ml-finance-python

python scripts for finance machine learning

git clone https://9o.is/git/ml-finance-python.git

notebook.ipynb

(198376B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {},
      6    "source": [
      7     "## Data Exploration"
      8    ]
      9   },
     10   {
     11    "cell_type": "markdown",
     12    "metadata": {},
     13    "source": [
     14     "Research provides utility functions to query pricing, volume, and returns data for 8000+ US equities, from 2002 up to the most recently completed trading day. These functions take an asset (or list of assets) along with a start and end date, and return a pandas [Series](http://pandas.pydata.org/pandas-docs/version/0.18/generated/pandas.Series.html) (or [DataFrame](http://pandas.pydata.org/pandas-docs/version/0.18/generated/pandas.DataFrame.html)) indexed by date.  \n",
     15     "\n",
     16     "Let's define the period of time we want to explore and use the `returns` function to query data for AAPL:"
     17    ]
     18   },
     19   {
     20    "cell_type": "code",
     21    "execution_count": 1,
     22    "metadata": {},
     23    "outputs": [
     24     {
     25      "data": {
     26       "text/plain": [
     27        "2014-01-02 00:00:00+00:00   -0.014142\n",
     28        "2014-01-03 00:00:00+00:00   -0.022028\n",
     29        "2014-01-06 00:00:00+00:00    0.005370\n",
     30        "2014-01-07 00:00:00+00:00   -0.007199\n",
     31        "2014-01-08 00:00:00+00:00    0.006412\n",
     32        "2014-01-09 00:00:00+00:00   -0.012865\n",
     33        "2014-01-10 00:00:00+00:00   -0.006676\n",
     34        "2014-01-13 00:00:00+00:00    0.005047\n",
     35        "2014-01-14 00:00:00+00:00    0.020130\n",
     36        "2014-01-15 00:00:00+00:00    0.020073\n",
     37        "Freq: C, Name: Equity(24 [AAPL]), dtype: float64"
     38       ]
     39      },
     40      "execution_count": 1,
     41      "metadata": {},
     42      "output_type": "execute_result"
     43     }
     44    ],
     45    "source": [
     46     "# Research environment functions\n",
     47     "from quantopian.research import returns, symbols\n",
     48     "\n",
     49     "# Select a time range to inspect\n",
     50     "period_start = '2014-01-01'\n",
     51     "period_end = '2017-1-1'\n",
     52     "\n",
     53     "# Query returns data for AAPL\n",
     54     "# over the selected time range\n",
     55     "aapl_returns = returns(\n",
     56     "    assets=symbols('AAPL'),\n",
     57     "    start=period_start,\n",
     58     "    end=period_end,\n",
     59     ")\n",
     60     "\n",
     61     "# Display first 10 rows\n",
     62     "aapl_returns.head(10)"
     63    ]
     64   },
     65   {
     66    "cell_type": "markdown",
     67    "metadata": {},
     68    "source": [
     69     "### Alternative Data"
     70    ]
     71   },
     72   {
     73    "cell_type": "markdown",
     74    "metadata": {},
     75    "source": [
     76     "In addition to pricing and volume data, Quantopian integrates a number of alternative datasets that include corporate fundamentals, stock sentiment analysis, and macroeconomic indicators, to name a few. You can find the complete list of 50+ datasets on Quantopian's [data page](https://www.quantopian.com/data).  \n",
     77     "\n",
     78     "Our goal in this tutorial will be to build an algorithm that selects and trades assets based on sentiment data, so let's take a look at Sentdex News Sentiment [sentiment](https://www.quantopian.com/docs/data-reference/sentdex) dataset. The sentiment scores are generated from four simple moving average (SMA) factors over the last 100, 250, 500, and 5000 news events for each stock. News events are pulled from over 20 sources including The Wall Street Journal, CNBC, Forbes, Business Insider, and Yahoo Finance.  \n",
     79     "\n",
     80     "We can start by inspecting the `sentiment_signal` from the `sentiment` dataset. We will query the data using Quantopian's Pipeline API, which is a powerful tool you will use over and over again to access and analyze data in Research. You will learn a lot more about the Pipeline API in the next lesson and a [later tutorial](https://www.quantopian.com/tutorials/pipeline). For now all you need to know is that the following code uses a data pipeline to query `sentiment` and returns data, and plots the results for AAPL:"
