diff --git a/.gitignore b/.gitignore
index 9e6422e1345ad5a7d7496014f60ba02c84c99140..bbb6a3802e55b72a7b01b59c81b6702b75490cca 100644
--- a/.gitignore
+++ b/.gitignore
@@ -12,3 +12,6 @@ vignettes/*.R
 vignettes/*.html
 build
 MD5
+node_modules
+package.json
+package-lock.json
diff --git a/DESCRIPTION b/DESCRIPTION
index db1df572b0db0ccd1ba069d82267b44495f6a2ce..39ae08201f949c70ab842ccb73172d126f5af637 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,8 +1,8 @@
 Package: transfR
 Type: Package
 Title: Transfer of Hydrograph from Gauged to Ungauged Catchments
-Version: 0.1.0
-Date: 2021-08-23
+Version: 0.1.1
+Date: 2021-12-18
 Authors@R: c(
   person("Alban", "de Lavenne", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-9448-3490"), email = "alban.delavenne@inrae.fr"),
   person("Christophe", "Cudennec", role = c("ths"), comment = c(ORCID = "0000-0002-1707-8926"), email = "christophe.cudennec@agrocampus-ouest.fr"),
@@ -29,7 +29,7 @@ Author: Alban de Lavenne [aut, cre] (<https://orcid.org/0000-0002-9448-3490>),
   Tom Loree [ctb],
   Hervé Squividant [ctb]
 Maintainer: Alban de Lavenne <alban.delavenne@inrae.fr>
-RoxygenNote: 7.1.1
-Packaged: 2021-09-05 09:22:21 UTC; delavenne
+RoxygenNote: 7.1.2
+Packaged: 2021-12-18 23:41:06 UTC; delavenne
 Repository: CRAN
-Date/Publication: 2021-09-08 08:20:02 UTC
+Date/Publication: 2021-12-20 16:00:02 UTC
diff --git a/README.md b/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..41b845bbb50e88453ead9e75cc98dbdcb114115d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,52 @@
+# transfR: Transfer of Hydrograph from Gauged to Ungauged Catchments
+
+
+## Overview
+
+This R package aims to propose a geomorphology-based hydrological modelling to transfer streamflow measurements from gauged catchments to ungauged catchments (where there is no stations monitoring the streamflow). It follows a runoff-runoff approach, i.e. it directly combines the observed streamflow series available at monitoring stations to estimate the streamflow series anywhere else in the surroundings rivers and without the need to implement a full rainfall-runoff model. 
+
+## Short description of the modelling approach
+
+The hydrological modelling is based on a description of the hydro-geomorphometry of the river network which can be easily observed for any given outlet. An inversion of this model for a gauged catchment allows the observed streamflow series to be deconvoluted in order to estimate an almost scale-independent signal, namely the net rainfall (Boudhraâ et al. 2018). Transferring this estimate of the net rainfall series to a targeted ungauged catchment then allows to simulate the streamflow there. The use of streamflow observations from several gauged catchments of the neighbourhood increases the robustness of the simulation (de Lavenne et al. 2016). The methodology has first been implemented on a few catchments in semiarid Tunisia at the event time scale (Boudhraâ et al. 2009), then in dense configurations of neighbouring and nesting catchments in France with mainly temperate oceanic climate (de Lavenne et al. 2015; de Lavenne et al. 2016; de Lavenne and Cudennec 2019) and in snow-influenced Québec, Canada (Ecrepont et al. 2019).
+
+## Installation
+
+``` r
+install.packages("transfR")
+```
+
+## Functions and objects
+
+To implement the method, it is advised to explore the following functions in this order:
+
+- `as_transfr` create a “transfR” database from a “stars” object and morphometric description of the catchments (hydraulic lengths)
+- `velocity` estimates the main model parameter, i.e. the streamflow velocity, from different regionalisation strategies
