nb1-setup.ipynb

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    "# \"Big Pandas\" - Dask from the Inside\n",
    "## Part 1 - Set up\n",
    "### PyData Amsterdam tutorial, 7 April 2017\n",
    "### Stephen Simmons\n"
   ]
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    "Download pre-prepared data from here:  \n",
    "* http://www.stevesimmons.com/pydata-ams2017/flights-201601-201701-csv-xz.tar (151MB)\n",
    "* http://www.stevesimmons.com/pydata-ams2017/flights-201601-201701-parq.tar (158MB)\n"
   ]
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   "source": [
    "These imports are needed to run the full set of examples"
   ]
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     "text": [
      "3.6.0 |Continuum Analytics, Inc.| (default, Dec 23 2016, 12:22:00) \n",
      "[GCC 4.4.7 20120313 (Red Hat 4.4.7-1)]\n"
     ]
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      "text/plain": [
       "('1.11.3', '0.19.2', '0.14.1')"
      ]
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   "source": [
    "# Complete set of Python 3.6 imports used for these examples\n",
    "\n",
    "# Standard modules\n",
    "import io\n",
    "import logging\n",
    "import lzma\n",
    "import multiprocessing\n",
    "import os\n",
    "import ssl\n",
    "import sys\n",
    "import time\n",
    "import urllib.request\n",
    "import zipfile\n",
    "\n",
    "# Third-party modules\n",
    "import fastparquet      # Needs python-snappy and llvmlite\n",
    "import graphviz         # To visualize Dask graphs \n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import psutil           # Memory stats\n",
    "import dask\n",
    "import dask.dataframe as dd\n",
    "import bokeh.io         # For Dask profile graphs\n",
    "import seaborn as sns   # For colormaps\n",
    "\n",
    "# Support multiple lines of output in each cell\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\"\n",
    "\n",
    "# Don't wrap tables\n",
    "pd.options.display.max_rows = 20\n",
    "pd.options.display.max_columns = 20\n",
    "pd.options.display.width = 300\n",
    "\n",
    "# Show matplotlib and bokeh graphs inline in Jupyter notebook\n",
    "%matplotlib inline\n",
    "bokeh.io.output_notebook()\n",
    "\n",
    "print(sys.version)\n",
    "np.__version__, pd.__version__, dask.__version__"
   ]
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    {
     "ename": "ValueError",
     "evalue": "only 1 partitions, head received 2",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-143-c680062cadf3>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtask\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mddf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnpartitions\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcompute\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/home/stephen/miniconda3/envs/py36/lib/python3.6/site-packages/dask/dataframe/core.py\u001b[0m in \u001b[0;36mhead\u001b[0;34m(self, n, npartitions, compute)\u001b[0m\n\u001b[1;32m    775\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mnpartitions\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnpartitions\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    776\u001b[0m             \u001b[0mmsg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m\"only {} partitions, head received {}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 777\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmsg\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnpartitions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnpartitions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    778\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    779\u001b[0m         \u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'head-%d-%d-%s'\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnpartitions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: only 1 partitions, head received 2"
     ]
    }
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   "source": [
    "task = ddf.head(n=2, npartitions=2, compute=False)"
   ]
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Yd/78eULIxYsXi4qKmM4C0NKhFwEYVlBQcOnSJUJIYWFhYGAg03EAWjr0IgDDrly5Qq8m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\nqIFXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('from_pandas-de36e0f9b56aa90e818c2dda9e03260c', 0):    a  b  c\n",
       " 0  1  2  3\n",
       " 1  4  5  6\n",
       " 2  7  8  9, ('from_pandas-de36e0f9b56aa90e818c2dda9e03260c', 1):     a   b   c\n",
