jcrist/Scotrail.ipynb

## Scotrail.ipynb
{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c20a7772",
   "metadata": {},
   "source": [
    "# ScotRail Analysis with Ibis\n",
    "\n",
    "This notebook uses [ibis-datasette](https://github.com/jcrist/ibis-datasette) to analyze data from the [ScotRail](https://scotrail.datasette.io/) [datasette](datasette.io/).\n",
    "\n",
    "This datasette is _super_ fun to play around with. It's composed of ~2400 different audioclips (and transcriptions) from Scottish train operator ScotRail's automated station announcements.\n",
    "\n",
    "If you haven't seen it, I encourage you to read Simon Willison's [excellent blogpost](https://simonwillison.net/2022/Aug/21/scotrail/) on putting this datasette together, and some interesting queries to try (we'll be replicating one of these below).\n",
    "\n",
    "While you can use the [datasette UI](https://scotrail.datasette.io/) directly, I wanted to use [ibis](https://ibis-project.org) and the full power of Python to explore and build some interesting things.\n",
    "\n",
    "---\n",
    "\n",
    "Like most notebooks, first we start with some imports and initialization.\n",
    "\n",
    "Here we:\n",
    "\n",
    "- Import `ibis` and its `_` helper (more on this later)\n",
    "- Enable ibis's interactive mode\n",
    "- We also tweak pandas' display options to better render wide columns. This makes the transcriptions below easier to read."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8c7b53cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import ibis\n",
    "from ibis import _\n",
    "\n",
    "ibis.options.interactive = True\n",
    "\n",
    "import pandas as pd\n",
    "pd.set_option('max_colwidth', 400)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b7a8e80",
   "metadata": {},
   "source": [
    "Next we need to connect to the datasette. This is done by passing the full URL to `ibis.datasette.connect`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "45919b94",
   "metadata": {},
   "outputs": [],
   "source": [
    "con = ibis.datasette.connect(\"https://scotrail.datasette.io/scotrail\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5f6fb4e",
   "metadata": {},
   "source": [
    "Once connected, we can start poking around.\n",
    "\n",
    "The first thing I usually do when exploring a new datasette is examine the tables and schemas:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b34a3d48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['announcements',\n",
       " 'announcements_fts',\n",
       " 'announcements_fts_config',\n",
       " 'announcements_fts_data',\n",
       " 'announcements_fts_docsize',\n",
       " 'announcements_fts_idx']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con.list_tables()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4ed7c79e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ibis.Schema {\n",
       "  File           string\n",
       "  Transcription  string\n",
       "  Category       string\n",
       "  mp3            string\n",
       "  Notes          string\n",
       "  Timestamp      string\n",
       "  NRE_ID         string\n",
       "}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "con.tables.announcements.schema()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "58cc2844",
   "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>File</th>\n",
       "      <th>Transcription</th>\n",
       "      <th>Category</th>\n",
       "      <th>mp3</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>NRE_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0031</td>\n",
       "      <td>I am sorry to announce that the</td>\n",
       "      <td>Apology</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0031.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0085</td>\n",
       "      <td>We are sorry to announce that the</td>\n",
       "      <td>Apology</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0085.mp3</td>\n",
       "      <td>Most frequently used file</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1339</td>\n",
       "      <td>We are sorry to announce that</td>\n",
       "      <td>Apology</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1339.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1488</td>\n",
       "      <td>we apologise for the inconvenience caused</td>\n",
       "      <td>Apology</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1488.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1524</td>\n",
       "      <td>Apologies to customers...</td>\n",
       "      <td>Apology</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1524.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   File                              Transcription Category  \\\n",
       "0  0031            I am sorry to announce that the  Apology   \n",
       "1  0085          We are sorry to announce that the  Apology   \n",
       "2  1339              We are sorry to announce that  Apology   \n",
       "3  1488  we apologise for the inconvenience caused  Apology   \n",
       "4  1524                  Apologies to customers...  Apology   \n",
       "\n",
       "                                                                                             mp3  \\\n",
