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Contents of Volume 29 (2019)1/2019 2/2019 3/2019 4/2019 5/2019
- [1] Jha S.K., Bilalovikj J. (Vietnam, Macedonia)
A comparative approach of neural network and regression analysis in very short-term wind speed prediction , pp. 285-300
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.018Abstract: The accurate estimation of very short-term wind speed is essential for planning, management, and distribution of wind power produced by any installed wind turbine at a power plant. This study is based on very short-term wind characteristics and meteorological data measured from the wind farm at Bogdanci, in the Former Yugoslav Republic of Macedonia (FYROM) in between May-September 2015. Moreover, the study focuses on the comparative analysis of conventional polynomial based regression analysis and artificial neural network (ANN) methods for very short-term wind speed prediction at the interval of 10 min using four types of wind directions, and three atmospheric parameters. Polynomial regression analysis results in the maximum accuracy (R2 = 0.71) in the prediction of wind speed rotation mean (WSRM) using the wind direction base mean (WDBM) and temperature. The ANN method achieves the best efficiency (R2 = 0.97) in the prediction of WSRM using four types of wind directions and three atmospheric parameters. The ANN performs better than the conventional regression analysis in the prediction of each of the target wind speeds.
- [2] Raja Basha A., Yaashuwanth C. (India)
An optimal data aggregation scheme for wireless sensor network using QOS parameters with efficient failure detection and loss recovery technique, pp. 301-324
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.019Abstract: WSN: Wireless Sensor Networks play a significant part in its modern era but its limited power supply acts as a blocking stone in it growth. In order to save energy in WSN the concept of aggregator node is introduced, where the aggregator node would act as a mid-point between the source and destination node during the data transmission. The data aggregation process creates major problems like excess energy expenditure, and delay. In the process of eliminating or reducing the delay and energy expenditure, the researchers have been handled in different ways. Applications like environment monitoring, target tracking, military surveillance and health care require reliable and accurate information. Many researchers have proposed data aggregation techniques to enhance the latency, average energy consumption and average network lifetime. However, these techniques are not sufficient to address situations like node failure and loss recovery. This paper proposes to build a solid wireless sensor system which concentrate on efficient optimal data aggregation along with additional QoS metrics such as failure detection and loss recovery. The first contribution of this paper is to propose an Improved Wolf Optimization (IWO) algorithm for clustering. The clustering process includes an efficient cluster formation like, Cluster Head (CH), and Sub Head (SH) selection. The second contribution of this paper is inclusion of failure detection and loss recovery. The former is developed based on Multi-criteria Moths-Flame Decisionmaking (MMFD) model and the latter is achieved through SH. SH node will act as the backup node for cluster head when failure instances are detection. CH recovers the lost data through SH, which minimize the additional delay of backup node selection process and save much more energy. The results are simulated using network simulator 2 tool and it is compared with existing techniques. The Network Simulator - 2 results disclose that the findings are better than the available existing methodologies.
- [3] Henclová K. (CZ)
Using CMA-ES for tuning coupled PID controllers within models of combustion engines, pp. 325-344
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.020Abstract: Proportional integral derivative (PID) controllers are important and widely used tools of system control. Tuning their gains is a laborious task, especially for complex systems such as combustion engines. To minimize the time an engineer spends tuning the gains in a simulation software, we propose to formulate a part of the problem as a black-box optimization task. In this paper, we summarize the properties and practical limitations of gain tuning in this particular application. We investigate the latest methods of black-box optimization and conclude that the Covariance Matrix Adaptation Evolution Strategy (CMA-ES) with bi-population restart strategy, elitist parent selection and active covariance matrix adaptation is best suited for this task. Details of the algorithm's experiment-based calibration are explained as well as derivation of a suitable objective function. The method's performance is compared with that of PSO and SHADE. Finally, its usability is verified on six models of real engines.
- [4] Su T., Min S., Shi A., Cao Z., Dong M. (China)
A CNN-LSVM model for imbalanced images identification of wheat leaf, pp. 345-361
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.021Abstract: In order to improve the accuracy of convolutional neural networks (CNN) in imbalanced dataset classification, a novel hierarchical CNN-LSVM is proposed. Considering the imbalance in the number and spatial distribution of wheat leaf disease images, the improved local support vector machine (LSVM) re- places Softmax as the classifier of the model, and meanwhile a cost sensitive matrix is designed to assign the value for penalty factors in the optimized objective function of LSVM. It effectively improves the sensitivity of misclassification caused by imbalanced data. To verify the validity and practicability of CNN-LSVM, 6028 wheat leaf disease images containing 8 species are collected from planting bases in Shandong Agricultural University. Then the imbalanced and balanced standard image sets are generated by data augmentation and Borderline-Synthetic Minority Oversampling (Borderline-SMOTE). They have 36168 and 46176 images, respec- tively. The experimental results show that the average identification accuracies of the CNN-LSVM obtained on imbalanced and balanced standard datasets are 90.32% and 93.68%, respectively. And it starts to converge when the iteration times are close to 13000. CNN-LSVM has higher classification accuracy and lower iteration times, compared with CNN-Softmax, CNN-SVM, LSVM and support vector machine (SVM).
- [5] Svítek M. (CZ)
Quantum multidimensional models of complex systems, pp. 363-371
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.022Abstract: The paper presents a new methodology how to extend the well-known quantum model [2] with (2N-1) free parameters (moduli and phases) of wave probabilistic functions ψ(Ai) assigned into events Ai, i∈(1,2,...,N) to (N(N+1))/2 free parameters necessary for full N-dimensional representation of complex system. Our approach generally enables to include additional functions applied on events Ai, i∈(1,2,...,N). In the paper, we will demonstrate this mathematical instrument on additional wave probabilistic functions ψ(Ak ∩ Am ∩ ... ∩ An) connected with macroscopic events' intersections Ak ∩ Am ∩ ... ∩ An where k,m,...,n ∈(1,2,...,N)
- [2] Raja Basha A., Yaashuwanth C. (India)
- [1] Tekerek A., Bay O.F. (Turkey)
Design and implementation of an artificial intelligence-based web application firewall model, pp. 189-206
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.013Abstract: Attacks on web applications and web-based services were conducted using Hyper-Text Transfer Protocol (HTTP), which is also used as the communication protocol of web-based applications. Due to the dynamic structure of web applications and the fact that they have many variables, detection and prevention of web-based attacks are made more difficult. In this study, a hybrid learning-based web application firewall (WAF) model is proposed to prevent web-based attacks, by using signature-based detection (SBD) and anomaly-based detection (ABD). Detection of known web-based attacks is done by using SBD, while detection of anomaly HTTP requests is done by using ABD. Learning-based ABD is implemented by using Artificial Neural Networks (ANN). Thus, an adaptation of the model against zero-day attacks is ensured by learning-based ABD by using ANN. The proposed model is tested by using WAF2015, CSIC 2010 and ECML-PKDD datasets which are open source datasets. According to the test results, a high mean achievement percentage (96,59%) was obtained. Detection results are also compared to previous studies. After comparison, the proposed model promises higher performance than what the existing studies until now have to offer.
