02-big-data-analysis-with-dask.ipynb

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   "source": [
    "<img src=\"images/dask-logo.svg\" width=\"20%\" align=\"right\"/>\n",
    "\n",
    "# Big data analysis with Dask\n",
    "\n",
    "In this notebook, we'll work some specific computations and learn some best practices for distributed computing.\n",
    "\n",
    "---\n",
    "\n",
    "_Note: There are some \"Wall time ...\" comments added to the cells, these will change depending on your cluster/profiles, etc. So use them only as a rough reference._\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94a53a63-dbaf-434d-9576-f9da87fc6f21",
   "metadata": {},
   "source": [
    "## Connect to your Dask Cluster\n",
    "\n",
    "Instead of starting a new cluster each time, you can view and connect to existing clusters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import dask_gateway"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "890d9ef2-f2e0-471a-bf89-1641bc85cb66",
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   "outputs": [],
   "source": [
    "gateway = dask_gateway.Gateway()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "002af846-094d-4afc-9fd4-1626f57e3ff6",
   "metadata": {},
   "source": [
    "Let's create a new cluster - this time, programatically."
   ]
  },
  {
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   "source": [
    "options = gateway.cluster_options(use_local_defaults=False)\n",
    "options.profile = \"Medium Worker\"\n",
    "options.conda_environment = \"global/global-pydata-global-2023\"\n",
    "\n",
    "cluster = gateway.new_cluster(options)\n",
    "cluster.adapt(minimum=5, maximum=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30a7e4a1-978f-4022-9a9f-34527c731f5d",
   "metadata": {},
   "source": [
    "And connect a client to the cluster, so that you can access it from this specific IPython notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7adcf291-e28a-4db1-9092-94af7b53bd09",
   "metadata": {
    "tags": []
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   "outputs": [],
   "source": [
    "client = cluster.get_client()\n",
    "client"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "022927fe-4f22-4c93-958e-a77b721d8916",
   "metadata": {},
   "source": [
    "Open the Dashboard plots: Cluster Map, Progress, Task Stream, and Workers Memory."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e753cc99-b245-4919-9057-64f701c97790",
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   "source": [
    "## Read the full dataset\n",
    "\n",
    "We'll work with the Parquet datasets moving forward.\n",
    "\n",
    "[Apache Parquet](https://parquet.apache.org/) is a columnar data format widely used for storing large tabular datasets.\n",
    "\n",
    "Parquet data is very efficient to store and access (i.e., compression and encoding), and stores metadata like data-types, column names, and ranges per file/partition. You can also specify columns to read, perform row-wise filtering, set partitioning scheme and more. Learn more in the [full tutorial](https://github.com/nebari-dev/big-data-tutorial/blob/main/04-storage-formats.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2389300b-27be-4005-9a7d-cb2617d469eb",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import dask.dataframe as dd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "a3def880-250e-40f8-afb8-4ea640033785",
   "metadata": {
    "tags": []
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   "outputs": [],
   "source": [
    "ddf = dd.read_parquet(\"gcs://quansight-datasets/airline-ontime-performance/full_dataset.parquet\")"
   ]
  },
  {
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   "execution_count": 8,
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>YEAR</th>\n",
       "      <th>QUARTER</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>FL_DATE</th>\n",
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       "      <th>OP_CARRIER_AIRLINE_ID</th>\n",
       "      <th>OP_CARRIER</th>\n",
       "      <th>TAIL_NUM</th>\n",
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       "      <th>DIV4_WHEELS_OFF</th>\n",
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       "      <th>DIV5_AIRPORT_SEQ_ID</th>\n",
       "      <th>DIV5_WHEELS_ON</th>\n",
       "      <th>DIV5_TOTAL_GTIME</th>\n",
       "      <th>DIV5_LONGEST_GTIME</th>\n",
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       "      <td>2003-04-01</td>\n",
       "      <td>AA</td>\n",
