From ae327cd208ea79eef4dcd7f8457434a7b8e8a859 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?Tom=C3=A1=C5=A1=20Martinovi=C4=8D?=
 <tomas.martinovic@vsb.cz>
Date: Tue, 22 Jun 2021 17:13:31 +0200
Subject: [PATCH] Updated README Updated get_group_features_series with
 summarize parameter

---
 DESCRIPTION                                 |   3 +-
 R/classification.R                          |   5 +-
 R/features.R                                |   8 ++-
 README.md                                   |  64 +++++++++++++++++++-
 inst/{WIPADD_1.0.0.pdf => WIPADD_1.0.1.pdf} | Bin 135035 -> 134873 bytes
 man/get_group_features_series.Rd            |   5 +-
 6 files changed, 74 insertions(+), 11 deletions(-)
 rename inst/{WIPADD_1.0.0.pdf => WIPADD_1.0.1.pdf} (76%)

diff --git a/DESCRIPTION b/DESCRIPTION
index c404ec9..ea9951e 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,13 +1,12 @@
 Package: WIPADD
 Title: Wireless PD detection
-Version: 1.0.0
+Version: 1.0.1
 Authors@R: person("Tomas", "Martinovic", email = "tomas.martinovic@vsb.cz", role = c("aut", "cre"))
 Description: This package is aimed at the detection of the partial discharges in the time series measured from the wireless antenna. It contains functions for detections of outliers, features computation and classification of time series.
 Depends: R (>= 3.5.0)
 License: MIT + file LICENSE
 Encoding: UTF-8
 LazyData: true
-NeedsCompilation: yes
 Imports: xgboost, dplyr, tibble, purrr, moments, tidyr, stats, stringr
 Suggests: 
 Author: Tomas Martinovic [aut, cre]
diff --git a/R/classification.R b/R/classification.R
index 41b18cd..151a7c8 100644
--- a/R/classification.R
+++ b/R/classification.R
@@ -15,7 +15,6 @@ train_xgb_classificator <- function(features,
   #' model <- train_xgb_classificator(example_train_features_matrix, example_train_label)
   #' @return xgb model
   
-  
   if (is.null(param)) {
     param <- list(
       "objective" = "binary:logistic",
@@ -92,9 +91,7 @@ classify_series <- function(series,
     signal_transform = signal_transform
   )
   
-  temp_summarized <- summarize_features(temp_features)
-  
-  res <- classify_features(as.matrix(temp_summarized),
+  res <- classify_features(as.matrix(temp_features),
                            model)
   
   return(res)
diff --git a/R/features.R b/R/features.R
index ae2689a..9eb8820 100644
--- a/R/features.R
+++ b/R/features.R
@@ -48,7 +48,8 @@ get_group_features_series <- function(series,
                                       window_size = 1001,
                                       cl_width = 30000,
                                       sign = TRUE,
-                                      signal_transform = FALSE) {
+                                      signal_transform = FALSE,
+                                      summarize = TRUE) {
   #' Get group features from a time series
   #'
   #' This algorithm takes time series as an input and makes outlier detection, clustering and features for each group. This algorithm assumes the data comes from an 8 bit analog to digital converter.
@@ -59,6 +60,7 @@ get_group_features_series <- function(series,
   #' @param cl_width integer, a number determining maximum distance of the observations, default 30000
   #' @param sign boolean, should the positive and negative values be clustered separately?, default TRUE
   #' @param signal_transform boolean, should the input time series be transformed to steepness series, default FALSE
+  #' @param summarize boolean, should the features be summarized?, default TRUE
   #' @keywords time series, steepness, clustering, features, outlier detection
   #' @importFrom tibble tibble
   #' @importFrom dplyr group_by ungroup summarize `%>%`
@@ -121,6 +123,10 @@ get_group_features_series <- function(series,
     ) %>%
     dplyr::ungroup()
   
+  if (summarize) {
+    tbl_features <- summarize_features(tbl_features)
+  }
+  
   return(tbl_features)
 }
 
diff --git a/README.md b/README.md
index db4be56..4596223 100644
--- a/README.md
+++ b/README.md
@@ -3,16 +3,74 @@
 This repository contains [R](https://cran.r-project.org/) package for the partial discharge detection from the time series measured by the wireless PD detector. It contains functions to find the outliers, create features describing time series and classification learning and prediction
 
 You can install this package using `devtools` package:
-```
+``` r
 devtools::install_git("https://code.it4i.cz/ADAS/wireless-pd-detection")
 ```
 or `remotes` package:
 
-```
+``` r
 remotes::install_git("https://code.it4i.cz/ADAS/wireless-pd-detection")
 ```
 
-For more info on function see [manual](inst/WIPADD_1.0.0.pdf)
+# Basic usage
+
+This package accommodates two basic functions: learning the classification model from the provided data and classification of the results based on the XGBoost model.
+
+The learning itself is composed of two steps. The first, is to compute the features of the time series and then use the computed features for the XGBoost model learning.
+
+To get the features from the time series You can use following code:
+
+``` r
+library(WIPADD)
+
+# Get random series
+series <- example_series
+
+tbl_features <- get_group_features_series(series)
+```
+
+To get features of many series at once it is possible to map over multiple series:
+``` r
+library(WIPADD)
+library(purrr)
+
+
+l_series <- list(example_series,
+                 sample(example_series,
+                 8e5)
+                 )
+                 
+tbl_features <- map_dfr(l_series,
+                        get_group_features_series)
+)
+
+```
+When the features are prepared, the learning of the XGBoost model will is easily made by calling:
+
+```r
+library(WIPADD)
+
+features <- example_train_features_matrix
+labels <- example_train_label
+
+model <- train_xgb_classificator(features,
+                                 labels)
+```
+
+Finally, if You already have the model, then You can classify the series by:
+``` r
+library(WIPADD)
+
+# Get random series
+series <- example_series
+
+classify_series(series,
+                example_model2)
+
+```
+
+
+For more info on the functions and their parameters see [manual](inst/WIPADD_1.0.1.pdf)
 
 # Acknowledgment
 
diff --git a/inst/WIPADD_1.0.0.pdf b/inst/WIPADD_1.0.1.pdf
similarity index 76%
rename from inst/WIPADD_1.0.0.pdf
rename to inst/WIPADD_1.0.1.pdf
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diff --git a/man/get_group_features_series.Rd b/man/get_group_features_series.Rd
index 5611849..33fbb27 100644
--- a/man/get_group_features_series.Rd
+++ b/man/get_group_features_series.Rd
@@ -11,7 +11,8 @@ get_group_features_series(
   window_size = 1001,
   cl_width = 30000,
   sign = TRUE,
-  signal_transform = FALSE
+  signal_transform = FALSE,
+  summarize = TRUE
 )
 }
 \arguments{
@@ -28,6 +29,8 @@ get_group_features_series(
 \item{sign}{boolean, should the positive and negative values be clustered separately?, default TRUE}
 
 \item{signal_transform}{boolean, should the input time series be transformed to steepness series, default FALSE}
+
+\item{summarize}{boolean, should the features be summarized?, default TRUE}
 }
 \value{
 tibble, tibble with groups and features
-- 
GitLab