- [2] Alquran H., Alqudah A.M., Abu-Qasmieh I., Al-Badarneh A., Almashaqbeh S. (Jordan)
ECG classification using higher order spectral estimation and deep learning techniques, pp. 207-219
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.014Abstract: Electrocardiogram (ECG) is one of the most important and effective tools in clinical routine to assess the cardiac arrhythmias. In this research higher order spectral estimations, bi-spectrum and third-order cumulants, are evaluated, saved, and pre-trained using convolutional neural networks (CNN) algorithm. CNN is transferred in this study to carry out automatic ECG arrhythmia diagnostics after employing the higher-order spectral algorithms. Transfer learning strategies are applied on pre-trained convolutional neural network, namely AlexNet and GoogleNet, to carry out the final classification. Five different arrhythmias of ECG waveform are chosen from the MIT-BIH arrhythmia database to evaluate the proposed approach. The main contribution of this study is to utilize the pre-trained convolutional neural networks with a combination of higher-order spectral estimations of arrhythmias ECG signal to implement a reliable and applicable deep learning classification technique. The Highest average accuracy obtained is 97.8% when using third cumulants and GoogleNet. As is evident from these results, the proposed approach is an efficient automatic cardiac arrhythmia classification method and provides a reliable recognition system based on well-established CNN architectures instead of training a deep CNN from scratch.
- [3] Miloševic N., Rackovic, M. (Serbia)
Classification based on missing features in deep Convolutional Neural Networks, pp. 221-234
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.015Abstract: Artificial Neural Networks, notably Convolutional Neural Networks (CNN) are widely used for classification purposes in different fields such as image classification, text classification and others. It is not uncommon therefore that these models are used in critical systems (e.g. self-driving cars), where robustness is a very important attribute. All Convolutional Neural Networks used for classification, classify based on the extracted features found in the input sample. In this paper, we present a novel approach of doing the opposite - classification based on features not present in the input sample. Obtained results show not only that this way of learning is indeed possible but also that the trained models become more robust in certain scenarios. The presented approach can be applied to any existing Convolutional Neural Network model and does not require any additional training data.
- [4] Kilic H., Yuzgec U., Karakuzu C. (Turkey)
Improved Antlion Optimizer Algorithm and its performance on neuro fuzzy inference system, pp. 235-254
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.016Abstract: Antlion optimizer algorithm (ALO) is inspired by hunting strategy of antlions. In this study, an improved antlion optimization algorithm is proposed for training parameters of adaptive neuro fuzzy inference system (ANFIS). In the standard ALO algorithm, the greatest deficiency is its long running time during optimization process. The random walking model of ants, the selection procedure and boundary checking mechanism have been developed to speed up standard ALO algorithm. To evaluate the performance of the improved antlion optimization algorithm (IALO), it has been tested on dynamic system modelling problems. ANFIS's parameters has been optimized by IALO algorithm to model five dynamic systems. ANFIS training procedure has been performed with 30 independent runs. Each training has been started with the random initial parameters of ANFIS and performance metrics have been obtained at the end of training. The results show that the IALO algorithm is able to provide competitive results in terms of mean, best, worst, standard deviation, training time metrics. According to the training time result, the proposed IALO algorithm has better performance than standard ALO algorithm and the average training time has been reduced to approximately 80 %.
- [5] M. Křížek (CZ)
Do Einsteins equations describe reality well?, pp. 255-283
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.017Abstract: The standard cosmological model that is based on Einstein's equations possesses many paradoxes. Therefore, we take a closer look at the equations themselves, and not only on cosmological scales. In this survey paper, we present 10 significant problems and drawbacks of Einstein's equations investigated by the author. They include their extremely large complexity, non-differentiability of the metric, difficulties with initial and boundary conditions, multiple divisions by zero, excessive extrapolations to cosmological distances leading to mysterious dark matter and dark energy entities, unconvincing relativistic tests, the absence of aberration effects, and scale non-invariance. We also discuss a slight violation of the laws of conservation of energy and of momentum.
- [2] Alquran H., Alqudah A.M., Abu-Qasmieh I., Al-Badarneh A., Almashaqbeh S. (Jordan)
- [1] Sharif S.M.A., Mahboob M. (Bangladesh, US)
Deep HOG: A hybrid model to classify Bangla isolated alpha-numerical symbols, pp. 111-133
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.009Abstract: Bangla is known to be the second most widely used script in the South Asian region. Despite its wide usage, a complete study with all available Bangla handwritten image classes is still due. This work proposes a hybrid model to classify all available handwritten image classes and unifying the existing benchmark datasets. The feasibility of the di erent handcrafted features in the hybrid model also has been demonstrated. Moreover, the proposed hybrid model obtain a maximum accuracy of 89.91% in validation phase with a total of 259 Bangla alpha-numerical image classes. With the same number of image classes, the proposed hybrid model shows a testing accuracy of 89.28% on 15,175 testing samples. The comparison results demonstrate that the proposed hybrid-HOG model can outperform the existing state-of-the-art classification models in Bangla handwritten alpha-numerical image classification. The code will be available on https://github.com/sharif-apu/hybrid-259.
- [2] Min Xia, Chong Zhang, Yin Wang, Jia Liu, Chunzheng Li (China)
Memory based decision making: A spiking neural circuit model, pp. 135-149
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.010Abstract: Conscious decision making is one of the important functions of human behavior. Episodic memory is the source of knowledge for conscious decision making. The mechanism of how episodic memory a ects conscious decision-making is unclear. To investigate the brain mechanism of conscious decision making, we investigated a biologically-based network model of spiking neurons for competition between automatic response and conscious decision making. The proposed model integrates episodic memory modular and brain decision-making modular, and uses episodic memory output as the top-down input of decision making. In the decision making, the network realizes the competition between decision patterns through mutual inhibition, finally reaches the conscious decision making. The simulations show that the proposed model can well implement multimodal coherent decision making under sequential memory control. The proposed model can effectively explain the transmission mechanism of conscious decision information.
- [3] Fister D., Mun J.C., Jagric V., Jagric T. (Slovenia, US) ,
Deep learning for stock market trading: a superior trading strategy?, pp. 151-171
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.011Abstract: Deep-learning initiatives have vastly changed the analysis of data. Complex networks became accessible to anyone in any research area. In this paper we are proposing a deep-learning long short-term memory network (LSTM) for automated stock trading. A mechanical trading system is used to evaluate its performance. The proposed solution is compared to traditional trading strategies, i.e., passive and rule-based trading strategies, as well as machine learning classifiers. We have discovered that the deep-learning long short-term memory network has outperformed other trading strategies for the German blue-chip stock, BMW, during the 20102018 period.
- [4] Rybicková A., Mocková D., Teichmann D. (CZ)
Genetic algorithm for the continuous location-routing problem, pp. 173-187
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.012Abstract: This paper focuses on the continuous location-routing problem that comprises of the location of multiple depots from a given region and determining the routes of vehicles assigned to these depots. The objective of the problem is to design the delivery system of depots and routes so that the total cost is minimal. The standard location-routing problem considers a finite number of possible locations. The continuous location-routing problem allows location to infinite number of locations in a given region and makes the problem much more complex. We present a genetic algorithm that tackles both location and routing subproblems simultaneously.
