Results for denote

Portal and facade for audio-to-symbol tools (MIDI, chords, pitch from audio)

Implementation of denote in Rust

Use denote name shcheme outside of Emacs

Handle denote name scheme

Neodyn Exchange is the serialization format for the Neodyn database engine

Denote Dev CLI

Denote Dev Compiler

Denote Dev CLI

Denote Dev Server

Denote Dev Operator

Denote Dev Server

Denote Dev Tauri

Denote Dev Worker

Denote bundle state and (optionally) load bundler/setup according to the configuration.

This gem provides inline text annotation functionality, extracted from PubAnnotation, with support for denotations, entity types, and nested spans.

Abstract Ruby Syntax Tree (ARST) is a high-level language syntax denoting the object domain of a Ruby project.

Retrieves word definitions, countries and personalities. Provides word, type, denotation and pronunciation

It recognizes common abbreviations of the books of the Book of Mormon and a variety of ways of denoting ranges of chapters and verses. Based on Pericope.

Provides a set of helper methods for dealing with chronological records that have common primary key and date columns denoting when the record is active (example: Oracle EBS tables).

It recognizes common abbreviations and misspellings for names of the books of the Bible and a variety of ways of denoting ranges of chapters and verses. It can parse pericopes singly or out of a block of text. It's useful for comparing two pericopes for intersection and normalizing them into a well-formatted string.

It recognizes common abbreviations and misspellings for names of the books of the Bible and a variety of ways of denoting ranges of chapters and verses. It can parse pericopes singly or out of a block of text. It's useful for comparing two pericopes for intersection and normalizing them into a well-formatted string.