       "0  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0031.mp3   \n",
       "1  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0085.mp3   \n",
       "2  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1339.mp3   \n",
       "3  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1488.mp3   \n",
       "4  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1524.mp3   \n",
       "\n",
       "                       Notes Timestamp NRE_ID  \n",
       "0                                              \n",
       "1  Most frequently used file                   \n",
       "2                                              \n",
       "3                                              \n",
       "4                                              "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " con.tables.announcements.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8d87148",
   "metadata": {},
   "source": [
    "The main table is `announcments`, the most interesting columns of which are:\n",
    "\n",
    "- `Transcription`: a full transcription of the audio clip\n",
    "- `Category`: a category that the audio clip belongs to\n",
    "- `mp3`: a link to the audio clip, hosted on GitHub\n",
    "\n",
    "Since we're going to be accessing this table a lot below, lets save it to a shorter local variable name:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fa6ca6af",
   "metadata": {},
   "outputs": [],
   "source": [
    "t = con.tables.announcements"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ce98217",
   "metadata": {},
   "source": [
    "To get a better sense of the scale of data we're working with, lets take a closer look at the `Category` column.\n",
    "\n",
    "I want to know how many categories there are, and how the audio clips are distributed across these categories.\n",
    "\n",
    "To do this, we can use:\n",
    "\n",
    "- `.group_by(\"Category\")` to split the data into separate groups by `Category`\n",
    "- `.count()` to then count how many rows are in each category.\n",
    "- `.sort_by(ibis.desc(\"count\"))` to then sort the rows by `count`, descending."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "96622fa7",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Category</th>\n",
       "      <th>count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Destination</td>\n",
       "      <td>1271</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Reason</td>\n",
       "      <td>421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Time</td>\n",
       "      <td>161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Passenger information</td>\n",
       "      <td>153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Number</td>\n",
       "      <td>102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Train operating company</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Platform information</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Conjoining</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Weather</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Safety</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Train formation</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Special train</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Operational</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Apology</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Fare information</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Platform ID</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Heritage Railway</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Number combo</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Non-vocal</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Strathclyde metro</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Request stop</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Station</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Train operating company</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Category  count\n",
       "0                Destination   1271\n",
       "1                     Reason    421\n",
       "2                       Time    161\n",
       "3      Passenger information    153\n",
       "4                     Number    102\n",
       "5    Train operating company     76\n",
       "6       Platform information     67\n",
       "7                 Conjoining     66\n",
       "8                    Weather     30\n",
       "9                     Safety     15\n",
       "10           Train formation     14\n",
       "11             Special train     12\n",
       "12               Operational     10\n",
       "13                   Apology      8\n",
       "14          Fare information      7\n",
       "15               Platform ID      7\n",
       "16          Heritage Railway      6\n",
       "17              Number combo      4\n",
       "18                 Non-vocal      3\n",
       "19         Strathclyde metro      3\n",
       "20              Request stop      2\n",
       "21                   Station      1\n",
       "22  Train operating company       1"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "category_counts = (\n",
