ml-finance-python

python scripts for finance machine learning

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

notebook.ipynb

(133469B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {},
      6    "source": [
      7     "# Quandl: United Stated Unemployment Claims\n",
      8     "\n",
      9     "In this notebook, we'll take a look at data set , available on [Quantopian](https://www.quantopian.com/data). This dataset spans from 1967 through the current day. It contains the value for the United States unemployment claims provided by the US Federal Reserve via the [FRED data initiative](https://research.stlouisfed.org/fred2/). We access this data via the API provided by [Quandl](https://www.quandl.com). [More details](https://www.quandl.com/data/FRED/CCSA-Continued-Claims-Insured-Unemployment) on this dataset can be found on Quandl's website.\n",
     10     "\n",
     11     "### Blaze\n",
     12     "Before we dig into the data, we want to tell you about how  you generally access Quantopian partner data sets. These datasets are available using the [Blaze](http://blaze.pydata.org) library. Blaze provides the Quantopian user with a convenient interface to access very large datasets.\n",
     13     "\n",
     14     "Some of these sets (though not this one) are many millions of records. Bringing that data directly into Quantopian Research directly just is not viable. So Blaze allows us to provide a simple querying interface and shift the burden over to the server side.\n",
     15     "\n",
     16     "To learn more about using Blaze and generally accessing Quantopian partner data, clone [this tutorial notebook](https://www.quantopian.com/clone_notebook?id=561827d21777f45c97000054).\n",
     17     "\n",
     18     "With preamble in place, let's get started:"
     19    ]
     20   },
     21   {
     22    "cell_type": "code",
     23    "execution_count": 2,
     24    "metadata": {
     25     "collapsed": true
     26    },
     27    "outputs": [],
     28    "source": [
     29     "# import the dataset\n",
     30     "from quantopian.interactive.data.quandl import fred_ccsa\n",
     31     "# Since this data is public domain and provided by Quandl for free, there is no _free version of this\n",
     32     "# data set, as found in the premium sets. This import gets you the entirety of this data set.\n",
     33     "\n",
     34     "# import data operations\n",
     35     "from odo import odo\n",
     36     "# import other libraries we will use\n",
     37     "import pandas as pd\n",
     38     "import matplotlib.pyplot as plt"
     39    ]
     40   },
     41   {
     42    "cell_type": "code",
     43    "execution_count": 9,
     44    "metadata": {
     45     "collapsed": false
     46    },
     47    "outputs": [
     48     {
     49      "data": {
     50       "text/html": [
     51        "<table border=\"1\" class=\"dataframe\">\n",
     52        "  <thead>\n",
     53        "    <tr style=\"text-align: right;\">\n",
     54        "      <th></th>\n",
     55        "      <th>asof_date</th>\n",
     56        "      <th>value</th>\n",
     57        "      <th>timestamp</th>\n",
     58        "    </tr>\n",
     59        "  </thead>\n",
     60        "  <tbody>\n",
     61        "    <tr>\n",
     62        "      <th>0</th>\n",
     63        "      <td>1967-01-07</td>\n",
     64        "      <td>1134000</td>\n",
     65        "      <td>1967-01-07</td>\n",
     66        "    </tr>\n",
     67        "    <tr>\n",
     68        "      <th>1</th>\n",
     69        "      <td>1967-01-14</td>\n",
     70        "      <td>1119000</td>\n",
     71        "      <td>1967-01-14</td>\n",
     72        "    </tr>\n",
     73        "    <tr>\n",
     74        "      <th>2</th>\n",
     75        "      <td>1967-01-21</td>\n",
     76        "      <td>1119000</td>\n",
     77        "      <td>1967-01-21</td>\n",
     78        "    </tr>\n",
     79        "    <tr>\n",
     80        "      <th>3</th>\n",
     81        "      <td>1967-01-28</td>\n",
     82        "      <td>1103000</td>\n",
     83        "      <td>1967-01-28</td>\n",
     84        "    </tr>\n",
     85        "    <tr>\n",
     86        "      <th>4</th>\n",
     87        "      <td>1967-02-04</td>\n",
     88        "      <td>1131000</td>\n",
     89        "      <td>1967-02-04</td>\n",
     90        "    </tr>\n",
     91        "    <tr>\n",
     92        "      <th>5</th>\n",
     93        "      <td>1967-02-11</td>\n",
     94        "      <td>1153000</td>\n",
     95        "      <td>1967-02-11</td>\n",
     96        "    </tr>\n",
     97        "    <tr>\n",
     98        "      <th>6</th>\n",
     99        "      <td>1967-02-18</td>\n",
    100        "      <td>1167000</td>\n",
    101        "      <td>1967-02-18</td>\n",
    102        "    </tr>\n",
    103        "    <tr>\n",
    104        "      <th>7</th>\n",
    105        "      <td>1967-02-25</td>\n",
    106        "      <td>1199000</td>\n",
    107        "      <td>1967-02-25</td>\n",
    108        "    </tr>\n",
    109        "    <tr>\n",
    110        "      <th>8</th>\n",
    111        "      <td>1967-03-04</td>\n",
    112        "      <td>1235000</td>\n",
    113        "      <td>1967-03-04</td>\n",
    114        "    </tr>\n",
    115        "    <tr>\n",
    116        "      <th>9</th>\n",
    117        "      <td>1967-03-11</td>\n",
