pysdmx_basics.ipynb

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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let us get some data from statistical providers using SDMX. As always, we begin by importing the module."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import sdmx"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This module implement by default a few bookmarks to various sdmx repositories that are known to work with pysdmx. Other statistical providers are not guaranted to function properly with this client."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.__all__"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 2,
       "text": [
        "('ecb', 'ilo', 'fao', 'eurostat', 'Repository')"
       ]
      }
     ],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can see attributes for ECB, Eurostat, ILO and FAO. The Repository object allows you to define other repositories. This notebook will only cover the providers implemented by default."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "dir(sdmx.ecb)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 3,
       "text": [
        "['__class__',\n",
        " '__delattr__',\n",
        " '__dict__',\n",
        " '__dir__',\n",
        " '__doc__',\n",
        " '__eq__',\n",
        " '__format__',\n",
        " '__ge__',\n",
        " '__getattribute__',\n",
        " '__gt__',\n",
        " '__hash__',\n",
        " '__init__',\n",
        " '__le__',\n",
        " '__lt__',\n",
        " '__module__',\n",
        " '__ne__',\n",
        " '__new__',\n",
        " '__reduce__',\n",
        " '__reduce_ex__',\n",
        " '__repr__',\n",
        " '__setattr__',\n",
        " '__sizeof__',\n",
        " '__str__',\n",
        " '__subclasshook__',\n",
        " '__weakref__',\n",
        " '_dataflows',\n",
        " 'agencyID',\n",
        " 'categories',\n",
        " 'category_scheme_url',\n",
        " 'codes',\n",
        " 'data',\n",
        " 'data_for_computers',\n",
        " 'dataflow_url',\n",
        " 'dataflows',\n",
        " 'fh',\n",
        " 'frmt',\n",
        " 'lgr',\n",
        " 'query_rest',\n",
        " 'raw_data',\n",
        " 'request',\n",
        " 'sdmx_url',\n",
        " 'version']"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let us have a look at a few interesting atributes. First, the version of the SDMX specification used by the provider."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.ecb.version"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "'2_0'"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "It may differ for other sources."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.eurostat.version"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "'2_1'"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "pysdmx provides a few information that are typical of SDMX. It may be useful if you are using other tools exploiting that standard."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.ecb.agencyID"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "'ECB'"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.ecb.sdmx_url"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "'http://sdw-ws.ecb.europa.eu'"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "At first, you probably want to have a look at the categories. The data are organized in a tree. Each leaf corresponds to a set of data."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c = sdmx.ecb.categories"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO:pysdmx:Requesting http://sdw-ws.ecb.europa.eu/CategoryScheme\n"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can check the top-level categories."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[subcategory['name'] for subcategory in c['subcategories']]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 9,
       "text": [
        "['Monetary operations',\n",
        " 'Prices, output, demand and labour market',\n",
        " 'Monetary and financial statistics',\n",
        " 'Euro area accounts',\n",
        " 'Government finance',\n",
        " 'External transactions and positions',\n",
        " 'Exchange rates',\n",
        " 'Payments and securities trading, clearing, settlement',\n",
        " 'Banknotes and Coins',\n",
        " 'Indicators of financial integration ',\n",
        " 'Real Time Database (research database) ']"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let us explore one category in particular."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "c['subcategories'][6]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "{'name': 'Exchange rates',\n",
        " 'subcategories': [{'name': 'Bilateral', 'flowrefs': ['2034483']},\n",
        "  {'name': 'Effective', 'flowrefs': ['2034482']},\n",
        "  {'name': 'Harmonised competitiveness indicators',\n",
        "   'flowrefs': ['6275201', '6275202', '6275203', '6275204', '9391627']},\n",
        "  {'name': 'Trade weights', 'flowrefs': ['9384602']}]}"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We can achieve the same result using a slightly more expressive statement."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "next((c_ for c_ in c['subcategories'] if c_['name'] == 'Exchange rates'))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 11,
       "text": [
        "{'name': 'Exchange rates',\n",
        " 'subcategories': [{'name': 'Bilateral', 'flowrefs': ['2034483']},\n",
        "  {'name': 'Effective', 'flowrefs': ['2034482']},\n",
