02-dask-dataframe.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lesson 2: Dask DataFrames"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import dask.dataframe as dd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "from dask.distributed import Client\n",
    "from IPython.display import Image\n",
    "\n",
    "sns.set(style=\"white\", context=\"talk\")\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Creating `dask` `DataFrames`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__From streams:__\n",
    "\n",
    "* read_table/read_csv\n",
    "* read_parquet\n",
    "* read_json\n",
    "* from_pandas\n",
    "* read_sql_table\n",
    "\n",
    "\n",
    "__From other Dask data structures:__\n",
    "\n",
    "* from_delayed\n",
    "* from_dask_array\n",
    "* `Bag.to_dataframe`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're using Dask, it's likely your data does not fit in memory.\n",
    "\n",
    "If your data fits in memory, maybe don't use Dask..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NYC Taxi Trips & Fares"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(\"images/taxi-small.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The full 2013 dataset is too __large__ _for an interactive workshop_, so I've created a subset of the data from only December, 2013.\n",
    "\n",
    "http://www.andresmh.com/nyctaxitrips/\n",
    "\n",
    "* [Trip Data](https://archive.org/download/nycTaxiTripData2013/trip_data.7z) - 4.1 GB\n",
    "* [Fare Data](https://archive.org/download/nycTaxiTripData2013/trip_fare.7z) - 1.7 GB\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lazily read the taxi data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "client = Client()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips = dd.read_parquet(\"data/taxi-small/trips.parq/\")\n",
    "fares = dd.read_parquet(\"data/taxi-small/fares.parq/\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check the [read_parquet](https://docs.dask.org/en/latest/dataframe-api.html#dask.dataframe.read_parquet) parameters from time-to-time. Due to ongoing `pyarrow` improvements, parquet functionality is changing rapidly!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips.npartitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>Dask DataFrame Structure:</strong></div>\n",
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>medallion_id</th>\n",
       "      <th>hack_license_id</th>\n",
       "      <th>rate_code</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>trip_time_in_secs</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-12-01</th>\n",
       "      <td>uint16</td>\n",
       "      <td>uint16</td>\n",
       "      <td>uint8</td>\n",
       "      <td>uint32</td>\n",
       "      <td>uint32</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "      <td>float64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-12-02</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "<div>Dask Name: head, 32 tasks</div>"
      ],
      "text/plain": [
       "Dask DataFrame Structure:\n",
       "              medallion_id hack_license_id rate_code passenger_count trip_time_in_secs trip_distance pickup_longitude pickup_latitude\n",
       "npartitions=1                                                                                                                        \n",
       "2013-12-01          uint16          uint16     uint8          uint32            uint32       float64          float64         float64\n",
       "2013-12-02             ...             ...       ...             ...               ...           ...              ...             ...\n",
       "Dask Name: head, 32 tasks"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips.head(compute=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We now have 32 tasks (31 partitions + 1 `head` task) that have not yet been evaluated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selecting data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use standard `pandas` boolean queries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "33249"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips[trips.passenger_count > 4].shape[0].compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This will be parallelized and is quite performant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips[trips.passenger_count > 4].shape[0].visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Selection on the index is fast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "xmas = trips.loc[\"2013-12-25\", :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10.2 ms, sys: 3.35 ms, total: 13.6 ms\n",
      "Wall time: 26 ms\n"
     ]
    }
   ],
   "source": [
    "%time xmas_df = xmas.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.154237343317597"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xmas['trip_distance'].mean().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Use fancy `pandas` datetime indexing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.9317822294093703"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "first_half = trips.loc[\"2013-12-01\":\"2013-12-15\", :]\n",