The Tripletex API is a **RESTful API**, which does not implement PATCH, but uses a PUT with optional fields. **Actions** or commands are represented in our RESTful path with a prefixed `:`. Example: `/v2/hours/123/:approve`. **Summaries** or aggregated results are represented in our RESTful path with a prefixed <code>&gt;</code>. Example: <code>/v2/hours/&gt;thisWeeksBillables</code>. **"requestID"** is a key found in all validation and error responses. If additional log information is absolutely necessary, our support division can locate the key value. **Download** the [swagger.json](/v2/swagger.json) file [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) to [generate code](https://github.com/sveredyuk/tripletex_ruby). This document was generated from the Swagger JSON file. **version:** This is a versioning number found on all DB records. If included, it will prevent your PUT/POST from overriding any updates to the record since your GET. **Date & DateTime** follows the **ISO 8601** standard. Date: `YYYY-MM-DD`. DateTime: `YYYY-MM-DDThh:mm:ssZ` **Sorting** is done by specifying a comma separated list, where a `-` prefix denotes descending. You can sort by sub object with the following format: `project.name, -date`. **Searching:** is done by entering values in the optional fields for each API call. The values fall into the following categories: range, in, exact and like. **Missing fields or even no response data** can occur because result objects and fields are filtered on authorization. **See [FAQ](https://tripletex.no/execute/docViewer?articleId=906&language=0) for more additional information.** ## Authentication: - **Tokens:** The Tripletex API uses 3 different tokens - **consumerToken**, **employeeToken** and **sessionToken**. - **consumerToken** is a token provided to the consumer by Tripletex after the API 2.0 registration is completed. - **employeeToken** is a token created by an administrator in your Tripletex account via the user settings and the tab "API access". Each employee token must be given a set of entitlements. [Read more here.](https://tripletex.no/execute/docViewer?articleId=853&language=0) - **sessionToken** is the token from `/token/session/:create` which requires a consumerToken and an employeeToken created with the same consumer token, but not an authentication header. See how to create a sessionToken [here](https://tripletex.no/execute/docViewer?articleId=855&language=0). - The session token is used as the password in "Basic Authentication Header" for API calls. - Use blank or `0` as username for accessing the account with regular employee token, or if a company owned employee token accesses <code>/company/&gt;withLoginAccess</code> or <code>/token/session/&gt;whoAmI</code>. - For company owned employee tokens (accounting offices) the ID from <code>/company/&gt;withLoginAccess</code> can be used as username for accessing client accounts. - If you need to create the header yourself use <code>Authorization: Basic &lt;base64encode('0:sessionToken')&gt;</code>. ## Tags: - <div class="tag-icon-beta"></div> **[BETA]** This is a beta endpoint and can be subject to change. - <div class="tag-icon-deprecated"></div> **[DEPRECATED]** Deprecated means that we intend to remove/change this feature or capability in a future "major" API release. We therefore discourage all use of this feature/capability. ## Fields: Use the `fields` parameter to specify which fields should be returned. This also supports fields from sub elements. Example values: - `project,activity,hours` returns `{project:..., activity:...., hours:...}`. - just `project` returns `"project" : { "id": 12345, "url": "tripletex.no/v2/projects/12345" }`. - `project(*)` returns `"project" : { "id": 12345 "name":"ProjectName" "number.....startDate": "2013-01-07" }`. - `project(name)` returns `"project" : { "name":"ProjectName" }`. - All elements and some subElements : `*,activity(name),employee(*)`. ## Changes: To get the changes for a resource, `changes` have to be explicitly specified as part of the `fields` parameter, e.g. `*,changes`. There are currently two types of change available: - `CREATE` for when the resource was created - `UPDATE` for when the resource was updated NOTE: For objects created prior to October 24th 2018 the list may be incomplete, but will always contain the CREATE and the last change (if the object has been changed after creation). ## Rate limiting in each response header: Rate limiting is performed on the API calls for an employee for each API consumer. Status regarding the rate limit is returned as headers: - `X-Rate-Limit-Limit` - The number of allowed requests in the current period. - `X-Rate-Limit-Remaining` - The number of remaining requests. - `X-Rate-Limit-Reset` - The number of seconds left in the current period. Once the rate limit is hit, all requests will return HTTP status code `429` for the remainder of the current period. ## Response envelope: ``` { "fullResultSize": ###, "from": ###, // Paging starting from "count": ###, // Paging count "versionDigest": "Hash of full result", "values": [...list of objects...] } { "value": {...single object...} } ``` ## WebHook envelope: ``` { "subscriptionId": ###, "event": "object.verb", // As listed from /v2/event/ "id": ###, // Object id "value": {... single object, null if object.deleted ...} } ``` ## Error/warning envelope: ``` { "status": ###, // HTTP status code "code": #####, // internal status code of event "message": "Basic feedback message in your language", "link": "Link to doc", "developerMessage": "More technical message", "validationMessages": [ // Will be null if Error { "field": "Name of field", "message": "Validation failure information" } ], "requestId": "UUID used in any logs" } ``` ## Status codes / Error codes: - **200 OK** - **201 Created** - From POSTs that create something new. - **204 No Content** - When there is no answer, ex: "/:anAction" or DELETE. - **400 Bad request** - - **4000** Bad Request Exception - **11000** Illegal Filter Exception - **12000** Path Param Exception - **24000** Cryptography Exception - **401 Unauthorized** - When authentication is required and has failed or has not yet been provided - **3000** Authentication Exception - **9000** Security Exception - **403 Forbidden** - When AuthorisationManager says no. - **404 Not Found** - For content/IDs that does not exist. - **6000** Not Found Exception - **409 Conflict** - Such as an edit conflict between multiple simultaneous updates - **7000** Object Exists Exception - **8000** Revision Exception - **10000** Locked Exception - **14000** Duplicate entry - **422 Bad Request** - For Required fields or things like malformed payload. - **15000** Value Validation Exception - **16000** Mapping Exception - **17000** Sorting Exception - **18000** Validation Exception - **21000** Param Exception - **22000** Invalid JSON Exception - **23000** Result Set Too Large Exception - **429 Too Many Requests** - Request rate limit hit - **500 Internal Error** - Unexpected condition was encountered and no more specific message is suitable - **1000** Exception

