cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10267869
title: Subseasonal to Seasonal (S2S) Prediction Algorithms using Hybrid Machine Learning Techniques

description: < S2S dataset.zip >
1.ECMWF observations/hindcast realizations

hindcast-like-observations_2000-2019_biweekly_deterministic.zarr
forecast-like-observations_2020_biweekly_deterministic.zarr
ecmwf_hindcast-input_2000-2019_biweekly_deterministic.zarr
ecmwf_forecast-input_2020_biweekly_deterministic.zarr
hindcast-like-observations_2000-2019_biweekly_tercile-edges.nc
2. External variables

"nino" folder -> nino12.long.anom.data, nino34.long.anom.data : El Niño data
"Oscillation" folder

-> ersst.v5.pdo.dat.text : PDO (Pacific Decadal Oscillation)
-> norm.nao.monthly.b5001.current.ascii.table.txt : NAO (North Atlantic Oscillation)
-> qbo.dat : QBO (Quasi Biennial Oscillation)
"great_lake" folder -> N_seaice_extent_daily_v3.0 : Great lakes ice cover
observed-solar-cycle-indices.json : Sunspot cycles (two variables: original value and smoothed value)
3. Region.txt : Region and its bound
4. Biweekly historical statistics data

biw_stat_w34 folder -> data (mean, standard deviation, median, skewness, kurtosis) for Week 3-4
biw_stat_w56 folder -> data (mean, standard deviation, median, skewness, kurtosis) for Week 5-6
 
< ML_code.zip >

ML codes for training, testing, and calculating RPSS based on Python3
Check run_val.sh and run_2020.sh
DOI: 10.5281/zenodo.10267870
title: Subseasonal to Seasonal (S2S) Prediction Algorithms using Hybrid Machine Learning Techniques

description: 1.ECMWF observations/hindcast realizations

hindcast-like-observations_2000-2019_biweekly_deterministic.zarr
forecast-like-observations_2020_biweekly_deterministic.zarr
ecmwf_hindcast-input_2000-2019_biweekly_deterministic.zarr
ecmwf_forecast-input_2020_biweekly_deterministic.zarr
hindcast-like-observations_2000-2019_biweekly_tercile-edges.nc
2. External variables

"nino" folder -> nino12.long.anom.data, nino34.long.anom.data : El Niño data
"Oscillation" folder

-> ersst.v5.pdo.dat.text : PDO (Pacific Decadal Oscillation)
-> norm.nao.monthly.b5001.current.ascii.table.txt : NAO (North Atlantic Oscillation)
-> qbo.dat : QBO (Quasi Biennial Oscillation)
"great_lake" folder -> N_seaice_extent_daily_v3.0 : Great lakes ice cover 
observed-solar-cycle-indices.json : Sunspot cycles (two variables: original value and smoothed value)
3. Region.txt : Region and its bound
4. Biweekly historical statistics data

biw_stat_w34 folder -> data (mean, standard deviation, median, skewness, kurtosis) for Week 3-4
biw_stat_w56 folder -> data (mean, standard deviation, median, skewness, kurtosis) for Week 5-6
DOI: 10.6084/m9.figshare.24750663
title: test1.txt

description: test
DOI: 10.6084/m9.figshare.24750663.v1
title: test1.txt

description: test
DOI: 10.5281/zenodo.10275127
title: 2023-NERTHUS-Pumpfail-Data-csv

description: The raw data from the simulations included in "Molten salt reactor loss of flow accident analysis using the NERTHUS dynamic model" published by NSTOR.
DOI: 10.5519/qd.5gqs10kb
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (6229 records)
DOI: 10.26188/21391416
title: Mapping built environment policy instruments for Victoria, Australia: Data Table

description: This is a data set of built environment policy instruments relevant to the state of Victoria, Australia. The instruments are categorised against a <b><i>built environment policy framework</i></b> developed by Hurlimann et al (2024 - see reference details below) which consists of: a <i>policy instrument typology </i>(strategies, laws, regulations, guidelines, voluntary instruments and programs), and a <i>built environment policy setting </i>(governance level, sector, property type, life stage, timeframe). Local (City of Melbourne), national (Australia) and international built environment policy instruments are also included.This data file relates to open access journal article: Hurlimann, A., March, A., Bush, J., Moosavi., S., Browne, G., Warren-Myers, G., (2024) 'Climate change transformation in built environments - A policy instrument framework. <i>Urban Climate</i>; doi.org/10.1016/j.uclim.2023.101771
DOI: 10.26188/21391416.v3
title: Mapping built environment policy instruments for Victoria, Australia: Data Table

