From b961d91fa612d7f41ab99e154cf1d15b0ccbb5be Mon Sep 17 00:00:00 2001 From: Claudio Maggioni Date: Mon, 24 Apr 2023 17:23:33 +0200 Subject: [PATCH] hw2 (part 1): done, report done for ex1 --- Assignment2_part1/queries/query3c.http | 36 ++++++++++++ Assignment2_part1/report/build.sh | 8 +++ Assignment2_part1/report/main.md | 76 +++++++++++++++++++++++++ Assignment2_part1/report/main.pdf | Bin 0 -> 154779 bytes 4 files changed, 120 insertions(+) create mode 100644 Assignment2_part1/queries/query3c.http create mode 100755 Assignment2_part1/report/build.sh create mode 100644 Assignment2_part1/report/main.md create mode 100644 Assignment2_part1/report/main.pdf diff --git a/Assignment2_part1/queries/query3c.http b/Assignment2_part1/queries/query3c.http new file mode 100644 index 0000000..23d7585 --- /dev/null +++ b/Assignment2_part1/queries/query3c.http @@ -0,0 +1,36 @@ +GET /restaurants/_search +{ + "size": 0, + "query": { + "geo_distance": { + "distance": "9000km", + "location": { + "lat": 28.642449499999998, + "lon": 77.10684570000001 + } + } + }, + "aggs": { + "city_term": { + "terms": { + "field": "ratingText.keyword", + "size": 10000, + "shard_size": 10000 + }, + "aggs": { + "max_vote_count": { + "max": { + "field": "votes" + } + }, + "max_vote_bucket_sort": { + "bucket_sort": { + "sort": [ + { "max_vote_count": { "order": "desc" } } + ] + } + } + } + } + } +} \ No newline at end of file diff --git a/Assignment2_part1/report/build.sh b/Assignment2_part1/report/build.sh new file mode 100755 index 0000000..315a89e --- /dev/null +++ b/Assignment2_part1/report/build.sh @@ -0,0 +1,8 @@ +#!/bin/bash + +set -e + +SCRIPT_DIR=$(cd -- "$( dirname -- "${BASH_SOURCE[0]}" )" &> /dev/null && pwd) + +cd "$SCRIPT_DIR" +pandoc main.md -o main.pdf \ No newline at end of file diff --git a/Assignment2_part1/report/main.md b/Assignment2_part1/report/main.md new file mode 100644 index 0000000..1d974ee --- /dev/null +++ b/Assignment2_part1/report/main.md @@ -0,0 +1,76 @@ +--- +author: Claudio Maggioni +title: Visual Analytics -- Assignment 2 -- Part 1 +geometry: margin=2cm,bottom=3cm +--- + +# Indexing + +The first step of indexing is to convert the given CSV dataset (stored in +`data/restaurants.csv`) into a JSON-lines file which can be directly used as the +HTTP request body of Elasticsearch document insertion requests. + +The conversion is performed by the script `./convert.sh`. The converted file +is stored in `data/restaurants.jsonl`. + +The gist of the conversion script is the following invocation of the _jq_ tool: + +```shell +jq -s --raw-input --raw-output \ + 'split("\n") | .[1:-1] | map(split(",")) | + map({ + "id": .[0], + "name": .[1], + "city": .[2], + "location": { + "lon": .[8] | sub("^\"\\["; "") | sub("\\s*"; "") | tonumber, + "lat": .[9] | sub("\\]\"$"; "") | sub("\\s*"; "") | tonumber, + }, + "averageCostForTwo": .[3], + "aggregateRating": .[4], + "ratingText": .[5], + "votes": .[6], + "date": .[7] + })' "$input" +``` + +Here the CSV file is read as raw text, splitted into lines, has its first and +last line discarded (as they are respectively the CSV header and a terminating +blank line), splitted into columns by the `,` (comma) delimiter character, +and each line is converted into a JSON object by _jq_. Note that +_jq_ is invoked in `slurp` mode so that the output is elaborated in one go. + +Location coordinate strings are represented in the CSV with the pattern: + +``` +"[{longitude}, {latitude}]" +``` + +(with `{longitude}` and `{latitude}` being two JSON formatted `float`s). +Therefore, the comma split performed by _jq_ divides each cell value in two pieces. +I exploit this side effect +by simply removing the spurious non-numeric characters (like `[]"` and space), +converting the obtained strings into `float`s and storing them in the `lon` and `lat` +properties of `location`. + +After the conversion, the JSON-lines dataset is uploaded as an _Elasticsearch_ index +named `restaurants` by the script `upload.sh`. The script assumes _Elasticsearch_ is +deployed locally, uses HTTPS authentication and has HTTP basic authentication turned +on. Installation parameters for my machine are hardcoded in variables at the start +of the script and may be adapted to the local installation to run it. + +The upload script, in order: + +- Tries to `DELETE` (ignoring failures, e.g. if the index does not exist) and + `POST`s the `/restaurants` index, which will be used to store the documents. +- Field mappings are `POST`ed at the URI `/restaurants/_mappings/`. Mappings + are defined in the `mappings.json` file. +- The lines of the dataset are read one-by-one, and then the correspoding + document is `POST`ed at the URI `/restaurants/_doc/{id}` where `{id}` is + the value of the `id` field for the document/line. + +The mappings map the `id` field to type `long`, all other numeric fields to type +`float`, the `location` field to type `geo_point`, and the `date` field to type +`date` by using non-strict ISO 8601 with optional time as a parsing format. 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