    "    t.group_by(\"Category\")\n",
    "     .count()\n",
    "     .sort_by(ibis.desc(\"count\"))\n",
    ")\n",
    "\n",
    "category_counts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb1fe04e",
   "metadata": {},
   "source": [
    "Here we can see there are 23 categories, with 90% of the audio clips falling into the first 6. A few categories to highlight:\n",
    "\n",
    "- `Destination` is a ScotRail stop\n",
    "- `Reason` is a reason for a cancellation. These are fun to look through.\n",
    "- `Passenger information` is a bit of miscellaneous. (\"The train is ready to leave\" for example)\n",
    "- `Number` and `Time` are just clips of saying numbers and times\n",
    "- `Train operating company` is the name of a train operating company\n",
    "- `Apology` is the start of an apology for a service disruption (\"I am sorry to announce that the\" for example)\n",
    "\n",
    "The `Reason` category is the most fun to look through. There are all sorts of reasons a train might be cancelled, from \"Sheep on the railway\" to \"A wartime bomb near the railway\".\n",
    "\n",
    "---\n",
    "\n",
    "One reoccuring reason is theft (err, \"attempted theft\") of various things. Lets find all reasons involving \"theft\". \n",
    "\n",
    "This can be done by using `.filter()` to filter rows based on a predicate. Here we need two predicates:\n",
    "\n",
    "- `_.Category == \"Reason\"` selects all rows that have a category of \"Reason\"\n",
    "- `_.Transcription.contains(\"theft\")` selects all rows with a transcription containing the string \"theft\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6422ee01",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>File</th>\n",
       "      <th>Transcription</th>\n",
       "      <th>Category</th>\n",
       "      <th>mp3</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>NRE_ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0969</td>\n",
       "      <td>Attempted theft of overhead line electrification equipment</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0969.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0970</td>\n",
       "      <td>Attempted theft of overhead line electrification equipment earlier today</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0970.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0971</td>\n",
       "      <td>Attempted theft of overhead line electrification equipment yesterday</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0971.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0972</td>\n",
       "      <td>Attempted theft of railway equipment</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0972.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0973</td>\n",
       "      <td>Attempted theft of railway equipment earlier today</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0973.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0974</td>\n",
       "      <td>Attempted theft of railway equipment yesterday</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0974.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0975</td>\n",
       "      <td>Attempted theft of signalling cables</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0975.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0976</td>\n",
       "      <td>Attempted theft of signalling cables earlier today</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0976.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0977</td>\n",
       "      <td>Attempted theft of signalling cables yesterday</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0977.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0978</td>\n",
       "      <td>Attempted theft of third rail electrification equipment</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0978.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0979</td>\n",
       "      <td>Attempted theft of third rail electrification equipment earlier today</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0979.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0980</td>\n",
       "      <td>Attempted theft of third rail electrification equipment yesterday</td>\n",
       "      <td>Reason</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0980.mp3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    File  \\\n",
       "0   0969   \n",
       "1   0970   \n",
       "2   0971   \n",
       "3   0972   \n",
       "4   0973   \n",
       "5   0974   \n",
       "6   0975   \n",
       "7   0976   \n",
       "8   0977   \n",
       "9   0978   \n",
       "10  0979   \n",
       "11  0980   \n",
       "\n",
       "                                                               Transcription  \\\n",
       "0                 Attempted theft of overhead line electrification equipment   \n",
       "1   Attempted theft of overhead line electrification equipment earlier today   \n",
       "2       Attempted theft of overhead line electrification equipment yesterday   \n",
       "3                                       Attempted theft of railway equipment   \n",
       "4                         Attempted theft of railway equipment earlier today   \n",