       " 3  10  11  12\n",
       " 4  13  14  15, ('head-2-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c',\n",
       "  0): (<function dask.dataframe.core.safe_head>, (<function dask.dataframe.core._concat>,\n",
       "   [('head-partial-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c', 0),\n",
       "    ('head-partial-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c',\n",
       "     1)]), 2), ('head-partial-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c',\n",
       "  0): (<methodcaller: head>,\n",
       "  ('from_pandas-de36e0f9b56aa90e818c2dda9e03260c', 0),\n",
       "  2), ('head-partial-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c',\n",
       "  1): (<methodcaller: head>, ('from_pandas-de36e0f9b56aa90e818c2dda9e03260c',\n",
       "   1), 2)}"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('head-1-2-from_pandas-de36e0f9b56aa90e818c2dda9e03260c', 0)]"
      ]
     },
     "execution_count": 142,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task._keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Two-dimensional size-mutable, potentially heterogeneous tabular data\n",
      "    structure with labeled axes (rows and columns). Arithmetic operations\n",
      "    align on both row and column labels. Can be thought of as a dict-like\n",
      "    container for Series objects. The primary pandas data structure\n",
      "\n",
      "    Parameters\n",
      "    ----------\n",
      "    data : numpy ndarray (structured or homogeneous), dict, or DataFrame\n",
      "        Dict can contain Series, arrays, constants, or list-like objects\n",
      "    index : Index or array-like\n",
      "        Index to use for resulting frame. Will default to np.arange(n) if\n",
      "        no indexing information part of input data and no index provided\n",
      "    columns : Index or array-like\n",
      "        Column labels to use for resulting frame. Will default to\n",
      "        np.arange(n) if no column labels are provided\n",
      "    dtype : dtype, default None\n",
      "        Data type to force, otherwise infer\n",
      "    copy : boolean, default False\n",
      "        Copy data from inputs. Only affects DataFrame / 2d ndarray input\n",
      "\n",
      "    Examples\n",
      "    --------\n",
      "    >>> d = {'col1': ts1, 'col2': ts2}\n",
      "    >>> df = DataFrame(data=d, index=index)\n",
      "    >>> df2 = DataFrame(np.random.randn(10, 5))\n",
      "    >>> df3 = DataFrame(np.random.randn(10, 5),\n",
      "    ...                 columns=['a', 'b', 'c', 'd', 'e'])\n",
      "\n",
      "    See also\n",
      "    --------\n",
      "    DataFrame.from_records : constructor from tuples, also record arrays\n",
      "    DataFrame.from_dict : from dicts of Series, arrays, or dicts\n",
      "    DataFrame.from_items : from sequence of (key, value) pairs\n",
      "    pandas.read_csv, pandas.read_table, pandas.read_clipboard\n",
      "    \n"
     ]
    }
   ],
   "source": [
    "print(pd.DataFrame.__doc__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Implements out-of-core DataFrame as a sequence of pandas DataFrames\n",
      "\n",
      "    Parameters\n",
      "    ----------\n",
      "\n",
      "    dask: dict\n",
      "        The dask graph to compute this DataFrame\n",
      "    name: str\n",
      "        The key prefix that specifies which keys in the dask comprise this\n",
      "        particular DataFrame\n",
      "    meta: pandas.DataFrame\n",
      "        An empty ``pandas.DataFrame`` with names, dtypes, and index matching\n",
      "        the expected output.\n",
      "    divisions: tuple of index values\n",
      "        Values along which we partition our blocks on the index\n",
      "    \n"
     ]
    }
   ],
   "source": [
    "print(dd.DataFrame.__doc__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dd.from_pandas()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ddf = dd.from_pandas(df, chunksize=2)\n",
    "task = ddf[ddf.a>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    a   b   c\n",
       "1   4   5   6\n",
       "2   7   8   9\n",
       "3  10  11  12"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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6Au+iS0RERHJwCCEiIiIpOIQQERGRFBxCiIiISAoOIURERCQFhxAiIiKSgkMIERERScEh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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Implements out-of-core DataFrame as a sequence of pandas DataFrames\n",
      "\n",