       "      <td>19805</td>\n",
       "      <td>AA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
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       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2003-04-01</td>\n",
       "      <td>AA</td>\n",
       "      <td>19805</td>\n",
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       "      <td>&lt;NA&gt;</td>\n",
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       "    <tr>\n",
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       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2003-04-01</td>\n",
       "      <td>AA</td>\n",
       "      <td>19805</td>\n",
       "      <td>AA</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>...</td>\n",
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       "<p>5 rows × 109 columns</p>\n",
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       "   YEAR  QUARTER  MONTH  DAY_OF_MONTH  DAY_OF_WEEK    FL_DATE  \\\n",
       "0  2003        2      4             1            2 2003-04-01   \n",
       "1  2003        2      4             1            2 2003-04-01   \n",
       "2  2003        2      4             1            2 2003-04-01   \n",
       "3  2003        2      4             1            2 2003-04-01   \n",
       "4  2003        2      4             1            2 2003-04-01   \n",
       "\n",
       "  OP_UNIQUE_CARRIER  OP_CARRIER_AIRLINE_ID OP_CARRIER TAIL_NUM  ...  \\\n",
       "0                AA                  19805         AA     <NA>  ...   \n",
       "1                AA                  19805         AA     <NA>  ...   \n",
       "2                AA                  19805         AA     <NA>  ...   \n",
       "3                AA                  19805         AA     <NA>  ...   \n",
       "4                AA                  19805         AA     <NA>  ...   \n",
       "\n",
       "   DIV4_WHEELS_OFF  DIV4_TAIL_NUM  DIV5_AIRPORT  DIV5_AIRPORT_ID  \\\n",
       "0             <NA>           <NA>          <NA>              NaN   \n",
       "1             <NA>           <NA>          <NA>              NaN   \n",
       "2             <NA>           <NA>          <NA>              NaN   \n",
       "3             <NA>           <NA>          <NA>              NaN   \n",
       "4             <NA>           <NA>          <NA>              NaN   \n",
       "\n",
       "  DIV5_AIRPORT_SEQ_ID DIV5_WHEELS_ON DIV5_TOTAL_GTIME  DIV5_LONGEST_GTIME  \\\n",
       "0                 NaN           <NA>              NaN                 NaN   \n",
       "1                 NaN           <NA>              NaN                 NaN   \n",
       "2                 NaN           <NA>              NaN                 NaN   \n",
       "3                 NaN           <NA>              NaN                 NaN   \n",
       "4                 NaN           <NA>              NaN                 NaN   \n",
       "\n",
       "  DIV5_WHEELS_OFF  DIV5_TAIL_NUM  \n",
       "0            <NA>           <NA>  \n",
       "1            <NA>           <NA>  \n",
       "2            <NA>           <NA>  \n",
       "3            <NA>           <NA>  \n",
       "4            <NA>           <NA>  \n",
       "\n",
       "[5 rows x 109 columns]"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94d115e4-806c-4bd6-9e33-f7ad0c5d3929",
   "metadata": {},
   "source": [
    "## Shuffling computations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a86bc19-bd3f-4750-ad81-f2babb59003f",
   "metadata": {},
   "source": [
    "### Calculate and plot the number of canceled flights each day\n",
    "\n",
    "Note that the following section will take 5+ minutes to compute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb1c2543-9678-4773-8527-2e1e40ed2521",
   "metadata": {
    "tags": []
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   "outputs": [],
   "source": [
    "import hvplot\n",
    "import hvplot.dask"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9c045dee-8572-4b7d-a8bf-416c33295773",
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   "source": [
    "hvplot.extension('bokeh') # ensure this cell executes before moving on"
   ]
  },
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   "id": "7e7865e6-1b62-4e23-847c-c0b0497b9d33",
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     "text": [
      "CPU times: user 42.6 ms, sys: 974 µs, total: 43.5 ms\n",
      "Wall time: 42.6 ms\n"