The Tripletex API is a **RESTful API**, which does not implement PATCH, but uses a PUT with optional fields. **Actions** or commands are represented in our RESTful path with a prefixed `:`. Example: `/v2/hours/123/:approve`. **Summaries** or aggregated results are represented in our RESTful path with a prefixed <code>&gt;</code>. Example: <code>/v2/hours/&gt;thisWeeksBillables</code>. **"requestID"** is a key found in all validation and error responses. If additional log information is absolutely necessary, our support division can locate the key value. **Download** the [swagger.json](/v2/swagger.json) file [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) to [generate code](https://github.com/swagger-api/swagger-codegen). This document was generated from the Swagger JSON file. **version:** This is a versioning number found on all DB records. If included, it will prevent your PUT/POST from overriding any updates to the record since your GET. **Date & DateTime** follows the **ISO 8601** standard. Date: `YYYY-MM-DD`. DateTime: `YYYY-MM-DDThh:mm:ssZ` **Sorting** is done by specifying a comma separated list, where a `-` prefix denotes descending. You can sort by sub object with the following format: `project.name, -date`. **Searching:** is done by entering values in the optional fields for each API call. The values fall into the following categories: range, in, exact and like. **Missing fields or even no response data** can occur because result objects and fields are filtered on authorization. **See [FAQ](https://tripletex.no/execute/docViewer?articleId=906&language=0) for more additional information.** ## Authentication: - **Tokens:** The Tripletex API uses 3 different tokens - **consumerToken**, **employeeToken** and **sessionToken**. - **consumerToken** is a token provided to the consumer by Tripletex after the API 2.0 registration is completed. - **employeeToken** is a token created by an administrator in your Tripletex account via the user settings and the tab "API access". Each employee token must be given a set of entitlements. [Read more here.](https://tripletex.no/execute/docViewer?articleId=853&language=0) - **sessionToken** is the token from `/token/session/:create` which requires a consumerToken and an employeeToken created with the same consumer token, but not an authentication header. See how to create a sessionToken [here](https://tripletex.no/execute/docViewer?articleId=855&language=0). - The session token is used as the password in "Basic Authentication Header" for API calls. - Use blank or `0` as username for accessing the account with regular employee token, or if a company owned employee token accesses <code>/company/&gt;withLoginAccess</code> or <code>/token/session/&gt;whoAmI</code>. - For company owned employee tokens (accounting offices) the ID from <code>/company/&gt;withLoginAccess</code> can be used as username for accessing client accounts. - If you need to create the header yourself use <code>Authorization: Basic &lt;base64encode('0:sessionToken')&gt;</code>. ## Tags: - <div class="tag-icon-beta"></div> **[BETA]** This is a beta endpoint and can be subject to change. - <div class="tag-icon-deprecated"></div> **[DEPRECATED]** Deprecated means that we intend to remove/change this feature or capability in a future "major" API release. We therefore discourage all use of this feature/capability. ## Fields: Use the `fields` parameter to specify which fields should be returned. This also supports fields from sub elements. Example values: - `project,activity,hours` returns `{project:..., activity:...., hours:...}`. - just `project` returns `"project" : { "id": 12345, "url": "tripletex.no/v2/projects/12345" }`. - `project(*)` returns `"project" : { "id": 12345 "name":"ProjectName" "number.....startDate": "2013-01-07" }`. - `project(name)` returns `"project" : { "name":"ProjectName" }`. - All elements and some subElements : `*,activity(name),employee(*)`. ## Changes: To get the changes for a resource, `changes` have to be explicitly specified as part of the `fields` parameter, e.g. `*,changes`. There are currently two types of change available: - `CREATE` for when the resource was created - `UPDATE` for when the resource was updated NOTE: For objects created prior to October 24th 2018 the list may be incomplete, but will always contain the CREATE and the last change (if the object has been changed after creation). ## Rate limiting in each response header: Rate limiting is performed on the API calls for an employee for each API consumer. Status regarding the rate limit is returned as headers: - `X-Rate-Limit-Limit` - The number of allowed requests in the current period. - `X-Rate-Limit-Remaining` - The number of remaining requests. - `X-Rate-Limit-Reset` - The number of seconds left in the current period. Once the rate limit is hit, all requests will return HTTP status code `429` for the remainder of the current period. ## Response envelope: ``` { "fullResultSize": ###, "from": ###, // Paging starting from "count": ###, // Paging count "versionDigest": "Hash of full result", "values": [...list of objects...] } { "value": {...single object...} } ``` ## WebHook envelope: ``` { "subscriptionId": ###, "event": "object.verb", // As listed from /v2/event/ "id": ###, // Object id "value": {... single object, null if object.deleted ...} } ``` ## Error/warning envelope: ``` { "status": ###, // HTTP status code "code": #####, // internal status code of event "message": "Basic feedback message in your language", "link": "Link to doc", "developerMessage": "More technical message", "validationMessages": [ // Will be null if Error { "field": "Name of field", "message": "Validation failure information" } ], "requestId": "UUID used in any logs" } ``` ## Status codes / Error codes: - **200 OK** - **201 Created** - From POSTs that create something new. - **204 No Content** - When there is no answer, ex: "/:anAction" or DELETE. - **400 Bad request** - - **4000** Bad Request Exception - **11000** Illegal Filter Exception - **12000** Path Param Exception - **24000** Cryptography Exception - **401 Unauthorized** - When authentication is required and has failed or has not yet been provided - **3000** Authentication Exception - **9000** Security Exception - **403 Forbidden** - When AuthorisationManager says no. - **404 Not Found** - For content/IDs that does not exist. - **6000** Not Found Exception - **409 Conflict** - Such as an edit conflict between multiple simultaneous updates - **7000** Object Exists Exception - **8000** Revision Exception - **10000** Locked Exception - **14000** Duplicate entry - **422 Bad Request** - For Required fields or things like malformed payload. - **15000** Value Validation Exception - **16000** Mapping Exception - **17000** Sorting Exception - **18000** Validation Exception - **21000** Param Exception - **22000** Invalid JSON Exception - **23000** Result Set Too Large Exception - **429 Too Many Requests** - Request rate limit hit - **500 Internal Error** - Unexpected condition was encountered and no more specific message is suitable - **1000** Exception