       "5                             Attempted theft of railway equipment yesterday   \n",
       "6                                       Attempted theft of signalling cables   \n",
       "7                         Attempted theft of signalling cables earlier today   \n",
       "8                             Attempted theft of signalling cables yesterday   \n",
       "9                    Attempted theft of third rail electrification equipment   \n",
       "10     Attempted theft of third rail electrification equipment earlier today   \n",
       "11         Attempted theft of third rail electrification equipment yesterday   \n",
       "\n",
       "   Category  \\\n",
       "0    Reason   \n",
       "1    Reason   \n",
       "2    Reason   \n",
       "3    Reason   \n",
       "4    Reason   \n",
       "5    Reason   \n",
       "6    Reason   \n",
       "7    Reason   \n",
       "8    Reason   \n",
       "9    Reason   \n",
       "10   Reason   \n",
       "11   Reason   \n",
       "\n",
       "                                                                                              mp3  \\\n",
       "0   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0969.mp3   \n",
       "1   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0970.mp3   \n",
       "2   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0971.mp3   \n",
       "3   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0972.mp3   \n",
       "4   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0973.mp3   \n",
       "5   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0974.mp3   \n",
       "6   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0975.mp3   \n",
       "7   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0976.mp3   \n",
       "8   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0977.mp3   \n",
       "9   https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0978.mp3   \n",
       "10  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0979.mp3   \n",
       "11  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0980.mp3   \n",
       "\n",
       "   Notes Timestamp NRE_ID  \n",
       "0                          \n",
       "1                          \n",
       "2                          \n",
       "3                          \n",
       "4                          \n",
       "5                          \n",
       "6                          \n",
       "7                          \n",
       "8                          \n",
       "9                          \n",
       "10                         \n",
       "11                         "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "thefts = t.filter((_.Category == \"Reason\") & _.Transcription.contains(\"theft\"))\n",
    "\n",
    "thefts"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4083e94c",
   "metadata": {},
   "source": [
    "All of these rows also include a link to an `mp3` file containing that clip. To play a clip in a jupyter notebook, we can make use of `IPython.display.Audio`. For example, lets play the first clip from above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "08774387",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Audio\n",
    "\n",
    "mp3_url = thefts.limit(1).execute().mp3.iloc[0]\n",
    "\n",
    "Audio(mp3_url)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76da1676",
   "metadata": {},
   "source": [
    "## Generating a Random Apology\n",
    "\n",
    "In [his blogpost](https://simonwillison.net/2022/Aug/21/scotrail/) Simon wrote up a SQL query for generating a Random apology by combining a few random rows from different categories above. It generates surprisingly coherent sentences, you can see the datasette version [here](https://scotrail.datasette.io/scotrail/random_apology).\n",
    "\n",
    "If you're interested you can click `show` at the top to see the full SQL query - it's readable, but a bit long.\n",
    "\n",
    "I wanted to reproduce the same query using `ibis`. Since `ibis` is just a Python library, you can make use of things like functions to abstract away some of the repetitiveness in the SQL query above.\n",
    "\n",
    "Here's what I came up with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "08f9030b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def random(category):\n",
    "    \"\"\"Select a random row from a given category\"\"\"\n",
    "    return (\n",
    "        t.filter(_.Category == category)\n",
    "         .sort_by(ibis.random())\n",
    "         .select(\"Transcription\", \"mp3\")\n",
    "         .limit(1)\n",
    "    )\n",
    "\n",
    "def phrase(text):\n",
    "    \"\"\"Select a row with a specific transcription\"\"\"\n",
    "    return (\n",
    "        t.filter(_.Transcription == text)\n",
    "         .select(\"Transcription\", \"mp3\")\n",
    "         .limit(1)\n",
    "    )\n",
    "\n",
    "query = ibis.union(\n",
    "    random(\"Apology\"),\n",
    "    random(\"Train operating company\"),\n",
    "    random(\"Destination\"),\n",
    "    phrase(\"has been cancelled\"),\n",
    "    phrase(\"due to\"),\n",
    "    random(\"Reason\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cf292ee",
   "metadata": {},
   "source": [
