From b2b2c10e564298f04a765dbb350db6b797229843 Mon Sep 17 00:00:00 2001 From: lanyuanxiaoyao Date: Tue, 14 Jan 2025 10:58:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=A2=9E=E5=8A=A0=E5=9B=9E=E6=B5=8B=E5=88=A4?= =?UTF-8?q?=E6=96=AD?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- 财报筛选/选股回测.ipynb | 100 ++++++++++++++++++++++++---------------- 1 file changed, 60 insertions(+), 40 deletions(-) diff --git a/财报筛选/选股回测.ipynb b/财报筛选/选股回测.ipynb index b1757bf..4404b24 100644 --- a/财报筛选/选股回测.ipynb +++ b/财报筛选/选股回测.ipynb @@ -60,59 +60,79 @@ { "metadata": { "ExecuteTime": { - "end_time": "2025-01-13T15:26:24.819070Z", - "start_time": "2025-01-13T15:26:24.700524Z" + "end_time": "2025-01-14T02:29:02.535840Z", + "start_time": "2025-01-14T02:28:19.578528Z" } }, "cell_type": "code", "source": [ - "import os\n", + "root = \"/Users/lanyuanxiaoyao/SynologyDrive/data/Tushare/日线行情\"\n", + "\n", + "\n", + "def get_daily_df(start_year, end_year):\n", + " daily_df = pd.read_csv(f\"{root}/{start_year}.csv\")\n", + " for year in range(start_year + 1, end_year + 1):\n", + " daily_df = pd.concat([daily_df, pd.read_csv(f\"{root}/{year}.csv\")])\n", + " return daily_df" + ], + "id": "d0701612c56add14", + "outputs": [], + "execution_count": 39 + }, + { + "metadata": {}, + "cell_type": "code", + "outputs": [], + "execution_count": null, + "source": "daily_df = get_daily_df(2019, 2024)", + "id": "ffc7072a7c5a44f9" + }, + { + "metadata": {}, + "cell_type": "code", + "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", - "root = \"C:\\\\Users\\\\lanyuanxiaoyao\\\\Documents\\\\Tushare\\\\日线行情\"\n", - "year = 1993\n", - "daily_df = pd.read_csv(f\"{root}/{year}.csv\")\n", - "daily_df = daily_df[daily_df[\"ts_code\"] == \"000001.SZ\"]\n", - "daily_df[\"trade_date\"] = pd.to_datetime(daily_df[\"trade_date\"], format=\"%Y%m%d\")\n", - "daily_df[\"trade_date_timestamp\"] = daily_df[\"trade_date\"].astype(np.int64)\n", - "daily_df[\"m20\"] = daily_df[\"close_qfq\"].rolling(window=20).mean()\n", "\n", - "plt.figure(figsize=(16, 8))\n", - "plt.plot(daily_df[\"trade_date\"], daily_df[\"close_qfq\"])\n", - "# plt.plot(daily_df[\"trade_date\"], daily_df[\"m20\"])\n", + "def is_ascending(code, year):\n", + " daily_df = get_daily_df(year, year)\n", + " daily_df = daily_df[daily_df[\"ts_code\"] == code][[\"trade_date\", \"close_qfq\"]]\n", + " daily_df[\"trade_date\"] = pd.to_datetime(daily_df[\"trade_date\"], format=\"%Y%m%d\")\n", + " daily_df[\"trade_date_timestamp\"] = daily_df[\"trade_date\"].astype(np.int64)\n", + " daily_df.sort_values(by=\"trade_date\", ascending=True, inplace=True)\n", + " \n", + " first = daily_df[daily_df[\"trade_date_timestamp\"] == daily_df[\"trade_date_timestamp\"].min()][\"close_qfq\"].values[0]\n", + " last = daily_df[daily_df[\"trade_date_timestamp\"] == daily_df[\"trade_date_timestamp\"].max()][\"close_qfq\"].values[0]\n", + " \n", + " print(first, last)\n", + " \n", + " coefficients = np.polyfit(daily_df[\"trade_date_timestamp\"], daily_df[\"close_qfq\"], 1)\n", "\n", - "coefficients = np.polyfit(daily_df[\"trade_date_timestamp\"], daily_df[\"close_qfq\"], 1)\n", - "print(coefficients)\n", - "fn = np.poly1d(coefficients)\n", - "daily_df[\"close_predict\"] = fn(daily_df[\"trade_date_timestamp\"])\n", - "plt.plot(daily_df[\"trade_date\"], daily_df[\"close_predict\"])\n", + " print(coefficients)\n", + " fn = np.poly1d(coefficients)\n", + " daily_df[\"close_predict\"] = fn(daily_df[\"trade_date_timestamp\"])\n", "\n", - "plt.gcf().autofmt_xdate()\n", - "plt.show()" + " plt.figure(figsize=(25, 8))\n", + " plt.scatter(daily_df[\"trade_date\"], daily_df[\"close_qfq\"])\n", + " plt.plot(daily_df[\"trade_date\"], daily_df[\"close_predict\"], color=\"orange\")\n", + "\n", + " plt.gcf().autofmt_xdate()\n", + " plt.show()\n", + "\n", + " return bool((coefficients[0] > 0) and (last > first))\n", + "\n", + "\n", + "print(is_ascending(\"000001.SZ\", 2020))\n", + "print(is_ascending(\"000001.SZ\", 2021))\n", + "print(is_ascending(\"000001.SZ\", 2022))\n", + "print(is_ascending(\"000001.SZ\", 2023))\n", + "print(is_ascending(\"000001.SZ\", 2024))" ], "id": "e58494f608dcb055", - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[-1.93259316e-17 1.51450676e+01]\n" - ] - }, - { - "data": { - "text/plain": [ - "
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