    "first_half[\"trip_distance\"].mean().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `iloc` doesn't work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Dask does not keep track of partition length [(link)](https://docs.dask.org/en/latest/dataframe-indexing.html#positional-indexing)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "'DataFrame.iloc' only supports selecting columns. It must be used like 'df.iloc[:, column_indexer]'.\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    trips.iloc[:5, :]\n",
    "except NotImplementedError as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Working with the `Index`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`trips` was serialized to parquet format with `pickup_datetime` as the index. This index is restored when we load `trips`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A `dask.DataFrame` sorted along the `index` will have `df.known_divisions` evaluate to `True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips.known_divisions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`divisions` tell us the range of values in each partition.\n",
    "\n",
    "For `n` partitions, we will have `n + 1` divisions.\n",
    "\n",
    "* Each division is the __minimum__ value in the index in that partition.\n",
    "* The last division is the __maximum__ value in the index of the last partition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Timestamp('2013-12-01 00:00:00'),\n",
       " Timestamp('2013-12-02 00:00:00'),\n",
       " Timestamp('2013-12-03 00:00:00'),\n",
       " Timestamp('2013-12-04 00:00:17'),\n",
       " Timestamp('2013-12-05 00:00:04'),\n",
       " Timestamp('2013-12-06 00:00:00'),\n",
       " Timestamp('2013-12-07 00:00:00'),\n",
       " Timestamp('2013-12-08 00:00:00'),\n",
       " Timestamp('2013-12-09 00:00:00'),\n",
       " Timestamp('2013-12-10 00:00:00'),\n",
       " Timestamp('2013-12-11 00:00:00'),\n",
       " Timestamp('2013-12-12 00:00:00'),\n",
       " Timestamp('2013-12-13 00:00:00'),\n",
       " Timestamp('2013-12-14 00:00:00'),\n",
       " Timestamp('2013-12-15 00:00:00'),\n",
       " Timestamp('2013-12-16 00:00:00'),\n",
       " Timestamp('2013-12-17 00:00:00'),\n",
       " Timestamp('2013-12-18 00:00:00'),\n",
       " Timestamp('2013-12-19 00:00:00'),\n",
       " Timestamp('2013-12-20 00:00:00'),\n",
       " Timestamp('2013-12-21 00:00:00'),\n",
       " Timestamp('2013-12-22 00:00:00'),\n",
       " Timestamp('2013-12-23 00:00:00'),\n",
       " Timestamp('2013-12-24 00:00:00'),\n",
       " Timestamp('2013-12-25 00:00:00'),\n",
       " Timestamp('2013-12-26 00:00:00'),\n",
       " Timestamp('2013-12-27 00:00:00'),\n",
       " Timestamp('2013-12-28 00:00:00'),\n",
       " Timestamp('2013-12-29 00:00:00'),\n",
       " Timestamp('2013-12-30 00:00:00'),\n",
       " Timestamp('2013-12-31 00:00:00'),\n",
       " Timestamp('2013-12-31 23:59:42'))"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips.divisions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Pay attention to the index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The index is of greater importance in `Dask` than in `Pandas` because it determines the location of data."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Setting the index on a DataFrame is slow because data may need to be moved between processes/workers. This is called a shuffle - we'll discuss the [shuffle](https://docs.dask.org/en/latest/dataframe-groupby.html#difficult-cases) later."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Ideally, persist the index when you write data out to a format like Parquet avoid unnecessary shuffles."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try changing up the index now. Recall we started with `pickup_datetime`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips_hk = trips.reset_index()\\\n",
    "    .set_index(\"hack_license_id\").persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pickup_datetime</th>\n",
       "      <th>medallion_id</th>\n",
       "      <th>rate_code</th>\n",
       "      <th>passenger_count</th>\n",
       "      <th>trip_time_in_secs</th>\n",
       "      <th>trip_distance</th>\n",
       "      <th>pickup_longitude</th>\n",
       "      <th>pickup_latitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hack_license_id</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-19 20:34:00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1200</td>\n",
       "      <td>6.55</td>\n",
       "      <td>-73.965477</td>\n",
       "      <td>40.806160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-11 20:56:00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2040</td>\n",
       "      <td>4.03</td>\n",
       "      <td>-73.979393</td>\n",