The Tripletex API is a **RESTful API**, which does not implement PATCH, but uses a PUT with optional fields. **Actions** or commands are represented in our RESTful path with a prefixed `:`. Example: `/v2/hours/123/:approve`. **Summaries** or aggregated results are represented in our RESTful path with a prefixed <code>&gt;</code>. Example: <code>/v2/hours/&gt;thisWeeksBillables</code>. **"requestID"** is a key found in all validation and error responses. If additional log information is absolutely necessary, our support division can locate the key value. **Download** the [swagger.json](/v2/swagger.json) file [OpenAPI Specification](https://github.com/OAI/OpenAPI-Specification) to [generate code](https://github.com/sveredyuk/tripletex_ruby). This document was generated from the Swagger JSON file. **version:** This is a versioning number found on all DB records. If included, it will prevent your PUT/POST from overriding any updates to the record since your GET. **Date & DateTime** follows the **ISO 8601** standard. Date: `YYYY-MM-DD`. DateTime: `YYYY-MM-DDThh:mm:ssZ` **Sorting** is done by specifying a comma separated list, where a `-` prefix denotes descending. You can sort by sub object with the following format: `project.name, -date`. **Searching:** is done by entering values in the optional fields for each API call. The values fall into the following categories: range, in, exact and like. **Missing fields or even no response data** can occur because result objects and fields are filtered on authorization. **See [FAQ](https://tripletex.no/execute/docViewer?articleId=906&language=0) for more additional information.** ## Authentication: - **Tokens:** The Tripletex API uses 3 different tokens - **consumerToken**, **employeeToken** and **sessionToken**. - **consumerToken** is a token provided to the consumer by Tripletex after the API 2.0 registration is completed. - **employeeToken** is a token created by an administrator in your Tripletex account via the user settings and the tab "API access". Each employee token must be given a set of entitlements. [Read more here.](https://tripletex.no/execute/docViewer?articleId=853&language=0) - **sessionToken** is the token from `/token/session/:create` which requires a consumerToken and an employeeToken created with the same consumer token, but not an authentication header. See how to create a sessionToken [here](https://tripletex.no/execute/docViewer?articleId=855&language=0). - The session token is used as the password in "Basic Authentication Header" for API calls. - Use blank or `0` as username for accessing the account with regular employee token, or if a company owned employee token accesses <code>/company/&gt;withLoginAccess</code> or <code>/token/session/&gt;whoAmI</code>. - For company owned employee tokens (accounting offices) the ID from <code>/company/&gt;withLoginAccess</code> can be used as username for accessing client accounts. - If you need to create the header yourself use <code>Authorization: Basic &lt;base64encode('0:sessionToken')&gt;</code>. ## Tags: - <div class="tag-icon-beta"></div> **[BETA]** This is a beta endpoint and can be subject to change. - <div class="tag-icon-deprecated"></div> **[DEPRECATED]** Deprecated means that we intend to remove/change this feature or capability in a future "major" API release. We therefore discourage all use of this feature/capability. ## Fields: Use the `fields` parameter to specify which fields should be returned. This also supports fields from sub elements. Example values: - `project,activity,hours` returns `{project:..., activity:...., hours:...