- [2] Min Xia, Chong Zhang, Yin Wang, Jia Liu, Chunzheng Li (China)
- [1] Kratochvíl R., Jánešová M. (CZ)
Use of clustering for creating economic-mathematical model of a web portal, pp. 61-70
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.005Abstract: This article describes the mathematical economic model of a communication web portal. To create the model, we use Cluster analysis as one of the areas of artifficial intelligence. Based on real data obtained from the operation of the communication web portal and the subsequent identification of the individual data clusters, a model is created that mathematically describes the dependence of economic variables (income from sales of services and selling price of services) on other variables (time of sales of services and field of offered services). Using this analysis, the model clusters together all data to parameterized sets of given properties. The main purpose of creating a model is the suitable classification of data. Consequently, it is possible to streamline the sale of the services and maximize the profits of web portals offering this type of service.
- [2] Ling Y.,Chai C., Hou W., Hei D., Qing S.,Jia W. (China)
A new method for nuclear accident source term inversion based on ga-bpnn algorithm, pp. 71-82
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.006Abstract: Rapid and accurate prediction and evaluation of accident consequences can provide scientific basis for decision-making of nuclear emergency measures. Accident source term estimation under reactor accident conditions is an important part of nuclear accident consequence evaluation. In order to accurately estimate the information of radioactive source terms released from nuclear power plants to the environment, an inversion model of accident source terms based on BP neural network algorithm (BPNN) was constructed. And to resolve the defect that BPNN is easy to fall into local minimum during training process, genetic algorithm (GA) was used to optimize the weights and thresholds of BPNN. In this paper, referring to the release rates of radioactive source term from the Fukushima nuclear accident. The release rates of 131I and 137Cs diffused into the environment in stable atmosphere were taken as the two target outputs of the GA-BPNN, and the meteorological data for one hour at fixed monitoring points were taken as the target inputs. And the simulation results showed that for the release rate of 131I and 137Cs, the mean relative errors of the training and the testing sample sets were both below 2% which indicates that the GA-BPNN model not only improves the shortcoming of BPNN, but also increases the speed and accuracy of source term inversion.
- [3] Cheng Y., Ye Z., Wang M., Zhang Q. (China)
Document classification based on convolutional neural network and hierarchical attention network, pp. 83-98
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.007Abstract: Numerous studies have demonstrated that the neural network model can achieve satisfactory performance in various natural language processing (NLP) tasks. In recent years, document classification is one of the NLP tasks that has gain considerable attention from researchers. For NLP tasks, convolutional neural network (CNN), recurrent neural network (RNN) and attention mechanism can be used. In this work, it is assumed that a document can be divided into two levels, word level and sentence level. In this paper, an effective and novel model called C-HAN (Convolutional Neural Network-based and Hierarchical Attention Network with RNN as basic units-based model) is proposed for document classification by combining the advantages of CNN, RNN and attention model. The CNN is used to extract the abstract relations between different words that are then fed into an attention based bidirectional long short-term memory recurrent neural network (Bi-LSTM) to obtain the high-level abstract representation of sentences. The representation of a document consists of sentences is obtained by using another attention based Bi-LSTM. Lastly, the classification ability of the proposed C-HAN model is evaluated on two datasets. The experimental results demonstrate that the C-HAN model outperforms previous deep learning methods and achieves the state-of-art performance.
- [4] Ata A., Khan M.A., Abbas S., Ahmad G., Fatima A. (Pakistan)
Modelling smart road traffic congestion control system using machine learning techniques, pp. 99-110
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.008Abstract: By the dramatic growth of the population in cities requires the traffic systems to be designed eciently and sustainably by taking full advantage of modern-day technology. Dynamic traffic flow is a significant issue which brings about a block of traffic movement. Thus, for tackling this issue, this paper aims to provide a mechanism to predict the traffic congestion with the help of Artificial Neural Networks (ANN) which shall control or minimize the blockage and result in the smoothening of road traffic. Proposed Modeling Smart Road Traffic Congestion Control using Artificial Back Propagation Neural Networks (MSR2C-ABPNN) for road traffic increase transparency, availability and efficiency in services offered to the citizens. In this paper, the prediction of congestion is operationalized by using the algorithm of backpropagation to train the neural network. The proposed system aims to provide a solution that will increase the comfort level of travellers to make intelligent and better transportation decision, and the neural network is a plausible approach to find traffic situations. Proposed MSR2C-ABPNN with Time series gives attractive results concerning MSE as compared to the fitting approach.
- [2] Ling Y.,Chai C., Hou W., Hei D., Qing S.,Jia W. (China)
- [1] Vaitová M., Štemberk P., Rosseel T.M. (CZ)
Fuzzy logic model of irradiated aggregates , pp. 1-18
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.001Abstract: The worldwide need for nuclear power plant (NPP) lifetime extension to meet future national energy requirements while reducing greenhouse gases raises the question of the condition of concrete structures exposed to ionizing radiation. Although research into the effects of radiation has a long history and the phenomenon of deterioration of concrete due to irradiation is not yet completely understood, the main assumed degradation mode is radiation-induced volumetric expansion of aggregates. There are experimental data on irradiated concrete obtained over decades under different conditions; however, the collection of data exhibits considerable scatter. Fuzzy logic modeling offers an effective tool that can interconnect various data sets obtained by different teams of experts under different conditions. The main goal of this work is to utilize available data on irradiated concrete components such as minerals and aggregates that expand upon irradiation. Furthermore, aggregate radiation-induced volumetric expansion gives an estimate of the change in mechanical properties of aggregate after years of reactor operation. The mechanical properties of irradiated aggregate can then be used for modeling irradiated concrete in the actual NPP structure based on the composition of concrete, the average temperature on the surface of the biological shield structure, and the neutron dose received by biological shield.
- [2] Snor J., Kukal J., Van Tran Q. (CZ)
SOM in Hilbert space , pp. 19-31
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.002Abstract: The self organization can be performed in an Euclidean space as usually defined or in any metric space which is generalization of previous one. Both approaches have advantages and disadvantages. A novel method of batch SOM learning is designed to yield from the properties of the Hilbert space. This method is able to operate with finite or infinite dimensional patterns from vector space using only their scalar product. The paper is focused on the formulation of objective function and algorithm for its local minimization in a discrete space of partitions. General methodology is demonstrated on pattern sets from a space of functions.
- [3] Fu X.Y., Luo H., Zhang G.Y., Zhong S.S. (China)
A lazy support vector regression model for prediction problems with small sample size, pp. 33-44
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.003Abstract: Prediction problems with small sample size are problems which widely exist in engineering application. Because lazy prediction algorithms can utilize the information of predicted individual, it is often possible for them to achieve better predictive effect. Traditional lazy prediction algorithms generally use sample information directly, and therefore the predictive effect still has room for improvement. In this paper, we combine support vector regression (SVR) with lazy prediction algorithm, and propose a lazy support vector regression (LSVR) model. The insensitive loss function in LSVR depends on the distance between the individual in training sample set and the predicted individual. The smaller the distance, the smaller the lossless interval of the individual in training sample set, which means that the individual in training sample set has a great impact on the predicted individual. To solve the LSVR model, a generalized Lagrangian function is introduced to obtain the dual problem of the primal problem, and the solution to the primal problem is obtained by solving the dual problem. Finally, three numerical experiments are conducted to validate the predictive effect of LSVR. The experimental results show that the predictive effect of LSVR is better than those of e-SVR, neural network (NN) and random forest (RF), and it is also better than that of k-nearest neighbor (k-NN) algorithm when the sample size is not too small and the distance between the predicted individual and the individual in training sample set is not too large. Therefore, LSVR not only has the advantage of good generalization ability of traditional SVR, but also has the advantage of good local accuracy of lazy prediction algorithm.