    "Since the query selects random rows, if you run the cell below multiple times, you should see different results every time:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b907d967",
   "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>Transcription</th>\n",
       "      <th>mp3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Apologies to customers...</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1524.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>GNER</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0486.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Goostrey</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0592.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>has been cancelled</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0340.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>due to</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1528.mp3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>a speed restriction over defective track earlier on this train's journey</td>\n",
       "      <td>https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0920.mp3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              Transcription  \\\n",
       "0                                                 Apologies to customers...   \n",
       "1                                                                      GNER   \n",
       "2                                                                  Goostrey   \n",
       "3                                                        has been cancelled   \n",
       "4                                                                    due to   \n",
       "5  a speed restriction over defective track earlier on this train's journey   \n",
       "\n",
       "                                                                                             mp3  \n",
       "0  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1524.mp3  \n",
       "1  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0486.mp3  \n",
       "2  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0592.mp3  \n",
       "3  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0340.mp3  \n",
       "4  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/1528.mp3  \n",
       "5  https://github.com/matteason/scotrail-announcements-june-2022/raw/main/announcements/0920.mp3  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query.execute()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "668d5ee7",
   "metadata": {},
   "source": [
    "If we wanted to do all computation in the backend, we could use `group_concat` ([docs](https://www.sqlite.org/lang_aggfunc.html#group_concat)) to then concatenate the Transcription rows together, returning a single string:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4f58082b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'I am sorry to announce that the Southern Salford Crescent  has been cancelled due to Overcrowding because of a rugby match'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "random_apology = query.Transcription.group_concat(\" \")\n",
    "\n",
    "random_apology"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26707198",
   "metadata": {},
   "source": [
    "Note that the full query above is translated to SQL and executed on the `datasette` server, no computation is happening locally.\n",
    "\n",
    "If you want to see the generated SQL, you can use the `ibis.show_sql` function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f67c7d3a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WITH anon_1 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Category\" = 'Apology'\n",
      "    ORDER BY\n",
      "      RANDOM()\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      "), anon_2 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Category\" = 'Train operating company'\n",
      "    ORDER BY\n",
      "      RANDOM()\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      "), anon_3 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Category\" = 'Destination'\n",
      "    ORDER BY\n",
      "      RANDOM()\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      "), anon_4 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Transcription\" = 'has been cancelled'\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      "), anon_5 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Transcription\" = 'due to'\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      "), anon_6 AS (\n",
      "  SELECT\n",
      "    t1.\"Transcription\" AS \"Transcription\",\n",
      "    t1.mp3 AS mp3\n",
      "  FROM (\n",
      "    SELECT\n",
      "      t2.\"File\" AS \"File\",\n",
      "      t2.\"Transcription\" AS \"Transcription\",\n",
      "      t2.\"Category\" AS \"Category\",\n",
      "      t2.mp3 AS mp3,\n",
      "      t2.\"Notes\" AS \"Notes\",\n",
      "      t2.\"Timestamp\" AS \"Timestamp\",\n",
      "      t2.\"NRE_ID\" AS \"NRE_ID\"\n",
      "    FROM main.announcements AS t2\n",
      "    WHERE\n",
      "      t2.\"Category\" = 'Reason'\n",
      "    ORDER BY\n",
      "      RANDOM()\n",
      "  ) AS t1\n",
      "  LIMIT 1\n",
      "  OFFSET 0\n",
      ")\n",
      "SELECT\n",