description: This is a data set of built environment policy instruments relevant to the state of Victoria, Australia. The instruments are categorised against a <b><i>built environment policy framework</i></b> developed by Hurlimann et al (2023 - see reference details below) which consists of: a <i>policy instrument typology </i>(strategies, laws, regulations, guidelines, voluntary instruments and programs), and a <i>built environment policy setting </i>(governance level, sector, property type, life stage, timeframe). Local (City of Melbourne), national (Australia) and international built environment policy instruments are also included.This data file relates to open access journal article: Hurlimann, A., March, A., Bush, J., Moosavi., S., Browne, G., Warren-Myers, G., (2023) 'Climate change transformation in built environments - A policy instrument framework. <i>Urban Climate</i>; doi.org/10.1016/j.uclim.2023.101771
DOI: 10.5281/zenodo.10261324
title: Datasets for Creative Agents

description: image_origin.zip: original images with text description for CraftAssist buildings (image-text dataset)
image_augmented.zip: augmented images for CraftAssist and ISM buildings (image-voxel dataset, image part), "cat image_augmented.zip.* > image_augmented.zip"
voxel_augmented.zip: augmented voxels in RGB format for CraftAssist and ISM buildings (image-voxel dataset, voxel part)
voxel2seq.tar.gz: voxel-sequence dataset with 6M steps for augmented CraftAssist buildings
DOI: 10.5281/zenodo.10261325
title: Datasets for Creative Agents

description: image_origin.zip: original images with text description for CraftAssist buildings (image-text dataset)
image_augmented.zip: augmented images for CraftAssist and ISM buildings (image-voxel dataset, image part), "cat image_augmented.zip.* > image_augmented.zip"
voxel_augmented.zip: augmented voxels in RGB format for CraftAssist and ISM buildings (image-voxel dataset, voxel part)
voxel2seq_augmented.zip: voxel-sequence dataset
DOI: 10.5281/zenodo.10275049
title: Datasets for Creative Agents

description: image_origin.zip: original images with text description for CraftAssist buildings (image-text dataset)
image_augmented.zip: augmented images for CraftAssist and ISM buildings (image-voxel dataset, image part), "cat image_augmented.zip.* > image_augmented.zip"
voxel_augmented.zip: augmented voxels in RGB format for CraftAssist and ISM buildings (image-voxel dataset, voxel part)
voxel2seq.tar.gz: voxel-sequence dataset with 6M steps for augmented CraftAssist buildings
DOI: 10.5281/zenodo.10271526
title: A marine heatwave changes the stabilizing effects of biodiversity in kelp forests

description: The code and data are used in a preliminary manuscript, titled "A marine heatwave changes the stabilizing effects of biodiversity in kelp forests".
DOI: 10.5281/zenodo.10271527
title: A marine heatwave changes the stabilizing effects of biodiversity in kelp forests

description: The code and data are used in a preliminary manuscript, titled "A marine heatwave changes the stabilizing effects of biodiversity in kelp forests".
DOI: 10.6084/m9.figshare.24750738
title: WiFi (CSI and RSSI) Data of three Fine-grained Knife Activities (Chop, Slice, French Cut) in an Authentic Kitchen with Different Sensor Placements

