.\n",
"- Create a DataFrame containing motif indices and their associated returns over a 10-bar horizon.\n",
"- Identify the most profitable motif category."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Motif DataFrame with profits:\n",
" motif_id match_id distance start_idx end_idx profit_long \\\n",
"0 0 0 0.000000 370 390 -0.308415 \n",
"1 0 1 1.250590 1653 1673 0.266376 \n",
"2 0 2 1.982121 1540 1560 -0.217346 \n",
"3 0 3 2.503828 266 286 -0.111658 \n",
"4 1 0 0.000000 760 780 -0.017359 \n",
"5 1 1 1.261131 1150 1170 0.422719 \n",
"6 1 2 3.515795 1275 1295 0.036710 \n",
"7 1 3 3.590752 1920 1940 0.036710 \n",
"8 2 0 0.000000 1487 1507 0.051469 \n",
"9 2 1 2.309025 1740 1760 -0.025950 \n",
"10 2 2 3.323742 1585 1605 -0.159880 \n",
"11 2 3 3.456676 42 62 0.003382 \n",
"\n",
" profit_short \n",
"0 0.308415 \n",
"1 -0.266376 \n",
"2 0.217346 \n",
"3 0.111658 \n",
"4 0.017359 \n",
"5 -0.422719 \n",
"6 -0.036710 \n",
"7 -0.036710 \n",
"8 -0.051469 \n",
"9 0.025950 \n",
"10 0.159880 \n",
"11 -0.003382 \n",
"\n",
"Average profit long per motif category:\n",
" motif_id profit_long\n",
"0 0 -0.092761\n",
"1 1 0.119695\n",
"2 2 -0.032745\n",
"\n",
"The most profitable long motif avg category is: 1.0\n",
"\\Sum profit long per motif category:\n",
" motif_id profit_long\n",
"0 0 -0.371042\n",
"1 1 0.478780\n",
"2 2 -0.130979\n",
"\n",
"The most profitable long motif sum category is: 1.0\n",
"\n",
"Average profit short per motif category:\n",
" motif_id profit_short\n",
"0 0 0.092761\n",
"1 1 -0.119695\n",
"2 2 0.032745\n",
"\n",
"The most profitable short motif avg category is: 0.0\n",
"\\Sum profit short per motif category:\n",
" motif_id profit_short\n",
"0 0 0.371042\n",
"1 1 -0.478780\n",
"2 2 0.130979\n",
"\n",
"The most profitable short motif sum category is: 0.0\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import stumpy\n",
"\n",
"\n",
"# Convert the 'close' column to a 1D NumPy array\n",
"T = timeseries_sr.values\n",
"\n",
"\n",
"#NOTE: one way to avoid overfitting should be choosing the right parameters below based on the dataset length\n",
"#so the number of identified motifs should be high enough and evenly distributed over the dataset length\n",
"\n",
"# Parameters\n",
"N = 20 # Window length (motif length)\n",
"max_motifs = 3 # Number of main motifs to discover\n",
"motifs_per_category = 4 # Number of similar motifs to extract per main motif\n",
"future_horizon = 10 # Number of bars to measure future returns\n",
"\n",
"\n",
"\n",
"# Step 1: Calculate the Matrix Profile\n",
"matrix_profile = stumpy.stump(timeseries_sr, m=N)\n",
"\n",
"# Step 2: Discover the motifs return distances and indices in the shape of (max_motifs, motifs_per_category)\n",
"motif_distances, motif_indices = stumpy.motifs(timeseries_sr, matrix_profile[:, 0], max_motifs=max_motifs, max_matches=motifs_per_category)\n",
"\n",
"\n",
"# Create a DataFrame to store the motifs information\n",
"motif_results = []\n",
"\n",
"# Since motif_indices is an array of shape (3, 4), iterate accordingly\n",
"for motif_id in range(motif_indices.shape[0]): # Iterate over each row, i.e., each motif\n",
" for match_id in range(motif_indices.shape[1]): # Iterate over each column, i.e., each match\n",
" start_idx = motif_indices[motif_id, match_id]\n",
" distance = motif_distances[motif_id, match_id]\n",
"\n",
" # Check if the entry is valid (not NaN)\n",
" if np.isnan(start_idx):\n",
" continue\n",
" \n",
" # Convert to integer for indexing\n",
" start_idx = int(start_idx)\n",
" end_idx = start_idx + N\n",
" \n",
" # Check if there's enough data beyond the end index to calculate future returns\n",
" #CHANGE PROFI CALC BASED ON input data (prices vs stationary .diff or .log)\n",
" if end_idx + future_horizon < len(timeseries_sr):\n",
"\n",
" # # PROFIT CALC for not sstationary data- Calculate the profit/loss over the next 10 bars from the end of the motif\n",
" # future_return_long = (timeseries_sr.iloc[end_idx + future_horizon] - timeseries_sr.iloc[end_idx]) / timeseries_sr.iloc[end_idx]\n",
" # future_return_short = (timeseries_sr.iloc[end_idx + future_horizon] + timeseries_sr.iloc[end_idx]) / timeseries_sr.iloc[end_idx]\n",