    118        "      <td>1234000</td>\n",
    119        "      <td>1967-03-11</td>\n",
    120        "    </tr>\n",
    121        "    <tr>\n",
    122        "      <th>10</th>\n",
    123        "      <td>1967-03-18</td>\n",
    124        "      <td>1236000</td>\n",
    125        "      <td>1967-03-18</td>\n",
    126        "    </tr>\n",
    127        "  </tbody>\n",
    128        "</table>"
    129       ],
    130       "text/plain": [
    131        "    asof_date    value  timestamp\n",
    132        "0  1967-01-07  1134000 1967-01-07\n",
    133        "1  1967-01-14  1119000 1967-01-14\n",
    134        "2  1967-01-21  1119000 1967-01-21\n",
    135        "3  1967-01-28  1103000 1967-01-28\n",
    136        "4  1967-02-04  1131000 1967-02-04\n",
    137        "5  1967-02-11  1153000 1967-02-11\n",
    138        "6  1967-02-18  1167000 1967-02-18\n",
    139        "7  1967-02-25  1199000 1967-02-25\n",
    140        "8  1967-03-04  1235000 1967-03-04\n",
    141        "9  1967-03-11  1234000 1967-03-11\n",
    142        "..."
    143       ]
    144      },
    145      "execution_count": 9,
    146      "metadata": {},
    147      "output_type": "execute_result"
    148     }
    149    ],
    150    "source": [
    151     "fred_ccsa.sort('asof_date')"
    152    ]
    153   },
    154   {
    155    "cell_type": "markdown",
    156    "metadata": {},
    157    "source": [
    158     "The data goes all the way back to 1967 and is updated weekly.\n",
    159     "\n",
    160     "Blaze provides us with the first 10 rows of the data for display. Just to confirm, let's just count the number of rows in the Blaze expression:"
    161    ]
    162   },
    163   {
    164    "cell_type": "code",
    165    "execution_count": 4,
    166    "metadata": {
    167     "collapsed": false
    168    },
    169    "outputs": [
    170     {
    171      "data": {
    172       "text/html": [
    173        "2550"
    174       ],
    175       "text/plain": [
    176        "2550"
    177       ]
    178      },
    179      "execution_count": 4,
    180      "metadata": {},
    181      "output_type": "execute_result"
    182     }
    183    ],
    184    "source": [
    185     "fred_ccsa.count()"
    186    ]
    187   },
    188   {
    189    "cell_type": "markdown",
    190    "metadata": {},
    191    "source": [
    192     "Let's go plot it for fun. This data set is definitely small enough to just put right into a Pandas DataFrame"
    193    ]
    194   },
    195   {
    196    "cell_type": "code",
    197    "execution_count": 5,
    198    "metadata": {
    199     "collapsed": false
    200    },
    201    "outputs": [
    202     {
    203      "data": {
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5eejbty8Ay53CY8eO4cSJE0hMTIRMJoNCoUCHDh1w6dIlZGVlYdSoUeLxvv76a0+8XSIi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\nRU5ErkJggg==\n",
    205       "text/plain": [
    206        "<matplotlib.figure.Figure at 0x7f1a8172dd50>"
    207       ]
    208      },
    209      "metadata": {},
    210      "output_type": "display_data"
    211     }
    212    ],
    213    "source": [
    214     "unrate_df = odo(fred_ccsa, pd.DataFrame)\n",
    215     "\n",
    216     "unrate_df.plot(x='asof_date', y='value')\n",
    217     "plt.xlabel(\"As Of Date (asof_date)\")\n",
    218     "plt.ylabel(\"Unemployment Claims\")\n",
    219     "plt.title(\"United States Unemployment Claims\")\n",
    220     "plt.legend().set_visible(False)"
    221    ]
    222   },
    223   {
    224    "cell_type": "code",
    225    "execution_count": 7,
    226    "metadata": {
    227     "collapsed": false
    228    },
    229    "outputs": [
    230     {
    231      "data": {
    232       "image/png": 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yXSsIej5gSdKs3//G9XPr+Aj9kF0op9MpwzC8cj4AwKl5bZl2AAAgHbV5r4P1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\nAElFTkSuQmCC\n",
    233       "text/plain": [
    234        "<matplotlib.figure.Figure at 0x7f1a80ae2a90>"
    235       ]
    236      },
    237      "metadata": {},
    238      "output_type": "display_data"
    239     }
    240    ],
    241    "source": [
    242     "unrate_recent = odo(fred_ccsa[fred_ccsa.asof_date >= '2002-01-01'], pd.DataFrame)\n",
    243     "\n",
    244     "unrate_recent.plot(x='asof_date', y='value')\n",
    245     "plt.xlabel(\"As Of Date (asof_date)\")\n",
    246     "plt.ylabel(\"Unemployment Claims\")\n",
    247     "plt.title(\"United States Unemployment Claims\")\n",
    248     "plt.legend().set_visible(False)"
    249    ]
    250   },
    251   {
    252    "cell_type": "code",
    253    "execution_count": null,
    254    "metadata": {
    255     "collapsed": true
    256    },
    257    "outputs": [],
    258    "source": []
    259   }
    260  ],
    261  "metadata": {
    262   "kernelspec": {
    263    "display_name": "Python 2",
    264    "language": "python",
    265    "name": "python2"
    266   },
    267   "language_info": {
    268    "codemirror_mode": {
    269     "name": "ipython",
    270     "version": 2
    271    },
    272    "file_extension": ".py",
    273    "mimetype": "text/x-python",
    274    "name": "python",
    275    "nbconvert_exporter": "python",
    276    "pygments_lexer": "ipython2",
    277    "version": "2.7.10"
    278   }
    279  },
    280  "nbformat": 4,
    281  "nbformat_minor": 0
    282 }