description: Device-free human activity recognition (HAR) has been among the commonly investigated HAR methods in the past few years. Even so, a neglected area in this field is the sensor placement in authentic environments. This paper presents a research method to investigate the effects of sensor placement in the recognition performance of fine-grained human activities in an authentic dining context. For this purpose, we proposed three sensor placements by having user and performing area in line-of-sight (LOS) and non-line-of-sight (NLOS).The dataset contains CSI and RSSI data for 3 activities in 3 sensor placements.It is in a zip file containing 3 folders named placement 1, 2, and 3.Each folder contains 31 files for different activities (preparation, chop, slice, and French cut)Each file contains a list of data entries.Each data entry contains the following parts:type (CSI_DATA) - role (AP)- mac (96:DC:5A:81:E5:46) - rssi (-59) - rate (11) - sig_mode (1) - mcs (4) - bandwidth (0) - smoothing (1) - not_sounding (1) - aggregation (0) - stbc (0) - fec_coding (0) - sgi (0) - noise_floor (-95) - ampdu_cnt (0) - channel (8) - secondary_channel (0) - local_timestamp (1718710) - ant (0) - sig_len (126) - rx_state (0) - real_time_set (0) - real_timestamp (2.45605) - len (256) - CSI_DATA (a list of numbers) CSI_DATA in each data entry contains 128 numbers (64 complex numbers), The middle 11th complex numbers (22 numbers) which are 0 and we called the null subcarrier. In addition, the first complex number (2 numbers) is not valid because they are "LO Leakage". So, we will have 128 – 24 = 104 numbers which are 52 complex numbers. These are our 52 subcarriers of CSI data.
DOI: 10.5281/zenodo.10035759
title: Data pertaining to 'Dunedin groundwater monitoring, spatial observations and forecast conditions under sea level rise'

description: Dunedin City in the South Island of New Zealand has many assets and critical infrastructure sitting on a low-lying coastal plain that is underlain by a largely unseen and relatively poorly understood hazard. Shallow groundwater in this area limits the unsaturated ground available to store rain and runoff, promotes flooding and creates opportunities for infiltration into stormwater and wastewater networks. Groundwater levels are expected to rise as sea level rises, causing greater frequency of flooding and/or direct inundation once it nears the ground surface.  This zipped archive contains ArcGIS 10.8 geodatabases and spatial analysis of data gathered from a shallow groundwater monitoring network between 6/3/2019 and 1/5/2023. A series of statistical surfaces represent the present-day (2023) water table elevation and depth to groundwater, the response to rainfall recharge and tidal forcing, the available subsurface storage of rain infiltration.  Simple geometric models have also been developed using the present shape and position of the water table, combined with tidal fluctuations, to forecast the future state of groundwater levels at 10 cm increments of sea level rise (up to 1 m). The geometric models are strongly empirical, with many implicit assumptions and caveats – particularly, that they do not account for groundwater flow and possible changes in water-budget mass balance. Although many variables and controlling processes are simplified into a single parameter, the projected groundwater levels highlight how local variations in the water table shape and slope interact locally with the ground elevation or infrastructure networks. They are best considered as a worst-case analysis of groundwater-related contribution to hazard and how this will evolve over time. Data are licensed under Creative Commons Attribution 4.0 (CC-BY-4.0) license without warranty. Further description of these data, and implications from the analysis, can be found in the GNS Science metadata catalogue https://data.gns.cri.nz/metadata/srv/eng/catalog.search#/metadata/06a86338-a0fa-436f-9c80-2d8da1dcd64f oe Cox et al. (2023) GNS Science Report 2023/43 doi:10.21420/5799-N894.
DOI: 10.6084/m9.figshare.22814777
title: Middle Miocene onset of the Litang fault system records kinematic change in eastern Tibet.

description: This data package has 1 supplementary text and captions for 6 Tables, including structural analysis sites and sample information, protocols for the dating methods, new geochronology and thermochronology results, and input parameters for thermal-history modelling.
DOI: 10.6084/m9.figshare.22814777.v1
title: Middle Miocene onset of the Litang fault system records kinematic change in eastern Tibet.

description: This data package has 1 supplementary text and captions for 6 Tables, including structural analysis sites and sample information, protocols for the dating methods, new geochronology and thermochronology results, and input parameters for thermal-history modelling.
DOI: 10.5281/zenodo.10275032
title: Fault Analysis Database with Features (FADbF)

description: This repository is also available in GitHub: https://github.com/leandroensina/FADbF
The FADbF dataset companions the paper entitled "Fault Distance Estimation for Transmission Lines with Dynamic Regressor Selection", published in Neural Computing and Applications, doi: 10.1007/s00521-023-09155-y. More information about the dataset can be found in this reference.
Associated Tasks: classification and regression
Instances: 168,000
Attributes: 128, including the two possible targets
Additional Information: this database comprises several attributes extracted from time series of fault simulations of a transmission line with 500 kV, 414 km, and 60 Hz. In total, we extracted 21 features separately for each of the three phases for both voltage and current waveforms along two post-fault cycles from a single terminal, resulting in 126 attributes (21 * 3 * 2 = 126) in addition to the two possible targets, i.e., fault type (classification task) and fault location (regression task). If desired, the fault type can also be used as a feature for the fault location task.
DOI: 10.5281/zenodo.10275033
title: Fault Analysis Database with Features (FADbF)