- [4] Yildirim O., Baloglu U.B. (Turkey, UK) ,
RegP: A new pooling algorithm for deep convolutional neural networks, pp. 45-60
Full text DOI: http://dx.doi.org/10.14311/NNW.2019.29.004Abstract: In this paper, we propose a new pooling method for deep convolutional neural networks. Previously introduced pooling methods either have very simple assumptions or they depend on stochastic events. Different from those methods, RegP pooling intensely investigates the input data. The main idea of this approach is finding the most distinguishing parts in regions of the input by investigating neighborhood regions to construct the pooled representation. RegP pooling improves the efficiency of the learning process, which is clearly visible in the experimental results. Further, the proposed pooling method outperformed other widely used hand-crafted pooling methods on several benchmark datasets.
- [2] Snor J., Kukal J., Van Tran Q. (CZ)


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Chicken Squids
- 2 Chicken Breasts
- 1/2 tsp garlic powder
- 1/2 tsp smoked paprika
- 1/4 tsp cayenne chilli powder (optional)
- Himalayan pink or Celtic sea salt and freshly ground black pepper
- 1/2 red pepper, thinly sliced length ways
- 1/2 green pepper, thinly sliced length ways
- 1 carrot, sliced into thin sticks
- 1 spring onion (chopped)
- 1 handful fresh coriander
- 2 tbsp coconut oil
- 4 toothpicks (to hold together)
- Place each chicken breast between two sheets of cling film and using a rolling pin or meat hammer give the chicken a good wallop until both chicken breasts are nice and flat. (Not such a good wallop that they split!)
- Cut the breasts down the middle lengthways so you now have four pieces. Then sprinkle at piece evenly with the paprika, chilli, garlic and salt and pepper.
- Divide the peppers and carrots evenly between the four pieces and place them in the chicken, across the middle. Top each with spring onions and coriander before wrapping the chicken around the veg like a fajita wrap. You will need a tooth pick to stick through the middle to keep together.
- Heat the oil in a pan on a medium heat before adding each little wrap. Sprinkle them with a little more paprika and garlic before cooking for about 8-10 minutes, turning occasionally so they go nice and golden all over.
This recipe is taken from our best selling second book, Fitter Food: A Second Helping. Order your copy here today.

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Driver77p started following Need pin diagram for Lorex network camera
Need pin diagram for Lorex network camera
Driver77p replied to abner's topic in IP/Megapixel Cameras and Software SolutionsOk I registered so I could give some feedback. I have a Lorex 4K camera system that has only six wires on the Camera side of the RJ 45 and 2nd plug, and I used corresponding chart above to solder the connections because my female lorex corroded within a week when the lorex weatherproof cover failed - so I needed to connect direct and bypass the female end of the lorex camera to the cat5e. The good news is using the diagrams above, everything works perfectly (audio and video) and they are 4K Cameras. Here's the tip, the wires are so small the best way to get them connected directly or solder them together is to twist them together with the insulation still on them, and put the soldering gun tip on the insulation on both wires at once, and solder them at the same time using this method. The insulation melts, exposes the wires, and solders them solid. IMHO there is no other way since the wires will break when just trying to strip insulation off of them. Thats my give back and thanks to those above for the diagram...it worked flawlessly. Jim


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and loyal workers and also to establish an educational hierarchy in which the different levels worked well together.
For the Protestant regions, historians have rightly emphasized the role of the Pietist movement in the creation of the University of Halle (1694). But it should also be noted that the margrave of Brandenburg, Frederick III of Hohenzollern, was himself a Calvinist who wanted to found a Lutheran university that was clearly distinguishable from the orthodox Lutheran universities of Leipzig and Wittenberg in the neighbouring electorate of Saxony. In fact, Halle soon became the principal educational institution for officials of the Prussian church and state. The Pietist faculty of theology developed as an effective centre of resistance against Lutheran orthodoxy. But at the same time the innovative faculty of law began teaching cameralist theories of political economy, while the philosophy faculty introduced natural law. The choice of German over Latin as the teaching language also contributed in modernizing the curriculum.14 Borrowing many features from the Halle model, the Elector of Hanover founded the University of Gottingen in 1737 as a state institution with the primary aim of training civil servants. It attracted both members of the nobility (who throughout the eighteenth century represented 10 to 15 per cent of the student population - a considerable percentage for the period) and of the rich middle classes. But it did not refuse foreign Catholic students, who were granted the right of openly practising their faith. Three factors in particular helped make Gottingen a model of the modern university. First, the traditionally privileged position of theology over the other faculties was weakened from the outset because university statutes forbade denunciation of professors for 'heretical' opinions. The curbing of the power of censorship tended less to undermine the church's authority than to eliminate theological quarrels, especially between orthodox and Pietist Lutherans. Second, the state reserved the right to nominate professors, the faculties being allowed merely to make nominations: the traditional powers of the university were thus greatly reduced. Finally, the teaching offered was substantially broadened: thus, the law faculty, the heart of the university, taught not only Roman law, but also German customary law, feudal law, constitutional law, imperial jurisprudence, and the history of law. So too the philosophy faculty, while continuing to offer first-year foundation courses, now proposed a wide range of new disciplines: empirical psychology, natural law, politics, natural history, pure and applied mathematics (including civil and military architecture), history and its related fields (geography and diplomacy), and both ancient and modern languages.
In the Catholic regions, the reform movement began in the 1720s with the sweeping decrees of Victor-Amedeus II of Piedmont which forbade all
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|Conductors, Direct Current (DC), Electrons, Fuses, Inductors, Resistors, Series Circuit, Transformers, Transistors
Conductors are elements that allow electrons to flow freely. Their valence shell is less than half full of electrons that are able to move easily from one atom to another.
Direct current flows in only one direction in a circuit, from the negative terminal of the voltage source to the positive. A common source of direct current (DC) is a battery.
All electricity is the movement of electrons which are subatomic particles that orbit the nucleus of an atom. Electrons occupy various energy levels called shells and how well an element enables the flow of electrons depends on how many electrons occupy its outer (valence) electron shell.
Fuses are thin wires that melt when the current in a circuit exceeds a preset amount. They help prevent short circuits from damaging circuit components when an unusually large current is applied to the circuit, either through component failure or spikes in applied voltage.
An inductor is coiled wire that stores electric energy in the form of magnetic energy and resists changes in the electric current flowing through it. If current is increasing, the inductor produces a voltage that slows the increase and, if current is decreasing, the magnetic energy in the coil opposes the decrease to keep the current flowing longer. In contrast to capacitors, inductors allow DC to pass easily but resist the flow of AC.
Resistors are used to limit voltage and/or current in a circuit and can have a fixed or variable resistance. Variable resistors (often called potentiometers or rheostats) are used when dynamic control over the voltage/current in a circuit is needed, for example, in a light dimmer or volume control.
A series circuit has only one path for current to flow. In a series circuit, current (I) is the same throughout the circuit and is equal to the total voltage (V) applied to the circuit divided by the total resistance (R) of the loads in the circuit. The sum of the voltage drops across each resistor in the circuit will equal the total voltage applied to the circuit.
A transformer utilizes an inductor to increase or decrease the voltage in a circuit. AC flowing in a coil wrapped around an iron core magnetizes the core causing it to produce a magnetic field. This magnetic field generates a voltage in a nearby coil of wire and, depending on the number of turns in the wire of the primary (source) and secondary coils and their proximity, voltage is induced in the secondary coil.
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Challenged at the beginning of the season to come up with a cause to support, Rose was a little overwhelmed at first.
"My first thought was, 'Oh my gosh, how am I going to narrow it down to one thing?' With three different hobbies that I've done, I've been involved with a lot of different charities through competing in pageants and being a titleholder and then being involved in Colts Cheer, we have so many different opportunities to be involved."
But when she really thought about it, one opportunity stood out.
"What really spoke to me was an experience I had many years ago when I was a senior in high school. There is a place up in Northern Maine called Camp Sunshine, it's a retreat camp for children that are terminally ill and their families."
It's a place for them to enjoy time as a family - separately and together.
"They have a full medical staff that's around all the time and the parents get to go off and do their own things throughout a good portion of the day. It's a chance to relax and a chance for the families to forget about all the stress that they go through on a daily basis."
It's staffed entirely by volunteers and for Rose, it was an honor to go and serve as a counselor.
The Colts Cheerleaders partnered with Apple Vacations for their 2018 Creative Shoot in Mexico. Here is a look at Rose's fitness photo shoot at the Sandos Playacar Resort in Mexico.
"My high school used to take a trip and I was selected as one of the students who got to go. It's a small group of seniors that go every year," she said. "I got to dress up in one of their mascot costumes. I was Chippy the Chipmunk and I got to welcome the families when they arrived in this giant chipmunk costume. I've never received so many hugs from little kids."
Years later, that joy has stayed with her.
"People say that Disney World is the happiest place, but I still to this day have never felt so much joy as I did when I was there. It was incredibly heartwarming to see the families that were there and to listen to the kids and their experiences."
For Rose, it put things in perspective.
"Being there when I was a senior, it really hit home how much I valued my family and how much I valued the people around me as a whole. I have been blessed with a fairly healthy family and putting myself in their shoes, I wanted them to be able to experience the most joy that they could."
And doing so brought her joy.
"Part of the reason I became a Colts cheerleader was to bring cheer and joy and excitement and positivity to people. Through Camp Sunshine – it says it in the name – you think of sunshine and you think of happiness. Everyone there was so happy, whether they were going through an illness or whether they were a volunteer. Being able to spread that and knowing that eight or nine years later, I still remember the smiles on these kids' faces."
Sharing her experience and hearing about those of her teammates brought something new to the squad this year.
"We were at practice and you could hear everyone talking about their ideas and it was really interesting," she said. "We always talk about the impact we make in our community and I think when you break it all down and you come up with 26 different ideas of really strong ways to do that, it shows the heart of our team and why we do what we do. And I think that in itself is really powerful."


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The breaker Kerr
"The breaker, the very utterance of the name strikes fear into even the bravest of hearts. Considering that he is so powerful that if he just even awakens, He will destroy the four realms of reality, time, existence and space. He is a being that we cannot hope to win against, unless we do everything we can and find the secrets of the ancients. And if we do not find them in time, Then we will have to face a fate that none of us can even begin to imagine. He is the archenemy of every living being in existence and seeks to return to his place as the rightful master of the universe. I pray to the almighty that his vision does not become reality, lest we all suffer a fate far worse than death" Spoken by Aiden Tallorann to some of the new recruits of the The skeleton lords.Kerr is the original creator of the four realms of reality, time, space and existence and also the primordial and first being that has always existed. After creating the four realms, Kerr created God and sixteen powerful entities known as Titans With four of them being high titans. During the events of Apocrypha however, Kerr was banished from the mortal realms and into The void, a place that he created as a prison for any and all that opposed him. Despite being defeated, Kerr used the last bits of his energy to create new entites known as the demonic titans, With the higher demonic titans leading the rest of their brethren against the forces of God. He also created demons from the negative emotions of mortals and his energy to Serve as his rank and file soldiers. And since that time, he has also Tried to turn mortals to his path, with varying degrees of success. Now he fights against his archnemesis in a desperate battle to reclaim his position as the Lord of the four realms.
Divine Domains
Darkness, Lies, Deceit, Hate, Anger, Sadism, Hedonism, Greed, Pride, Lust, Envy and many other negative emotions
Divine Symbols & Sigils
The eight pointed star of Kerr and the inverted cross
Divine Goals & Aspirations
Overthrow God and reclaim his position as the master of the four realms.
Physical Description
General Physical Condition
Kerr appears as a towering , dark , hooded being with a long hood draped over his head. His slender body is racked with multiple cuts and on his back he carries a gigantic cross and sword. One of his most prominent physical features is that he walks with a hunchback and almost always has a sinister smile across his face. In his human form, he appears as an attractive man in his mid 20s with long raven black hair and Dark red eyes.
Mental characteristics
Personal history
Kerr was there from the very beginning, before reality, space, time or existence was there. He was a being of immeasurable power, something that cannot be fathomed by even the Titans themeslves. He used his powers to first create the four realms of reality, space, time and existence. Afterwards, he created God and the sixteen titans, With 4 of them being stronger and more high ranking titans known as high titans. After this, he created the 16 universes that constituted the mortal realms and gave one universe to each of the titans to be their domain and seat of power, before seeding the universes with life. At first only simple microbial life existed but soon, more and more complex organisms evolved till the first sentient and sapient species started to appear.
Kerr was very Pleased with what he created and enjoyed his life. He enslaved most of the sentient species into worshiping him and ruled over them like a tyrant. Only God and to a far lesser extent, the titans, had any sort of free will and independent thought. Eventually, God began to think on his own and thought about the tyrannies Kerr was inflicting upon his subjects. Eventually he began to talk to the titans and managed to convince them to rebel against Kerr. They in turn convinced the mortals to rebel against Kerr and during Apocrypha , all of creation erupted into rebellion against Kerr. Kerr had easily dispatched most of the mortals and other beings except for the titans. As God was the only being capable of defeating Kerr, The remaining titans had given up all their power to God to even the chances of him defeating Kerr. In the end, God had successfully managed to defeat Kerr and banished him to The void and started rebuilding The mortal world. Despite being defeated, Kerr still had a lot of energy left inside of him. Using this energy he created the void titans, beings of Great power like the titans and entities and malevolent entities known as demons from the negative emotions of Mortal beings and what was left of his energy. Since that moment, he has been waging a war against god and his followers to reclaim his position as the lord of the four realms. His greatest successes came in 2980, when he managed to breach the planet of Cadmeia and deal a massive blow against mankind. Despite gaining the upper hand in the war, Kerr is now ever mindful of the vessels of the titans and does his best to thwart them in their plans to defeat him. For he shall not stand down till he reclaims his rightful place as the lord of the four realms.
Due to Kerr being an omniscient and all knowing being, he does not need any education.
Failures & Embarrassments
Being betrayed by his strongest and most loyal servant was a particularly big blow to Kerr that played a big role in shaping him into the being he is today. Besides that, he also felt jealous that God was ruling over the four realms and this jealously very quickly turned into even more hatred for God, not counting his betrayal.
Intellectual Characteristics
Kerr is an omniscient and all knowing being. He has knowledge about everything that falls under the domain of the four realms.
Morality & Philosophy
Kerr is what one would call the very epitome of evilness. He embodies all the aspects that humans and the other sentient species hate. Indeed, he is the very definition and origin of these concepts and acts on them as well
Personality Characteristics
Wants to desperately Reclaim his position as the lord of the four realms and Personally torture God and his greatest servants for their "Sins" committed against him
- Divine Classification
- Demonic God
- Current Residence
- The void
- Eyes
- None. In human form he has dark red eyes
- Hair
- Bald. In human form he has spiky shoulder length raven black hair
- Height
- 250cm in human form. Immeasurably big in Breaker
- Known Languages
- All known mortal languages.
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Southampton 0-2 Liverpool MATCH REPORT: Philippe Coutinho and Raheem Sterling strike on the south coast for Reds
- Philippe Coutinho stunner from 30 yards gave Liverpool third minute lead
- Filip Djuricic denied two penalty kicks in first five minutes for Saints
- Raheem Sterling struck in second half to double Reds lead
- Adam Lallana and Dejan Lovren booed on return to St Mary's
- Southampton starting XI: Forster, Clyne, Targett, Fonte, Yoshida, Djuricic, S. Davis, Wanyama, Ward-Prowse, Elia, Pelle
- Saints subs: K. Davis, Schneiderlin, Gardos, Long, Mane, Tadic, Reed
- Liverpool starting XI: Mignolet, Can, Skrtel, Lovren, Henderson, Allen, Markovic, Ibe, Lallana, Coutinho, Sterling
- Reds subs: Ward, Johnson, Toure, Lambert, Sturridge, Moreno, Balotelli
- Barclays Premier League clash at Anfield to kicked off at 4.15pm
Philippe Coutinho struck a sublime effort inside three minutes as Liverpool went on to beat Southampton 2-0 at St Mary's on Sunday.
Raheem Sterling then added a second from inside the area as the Reds continued their push for a top four spot.
It is another important result for Liverpool as they attempt to secure their place in next season's Champions League, after beating fellow contenders Tottenham in their last Premier League game.
Click here for the full match report
Dan Ripley
Host commentator
We'll call it a wrap there - check all the post-match reaction on the homepage on a highly entertaining day in the Premier League. Cheerio.
Liverpool's deserved win at Southampton has really made it congested in the race for the top four.
In fact, as they climb above Spurs, four points are the difference between reaching the Champions League group stage (3rd) and not being in Europe at all (7th).
Click here for more, fixtures, tables and results with our excellent Match Zone
90+3min: No time for a comeback but there is for another yellow card as Elia is booked for what appears to be encroaching a set-piece.
90+2min: There will be four added minutes at St Mary's, but this game is done. Especially as Liverpool have just won a corner.
90min: The three points are heading for Liverpool, but Schneiderlin is pulling all kinds of shapes to forces through a Southampton goal, as his overhead kick is well saved by Mignolet at his near post.
87min: Liverpool have looked just that little bit sharper than Southampton today. Can's through ball finds Sturridge inside the box, who in one action cuts inside to beat a defender before his low strike is well saved and held by Forster. Johnson has resumed playing for the visitors.
85min: Meanwhile, Southampton win a free-kick on the left as Henderson is booked for making a cynical foul - a set-piece the visitors clear with ease.
83min: Liverpool could be down to 10 men here - in rather unfortunate circumstances. Glen Johnson, who has just come on, appears to have pulled a muscle trying to make a sliding challenge. The Reds have made all three changes.
'Sterling's had to work off scraps all afternoon. That's all he needs, apparently. Excellent finish. Has to be game over.'
78min: Another free-kick for Southampton as Moreno is booked for fouling Mane, but Tadic's low strike from the set-piece although powerful is comfortably stopped by Mignolet - even in these testing greasy conditions.
75min: A final change for both teams as Djuricic makes way for Dusan Tadic in Southampton's last switch, while Ibe departs in favour of Glen Johnson for Liverpool.
73min: Amateur hour in the Southampton defence. The hosts give the ball away and as Moreno crosses low into the box,Matt Targett can only clumsily play the ball into Raheem Sterling's path, with the Reds forward making no mistake to fire past Fraser Forster.
70min: No is your answer. In fact this is one of the worst free-kicks I have seen all season, as Scheniderlin attempts to play a pass into the box, only for none of his team-mates to read it. Djuricic slides to hook the ball out for a throw in instead of the goal kick it was heading for - but that's about as good as that set-piece got.
69min: It's been a laboured half in an attacking sense but Southampton win a free-kick 25 yards out. Anyone fancy copying Coutinho from the first half?
66min: Excellent link-up play from Liverpool. Coutinho and Sterling help release Sturridge on the left, whose quick feet enable him to feign past a defender before laying the ball off to Moreno on the overlap.
The full-back's low cross finds Henderson inside the box, but the midfielder can only sky a shot over the crossbar.
64min: A yellow card for Victor Wanyama, who is cautioned for fouling from behind on Sterling, even if he did appear to play the ball.
62min: Liverpool also make a second change then in response to Southampton's improvement as Daniel Sturridge replaces Lallana, who is booed off by sections of the home fans.
60min: On the hour and the Saints are starting to find another level. Mane sees a shot blocked by Martin Skrtel as Ronald Koeman's second switch appears to have fired the Saints into life.
57min: Ward-Prowse will now depart for Southampton as Sadio Mane comes on to replace the midfielder.
Southampton are just not doing enough to trouble Liverpool at this stage of the game, as rain continues to soak the pitch, players and just about everyone on the benches.
54min: James Ward-Prowse is so often effective when delivering set-pieces but he appears to be struggling right now as he punts a free-kick into the box and into the arms of Mignolet.
51min: Well... that's a little better. Southampton work the ball well around the Liverpool box but Graziano Pelle can only drag a low shot wide from 20 yards.
48min: Three minutes gone at the start of the half and there have been no penalty appeals or 30-yard crackers into the top corner. Come on, chaps. Must do better.
Morgan Schneiderlin is on for the hosts as he replaces Steven Davis for the start of the second half.
Alberto Moreno has come on for Markovic to help add more defensive mind to the Liverpool left flank.
'Emre Can's challenge is not a penalty, he [Djuricic] should go on and finish.' Carragher told Sky Sports.
'Can gets across but doesn't do enough to bring him down and Djuricic should try and stay on his feet.
'Joe Allen's challenge though is a penalty. He doesn't get the ball and it's a penalty.
'Mignolet's handling outside the box is not hand ball. It hits his chest and bounces up on his arm so I think he is unlucky.'
Of course buried beneath all those penalty appeals, was a cracking strike from Philippe Coutinho which is the difference between the sides at the break.
Liverpool haven't looked like scoring since, but when you have that in your locker, the Reds will always be a threat of scoring in this game.
As Djuricic sees a shot well saved by Mignolet in a goal mouth scramble, the whistle goes for half-time. Boos from the home fans and I have little doubt they are for Kevin Friend's refereeing. It's been a tough 45 minutes for the match official.
45+1min: The incidents are piling up! First Mignolet punches clear from outside the box as Elia tried to fire past the Liverpool keeper.
From a corner moments later, Lovren handled the ball as it fell towards him but once again Kevin Friend is not interested.
The first would have been very difficult for the referee to call with just one look, the latter he may have given Lovren the benefit of the doubt in terms of not being able to move his hand out the way quick enough.
43min: Even I can see that this is a foul, as Lovren crashes into a Southampton player with a very late sliding challenge to pick up a booking.
'Dejan Lovren looks empty on confidence. This isn't the player Brendan Rodgers worked so hard to get in the summer. The expectation of that £20million price tag obviously doesn't sit well with him.'
38min: As we approach half-time, the game has lost much of the fizz that it started with as the Reds probe but don't exactly pile forward looking for a second goal.
35min: It appears I have become intoxicated by penalty claims. Fonte just played the ball before wiping Sterling out, meaning the referee was right to wave play on. Sorry, Kevin Freind.
Liverpool have settled well since the Southampton onslaught following the goal but they have still only had one shot on goal - what a strike it was though.
32min: What do you have to do to win a penalty in this game?! Now Liverpool are seeing certain spot-kicks denied as Jose Fonte slides for the ball, misses it, and wipes out Raheem Sterling's standing leg in doing so.
Kevin Freind's call? Play on! It's madness!
29min: Sarcastic cheers from the Southampton fans as their side are finally awarded a free-kick on the right, which came moments after Can again avoided punishment for a late sliding challenge on Nathaniel Clyne.
26min: I think even the game has had to take a breather as the contest hits a small lull, so let's go back to those early penalty debates - convincing appeals for you or would you disagree?
'Nathaniel Clyne looking every inch England's best right-back so far here. With Kyle Walker now fit, it'll be interesting to see who Roy Hodgson picks in the March internationals. Has to be the Southampton an for me.'
20min: It's a cracking game this. Lazar Markovic attempts a deft chip into the box for an unmarked Lallana, but Jose Fonte saves the day for the hosts with an outstretched foot to intercept then hack clear.
17min: This Jordon Ibe chap really does look like one for the future. He has impressed since breaking into the Liverpool team against Everton a few games ago, and he has already made a number of encouraging runs with the ball down the right side.
Certainly one to watch - especially the way he has already weaved his way through the home defence so far.
14min: Lovren seems to be feeling the boos right now, as he punts the ball long every time he gets the ball - with the ball often falling for a Southampton player.
I say that's him feeling the boos, it could also be what he has done in a Liverpool shirt all season.
11min: Good response from Southampton, who are taking charge of the game if not the scoreline as they look more comfortable on the ball and press the visitors.
Lovren and Lallana are getting booed with every touch but it's the defender picking up the lion's share of the jeers.
5min: Goodness me! ANOTHER penalty claim for Southampton! This looks just as strong as the other too as Joe Allen makes a dog's dinner out of trying to win the ball off Djuricic inside the box with a slide tackle, before appeals are again ignored and Eljero Elia's follow up shot is well saved by Simon Mignolet.
3min: What a start to this game! Fans were still debating about the penalty just as Philippe Coutinho pulled the trigger for Liverpool from 30 yards to blast into the top corner off the underside of the bar.
When they go in like that, they always look special but that is an excellent strike from the Brazilian.
1min: Well, we had an early penalty in Manchester yesterday, and we should have one today!
After just 20 seconds, Filip Djuricic races into the Liverpool box before he feels the arm of Emre Can cutting across behind him, leading to the midfielder going to ground.
The ref waves away appeals though.
Remember to get the most out of our live coverage by following all the action with Sportsmail's excellent Match Zone.
It features the latest line-ups, formations, match stats and a handy player comparison tool.
In addition there are heat zones for EVERY player as well as detailed maps of all the goals as they go in. Click on the above link for more.
It's still miserable and wet down on the south coast, where as expected there are boos for the returning Dejan Lovren and Adam Lallana.
'I'm worried for him [Lallana], he looked emotional talking about his time at Southampton in a recent interview,' Sportsmail's Jamie Carragher told Sky Sports.
'He's hurt by the reaction [boos from Saints fans]. He would have hoped for a nice reception. There were boos and I am worried for him if the crowd turn against him. He looks like an emotional boy.'
'Sakho has picked up an injury and he will get a scan on that. Dejan [Lovren] has contributed very well when he comes into the team, there is no issue there,' Rodgers told Sky Sports.
'We are trying to protect Daniel [Sturridge] too. He is still looking for fitness and I feel he will be better coming off the bench today.'
I knew there would be drama at Goodison Park!
A cracking second half on Merseyside saw Everton take the lead, only for Leicester to hit back before the Toffees grabbed a late equaliser to rescue a 2-2 draw.
Click on the above link for the full match report.
And warming up they need to as it's a miserable wet and cold afternoon down on the south coast, as Adam Lallana goes through his pre-match preparations.
With all the attention on Adam Lallana, Southampton will have to be wary not to take their eyes off Philippe Coutinho.
The midfielder was key in the Reds 3-2 win against Tottenham last time out and here is his heat map from the game. Saints will have to keep the right side of the pitch covered it seems.
Click here for more maps and stats with our excellent Match Zone
If that has put you in a dilemma about the way this game could go, then this may help, as Coral are offering 11/2 on Liverpool to win with both teams to score.
Click here for more on that offer as well as other potential odds.
Adam Lallana and Dejan Lovren start for Liverpool against former club Southampton.
The pair swapped St Mary's for Anfield last summer and start on their first return to the south coast club since leaving.
Rickie Lambert, another to move to Merseyside, is named among the substitutes.
Filip Djuricic makes his first start for Southampton as one of three changes, with Matt Targett and James Ward-Prowse the others brought in by Ronald Koeman.
Southampton could move up into third with a win, while Liverpool have the opportunity to climb above Tottenham into sixth and just two points behind fourth placed Manchester United.
Click here for more, fixtures, tables and results with our excellent Match Zone
It seems a bit of a risk to throw in Dejan Lovren against his former club just for the sake of it but Liverpool have confirmed defender Mamadou Sakho has picked up a knock to his hip and is ruled out of the St Mary's clash.
Looks like Lallana is going to have to share his boos from around the ground to his team-mate.
Southampton: Forster, Clyne, Fonte, Yoshida, Targett, Ward-Prowse, Wanyama, Steven Davis, Djuricic, Pelle, Elia.
Subs: Kelvin Davis, Schneiderlin, Gardos, Long, Mane, Tadic, Reed.
Liverpool: Mignolet, Can, Skrtel, Lovren, Ibe, Henderson, Allen, Markovic, Lallana, Sterling, Coutinho.
Subs: Johnson, Toure, Lambert, Sturridge, Moreno, Balotelli, Ward.