      "  GROUP_CONCAT(t0.\"Transcription\", ' ') AS tmp\n",
      "FROM (\n",
      "  SELECT\n",
      "    anon_1.\"Transcription\" AS \"Transcription\",\n",
      "    anon_1.mp3 AS mp3\n",
      "  FROM anon_1\n",
      "  UNION ALL\n",
      "  SELECT\n",
      "    anon_2.\"Transcription\" AS \"Transcription\",\n",
      "    anon_2.mp3 AS mp3\n",
      "  FROM anon_2\n",
      "  UNION ALL\n",
      "  SELECT\n",
      "    anon_3.\"Transcription\" AS \"Transcription\",\n",
      "    anon_3.mp3 AS mp3\n",
      "  FROM anon_3\n",
      "  UNION ALL\n",
      "  SELECT\n",
      "    anon_4.\"Transcription\" AS \"Transcription\",\n",
      "    anon_4.mp3 AS mp3\n",
      "  FROM anon_4\n",
      "  UNION ALL\n",
      "  SELECT\n",
      "    anon_5.\"Transcription\" AS \"Transcription\",\n",
      "    anon_5.mp3 AS mp3\n",
      "  FROM anon_5\n",
      "  UNION ALL\n",
      "  SELECT\n",
      "    anon_6.\"Transcription\" AS \"Transcription\",\n",
      "    anon_6.mp3 AS mp3\n",
      "  FROM anon_6\n",
      ") AS t0\n"
     ]
    }
   ],
   "source": [
    "ibis.show_sql(random_apology)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd84e2af",
   "metadata": {},
   "source": [
    "However, we're only using `ibis` to push the bulk of the computation to the backend. We don't need to handle _everything_ in SQL, only enough to reduce the size of the results to something reasonable to return from the `datasette` server.\n",
    "\n",
    "We also have access to the full Python ecosystem to process results. This lets us do some things that wouldn't be possible in SQL alone, like concatenating `mp3` files :)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a4f2b96a",
   "metadata": {},
   "source": [
    "## A \"Random Apology\" Button"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b99c1e05",
   "metadata": {},
   "source": [
    "The [ipywidgets](https://ipywidgets.readthedocs.io) library provides support for building simple UIs in Python, with the rendering handled by the notebook. This is nice for me, as I am _not_ a web engineer - I'm a novice at best at javascript/html. However, I do know how to write Python.\n",
    "\n",
    "Below we hack together a quick UI with `ipywidgets` to make a button for generating a random apology, complete with a merged `mp3` file so you can listen to your work. You don't really need to understand this code, it has nothing to do with `ibis` or `ibis-datasette` itself.\n",
    "\n",
    "Clicking the button will pull generate a new random apology, download and merge the mp3 files, and display both the apology sentence and merged mp3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f865fead",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b38bb3092a234c969e3c0f44dc7ecec3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "VBox(children=(Button(description='Random Apology', icon='repeat', style=ButtonStyle()), Output()))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import tempfile\n",
    "import os\n",
    "import pydub\n",
    "import httpx\n",
    "import ipywidgets\n",
    "from IPython.display import Audio, display\n",
    "\n",
    "output = ipywidgets.Output()\n",
    "button = ipywidgets.Button(description='Random Apology', icon=\"repeat\")\n",
    "UI = ipywidgets.VBox([button, output])\n",
    "\n",
    "\n",
    "def concatenate_mp3s(urls: list[str]) -> bytes:\n",
    "    with httpx.Client(follow_redirects=True) as client, tempfile.TemporaryDirectory() as tempdir:\n",
    "        output = None\n",
    "        for i, url in enumerate(urls):\n",
    "            path = os.path.join(tempdir, f\"part{i}.mp3\")\n",
    "            with open(path, \"wb\") as f:\n",
    "                resp = client.get(url)\n",
    "                resp.raise_for_status()\n",
    "                f.write(resp.content)\n",
    "            part = pydub.AudioSegment.from_mp3(path)\n",
    "            if output is None:\n",
    "                output = part\n",
    "            else:\n",
    "                output = output + part\n",
    "        out_path = os.path.join(tempdir, \"output.mp3\")\n",
    "        output.export(out_path, format=\"mp3\")\n",
    "        with open(out_path, \"rb\") as f:\n",
    "            return f.read()\n",
    "\n",
    "\n",
    "@button.on_click\n",
    "def on_click(*args):\n",
    "    output.clear_output()\n",
    "    result = query.execute()\n",
    "    msg = \" \".join(result.Transcription)\n",
    "    mp3 = concatenate_mp3s(result.mp3)\n",
    "    with output:\n",
    "        print(msg)\n",
    "        display(Audio(mp3))\n",
    "\n",
    "        \n",
    "UI"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd2cbbbf",
   "metadata": {},
   "source": [
    "## Review\n",
    "\n",
    "`datasette` makes it easier to publish accessible open data on the web, with a UI exposed for writing SQL queries. However, not everyone is extremely SQL literate (myself included). `ibis` and `ibis-datasette` let Python programmers access this same data resource, but through a familiar dataframe-like interface.\n",
    "\n",
    "For more information on `ibis`, see the [official documentation](https://ibis-project.org)."
   ]
  }
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