        "  {'name': 'Harmonised competitiveness indicators',\n",
        "   'flowrefs': ['6275201', '6275202', '6275203', '6275204', '9391627']},\n",
        "  {'name': 'Trade weights', 'flowrefs': ['9384602']}]}"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "In SDMX, the flowrefs are identifiers of data flows. These allow you to select a set of data."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sdmx.ecb.raw_data('2034483',{'CURRENCY':'CHF', 'FREQ':'M'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "INFO:pysdmx:Requesting http://sdw-ws.ecb.europa.eu/GenericData?dataflow=2034483&FREQ=M&CURRENCY=CHF\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Extracting the series from the SDMX message\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Code OrderedDict([('FREQ', 'M'), ('CURRENCY', 'CHF'), ('CURRENCY_DENOM', 'EUR'), ('EXR_TYPE', 'SP00'), ('EXR_SUFFIX', 'A')])\n"
       ]
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       "text": [
        "DEBUG:pysdmx:Time vector 1999-01\n"
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        "DEBUG:pysdmx:Time vector 1999-02\n"
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        "DEBUG:pysdmx:Time vector 1999-03\n"
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        "DEBUG:pysdmx:Time vector 1999-04\n"
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        "DEBUG:pysdmx:Time vector 1999-05\n"
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        "DEBUG:pysdmx:Time vector 1999-06\n"
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        "DEBUG:pysdmx:Time vector 1999-07\n"
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        "DEBUG:pysdmx:Time vector 1999-08\n"
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        "DEBUG:pysdmx:Time vector 1999-09\n"
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        "DEBUG:pysdmx:Time vector 1999-10\n"
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        "DEBUG:pysdmx:Time vector 1999-11\n"
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        "DEBUG:pysdmx:Time vector 1999-12\n"
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        "DEBUG:pysdmx:Time vector 2005-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2005-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2005-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2005-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2005-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2005-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2006-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2007-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2008-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2009-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2010-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2011-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2012-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2013-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2014-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2015-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Extracting the series from the SDMX message\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Code OrderedDict([('FREQ', 'M'), ('CURRENCY', 'CHF'), ('CURRENCY_DENOM', 'EUR'), ('EXR_TYPE', 'SP00'), ('EXR_SUFFIX', 'E')])\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-06\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-07\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-08\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-09\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-10\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-11\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 1999-12\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2000-01\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2000-02\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2000-03\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2000-04\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
       "text": [
        "DEBUG:pysdmx:Time vector 2000-05\n"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stderr",
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       "text": [
        "DEBUG:pysdmx:Time vector 2012-01\n"
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       "text": [
        "DEBUG:pysdmx:Time vector 2012-02\n"
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        "   '2014-08',\n",
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        "   '2014-10',\n",
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        "   '2015-03',\n",
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        "   '2015-05',\n",
        "   '2015-06',\n",
        "   '2015-07']},\n",
        " {'M.CHF.EUR.SP00.A': {'OBS_STATUS': 'A'},\n",
        "  'M.CHF.EUR.SP00.E': {'OBS_STATUS': 'A'}},\n",
        " {'M.CHF.EUR.SP00.A': OrderedDict([('FREQ', 'M'), ('CURRENCY', 'CHF'), ('CURRENCY_DENOM', 'EUR'), ('EXR_TYPE', 'SP00'), ('EXR_SUFFIX', 'A')]),\n",
        "  'M.CHF.EUR.SP00.E': OrderedDict([('FREQ', 'M'), ('CURRENCY', 'CHF'), ('CURRENCY_DENOM', 'EUR'), ('EXR_TYPE', 'SP00'), ('EXR_SUFFIX', 'E')])})"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The method for retrieving the available dimensions is very buggy though. I am working on it. We can't expect from the user to know by heart that there are dimensions called CURRENCY or FREQ. Anyway, it works."
     ]
    }
   ],
   "metadata": {}
  }
 ]
}