1370 lines
638 KiB
Plaintext
1370 lines
638 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "60610f79-63f8-45a0-97ae-5bc8b0303dbd",
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"metadata": {},
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"outputs": [],
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"source": [
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"import vectorbt as vbt\n",
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"import akshare as ak\n",
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"import pandas as pd\n",
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"\n",
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"stock_00981 = ak.stock_hk_daily(symbol=\"00981\")\n",
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"stock_01347 = ak.stock_hk_daily(symbol=\"01347\")"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"id": "5428207a-ce62-46a1-a991-90e863162db7",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"5311 74.05\n",
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"5312 80.00\n",
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"5313 82.80\n",
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"5314 80.10\n",
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"5315 79.20\n",
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"Name: close, dtype: float64\n",
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"entries形状: (5316,)\n",
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"exits形状: (5316,)\n"
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]
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},
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{
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"data": {
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"application/vnd.plotly.v1+json": {
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"config": {
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"plotlyServerURL": "https://plot.ly"
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},
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"data": [
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{
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"legendgroup": "0",
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"line": {
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"color": "#1f77b4"
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},
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"name": "Close",
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"showlegend": true,
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"type": "scatter",
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"uid": "515c749f-c61c-43bc-97b3-3c3b33d04dc3",
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"x": {
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"bdata": "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"dtype": "i2"
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},
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"xaxis": "x",
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"y": {
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"dtype": "f8"
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},
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"yaxis": "y"
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},
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{
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"customdata": {
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},
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"yaxis": "y3"
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},
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{
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"legendgroup": "6",
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"line": {
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"color": "rgba(0, 0, 0, 0)",
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"width": 0
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},
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"opacity": 0,
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"showlegend": false,
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"type": "scatter",
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"uid": "fe47cdc0-48f5-42f3-966d-4efc533ed283",
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"x": {
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"dtype": "i2"
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},
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"xaxis": "x3",
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"y": {
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"bdata": "AQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQE
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"dtype": "i1"
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},
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"yaxis": "y3"
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||
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},
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{
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"connectgaps": false,
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"fill": "tonexty",
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"fillcolor": "rgba(0, 128, 0, 0.3)",
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"hoverinfo": "skip",
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"legendgroup": "6",
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"line": {