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\",\"dtype\":\"float64\",\"order\":\"little\",\"shape\":[7178]}},\"selected\":{\"id\":\"1227\"},\"selection_policy\":{\"id\":\"1252\"}},\"id\":\"1226\",\"type\":\"ColumnDataSource\"},{\"attributes\":{\"days\":[1,4,7,10,13,16,19,22,25,28]},\"id\":\"1259\",\"type\":\"DaysTicker\"},{\"attributes\":{},\"id\":\"1237\",\"type\":\"AllLabels\"}],\"root_ids\":[\"1190\"]},\"title\":\"Bokeh Application\",\"version\":\"2.4.3\"}};\n",
       "    var render_items = [{\"docid\":\"c9986dc5-270f-40a6-a246-2d0009d5f401\",\"root_ids\":[\"1190\"],\"roots\":{\"1190\":\"640cf3ab-e204-449d-b1a0-7627a2fbbcec\"}}];\n",
       "    root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "    for (const render_item of render_items) {\n",
       "      for (const root_id of render_item.root_ids) {\n",
       "\tconst id_el = document.getElementById(root_id)\n",
       "\tif (id_el.children.length && (id_el.children[0].className === 'bk-root')) {\n",
       "\t  const root_el = id_el.children[0]\n",
       "\t  root_el.id = root_el.id + '-rendered'\n",
       "\t}\n",
       "      }\n",
       "    }\n",
       "  }\n",
       "  if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined && root.Bokeh.Panel !== undefined) {\n",
       "        clearInterval(timer);\n",
       "        embed_document(root);\n",
       "      } else if (document.readyState == \"complete\") {\n",
       "        attempts++;\n",
       "        if (attempts > 200) {\n",
       "          clearInterval(timer);\n",
       "          console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        }\n",
       "      }\n",
       "    }, 25, root)\n",
       "  }\n",
       "})(window);</script>"
      ],
      "text/plain": [
       ":Curve   [FL_DATE]   (CANCELLED)"
      ]
     },
     "execution_count": 13,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1190"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.groupby(\"FL_DATE\")[\"CANCELLED\"].count().hvplot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5357d827-3b00-4e5d-9ced-7c173b7234c8",
   "metadata": {},
   "source": [
    "This takes:\n",
    "\n",
    "1. so long to compute, \n",
    "2. the plot lines look out of place,\n",
    "3. there is so much \"red\", i.e., interaction, in the task stream\n",
    "\n",
    "because there's an internal \"sort\" operation being done.\n",
    "\n",
    "The \"partition\" based workflow in Dask makes certain types of operations very expensive. Operations like sort, set_index, etc., require dataset-wide interactions, called \"shuffling\", making them very difficult to parallelize.\n",
    "\n",
    "It's a good practice to always **minimize shuffling in distributed computations**.\n",
    "\n",
    "The Dask dashboard is very helpful in catching these unexpected performance penalties\n",
    "\n",
    "Red is a universal color in the Dask dashboard, and it always indicated networking costs when there is data transfer between workers. If you hover on the red bars, you'll see they start with `transfer-` or equivalent."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88620aed-92a4-4035-86cd-e32cc1617926",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Read the sorted dataset\n",
    "\n",
    "If your computes needs some form of sorting or changing index, you should consider doing it once at the beginning and storing/using the sorted dataset.\n",
    "\n",
    "We have sorted and stored the dataset in the same GCP bucket :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06bfc12b-ee1f-4e85-907f-620d2150d2ee",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf = dd.read_parquet(\"gcs://quansight-datasets/airline-ontime-performance/sorted/parquet_by_year\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9c23025-104d-40d4-892f-05755594832f",
   "metadata": {},
   "source": [
    "### 💻 Your turn: Run the previous computation on the sorted dataset and compare them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cd5c44dd-4c4f-402e-bc52-8975e6027c51",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your code here. When ready, click on the three dots below for the solution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29bd3063-fb49-42f4-b6ca-59bb92803566",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {},
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      ],
      "text/plain": [
       ":Curve   [FL_DATE]   (CANCELLED)"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "application/vnd.holoviews_exec.v0+json": {