       "      <td>40.763634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-07 21:08:00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>780</td>\n",
       "      <td>4.10</td>\n",
       "      <td>-73.979988</td>\n",
       "      <td>40.726803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-12 22:18:00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>240</td>\n",
       "      <td>0.45</td>\n",
       "      <td>-73.978386</td>\n",
       "      <td>40.761879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2013-12-18 18:53:00</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>960</td>\n",
       "      <td>2.43</td>\n",
       "      <td>-74.002274</td>\n",
       "      <td>40.740200</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    pickup_datetime  medallion_id  rate_code  passenger_count  \\\n",
       "hack_license_id                                                                 \n",
       "1               2013-12-19 20:34:00             1          1                1   \n",
       "1               2013-12-11 20:56:00             1          1                1   \n",
       "1               2013-12-07 21:08:00             1          1                1   \n",
       "1               2013-12-12 22:18:00             1          1                1   \n",
       "1               2013-12-18 18:53:00             1          1                1   \n",
       "\n",
       "                 trip_time_in_secs  trip_distance  pickup_longitude  \\\n",
       "hack_license_id                                                       \n",
       "1                             1200           6.55        -73.965477   \n",
       "1                             2040           4.03        -73.979393   \n",
       "1                              780           4.10        -73.979988   \n",
       "1                              240           0.45        -73.978386   \n",
       "1                              960           2.43        -74.002274   \n",
       "\n",
       "                 pickup_latitude  \n",
       "hack_license_id                   \n",
       "1                      40.806160  \n",
       "1                      40.763634  \n",
       "1                      40.726803  \n",
       "1                      40.761879  \n",
       "1                      40.740200  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_hk.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "31"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_hk.npartitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1,\n",
       " 1223,\n",
       " 1445,\n",
       " 3031,\n",
       " 3854,\n",
       " 3939,\n",
       " 5157,\n",
       " 6814,\n",
       " 7116,\n",
       " 7600,\n",
       " 8571,\n",
       " 10631,\n",
       " 11429,\n",
       " 11945,\n",
       " 12836,\n",
       " 13698,\n",
       " 16338,\n",
       " 17816,\n",
       " 18278,\n",
       " 18394,\n",
       " 19321,\n",
       " 20967,\n",
       " 22377,\n",
       " 23097,\n",
       " 23433,\n",
       " 24546,\n",
       " 26146,\n",
       " 26807,\n",
       " 27802,\n",
       " 29751,\n",
       " 30878,\n",
       " 33369)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_hk.divisions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "trips_dt = (trips.reset_index()\n",
    "    .assign(date=lambda df: df.pickup_datetime.dt.normalize())\n",
    "    .set_index(\"date\")\n",
    "    .persist()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Groupby/Apply"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Works mostly like Pandas."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Depending on how you're grouping, dask can take a slow or fast path.\n",
    "\n",
    "Dask can efficiently perform split-apply-combinations the following conditions:\n",
    "\n",
    "* group-on-index -> aggregate or apply\n",
    "  * group-on-index + other columns -> aggregate or apply\n",
    "* group -> aggregate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fastest GroupBy uses the index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Grouping along the index (or a computation on the index), is fast."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 173 ms, sys: 14.6 ms, total: 188 ms\n",
      "Wall time: 394 ms\n"
     ]
    }
   ],
   "source": [
    "%time trips_1d = trips_dt.groupby(\"date\").size().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Can also add secondary grouping levels in addition to the index. There's more work here so will take more time than the last calculation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 96.8 ms, sys: 8.96 ms, total: 106 ms\n",
      "Wall time: 264 ms\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "date        rate_code\n",
       "2013-12-01  0             631.600000\n",
       "            1             673.815434\n",
       "            2            2192.694779\n",
       "            3            1961.033333\n",
       "            4            1030.666667\n",