description: This repository is also available in GitHub: https://github.com/leandroensina/FADbF
The FADbF dataset companions the paper entitled "Fault Distance Estimation for Transmission Lines with Dynamic Regressor Selection", published in Neural Computing and Applications, doi: 10.1007/s00521-023-09155-y. More information about the dataset can be found in this reference.
Associated Tasks: classification and regression
Instances: 168,000
Attributes: 128, including the two possible targets
Additional Information: this database comprises several attributes extracted from time series of fault simulations of a transmission line with 500 kV, 414 km, and 60 Hz. In total, we extracted 21 features separately for each of the three phases for both voltage and current waveforms along two post-fault cycles from a single terminal, resulting in 126 attributes (21 * 3 * 2 = 126) in addition to the two possible targets, i.e., fault type (classification task) and fault location (regression task). If desired, the fault type can also be used as a feature for the fault location task.
DOI: 10.21985/n2-kn3g-cw48
title: rCRS polyC probes
DOI: 10.5281/zenodo.10275259
title: O'SMIRLARDA GENDER IDENTIKLIK RIVOJLANISHI HAQIDAGI ILMIY MANBALARNING NAZARIY TAHLILI
DOI: 10.5281/zenodo.10275260
title: O'SMIRLARDA GENDER IDENTIKLIK RIVOJLANISHI HAQIDAGI ILMIY MANBALARNING NAZARIY TAHLILI
DOI: 10.6084/m9.figshare.21989720
title: Members of the class <i>Candidatus</i> Ordosarchaeia imply an alternative evolutionary scenario from methanogens to haloarchaea

description: These are the raw data and scripts for the manuscript "Members of the class <i>Candidatus</i> Ordosarchaeia imply an alternative evolutionary scenario from methanogens to haloarchaea".
DOI: 10.6084/m9.figshare.21989720.v4
title: Members of the class <i>Candidatus</i> Ordosarchaeia imply an alternative evolutionary scenario from methanogens to haloarchaea

description: These are the raw data and scripts for the manuscript "Members of the class <i>Candidatus</i> Ordosarchaeia imply an alternative evolutionary scenario from methanogens to haloarchaea".
DOI: 10.6084/m9.figshare.21989720.v3
title: Members of the class <i>Candidatus</i> Ordosarchaeia implicate an alternative evolutionary path from methanogens to haloarchaea

description: These are the raw data and scripts for the manuscript "Members of the class <i>Candidatus</i> Ordosarchaeia implicate an alternative evolutionary path from methanogens to haloarchaea".
DOI: 10.5281/zenodo.10275266
title: PHILOSOPHICAL AND PEGAGOGICAL-PSYCHOLOGICAL FACTORS OF PROTECTING CADETS OF HIGHER MILITARY EDUCATION INSTITUTIONS FROM THE INFLUENCE OF NEGATIVE INFORMATION
DOI: 10.5281/zenodo.10275274
title: CRITICAL THINKING IS A SYSTEM OF JUDGEMENT
DOI: 10.5281/zenodo.10275284
title: BASIC CONCEPTS IN PROVERBS.
DOI: 10.5281/zenodo.10275283
title: BASIC CONCEPTS IN PROVERBS.
DOI: 10.5281/zenodo.10275265
title: PHILOSOPHICAL AND PEGAGOGICAL-PSYCHOLOGICAL FACTORS OF PROTECTING CADETS OF HIGHER MILITARY EDUCATION INSTITUTIONS FROM THE INFLUENCE OF NEGATIVE INFORMATION
DOI: 10.5281/zenodo.10275294
title: O'ZBEK BOLALAR ADABIYOTI VA UNI BOSHLANG`ICH TA`LIMDA O'RGANISHNING METODOLOGIK ASOSI.
DOI: 10.5281/zenodo.10275273
title: CRITICAL THINKING IS A SYSTEM OF JUDGEMENT
DOI: 10.5281/zenodo.10275293
title: O'ZBEK BOLALAR ADABIYOTI VA UNI BOSHLANG`ICH TA`LIMDA O'RGANISHNING METODOLOGIK ASOSI.
DOI: 10.5281/zenodo.10275296
title: THE IMPORTANCE OF PEDAGOGICAL TECHNIQUES IN THE PROFESSIONAL ACTIVITY OF A TEACHER
DOI: 10.5281/zenodo.10275297
title: THE IMPORTANCE OF PEDAGOGICAL TECHNIQUES IN THE PROFESSIONAL ACTIVITY OF A TEACHER
DOI: 10.6084/m9.figshare.21551379
title: Metabolomic Profile in the Aqueous Humor of Congenital Ectopia Lentis