       "id": "1378"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ddf.groupby(\"FL_DATE\")[\"CANCELLED\"].count().hvplot() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb2b2f19-24ca-4603-81c5-1551603c6ce0",
   "metadata": {},
   "source": [
    "## Persisting data and intermediates\n",
    "\n",
    "A \"compute\" in Dask creates a pandas/numeric output and bring the final result to your client machine. This is not required in cases where:\n",
    "\n",
    "- Your client machine (where the output will be displayed) doesn't have enough resources to store/display the output, or\n",
    "- You have more computations to do with the data or intermediate results, and keeping them on the workers will optimize your overall workflow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8ac24cb2-3ac4-4388-be7d-d15916368269",
   "metadata": {},
   "source": [
    "### Data locality\n",
    "\n",
    "Dask tries to assign computations following \"data locality\", where the computation goes to the worker that holds the required data.\n",
    "\n",
    "Data transfer is one of the slowest parts of a workflow."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba2c6647-e174-493e-b1c0-11bfb3297505",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 💻 Your turn: Compute the number of departure and arrival delays per day (without persisting)\n",
    "\n",
    "This is partially similar to the previous workflow where you need to groupby `FL_DATE`. Make sure to record how long this takes!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5cafb392-7a59-4c8b-9e66-b257a8de0bcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your code here. When ready, click on the three dots below for the solutions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "61a7d15f-784b-4dcd-bdb7-2fbbe3130d91",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf.groupby(\"FL_DATE\")[\"DEP_DELAY\"].count().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a8fb7ecc-0c1f-48b0-b80d-9586771de5bd",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf.groupby(\"FL_DATE\")[\"ARR_DELAY\"].count().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e76079a-f5eb-49e3-aeba-2a1bac4b540b",
   "metadata": {},
   "source": [
    "### Persist\n",
    "\n",
    "Dask allows you to \"persist\" your data or intermediate outputs (as Dask objects) on the workers.\n",
    "\n",
    "This can run in the background and the control is returned to you immediately."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "676c9958-1912-44fb-9fde-e3ea3089eb0c",
   "metadata": {},
   "source": [
    "### Run the same computation with persisting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2076ed4a-c78b-4a76-b438-48c8d50af5ab",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf_p = ddf[[\"FL_DATE\", \"DEP_DELAY\", \"ARR_DELAY\"]].persist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a223f63-3989-4bd9-91b8-c304d17168c7",
   "metadata": {},
   "source": [
    "Open the \"Graph\" dashboard plot for the following computations!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cdcc902-95a7-4b5b-9415-be5f32c0a780",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf_p"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7986b02d-ac1d-4bfd-9782-32951f86f57d",
   "metadata": {},
   "source": [
    "Notice how you have the control back immediately, and you can continue working with a Dask DataFrame!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3f1c0f1-62a9-43a3-8cc1-66485f072845",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf_p.groupby(\"FL_DATE\")[\"DEP_DELAY\"].count().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1fcd121e-e15c-4e61-92b8-bc54b93b76f9",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf_p.groupby(\"FL_DATE\")[\"ARR_DELAY\"].count().compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "836c1b7b-0865-4302-b462-944ec835cde6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Partitioning effectively"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8bca518-ad57-4c2d-9039-25db737e8b62",
   "metadata": {},
   "source": [
    "Our dataset currently has 641 partitions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "802dcb35-ddc7-4a10-9368-f9f081c380d0",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf.npartitions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac46a374-b561-4083-8d12-6096bb3ec93d",
   "metadata": {},
   "source": [