     81    ]
     82   },
     83   {
     84    "cell_type": "code",
     85    "execution_count": 2,
     86    "metadata": {},
     87    "outputs": [
     88     {
     89      "data": {
     90       "application/vnd.jupyter.widget-view+json": {
     91        "model_id": "",
     92        "version_major": 2,
     93        "version_minor": 0
     94       },
     95       "text/plain": []
     96      },
     97      "metadata": {},
     98      "output_type": "display_data"
     99     },
    100     {
    101      "data": {
    102       "text/html": [
    103        "<b>Pipeline Execution Time:</b> 2 Minutes, 52.29 Seconds"
    104       ],
    105       "text/plain": [
    106        "<IPython.core.display.HTML object>"
    107       ]
    108      },
    109      "metadata": {},
    110      "output_type": "display_data"
    111     },
    112     {
    113      "data": {
    114       "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzwAAAHMCAYAAAAQ+63eAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nrkJggg==\n",
    115       "text/plain": [
    116        "<matplotlib.figure.Figure at 0x7fe81bd33c18>"
    117       ]
    118      },
    119      "metadata": {},
    120      "output_type": "display_data"
    121     }
    122    ],
    123    "source": [
    124     "# Pipeline imports\n",
    125     "from quantopian.research import run_pipeline\n",
    126     "from quantopian.pipeline import Pipeline\n",
    127     "from quantopian.pipeline.domain import US_EQUITIES\n",
    128     "from quantopian.pipeline.factors import Returns\n",
    129     "from quantopian.pipeline.data.sentdex import sentiment\n",
    130     "\n",
    131     "# Pipeline definition\n",
    132     "def make_pipeline():\n",
    133     "\n",
    134     "    returns = Returns(window_length=2)\n",
    135     "    sentiment_score = sentiment.sentiment_signal.latest\n",
    136     "\n",
    137     "    return Pipeline(\n",
    138     "        columns={\n",
    139     "            'daily_returns': returns,\n",
    140     "            'sentiment': sentiment_score,\n",
    141     "        },\n",
    142     "        domain=US_EQUITIES,\n",
    143     "    )\n",
    144     "\n",
    145     "# Pipeline execution\n",
    146     "data_output = run_pipeline(\n",
    147     "    make_pipeline(),\n",
    148     "    start_date=period_start,\n",
    149     "    end_date=period_end\n",
    150     ")\n",
    151     "\n",
    152     "# Filter results for AAPL\n",
    153     "aapl_output = data_output.xs(\n",
    154     "    symbols('AAPL'),\n",
    155     "    level=1\n",
    156     ")\n",
    157     "\n",
    158     "# Plot results for AAPL\n",
    159     "aapl_output.plot(subplots=True);"
    160    ]
    161   },
    162   {
    163    "cell_type": "markdown",
    164    "metadata": {},
    165    "source": [
    166     "When exploring a dataset, try to look for patterns that might serve as the basis for a trading strategy. For example, the above plot shows some matching spikes between daily returns and `sentiment`, and in some cases, the direction of the spikes in returns match the direction of AAPL's sentiment signal. This looks interesting enough that we should conduct more rigorous statistical tests to confirm our hypotheses.  \n",
    167     "\n",
    168     "In the next lesson we will cover the Pipeline API in more depth."
    169    ]
    170   }
    171  ],
    172  "metadata": {
    173   "kernelspec": {
    174    "display_name": "Python 3.5",
    175    "language": "python",
    176    "name": "py35"
    177   },
    178   "language_info": {
    179    "codemirror_mode": {
    180     "name": "ipython",
    181     "version": 3
    182    },
    183    "file_extension": ".py",
    184    "mimetype": "text/x-python",
    185    "name": "python",
    186    "nbconvert_exporter": "python",
    187    "pygments_lexer": "ipython3",
    188    "version": "3.5.9"
    189   }
    190  },
    191  "nbformat": 4,
    192  "nbformat_minor": 2
    193 }