description: To explore the metabolic profiles in the aqueous humor (AH) of patients with congenital ectopia lentis (CEL). We conducted a comprehensive analysis of the metabolites of AH samples of patients with CEL (<i>n</i> = 22) and age-matched patients (<i>n</i> = 22) with congenital cataract by ultra-high performance liquid chromatography tandem-mass spectrometry. The metabolomic characteristics were visualized by principal component analysis, orthogonal partial least squares discriminant analysis and heat map. The levels of the differential metabolites were also compared between CEL patients with and without FBN1 mutations. Pathway enrichment analysis was performed by using Kyoto Encyclopedia of Genes and Genomes. Receiver operating characteristic analysis was performed to select potential biomarkers. There were 175 differential metabolites identified between the two groups. Eight metabolites were found to be potential biomarkers in AH of CEL patients. The CEL group showed a significant increase in α-ketoglutarate and decrease in citrate, suggesting that the tricarboxylic acid (TCA) cycle was disturbed. l-proline, prolyl-hydroxyproline, and l-histidine were reduced, which prompted enhanced degradation of microfibrils and collagen. Insidious retinal nerve damage was implied because N-Acetyl-aspartylglutamic acid and N-Acetyl-l-aspartic acid were found to be significantly increased. Pathway enrichment analysis indicated that disturbances in amino acid metabolism and carbohydrate metabolism were the key processes in the pathogenesis of CEL and that TCA cycle disorder may be the driving force behind disease occurrence. These data reveal the characteristics in the metabolomic profiles of the AH of CEL patients, which help provide insights into the pathogenesis of this rare disease.
DOI: 10.6084/m9.figshare.21629579
title: Effects of Myopia on Rates of Change in Optical Coherence Tomography Measured Retinal Layer Thicknesses in People with Multiple Sclerosis and Healthy Controls

description: To quantify the associations of myopia with longitudinal changes in retinal layer thicknesses in people with multiple sclerosis (PwMS) and healthy controls (HC). A cohort of PwMS and HC with recorded refractive error (RE) prospectively scanned on Cirrus HD-OCT at the Johns Hopkins MS Center was assessed for inclusion. Exclusion criteria included OCT follow-up &lt; 6 months, ocular comorbidities, incidental OCT pathologies, and inadequate scan quality. Eyes were classified as having high myopia (HM) (RE≤ −6 diopters), low myopia (LM) (RE&gt; −6 and ≤ −3 diopters), or no myopia (NM) (RE&gt; −3 and ≤ +2.75). Linear mixed-effects regression models were used in analyses. A total of 213 PwMS (eyes: 67 HM, 98 LM, 207 NM) and 80 HC (eyes: 26 HM, 37 LM, 93 NM) were included. Baseline average ganglion cell/inner plexiform (GCIPL) and peri-papillary retinal nerve fiber layer (pRNFL) thicknesses were lower in MS HM compared with MS NM (diff: −3.2 µm, 95% CI: −5.5 to −0.8, <i>p</i> = 0.008 and −5.3 µm, 95% CI: −9.0 to −1.7, <i>p</i> = 0.004, respectively), and similarly in HC HM, as compared with HC NM. Baseline superior, inferior, and nasal pRNFL thicknesses were lower in HM compared with NM, while temporal pRNFL thickness was higher, both in MS and HC (MS: 7.1 µm, 95% CI: 2.7–11.6, <i>p</i> = 0.002; HC: 4.7 µm, 95% CI: −0.3 to 9.7, <i>p</i> = 0.07). No longitudinal differences in rates of GCIPL change were noted between HM and LM <i>vs.</i> NM, either in MS or HC. Cross-sectional differences in average GCIPL and pRNFL thicknesses are commonly seen in people with HM as compared to reference normative values from people with NM and can lead to false attribution of pathology if RE is not taken into account. However, our study suggests that longitudinal changes in average GCIPL thickness in PwMS with myopia are similar in magnitude to PwMS with NM, and therefore are appropriate for monitoring disease-related pathology.
DOI: 10.6084/m9.figshare.21629579.v1
title: Effects of Myopia on Rates of Change in Optical Coherence Tomography Measured Retinal Layer Thicknesses in People with Multiple Sclerosis and Healthy Controls