    "You can change the number of partitions with: `ddf.repartition(npartitions=xx)`"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3abb7963-8bf1-4a51-83a1-cb5c2c74c9f2",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 💻 Your turn: Compute the unique flights taken each day, comparing the performance with current partitions and ~300 partitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94b4b862-f454-4770-abcf-94842876eda8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your code here. When ready, click on the three dots below for the solutions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "289c80a7-101a-4028-b757-90fed06ffd0e",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf_full = ddf[[\"FL_DATE\", \"OP_UNIQUE_CARRIER\"]].persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "036495d7-6b85-4c5c-8887-6bde3b69d0d0",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf_full.groupby(\"FL_DATE\").OP_UNIQUE_CARRIER.count().compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1ee0f45-fd84-4d15-9791-4eb20da201c0",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "ddf_300 = ddf_full.repartition(npartitions=300).persist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f78aa4b5-0ec9-4b2b-9490-210c4e7abecb",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "%%time\n",
    "\n",
    "ddf_300.groupby(\"FL_DATE\").OP_UNIQUE_CARRIER.count().compute() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7774e405-fcc9-4e3d-a8c5-50de2c8fee3b",
   "metadata": {},
   "source": [
    "Re-partitioning is an expensive operation. Notice all the red bars in the task graph. \n",
    "\n",
    "Therefore, when you store your data, ensure you have the optimal number of partitions depending on your dataset, your computation, number of workers, and worker resources."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36bdb6e9-e39b-439a-94fd-6f10a23c037d",
   "metadata": {
    "tags": []
   },
   "source": [
    "## `meta` keyword\n",
    "\n",
    "Since Dask evaluates computations lazily, it uses a special `meta` property to keeps track of the output structure of any computation. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4410e5a8-9325-403c-94a4-7fa6a9fb0dd4",
   "metadata": {
    "tags": []
   },
   "source": [
    "### 💻 Your turn: Convert all negative values in DEP_DELAY to zeros"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b32cb6a1-282a-447a-8f1d-44a99151d84f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Your code here. When ready, click on the three dots below for the solutions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c3ad1c2-4485-4c0d-b308-6c2095a2582e",
   "metadata": {
    "jupyter": {
     "source_hidden": true
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "f = lambda x: 0 if x < 0 else x\n",
    "\n",
    "ddf[\"DEP_DELAY\"].apply(f).compute() # UserWarning: You did not provide metadata ..."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e075f5d-974e-4d0d-93d7-88fa8d25978e",
   "metadata": {},
   "source": [
    "This is a common warning. `f` is a custom function to Dask can not reliable predict the output structure. In such cases, it's best to specify `meta` explicitly."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ab22164-d236-4a5c-9d25-44abd22fe53b",
   "metadata": {},
   "source": [
    "### Specify `meta`:\n",
    "\n",
    "You can specify `meta` with an empty/sample pandas data structure with the appropriate columns names and data types.\n",
    "\n",
    "Optional, further reading: [Understanding Dask’s meta keyword argument](https://blog.dask.org/2022/08/09/understanding-meta-keyword-argument)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0efdf26-2e27-4e4e-934a-6d61e9758537",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f04d40b-c7a7-4ac1-ac1d-2f91ab60947a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "f = lambda x: 0 if x < 0 else x\n",
    "\n",
    "ddf[\"DEP_DELAY\"].apply(f, meta=pd.Series(dtype=\"float64\")).compute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "633eb4fc-2e34-47eb-8d0b-f85dbbfd2987",
   "metadata": {},
   "source": [
    "## Cluster shutdown\n",
    "\n",
    "You can shut down your cluster  (un-comment and execute), or use it in the next notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ff2a9047-adcd-4162-adec-7ef0e645291d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# cluster.shutdown()\n",
    "# client.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c07e5c4f-f9ce-4d17-822f-e98c62bf837d",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## Next →\n",
    "\n",
    "Let's look at [big data visualizations](./03-big-data-visualization.ipynb)!"
   ]
  }
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