       "                            ...     \n",
       "2013-12-31  2            1849.281879\n",
       "            3            1378.875000\n",
       "            4            1288.500000\n",
       "            5             317.681818\n",
       "            6               6.000000\n",
       "Name: trip_time_in_secs, Length: 174, dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time \n",
    "trips_dt.groupby([\"date\", \"rate_code\"])[\"trip_time_in_secs\"]\\\n",
    "    .mean().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Datetime resampling also highly optimized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 73 ms, sys: 8.24 ms, total: 81.2 ms\n",
      "Wall time: 148 ms\n"
     ]
    }
   ],
   "source": [
    "%time trips_5d = trips_dt.resample('1W').size().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Still Fast: Aggregations against non-index columns "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Aggregations, even on non-index columns, are fast, though against the index is fastest."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 133 ms, sys: 12.5 ms, total: 146 ms\n",
      "Wall time: 288 ms\n"
     ]
    }
   ],
   "source": [
    "%time hack_avg = trips.groupby('hack_license_id')['trip_distance'].mean().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = sns.distplot(np.log10(1. + hack_avg), color=\"m\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Apply is slow, unless against the index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 202 ms, sys: 25.2 ms, total: 227 ms\n",
      "Wall time: 3.54 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "dist_time_corr = (\n",
    "    trips_hk.groupby(\"hack_license_id\")\n",
    "    .apply(lambda df: df.trip_time_in_secs.corr(df.trip_distance),\n",
    "           meta=(\"corr\", \"f8\"))\n",
    "    .compute()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Slow aggregation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 995 ms, sys: 72.9 ms, total: 1.07 s\n",
      "Wall time: 5.26 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "_ = (trips_dt.groupby(\"hack_license_id\")\n",
    "    .apply(lambda df: df.trip_time_in_secs.corr(df.trip_distance),\n",
    "           meta=(\"corr\", \"f8\"))\n",
    "    .compute()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Unsupported Groupby Features\n",
    "\n",
    "* Named Aggregations: `pd.NamedAgg`\n",
    "* Grouper: `pd.Grouper`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "agg() got an unexpected keyword argument 'avg_distance'\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    trips.groupby(\"passenger_count\").agg(\n",
    "        avg_distance=(\"trip_distance\", \"mean\"),\n",
    "        avg_time=(\"total_time\", \"mean\")\n",
    "    )\n",
    "except TypeError as e:\n",
    "    print(e)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge/Join"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similar fast/slow cases to GroupBy.\n",
    "\n",
    "* Fast: Share a common index (optional additional columns)\n",
    "* Slow: No common index (requires a shuffle)\n",
    "\n",
    "Also fast:\n",
    "\n",
    "* Against a Pandas DataFrame\n",
    "* Against a single-partition Dask DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 41.1 ms, sys: 4.95 ms, total: 46.1 ms\n",
      "Wall time: 47.3 ms\n"
     ]
    }
   ],
   "source": [
    "# fast\n",
    "%time taxi = dd.merge(trips, fares, on=\"pickup_datetime\").persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 110 ms, sys: 6.58 ms, total: 116 ms\n",
      "Wall time: 114 ms\n"
     ]
    }
   ],
   "source": [
    "# fast\n",
    "common_cols = [\"pickup_datetime\", \"medallion_id\", \"hack_license_id\"]\n",
    "%time taxi = dd.merge(trips, fares, on=common_cols).persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 201 ms, sys: 9.26 ms, total: 210 ms\n",
      "Wall time: 207 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# nearly an order of magnitude slower\n",
    "taxi = dd.merge(\n",
    "    trips.reset_index(), fares.reset_index(), on=common_cols).persist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dask Specific Concerns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Specify metadata for user-defined operations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Recall, when we calculated correlation using `apply`, that we had to provide a `meta` argument."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "df.map_partitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "repartition(divisions, npartitions, freq, partition_size) # one of these"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.random_split([0.8, 0.2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Save Dataframes\n",
    "\n",
    "* to_csv\n",
    "* to_parquet\n",
    "* to_hdf\n",
    "* to_json\n",
    "\n",
    "### From Dask DataFrames\n",
    "* to_delayed\n",
    "* to_records\n",
    "* to_bag\n"
   ]
  }
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