description: To quantify the associations of myopia with longitudinal changes in retinal layer thicknesses in people with multiple sclerosis (PwMS) and healthy controls (HC). A cohort of PwMS and HC with recorded refractive error (RE) prospectively scanned on Cirrus HD-OCT at the Johns Hopkins MS Center was assessed for inclusion. Exclusion criteria included OCT follow-up &lt; 6 months, ocular comorbidities, incidental OCT pathologies, and inadequate scan quality. Eyes were classified as having high myopia (HM) (RE≤ −6 diopters), low myopia (LM) (RE&gt; −6 and ≤ −3 diopters), or no myopia (NM) (RE&gt; −3 and ≤ +2.75). Linear mixed-effects regression models were used in analyses. A total of 213 PwMS (eyes: 67 HM, 98 LM, 207 NM) and 80 HC (eyes: 26 HM, 37 LM, 93 NM) were included. Baseline average ganglion cell/inner plexiform (GCIPL) and peri-papillary retinal nerve fiber layer (pRNFL) thicknesses were lower in MS HM compared with MS NM (diff: −3.2 µm, 95% CI: −5.5 to −0.8, <i>p</i> = 0.008 and −5.3 µm, 95% CI: −9.0 to −1.7, <i>p</i> = 0.004, respectively), and similarly in HC HM, as compared with HC NM. Baseline superior, inferior, and nasal pRNFL thicknesses were lower in HM compared with NM, while temporal pRNFL thickness was higher, both in MS and HC (MS: 7.1 µm, 95% CI: 2.7–11.6, <i>p</i> = 0.002; HC: 4.7 µm, 95% CI: −0.3 to 9.7, <i>p</i> = 0.07). No longitudinal differences in rates of GCIPL change were noted between HM and LM <i>vs.</i> NM, either in MS or HC. Cross-sectional differences in average GCIPL and pRNFL thicknesses are commonly seen in people with HM as compared to reference normative values from people with NM and can lead to false attribution of pathology if RE is not taken into account. However, our study suggests that longitudinal changes in average GCIPL thickness in PwMS with myopia are similar in magnitude to PwMS with NM, and therefore are appropriate for monitoring disease-related pathology.
DOI: 10.5281/zenodo.10275307
title: PEDAGOGICAL OPPORTUNITIES FOR THE DEVELOPMENT OF CONSTRUCTIVE ABILITIES OF STUDENTS IN AN ELECTRONIC INFORMATION AND EDUCATIONAL ENVIRONMENT.
DOI: 10.5281/zenodo.10275306
title: PEDAGOGICAL OPPORTUNITIES FOR THE DEVELOPMENT OF CONSTRUCTIVE ABILITIES OF STUDENTS IN AN ELECTRONIC INFORMATION AND EDUCATIONAL ENVIRONMENT.
DOI: 10.5281/zenodo.10275314
title: VISUAL METHODS FOR SOLVING PROBLEMS
DOI: 10.5281/zenodo.10275315
title: VISUAL METHODS FOR SOLVING PROBLEMS
DOI: 10.5281/zenodo.10275334
title: ABOUT THE BASIC CONCEPTS OF ARITHMETIC AND OPERATIONS PERFORMED ON THEM
DOI: 10.5281/zenodo.10275335
title: ABOUT THE BASIC CONCEPTS OF ARITHMETIC AND OPERATIONS PERFORMED ON THEM
DOI: 10.5281/zenodo.10275340
title: TOOLS AND FORMS OF DEVELOPMENT OF INFORMATION COMMUNICATION COMPETENCE OF FUTURE PRIMARY SCHOOL TEACHERS