      "    Parameters\n",
      "    ----------\n",
      "\n",
      "    dask: dict\n",
      "        The dask graph to compute this DataFrame\n",
      "    name: str\n",
      "        The key prefix that specifies which keys in the dask comprise this\n",
      "        particular DataFrame\n",
      "    meta: pandas.DataFrame\n",
      "        An empty ``pandas.DataFrame`` with names, dtypes, and index matching\n",
      "        the expected output.\n",
      "    divisions: tuple of index values\n",
      "        Values along which we partition our blocks on the index\n",
      "    \n"
     ]
    }
   ],
   "source": [
    "print(dd.DataFrame.__doc__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>a</th>\n",
       "      <th>b</th>\n",
       "      <th>c</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [a, b, c]\n",
       "Index: []"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task._meta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(0, 2, 3)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.npartitions\n",
    "task.divisions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'getitem-845adeb1f3f6fe7d5b8f1f046ae677ca'"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task._name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 0):    a  b  c\n",
       " 0  1  2  3\n",
       " 1  4  5  6, ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 1):     a   b   c\n",
       " 2   7   8   9\n",
       " 3  10  11  12, ('getitem-845adeb1f3f6fe7d5b8f1f046ae677ca',\n",
       "  0): (<methodcaller: _getitem_array>, ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21',\n",
       "   0), ('gt-82445471718415f2cbdf08d57f178b4f',\n",
       "   0)), ('getitem-845adeb1f3f6fe7d5b8f1f046ae677ca',\n",
       "  1): (<methodcaller: _getitem_array>,\n",
       "  ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 1),\n",
       "  ('gt-82445471718415f2cbdf08d57f178b4f',\n",
       "   1)), ('getitem-ed2b560b212841d2cd96769f0eecacf2',\n",
       "  0): (<function _operator.getitem>,\n",
       "  ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 0),\n",
       "  'a'), ('getitem-ed2b560b212841d2cd96769f0eecacf2',\n",
       "  1): (<function _operator.getitem>, ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21',\n",
       "   1), 'a'), ('gt-82445471718415f2cbdf08d57f178b4f',\n",
       "  0): (<function dask.compatibility.apply>, <function dask.array.core.partial_by_order>, [('getitem-ed2b560b212841d2cd96769f0eecacf2',\n",
       "    0)], {'function': <function _operator.gt>,\n",
       "   'other': [(1, 2)]}), ('gt-82445471718415f2cbdf08d57f178b4f',\n",
       "  1): (<function dask.compatibility.apply>,\n",
       "  <function dask.array.core.partial_by_order>,\n",
       "  [('getitem-ed2b560b212841d2cd96769f0eecacf2', 1)],\n",
       "  {'function': <function _operator.gt>, 'other': [(1, 2)]})}"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<methodcaller: _getitem_array>,\n",
       " ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 0),\n",
       " ('gt-82445471718415f2cbdf08d57f178b4f', 0))"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.dask[(task._name,0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<methodcaller: _getitem_array>,\n",
       " ('from_pandas-37d6c4e12ebefd78272a6470f70a4b21', 1),\n",
       " ('gt-82445471718415f2cbdf08d57f178b4f', 1))"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task.dask[(task._name,1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "task.compute??"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "a     8\n",
       "b    10\n",
       "c    12\n",
       "dtype: int64"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task2.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MgKQSCARdu3atvb5FcXGxgoKCvLw8c7NDhw41NTWysvgZBxARXG0GoJVQVVXds2fPggUL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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task2.visualize()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<function dask.compatibility.apply>,\n",
       " <function dask.dataframe.core._reduction_aggregate>,\n",
       " [(<function dask.dataframe.core._concat>,\n",
       "   [('dataframe-sum-chunk-4f1ac59b65a08dd36a001a1db6a540cf', 0, 0, 0),\n",
       "    ('dataframe-sum-chunk-4f1ac59b65a08dd36a001a1db6a540cf', 0, 1, 0)])],\n",
       " {'aca_aggregate': <methodcaller: sum>, 'axis': 0, 'skipna': True})"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "task2.dask[(task2._name,0)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}