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"color": "rgba(0, 0, 0, 0)",
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"width": 0
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},
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"opacity": 0,
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"showlegend": false,
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||
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"type": "scatter",
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||
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"uid": "c8e03b3f-46b2-4f74-bbd3-cf3fce55884b",
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"x": {
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"dtype": "i2"
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},
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"xaxis": "x3",
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"y": {
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"bdata": "AQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQEBAQE
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"dtype": "i1"
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},
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"yaxis": "y3"
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||
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},
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{
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"connectgaps": false,
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"fill": "tonexty",
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"fillcolor": "rgba(255, 0, 0, 0.3)",
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"hoverinfo": "skip",
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"legendgroup": "6",
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"line": {
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"color": "rgba(0, 0, 0, 0)",
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"width": 0
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},
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"opacity": 0,
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"showlegend": false,
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||
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"type": "scatter",
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"uid": "c81221c9-2486-48c8-8925-56f3711e208f",
|
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"x": {
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"image/png": "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
|
||
|
|
},
|
||
|
|
"metadata": {},
|
||
|
|
"output_type": "display_data"
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"name": "stdout",
|
||
|
|
"output_type": "stream",
|
||
|
|
"text": [
|
||
|
|
"-------------------\n",
|
||
|
|
"<class 'pandas.core.series.Series'>\n",
|
||
|
|
"Start 0\n",
|
||
|
|
"End 5315\n",
|
||
|
|
"Period 5316 days 00:00:00\n",
|
||
|
|
"Start Value 100.0\n",
|
||
|
|
"End Value 100.298729\n",
|
||
|
|
"Total Return [%] 0.298729\n",
|
||
|
|
"Benchmark Return [%] 3100.0\n",
|
||
|
|
"Max Gross Exposure [%] 100.0\n",
|
||
|
|
"Total Fees Paid 0.0\n",
|
||
|
|
"Max Drawdown [%] 70.355177\n",
|
||
|
|
"Max Drawdown Duration 4483 days 00:00:00\n",
|
||
|
|
"Total Trades 120\n",
|
||
|
|
"Total Closed Trades 120\n",
|
||
|
|
"Total Open Trades 0\n",
|
||
|
|
"Open Trade PnL 0.0\n",
|
||
|
|
"Win Rate [%] 65.833333\n",
|
||
|
|
"Best Trade [%] 24.756335\n",
|
||
|
|
"Worst Trade [%] -33.846154\n",
|
||
|
|
"Avg Winning Trade [%] 4.642292\n",
|
||
|
|
"Avg Losing Trade [%] -8.597039\n",
|
||
|
|
"Avg Winning Trade Duration 5 days 09:06:50.126582278\n",
|
||
|
|
"Avg Losing Trade Duration 14 days 20:06:29.189189189\n",
|
||
|
|
"Profit Factor 1.001114\n",
|
||
|
|
"Expectancy -0.239087\n",
|
||
|
|
"Sharpe Ratio 0.141098\n",
|
||
|
|
"Calmar Ratio 0.000291\n",
|
||
|
|
"Omega Ratio 1.050426\n",
|
||
|
|
"Sortino Ratio 0.202011\n",
|
||
|
|
"dtype: object\n",
|
||
|
|
"0.002987291841017168\n",
|
||
|
|
"-------------------\n"
|
||
|
|
]
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"source": [
|
||
|
|
"import vectorbt as vbt\n",
|
||
|
|
"import datetime\n",
|
||
|
|
"import anywidget \n",
|
||
|
|
"\n",
|
||
|
|
"end_date = datetime.datetime.now()\n",
|
||
|
|
"start_date = end_date - datetime.timedelta(days = 3)\n",
|
||
|
|
"\n",
|
||
|
|
"stock_00981_close = stock_00981['close']\n",
|
||
|
|
"print(stock_00981_close.tail(5))\n",
|
||
|
|
"\n",
|
||
|
|
"rsi = vbt.RSI.run(stock_00981_close, window =14)\n",
|
||
|
|
"\n",
|
||
|
|
"entries = rsi.rsi_crossed_below(30)\n",
|
||
|
|
"exits = rsi.rsi_crossed_above(40)\n",
|
||
|
|
"\n",
|
||
|
|
"pf = vbt.Portfolio.from_signals(stock_00981_close, entries, exits,freq='D')\n",
|
||
|
|
"\n",
|
||
|
|
"pf.plot().show()\n",
|
||
|
|
"\n",
|
||
|
|
"print(\"-------------------\")\n",
|
||
|
|
"print(type(pf.stats()))\n",
|
||
|
|
"print(pf.stats())\n",
|
||
|
|
"print(pf.total_return())\n",
|
||
|
|
"print(\"-------------------\")\n",
|
||
|
|
"\n"
|
||
|
|
]
|
||
|
|
},
|
||
|
|
{
|
||
|
|
"cell_type": "code",
|
||
|
|
"execution_count": null,
|
||
|
|
"id": "747dd414-6a66-4b53-a7c1-af7474dedc69",
|
||
|
|
"metadata": {},
|
||
|
|
"outputs": [],
|
||
|
|
"source": []
|
||
|
|
}
|
||
|
|
],
|
||
|
|
"metadata": {
|
||
|
|
"kernelspec": {
|
||
|
|
"display_name": "Python 3 (ipykernel)",
|
||
|
|
"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": "3.12.12"
|
||
|
|
}
|
||
|
|
},
|
||
|
|
"nbformat": 4,
|
||
|
|
"nbformat_minor": 5
|
||
|
|
}
|