"\n",
" #PROFIT CALC for stationary data using .DIFF (compounding)\n",
" # Extract the future returns\n",
" future_returns = timeseries_sr.iloc[end_idx:end_idx + future_horizon].values\n",
"\n",
" # Calculate cumulative profit for long: (1 + r1) * (1 + r2) * ... * (1 + rn) - 1\n",
" profit_long = np.prod(1 + future_returns) - 1\n",
" # Calculate cumulative profit for short: -(1 + r1) * (1 + r2) * ... * (1 + rn) - 1\n",
" profit_short = -(np.prod(1 + future_returns) - 1)\n",
"\n",
" # #PROFIT CALC for stationary data created using .log\n",
" # future_returns = timeseries_sr.iloc[end_idx:end_idx + future_horizon].sum()\n",
" # profit_long = future_returns # Profit for long position\n",
" # profit_short = -future_returns # Profit for short position (opposite direction)\n",
" else:\n",
" future_return_long = np.nan # Not enough future data available\n",
" future_return_short = np.nan\n",
" \n",
" # Append the motif result\n",
" motif_results.append({\n",
" 'motif_id': motif_id, # Identifies the motif category within the set\n",
" 'match_id': match_id, # Rank/order of the match within the motif category\n",
" 'distance': distance,\n",
" 'start_idx': start_idx,\n",
" 'end_idx': end_idx,\n",
" 'profit_long': profit_long,\n",
" 'profit_short': profit_short\n",
" })\n",
"\n",
"# Convert the results into a DataFrame\n",
"motif_df = pd.DataFrame(motif_results)\n",
"\n",
"# Step 3: Calculate the average profit for each motif category\n",
"motif_profits_long = motif_df.groupby('motif_id')['profit_long'].mean().reset_index()\n",
"most_profitable_motif_id_long = motif_profits_long.sort_values(by='profit_long', ascending=False).iloc[0]['motif_id']\n",
"\n",
"motif_profits_sum_long = motif_df.groupby('motif_id')['profit_long'].sum().reset_index()\n",
"most_profitable_motif_sum_id_long = motif_profits_sum_long.sort_values(by='profit_long', ascending=False).iloc[0]['motif_id']\n",
"\n",
"motif_profits_short = motif_df.groupby('motif_id')['profit_short'].mean().reset_index()\n",
"most_profitable_motif_id_short = motif_profits_short.sort_values(by='profit_short', ascending=False).iloc[0]['motif_id']\n",
"\n",
"motif_profits_sum_short = motif_df.groupby('motif_id')['profit_short'].sum().reset_index()\n",
"most_profitable_motif_sum_id_short = motif_profits_sum_short.sort_values(by='profit_short', ascending=False).iloc[0]['motif_id']\n",
"\n",
"# Display results\n",
"print(\"Motif DataFrame with profits:\\n\", motif_df)\n",
"print(\"\\nAverage profit long per motif category:\\n\", motif_profits_long)\n",
"print(f\"\\nThe most profitable long motif avg category is: {most_profitable_motif_id_long}\")\n",
"print(\"\\Sum profit long per motif category:\\n\", motif_profits_sum_long)\n",
"print(f\"\\nThe most profitable long motif sum category is: {most_profitable_motif_sum_id_long}\")\n",
"\n",
"print(\"\\nAverage profit short per motif category:\\n\", motif_profits_short)\n",
"print(f\"\\nThe most profitable short motif avg category is: {most_profitable_motif_id_short}\")\n",
"print(\"\\Sum profit short per motif category:\\n\", motif_profits_sum_short)\n",
"print(f\"\\nThe most profitable short motif sum category is: {most_profitable_motif_sum_id_short}\")"
]
},
{
"cell_type": "code",
"execution_count": 54,
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#VISUALIZE\n",
"visualize_motifs(time_series=timeseries_sr, motif_distances=motif_distances, motif_indices=motif_indices, subsequence_length=N)\n",
"visualize_motifs_on_timeseries(timeseries_sr, motif_distances, motif_indices, N)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## VBT BACKTESTING\n",
"\n",
"Now lets use dataframe with identified motifs to backtest each category with vbtpro.\n",
"\n",
"Use identified indicies to create entries (end of patter) and exits points (N bars in the future with SL/TP set).\n",
"\n",
"This is just to roughly identify profitable patterns, dont forget to include as much data/regimes as possibles."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"timeseries_sr.info()\n",
"\n",
"#timeseries_sr = t1data.get('vwap').diff().dropna()\n"
]
}
],
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