Skip to content
Projects
Groups
Snippets
Help
Loading...
Help
Submit feedback
Sign in
Toggle navigation
A
alpha-mind
Project
Project
Details
Activity
Releases
Cycle Analytics
Repository
Repository
Files
Commits
Branches
Tags
Contributors
Graph
Compare
Charts
Issues
0
Issues
0
List
Board
Labels
Milestones
Merge Requests
0
Merge Requests
0
CI / CD
CI / CD
Pipelines
Jobs
Schedules
Charts
Wiki
Wiki
Snippets
Snippets
Members
Members
Collapse sidebar
Close sidebar
Activity
Graph
Charts
Create a new issue
Jobs
Commits
Issue Boards
Open sidebar
Dr.李
alpha-mind
Commits
d52066b1
Commit
d52066b1
authored
Feb 07, 2019
by
Dr.李
Browse files
Options
Browse Files
Download
Email Patches
Plain Diff
added example on quantile analysis
parent
87a6b547
Changes
1
Show whitespace changes
Inline
Side-by-side
Showing
1 changed file
with
205 additions
and
0 deletions
+205
-0
Quick Start 5 - Alpha Factor Quantile Analysis.ipynb
...ooks/Quick Start 5 - Alpha Factor Quantile Analysis.ipynb
+205
-0
No files found.
notebooks/Quick Start 5 - Alpha Factor Quantile Analysis.ipynb
0 → 100644
View file @
d52066b1
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"from matplotlib import rc\n",
"from matplotlib import pyplot as plt\n",
"from PyFin.api import makeSchedule\n",
"from alphamind.api import *\n",
"from alphamind.analysis.quantileanalysis import er_quantile_analysis\n",
"\n",
"rc('font', **{'family': 'Microsoft YaHei', 'size': 10})\n",
"rc('mathtext', **{'default': 'regular'})\n",
"rc('legend', **{'frameon': False})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. 数据准备\n",
"------------------\n",
"\n",
"* 股票池:中证800\n",
"* 因子:`ETOP`\n",
"* 调仓频率:5个交易日\n",
"* 起始日:2010年1月1日\n",
"* 终止日:2019年1月31日\n",
"* 分位数:5"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"engine = SqlEngine(os.environ['DB_URI'])\n",
"universe = Universe('zz800')\n",
"factor = 'ETOP'\n",
"freq = '5b'\n",
"start_date = '2010-01-01'\n",
"end_date = '2019-01-31'\n",
"n_bins = 5\n",
"\n",
"dates = makeSchedule(start_date, end_date, freq, 'china.sse')\n",
"horizon = map_freq(freq)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 42.5 s\n"
]
}
],
"source": [
"%%time\n",
"factor_data = engine.fetch_factor_range(universe, factor, dates=dates)\n",
"return_data = engine.fetch_dx_return_range(universe, dates=dates, horizon=horizon)\n",
"total_data = pd.merge(factor_data, return_data, on=['trade_date', 'code'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. 分位数群组收益比较\n",
"-----------------------"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Wall time: 608 ms\n"
]
}
],
"source": [
"%%time\n",
"\n",
"df = pd.DataFrame(columns=['q' + str(i) for i in range(1, n_bins+1)])\n",
"\n",
"grouped = total_data.groupby('trade_date')\n",
"for k, g in grouped:\n",
" er = g[factor].values\n",
" dx_return = g['dx'].values\n",
" res = er_quantile_analysis(er, n_bins=n_bins, dx_return=dx_return, de_trend=True)\n",
" df.loc[k, :] = res"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x117925a3c50>"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df.cumsum().plot(figsize=(14, 7))"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1178d7e1358>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x504 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ret_yearly = df.groupby(df.index.year).sum()\n",
"ret_yearly.plot(kind='bar', figsize=(14, 7))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment