cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14638257
title: Data and code for "Machine Learning-Based Model for Behavioral Analysis in Rodents: Application to the Forced Swim Test"

description: Code and dataset for the article "Machine Learning-Based Model for Behavioral Analysis in Rodents: Application to the Forced Swim Test".

Andrea Della Valle1,2, Sara De Carlo1, Sofia De Cillis1, Gregorio Sonsini1, Sebastiano Pilati3,4, Andrea Perali2, Massimo Ubaldi1, Roberto Ciccocioppo1

1 School of Pharmacy, Center of Neuroscience, Pharmacology Unit, University of Camerino, Camerino, Italy

2 School of Pharmacy, Physics Unit, Pharmacology Unit, University of Camerino, Camerino, Italy

3 School of Science and Technology, Physics Division, University of Camerino, Camerino, Italy

4 INFN-Sezione di Perugia, 06123 Perugia, Italy

 
description: Code and dataset for paper "Machine Learning-Based Model for Behavioral Analysis in Rodents: Application to the Forced Swim Test"

 

The deep neural network model was trained to predict rodent behavior in the Forced Swim Test (FST).

The videos were divided into a sequence of 3-second subvideos, and encoded into a three-dimensional tensor, which the model elaborate to classsify the main behavior.

The model architecture is a 3D residual convolutional neural network.

After training, the trained model was validated on two separated antidepresant drug experiments.

Only the first one was manually scored to evaluate the performance of the trained model. 

In both cases the model was able to distinguish the effect of the different drugs by evaluating their effects on the behvior of the animals.

 

-------------

 

Directory organization:

- ML_FST:

     - Prerdictor:

          - main.py : program to score videos by using the trained model. It requires to define the ROI

     - src:

          - Predicotrs.py : functions to EVALUATE output of trained model

          - functionsDatagenerator.py : function to transform the frame into a slice of the final 3D tensor

          - Trained Models : Repository of the deep neaural networks trained's weights

     - TrainGPU/mod3D:

          - Dataloader.py : teensorflow dataloader class to feed the model

          - Model.py : model achitectures

          - srcFunctions.py : functions used in Train.py

          - Train.py : main program to train the model

- DatasetNPY

     - train/val: dataset used to train the model already split into train and validation

          - climbing

          - diving

          - immobility

          - swimming

     - Exp1 : first antidepressant drug experiment, manually scored for comparison

          - Rat1 ... : each folder contains the 100 3D tensors spanning the 5' video

          - scoring.json : drug treatment, and corresponding behavior manually scored for each animal

     - Exp2 : second antidepressant drug ecperiment, NOT manually scored

          - Rat1 ... : each folder contains the 100 3D tensors spanning the 5' video

          - scoring.json : drug treatment for each animal

- Video - VideosExample: trail video used as example in Prerdictor/main.py
DOI: 10.15468/dl.sdvydx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physokermes taxifoliae Coleman, 1903",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Poland",
 "Country is Poland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0369274-210914110416597/datasets/export for details.
DOI: 10.15468/dl.48ej4f
title: Occurrence Download

description: A dataset containing 436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "TaxonKey is Eliomys quercinus (Linnaeus, 1766)"
 ]
}

 The dataset includes 436 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123109-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6de36p
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Podocarpus falcatus A.Cunn. ex Parl., 1868"
 ]
}

 The dataset includes 14 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123144-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.anfcej
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aleurodicus destructor (Mackie, 1912)",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367603-210914110416597/datasets/export for details.
DOI: 10.15468/dl.uc5f33
title: Occurrence Download

description: A dataset containing 2625 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carex parallela (Laest.) Sommerf.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2625 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123107-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgceub
title: Occurrence Download

description: A dataset containing 22635 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Inner Oslofjorden Phytoplankton Database"
 ]
}

 The dataset includes 22635 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367592-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6uwax
title: Occurrence Download

description: A dataset containing 54014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ginkgo biloba L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54014 records from 294 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123102-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xbefr
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aleurocanthus woglumi Ashby, 1915",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is United States",
 "Country is United States of America",
 "Country is Canada",
 "Continent is North America"
 ]
 }
 ]
}

 The dataset includes 51 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0367600-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2tpapa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Phoradendron ensifolium (Pohl ex DC.) Eichler"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123132-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uu4xr6
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heterophallus milleri Radda, 1987"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0423473-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3wjmt
title: Occurrence Download

description: A dataset containing 3301 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ventenata dubia (Leers) Coss. & Durieu"
 ]
}

 The dataset includes 3301 records from 227 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015485-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6jzjka
title: Occurrence Download

description: A dataset containing 128238 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Herpetotheres cachinnans (Linnaeus, 1758)"
 ]
}

 The dataset includes 128238 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0307103-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dvnkw
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Tillandsia tenuifolia var. tenuifolia"
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123665-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e2qft
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Madatyphlops domerguei (Roux-Estève, 1980)"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282431-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n35q9a
title: Occurrence Download

description: A dataset containing 2568 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes albopictus (Skuse, 1894)",
 "Year 1970-2000"
 ]
}

 The dataset includes 2568 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123104-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4yf4b
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asaccus platyrhynchus Arnold & Gardner, 1994"
 ]
}

 The dataset includes 66 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282427-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhf2jz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Stigmella azuminoensis Hirano, 2010",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225769-220831081235567/datasets/export for details.
DOI: 10.15468/dl.9c72v8
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gleditsia japonica Miq.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 365 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123106-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pmhyxn
title: Occurrence Download

description: A dataset containing 31290 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Medicago minima (L.) Bartal., Medicago minima (L.) Bartal.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 31290 records from 276 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282412-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9asw5
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Juniperus procera Hochst. ex Endl."
 ]
}

 The dataset includes 388 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123124-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj7d2f
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sardinella fimbriata (Valenciennes, 1847)"
 ]
}

 The dataset includes 165 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282425-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvxpt7
title: Occurrence Download

description: A dataset containing 47432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gavia adamsii (G.R.Gray, 1859)"
 ]
}

 The dataset includes 47432 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019671-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rs54b
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tiliqua multifasciata Sternfeld, 1919",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "OccurrenceStatus is Present",
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 495 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012429-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qh63bw
title: Occurrence Download

description: A dataset containing 32876 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bombycilla cedrorum Vieillot, 1808",
 "HasCoordinate is True",
 "Country is United States of America",
 "Year is greater than or equal to 1999",
 "Year is less than or equal to 2001",
 "Month is greater than or equal to January",
 "Month is less than or equal to December",
 "HasGeospatialIssue is False",
 "DecimalLatitude is greater than or equal to 24.5",
 "DecimalLatitude is less than or equal to 49.5",
 "DecimalLongitude is greater than or equal to -125.0",
 "DecimalLongitude is less than or equal to -66.5"
 ]
}

 The dataset includes 32876 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228920-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbbkkm
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 "TaxonKey is Paphiopedilum dianthum Tang & F.T.Wang"
 ]
}

 The dataset includes 17 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0228924-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fztm5s
title: Occurrence Download

description: A dataset containing 1714213 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pl@ntNet observations"
 ]
}

 The dataset includes 1714213 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0123145-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqxy2r
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtodactylus payacola Johnson, Quah Anuar, Muin, Wood, Grismer, Greer, Onn, Ahmad, Bauer & Grismer, 2012"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282419-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cyta43
title: Occurrence Download

description: A dataset containing 3201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia holosericea A.Cunn. ex G.Don"
 ]
}

 The dataset includes 3201 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035445-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k4r3c
title: Occurrence Download

description: A dataset containing 128586 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Medicago sativa L.)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 128586 records from 491 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0282422-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ivdrk/r4oati
title: petitions.xlsx
DOI: 10.7910/dvn/pgexl/kd5el6
title: petitions.xlsx
DOI: 10.15468/dl.nbm86r
title: Occurrence Download

description: A dataset containing 39227 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Tropicos MO Specimen Data, RB - Rio de Janeiro Botanical Garden Herbarium Collection, The New York Botanical Garden Herbarium (NY), Michigan State University Herbarium Vascular Plants, Royal Botanic Gardens, Kew - Herbarium Specimens)",
 "TaxonKey is Eugenia L."
 ]
}

 The dataset includes 39227 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027582-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/maspj/djyqqn
title: petitions.xlsx
DOI: 10.7910/dvn/6a7mg/sfhocg
title: petitions.xlsx
DOI: 10.7910/dvn/qlhbp/fbvf9o
title: petitions.xlsx
DOI: 10.7910/dvn/abnjy/8styan
title: petitions.xlsx
DOI: 10.7910/dvn/x9pua/qvpehp
title: petitions.xlsx
DOI: 10.7910/dvn/rm92c/vlxawx
title: petitions.xlsx
DOI: 10.7910/dvn/juzki/fwxbf0
title: petitions.xlsx
DOI: 10.7910/dvn/vlijj/afyxjg
title: petitions.xlsx
DOI: 10.7910/dvn/hkraa/da6psp
title: petitions.xlsx
DOI: 10.15468/dl.sbttxk
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ameerega silverstonei (Myers & Daly, 1979)"
 ]
}

 The dataset includes 130 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027585-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/s87gv/fevi7j
title: petitions.xlsx
DOI: 10.7910/dvn/urmbd/sdh4cw
title: petitions.xlsx
DOI: 10.7910/dvn/g6as7/sbymcu
title: petitions.xlsx
DOI: 10.7910/dvn/egz8j/5yobdb
title: petitions.xlsx
DOI: 10.7910/dvn/fjxis/zueneh
title: petitions.xlsx