}`. - just `project` returns `"project" : { "id": 12345, "url": "tripletex.no/v2/projects/12345" }`. - `project(*)` returns `"project" : { "id": 12345 "name":"ProjectName" "number.....startDate": "2013-01-07" }`. - `project(name)` returns `"project" : { "name":"ProjectName" }`. - All elements and some subElements : `*,activity(name),employee(*)`. ## Changes: To get the changes for a resource, `changes` have to be explicitly specified as part of the `fields` parameter, e.g. `*,changes`. There are currently two types of change available: - `CREATE` for when the resource was created - `UPDATE` for when the resource was updated NOTE: For objects created prior to October 24th 2018 the list may be incomplete, but will always contain the CREATE and the last change (if the object has been changed after creation). ## Rate limiting in each response header: Rate limiting is performed on the API calls for an employee for each API consumer. Status regarding the rate limit is returned as headers: - `X-Rate-Limit-Limit` - The number of allowed requests in the current period. - `X-Rate-Limit-Remaining` - The number of remaining requests. - `X-Rate-Limit-Reset` - The number of seconds left in the current period. Once the rate limit is hit, all requests will return HTTP status code `429` for the remainder of the current period. ## Response envelope: ``` { "fullResultSize": ###, "from": ###, // Paging starting from "count": ###, // Paging count "versionDigest": "Hash of full result", "values": [...list of objects...] } { "value": {...single object...} } ``` ## WebHook envelope: ``` { "subscriptionId": ###, "event": "object.verb", // As listed from /v2/event/ "id": ###, // Object id "value": {... single object, null if object.deleted ...} } ``` ## Error/warning envelope: ``` { "status": ###, // HTTP status code "code": #####, // internal status code of event "message": "Basic feedback message in your language", "link": "Link to doc", "developerMessage": "More technical message", "validationMessages": [ // Will be null if Error { "field": "Name of field", "message": "Validation failure information" } ], "requestId": "UUID used in any logs" } ``` ## Status codes / Error codes: - **200 OK** - **201 Created** - From POSTs that create something new. - **204 No Content** - When there is no answer, ex: "/:anAction" or DELETE. - **400 Bad request** - - **4000** Bad Request Exception - **11000** Illegal Filter Exception - **12000** Path Param Exception - **24000** Cryptography Exception - **401 Unauthorized** - When authentication is required and has failed or has not yet been provided - **3000** Authentication Exception - **9000** Security Exception - **403 Forbidden** - When AuthorisationManager says no. - **404 Not Found** - For content/IDs that does not exist. - **6000** Not Found Exception - **409 Conflict** - Such as an edit conflict between multiple simultaneous updates - **7000** Object Exists Exception - **8000** Revision Exception - **10000** Locked Exception - **14000** Duplicate entry - **422 Bad Request** - For Required fields or things like malformed payload. - **15000** Value Validation Exception - **16000** Mapping Exception - **17000** Sorting Exception - **18000** Validation Exception - **21000** Param Exception - **22000** Invalid JSON Exception - **23000** Result Set Too Large Exception - **429 Too Many Requests** - Request rate limit hit - **500 Internal Error** - Unexpected condition was encountered and no more specific message is suitable - **1000** Exception