+- `uh` estimates a simple linear model, i.e. the unit hydrograph, based on the analysis of catchment geomorphology and streamflow velocity
+- `rapriori` provides an a priori on the net rainfall, as needed for the model's inversion
+- `inversion` estimates the net rainfall by an inverse modelling
+- `hdist` computes hydrological distances between catchments, such as the rescaled Ghosh distances
+- `mixr` estimates the net rainfall of one catchment by averaging the net rainfall of neighbouring gauged catchments and according to hydrological distances
+- `convolution` computes the convolution of the net rainfall by the unit hydrograph to estimate streamflow
+
+## How to get started
+
+This package comes with two datasets (Blavet and Oudon) that contains all the necessary inputs to test the package and perform discharge prediction. Users are advised to check the 'Get started with transfR' vignette (`vignette("V01_get_started", package = "transfR")`) that provides a complete implementation of the method with the Oudon dataset. In addition, each function comes with different examples.
+
+For the French region of Brittany, a [web service (SIMFEN)](https://geosas.fr/simfen/) using this package was developed to facilitate the implementation of the method without the need for the user to have programming skills in R or to collect the necessary input data (Dallery et al. 2020).
+
+## References
+
+Boudhraâ H, Cudennec C, Slimani M, Andrieu H (2009). “Hydrograph transposition between basins through a geomorphology-based deconvolution-reconvolution approach.” IAHS publication, 333, 76.
+
+Boudhraâ H, Cudennec C, Andrieu H, Slimani M (2018). “Net rainfall estimation by the inversion of a geomorphology-based transfer function and discharge deconvolution.” Hydrological Sciences Journal, 63(2), 285–301. doi: [10.1080/02626667.2018.1425801](https://doi.org/10.1080/02626667.2018.1425801).
+
+Dallery D, Squividant H, de Lavenne A, Launay J, Cudennec C (2020). “An end-user-friendly hydrological Web Service for hydrograph prediction in ungauged basins.” Hydrological Sciences Journal, 1–9. doi: [10.1080/02626667.2020.1797045](https://doi.org/10.1080/02626667.2020.1797045).
+
+Ecrepont S, Cudennec C, Anctil F, Jaffrézic A (2019). “PUB in Québec: A robust geomorphology-based deconvolution-reconvolution framework for the spatial transposition of hydrographs.” Journal of Hydrology, 570, 378–392. doi: [10.1016/j.jhydrol.2018.12.052](https://doi.org/10.1016/j.jhydrol.2018.12.052).
+
+de Lavenne A, Boudhraâ H, Cudennec C (2015). “Streamflow prediction in ungauged basins through geomorphology-based hydrograph transposition.” Hydrology Research, 46(2), 291–302. doi: [10.2166/nh.2013.099](https://doi.org/10.2166/nh.2013.099).
+
+de Lavenne A, Skøien JO, Cudennec C, Curie F, Moatar F (2016). “Transferring measured discharge time series: Large-scale comparison of Top-kriging to geomorphology-based inverse modeling.” Water Resources Research, 52(7), 5555–5576. doi: [10.1002/2016WR018716](https://doi.org/10.1002/2016WR018716).
+
+de Lavenne A, Cudennec C (2019). “Assessment of freshwater discharge into a coastal bay through multi-basin ensemble hydrological modelling.” Science of The Total Environment, 669, 812 - 820. ISSN 0048-9697, doi: [10.1016/j.scitotenv.2019.02.387](https://doi.org/10.1016/j.scitotenv.2019.02.387).
+
diff --git a/man/lagtime.Rd b/man/lagtime.Rd
index 3658b3a72f183957fef0552c26c2ad52fdae7104..ac3d91f91dda140c5e2f575eb137333992a50955 100644
--- a/man/lagtime.Rd
+++ b/man/lagtime.Rd
@@ -28,7 +28,7 @@ If no unit is provided, \code{hl} is assumed to be in [m].}
 
