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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "802fd8a2", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import ccxt\n", | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import cvxpy as cvx\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "from tqdm import tqdm" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "00f7a536", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "\n", | |
| "\n", | |
| "# -------------------\n", | |
| "# Step 1: Download data with ccxt\n", | |
| "# -------------------\n", | |
| "exchange = ccxt.binance({\n", | |
| " \"enableRateLimit\": True,\n", | |
| " \"options\": {\"defaultType\": \"future\"} # <-- ensures perpetual futures\n", | |
| "})\n", | |
| "\n", | |
| "symbol = \"ETH/USDT\"\n", | |
| "timeframe = \"1m\"\n", | |
| "limit = 1000 # max candles per call\n", | |
| "\n", | |
| "# fetch recent 1000 minutes (about 16 hours)\n", | |
| "ohlcv = exchange.fetch_ohlcv(symbol, timeframe=timeframe, limit=limit)\n", | |
| "\n", | |
| "# -------------------\n", | |
| "# Step 2: Convert to DataFrame\n", | |
| "# -------------------\n", | |
| "df = pd.DataFrame(\n", | |
| " ohlcv,\n", | |
| " columns=[\"timestamp\", \"open\", \"high\", \"low\", \"close\", \"volume\"]\n", | |
| ")\n", | |
| "df[\"timestamp\"] = pd.to_datetime(df[\"timestamp\"], unit=\"ms\")\n", | |
| "df.set_index(\"timestamp\", inplace=True)\n", | |
| "\n", | |
| "prices = df[\"close\"]\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "2bf245c0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1200x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "# -------------------\n", | |
| "# Step 3: Apply CVXPY smoothing\n", | |
| "# -------------------\n", | |
| "data = prices.values\n", | |
| "noisy_data = data.copy() # here we just smooth real data (no artificial noise)\n", | |
| "\n", | |
| "c = 250\n", | |
| "y = cvx.Variable(len(data))\n", | |
| "diff = y[1:] - y[:-1]\n", | |
| "tv = cvx.norm1(diff)\n", | |
| "obj = cvx.Minimize(cvx.sum_squares(noisy_data - y) + c * tv)\n", | |
| "prob = cvx.Problem(obj)\n", | |
| "solution = prob.solve(solver=\"ECOS\")\n", | |
| "\n", | |
| "smoothed = np.array(y.value).flatten()\n", | |
| "\n", | |
| "# -------------------\n", | |
| "# Step 4: Plot\n", | |
| "# -------------------\n", | |
| "plt.figure(figsize=(12,6))\n", | |
| "plt.plot(df.index, noisy_data, label=\"ETHUSDT Close (raw)\", alpha=0.6)\n", | |
| "plt.plot(df.index, smoothed, label=\"Smoothed\", linewidth=2)\n", | |
| "plt.legend()\n", | |
| "plt.title(\"ETH/USDT Perp 1m Close - TV Smoothing with CVXPY\")\n", | |
| "plt.show()\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "4f812069", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 750/750 [00:17<00:00, 42.59it/s]\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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", | |
| "text/plain": [ | |
| "<Figure size 1200x600 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "walk_forward_smoothed = []\n", | |
| "\n", | |
| "for t in tqdm(range(c, len(data))):\n", | |
| " y = cvx.Variable(t)\n", | |
| " diff = y[1:] - y[:-1]\n", | |
| " tv = cvx.norm1(diff)\n", | |
| " obj = cvx.Minimize(cvx.sum_squares(data[:t] - y) + c * tv)\n", | |
| " prob = cvx.Problem(obj)\n", | |
| " prob.solve(solver=\"ECOS\") # or \"SCS\" if ECOS unavailable\n", | |
| " \n", | |
| " smoothed_value = y.value[-1] # take the most recent smoothed value\n", | |
| " walk_forward_smoothed.append(smoothed_value)\n", | |
| "\n", | |
| "# align with original time axis\n", | |
| "walk_forward_series = np.full(len(data), np.nan)\n", | |
| "walk_forward_series[c:] = walk_forward_smoothed\n", | |
| "\n", | |
| "# Plot\n", | |
| "plt.figure(figsize=(12,6))\n", | |
| "plt.plot(data, label=\"Raw data\", alpha=0.6)\n", | |
| "plt.plot(walk_forward_series, label=\"Walk-forward smoothed\", linewidth=2)\n", | |
| "plt.title(\"ETH/USDT Perp 1m Close - Walkforward\")\n", | |
| "plt.legend()\n", | |
| "plt.show()\n" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "toymaker", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.12.2" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } |
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