README ====== This is a simple API to evaluate information retrieval results. It allows you to load ranked and unranked query results and calculate various evaluation metrics (precision, recall, MAP, kappa) against a previously loaded gold standard. Start this program from the command line with: retreval -l <gold-standard-file> -q <query-results> -f <format> -o <output-prefix> The options are outlined when you pass no arguments and just call retreval You will find further information in the RDOC documentation and the HOWTO section below. If you want to see an example, use this command: retreval -l example/gold_standard.yml -q example/query_results.yml -f yaml -v INSTALLATION ============ If you have RubyGems, just run gem install retreval You can manually download the sources and build the Gem from there by `cd`ing to the folder where this README is saved and calling gem build retreval.gemspec This will create a gem file called which you just have to install with `gem install <file>` and you're done. HOWTO ===== This API supports the following evaluation tasks: - Loading a Gold Standard that takes a set of documents, queries and corresponding judgements of relevancy (i.e. "Is this document relevant for this query?") - Calculation of the _kappa measure_ for the given gold standard - Loading ranked or unranked query results for a certain query - Calculation of _precision_ and _recall_ for each result - Calculation of the _F-measure_ for weighing precision and recall - Calculation of _mean average precision_ for multiple query results - Calculation of the _11-point precision_ and _average precision_ for ranked query results - Printing of summary tables and results Typically, you will want to use this Gem either standalone or within another application's context. Standalone Usage ================ Call parameters --------------- After installing the Gem (see INSTALLATION), you can always call `retreval` from the commandline. The typical call is: retreval -l <gold-standard-file> -q <query-results> -f <format> -o <output-prefix> Where you have to define the following options: - `gold-standard-file` is a file in a specified format that includes all the judgements - `query-results` is a file in a specified format that includes all the query results in a single file - `format` is the format that the files will use (either "yaml" or "plain") - `output-prefix` is the prefix of output files that will be created Formats ------- Right now, we focus on the formats you can use to load data into the API. Currently, we support YAML files that must adhere to a special syntax. So, in order to load a gold standard, we need a file in the following format: * "query" denotes the query * "documents" these are the documents judged for this query * "id" the ID of the document (e.g. its filename, etc.) * "judgements" an array of judgements, each one with: * "relevant" a boolean value of the judgment (relevant or not) * "user" an optional identifier of the user Example file, with one query, two documents, and one judgement: - query: 12th air force germany 1957 documents: - id: g5701s.ict21311 judgements: [] - id: g5701s.ict21313 judgements: - relevant: false user: 2 So, when calling the program, specify the format as `yaml`. For the query results, a similar format is used. Note that it is necessary to specify whether the result sets are ranked or not, as this will heavily influence the calculations. You can specify the score for a document. By "score" we mean the score that your retrieval algorithm has given the document. But this is not necessary. The documents will always be ranked in the order of their appearance, regardless of their score. Thus in the following example, the document with "07" at the end is the first and "25" is the last, regardless of the score. --- query: 12th air force germany 1957 ranked: true documents: - score: 0.44034874 document: g5701s.ict21307 - score: 0.44034874 document: g5701s.ict21309 - score: 0.44034874 document: g5701s.ict21311 - score: 0.44034874 document: g5701s.ict21313 - score: 0.44034874 document: g5701s.ict21315 - score: 0.44034874 document: g5701s.ict21317 - score: 0.44034874 document: g5701s.ict21319 - score: 0.44034874 document: g5701s.ict21321 - score: 0.44034874 document: g5701s.ict21323 - score: 0.44034874 document: g5701s.ict21325 --- query: 1612 ranked: true documents: - score: 1.0174774 document: g3290.np000144 - score: 0.763108 document: g3201b.ct000726 - score: 0.763108 document: g3400.ct000886 - score: 0.6359234 document: g3201s.ct000130 --- **Note**: You can also use the `plain` format, which will load the gold standard in a different way (but not the results): my_query my_document_1 false my_query my_document_2 true See that every query/document/relevancy pair is separated by a tabulator? You can also add the user's ID in the fourth column if necessary. Running the evaluation ----------------------- After you have specified the input files and the format, you can run the program. If needed, the `-v` switch will turn on verbose messages, such as information on how many judgements, documents and users there are, but this shouldn't be necessary. The program will first load the gold standard and then calculate the statistics for each result set. The output files are automatically created and contain a YAML representation of the results. Calculations may take a while depending on the amount of judgements and documents. If there are a thousand judgements, always consider a few seconds for each result set. Interpreting the output files ------------------------------ Two output files will be created: - `output_avg_precision.yml` - `output_statistics.yml` The first lists the average precision for each query in the query result file. The second file lists all supported statistics for each query in the query results file. For example, for a ranked evaluation, the first two entries of such a query result statistic look like this: --- 12th air force germany 1957: - :precision: 0.0 :recall: 0.0 :false_negatives: 1 :false_positives: 1 :true_negatives: 2516 :true_positives: 0 :document: g5701s.ict21313 :relevant: false - :precision: 0.0 :recall: 0.0 :false_negatives: 1 :false_positives: 2 :true_negatives: 2515 :true_positives: 0 :document: g5701s.ict21317 :relevant: false You can see the precision and recall for that specific point and also the number of documents for the contingency