 \item{method}{integer describing the method to use for lag time estimation. Possible values: 1 (see details).}
 
-\item{verbose}{boolean indicating if information messages should be written to the console}
+\item{verbose}{boolean indicating if information messages should be written to the console.}
 }
 \value{
 A numeric value of class units, or if \code{hl} is a transfR object,
diff --git a/man/transfR.Rd b/man/transfR.Rd
index c6c5c732358fa3d07847b0185f39061d551ae01a..e3a8a539791acfa83441e832a031a3d1433e0598 100644
--- a/man/transfR.Rd
+++ b/man/transfR.Rd
@@ -6,17 +6,19 @@
 
 
 \description{
-This R package aims to propose a geomorphology-based hydrological modelling for transferring streamflow measurements from gauged to ungauged catchments (where there is no stations monitoring the streamflow). It follows a runoff-runoff approach, i.e. it directly combines the observed streamflow series available at monitoring stations to estimate the streamflow series anywhere else in the surroundings rivers and without needing the implementation of a full rainfall-runoff model. \cr\cr
+This R package aims to propose a geomorphology-based hydrological modelling to transfer streamflow measurements from gauged catchments to ungauged catchments (where there is no stations monitoring the streamflow). It follows a runoff-runoff approach, i.e. it directly combines the observed streamflow series available at monitoring stations to estimate the streamflow series anywhere else in the surroundings rivers and without the need to implement a full rainfall-runoff model. \cr\cr
 
 
-## --- General description of the approach
 
-The hydrological modelling is based on the description of the hydro-geomorphometry of the river network that can be easily observed for any considered outlet. An inversion of this model for the basin of a gauged outlet allows to deconvolute the observed streamflow series to estimate an almost scale-independent signal (the net rainfall) \insertCite{Boudhraa2018}{transfR}. The transfer of this net rainfall series estimate to the basin of a targeted ungauged outlet thus allows to simulate the streamflow series there. Using streamflow observations of several gauged basins of the neighbourhood increases robustness. The methodology has been tested in several hydro-climatic contexts \insertCite{Boudhraa2009,deLavenne2015,deLavenne2016,deLavenne2019,Ecrepont2019}{transfR}, and with this package we aim to encourage further evaluation and improvement, and subsequent operational application. \cr\cr
+## --- Short description of the modelling approach
+
+The hydrological modelling is based on a description of the hydro-geomorphometry of the river network which can be easily observed for any given outlet. An inversion of this model for a gauged catchment allows the observed streamflow series to be deconvoluted in order to estimate an almost scale-independent signal, namely the net rainfall \insertCite{Boudhraa2018}{transfR}. Transferring this estimate of the net rainfall series to a targeted ungauged catchment then allows to simulate the streamflow there. The use of streamflow observations from several gauged catchments of the neighbourhood increases the robustness of the simulation \insertCite{deLavenne2016}{transfR}. The methodology has first been implemented on a few catchments in semiarid Tunisia at the event time scale \insertCite{Boudhraa2009}{transfR}, then in dense configurations of neighbouring and nesting catchments in France with mainly temperate oceanic climate \insertCite{deLavenne2015,deLavenne2016,deLavenne2019}{transfR} and in snow-influenced Québec, Canada \insertCite{Ecrepont2019}{transfR}. \cr\cr
+
 
 
 ## --- Functions and objects
 
-To implement the method, it is advised to explore the following functions is this order:
+To implement the method, it is advised to explore the following functions in this order:
 
 \itemize{
 \item \code{\link{as_transfr}} create a ``transfR'' database from a ``stars'' object and morphometric description of the catchments (hydraulic lengths)
@@ -32,7 +34,7 @@ To implement the method, it is advised to explore the following functions is thi
 
 ## --- How to get started
 
-This package comes with two datasets (\link{Blavet} and \link{Oudon}) that contains all the necessary inputs to test the package and perform discharge prediction. Users are advised to check the 'Get started with transfR' vignette (\code{vignette("V01_get_started", package = "transfR")}) that provides a complete implementation of the method with the Oudon dataset. In addition, each functions comes with different examples.
+This package comes with two datasets (\link{Blavet} and \link{Oudon}) that contains all the necessary inputs to test the package and perform discharge prediction. Users are advised to check the 'Get started with transfR' vignette (\code{vignette("V01_get_started", package = "transfR")}) that provides a complete implementation of the method with the Oudon dataset. In addition, each function comes with different examples.
 
 For the French region of Brittany, a \href{https://geosas.fr/simfen/}{web service} using this package was developed to facilitate the implementation of the method without the need for the user to have programming skills in R or to collect the necessary input data \insertCite{Dallery2020}{transfR}.
 
@@ -45,13 +47,13 @@ For the French region of Brittany, a \href{https://geosas.fr/simfen/}{web servic
 
 \insertRef{Ecrepont2019}{transfR}
 
+\insertRef{Dallery2020}{transfR}
+
 \insertRef{deLavenne2015}{transfR}
 
 \insertRef{deLavenne2016}{transfR}
 
 \insertRef{deLavenne2019}{transfR}
-
-\insertRef{Dallery2020}{transfR}
 }
 
 \concept{model}