table (true/false positives/negatives). Also, the document identifier is given. API Usage ========= Using this API in another ruby application is probably the more common use case. All you have to do is include the Gem in your Ruby or Ruby on Rails application. For details about available methods, please refer to the API documentation generated by RDoc. **Important**: For this implementation, we use the document ID, the query and the user ID as the primary keys for matching objects. This means that your documents and queries are identified by a string and thus the strings should be sanitized first. Loading the Gold Standard ------------------------- Once you have loaded the Gem, you will probably start by creating a new gold standard. gold_standard = GoldStandard.new Then, you can load judgements into this standard, either from a file, or manually: gold_standard.load_from_yaml_file "my-file.yml" gold_standard.add_judgement :document => doc_id, :query => query_string, :relevant => boolean, :user => John There is a nice shortcut for the `add_judgement` method. Both lines are essentially the same: gold_standard.add_judgement :document => doc_id, :query => query_string, :relevant => boolean, :user => John gold_standard << :document => doc_id, :query => query_string, :relevant => boolean, :user => John Note the usage of typical Rails hashes for better readability (also, this Gem was developed to be used in a Rails webapp). Now that you have loaded the gold standard, you can do things like: gold_standard.contains_judgement? :document => "a document", :query => "the query" gold_standard.relevant? :document => "a document", :query => "the query" Loading the Query Results ------------------------- Now we want to create a new `QueryResultSet`. A query result set can contain more than one result, which is what we normally want. It is important that you specify the gold standard it belongs to. query_result_set = QueryResultSet.new :gold_standard => gold_standard Just like the Gold Standard, you can read a query result set from a file: query_result_set.load_from_yaml_file "my-results-file.yml" Alternatively, you can load the query results one by one. To do this, you have to create the results (either ranked or unranked) and then add documents: my_result = RankedQueryResult.new :query => "the query" my_result.add_document :document => "test_document 1", :score => 13 my_result.add_document :document => "test_document 2", :score => 11 my_result.add_document :document => "test_document 3", :score => 3 This result would be ranked, obviously, and contain three documents. Documents can have a score, but this is optional. You can also create an Array of documents first and add them altogether: documents = Array.new documents << ResultDocument.new :id => "test_document 1", :score => 20 documents << ResultDocument.new :id => "test_document 2", :score => 21 my_result = RankedQueryResult.new :query => "the query", :documents => documents The same applies to `UnrankedQueryResult`s, obviously. The order of ranked documents is the same as the order in which they were added to the result. The `QueryResultSet` will now contain all the results. They are stored in an array called `query_results`, which you can access. So, to iterate over each result, you might want to use the following code: query_result_set.query_results.each_with_index do |result, index| # ... end Or, more simply: for result in query_result_set.query_results # ... end Calculating statistics ---------------------- Now to the interesting part: Calculating statistics. As mentioned before, there is a conceptual difference between ranked and unranked results. Unranked results are much easier to calculate and thus take less CPU time. No matter if unranked or ranked, you can get the most important statistics by just calling the `statistics` method. statistics = my_result.statistics In the simple case of an unranked result, you will receive a hash with the following information: * `precision` - the precision of the results * `recall` - the recall of the results * `false_negatives` - number of not retrieved but relevant items * `false_positives` - number of retrieved but nonrelevant * `true_negatives` - number of not retrieved and nonrelevantv items * `true_positives` - number of retrieved and relevant items In case of a ranked result, you will receive an Array that consists of _n_ such Hashes, depending on the number of documents. Each Hash will give you the information at a certain rank, e.g. the following to lines return the recall at the fourth rank. statistics = my_ranked_result.statistics statistics[3][:recall] In addition to the information mentioned above, you can also get for each rank: * `document` - the ID of the document that was returned at this rank * `relevant` - whether the document was relevant or not Calculating statistics with missing judgements ---------------------------------------------- Sometimes, you don't have judgements for all document/query pairs in the gold standard. If this happens, the results will be cleaned up first. This means that every document in the results that doesn't appear to have a judgement will be removed temporarily. As an example, take the following results: * A * B * C * D Our gold standard only contains judgements for A and C. The results will be cleaned up first, thus leading to: * A * C With this approach, we can still provide meaningful results (for precision and recall). Other statistics ---------------- There are several other statistics that can be calculated, for example the **F measure**. The F measure weighs precision and recall and has one parameter, either "alpha" or "beta". Get the F measure like so: my_result.f_measure :beta => 1 If you don't specify either alpha or beta, we will assume that beta = 1. Another interesting measure is **Cohen's Kappa**, which tells us about the inter-agreement of assessors. Get the kappa statistic like this: gold_standard.kappa This will calculate the average kappa for each pairwise combination of users in the gold standard. For ranked results one might also want to calculate an **11-point precision**. Just call the following: my_ranked_result.eleven_point_precision This will return a Hash that has indices at the 11 recall levels from 0 to 1 (with steps of 0.1) and the corresponding precision at that recall level.

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