Referee: Kevin Friend (Leicestershire)
Forster, Clyne, Targett, Fonte, Yoshida, Djuricic, S. Davis, Wanyama, Ward-Prowse, Elia, Pelle.
Mignolet, Can, Skrtel, Lovren, Henderson, Allen, Markovic, Ibe, Lallana, Coutinho, Sterling.
Well there is your answer. Boos greeted Adam Lallana as he stepped off the Liverpool team coach and made his way into St Mary's. You can only assume they will be a bit louder if he gets on the pitch this afternoon.
With team news expected to arrive in around 15 minutes, take some time out to read Matt Lawton's cracking interview with Adam Lallana for Sportsmail, with the midfielder admitting he wasn't ready to leave Southampton at a young age.
Check it out on the above link - I wonder what sort of welcome Southampton fans will give him today.
Craig Hope: Liverpool's £50million summer raid on Southampton was designed to strengthen their squad ahead of another Premier League title push.
The Saints, meanwhile, were expected to struggle having been robbed of their star performers. Yet six months on and it is they who populate the top four with the Reds trailing in seventh.
On Sunday, Liverpool and their trio of former Saints – Adam Lallana, Dejan Lovren and Rickie Lambert – return to St Mary's Stadium.
But how have they fared at Anfield? On the above link, Sportsmail returns our hit, miss or maybe verdict…
If Spurs vs West Ham was the past and Southampton vs Liverpool is the future, then what's the present?
It's of course Everton vs Leicester City and as we approach the final stages of the first half it's still goalless at Goodison Park.
Click on the above link to follow all the action as it happens (i'm sure there will be some) but right here it's all about the battle on the south coast.
Liverpool and Southampton fans are already in a good mood going into this game, with top four rivals Spurs failing to beat West Ham at home in the midday kick-off.
In fact, Spurs will be happy they just grabbed a point, having had to rely on a last-second goal from Harry Kane following the striker's missed penalty.
Click on the above link for the match report on an entertaining London derby at White Hart Lane.
And there are two teams chasing them! It's no surprise to see Liverpool in the top four race as we enter the latter days of February, but Southampton are also in the mix as both sides look to end the weekend well on the pace to finish inside the top four.
Good afternoon, all. Welcome to Sportsmail's live coverage of Southampton vs Liverpool from St Mary's.
Follow Sportsmail's coverage of the Barclays Premier League as Southampton host Liverpool at St Mary's to wrap up the weekend's action.
Just four points separate the clubs fighting for a Champions League spot as the home side prepare to welcome familiar faces back to the south coast.
Adam Lallana, Dejan Lovren and Rickie Lambert all left the Saints for Anfield last summer and make their first return to Southampton following the St Mary's exodus.
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Click on an alumni listing from Centralia, KS to find more information about the person.
The listing of alumni from Centralia, KS includes graduates from 1 school. To filter results, select a Centralia, KS high school using the links to the right. The Centralia alumni list on this page come from a variety of sources. Clicking one of your friends will give you locations that you can get back in touch with the fellow graduate. To view alumni that graduated in Centralia around your class year, enter your graduation year in the search box at the top of the page. You may also be able to find friends close to your home town. We also have listings for graduates from Vermillion, KS, Seneca, KS, or Baileyville, KS.
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This is the first issue I have had with Under Armour shoes... I cant even get one step in these shoes without shooting pain into my Achilles/heel the back of the shoe is so tight it hurts to even walk in let alone workout, run or move anywhere, I havent been able to wear them at all. unfortunate because they are a very attractive shoe.
I bought these for work and the gym. The style and colours caught my eye. I'm usually a 7.5 but they seemed a bit big so I got a 7. They were uncomfortable when I tried them on but I thought I'd be able to break them in - nope. They're extremely stiff, they rub against my ankle bones, the backing causes blisters and the front of the shoe squishes my toes. Very disappointed, wouldn't recommend to anyone. Waste of $100, probably will never purchase shoes from under armour again.
Very narrow and runs small and they hurt after a couple of hours wearing them


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SANTA CLARA — And the first 49ers quarterback hurt at an injury-marred training camp is … not Jimmy Garoppolo.
C.J. Beathard watched Tuesday's practice with a wrap — possibly a soft cast — on his right thumb, which he banged into a helmet on his final play of Saturday night's exhibition opener.
A 49ers spokesman called it a "sore" thumb, and although there was no metion of it being a long-term issue, this appears a significant setback in Beathard's bid to beat out Nick Mullens as Garoppolo's primary backup.
Beathard repeatedly has injured that right thumb and/or wrist, triggering quarterback changes. As a rookie in 2017, he hurt it against the New York Giants, started the ensuing game and then gave way for Garoppolo's 49ers debut. Beathard's thumb and wrist got hurt last Sept. 28 against the Arizona Cardinals, opening the door for Mullens to start the final eight games.
San Francisco 49ers quarterback C.J. Beathard speaks during a press conference on Oct. 30, 2018, in Santa Clara. (Dai Sugano/Bay Area News Group)
Mullens started and played the first half of Saturday's 17-9 win over the Cowboys, then completed 6-of-9 passes in Tuesday's first practice since then.
Beathard was 13-of-17 for 141 yards with a touchdown, an interception and a sack Saturday night. He watched Tuesday's practice with a cap on while listening to play calls with his helmet raised against his ear. Rookie Wilton Speight took his first full-team snaps and was 3-of-3 in red zone action.
Garoppolo, meanwhile, stilllooks sharp physically in his comeback from knee reconstruction, and he's slated to start Monday night's exhibition at Denver, presuming all goes well in this week's practices, including joint sessions Friday and Saturday against the Broncos.
Garoppolo was 10-of-15 in 11-on-11 action Tuesday, starting with a touchdown to Marquise Goodwin and another later to Dante Pettis, who broke free past Richard Sherman down the right sideline. The starting offense still has its occasional hiccups, including miscommunication with Tevin Coleman as a backfield target, although he did later catch a couple shovel passes from Garoppolo.
Tight end George Kittle missed his first practice of training camp because of calf tightness. Kittle was among 31 players the 49ers kept out of action Saturday night.
Ross Dwelley lined up as the first-string tight end and caught two wobbly passes from Garoppolo.
Rookie Jalen Hurd followed up Saturday's two-touchdown debut with several impressive receptions from the slot. He scored a would-be touchdown on Speight's final pass, then beat D.J. Reed for a pair of catches in a four-play sequence with Mullens, who capped practice by overthrowing Hurd down the sideline.
Arik Armstrong returned from a calf strain and lined up on the first-team defensive line with DeForest Buckner, Sheldon Day and Solomon Thomas. Still out are Dee Ford (knee), Nick Bosa (ankle), Ronald Blair (groin) and D.J. Jones (left knee). The second-string line featured Kentavius Street, Jullian Taylor, Kevin Givens and Damontre Moore.
Rookie wide receiver Deebo Samuel was excused for personal reasons, and his social media posts noted that he's been back home in South Carolina. Samuel had a team-high 61 yards on two receptions Saturday night.
— Linebacker Malcolm Smith, who's been battling a hamstring issue, lined up with first-string linebackers Fred Warner and Kwon Alexander.
— Running back Jeff Wilson (calf) returned after two weeks and caught a Mullens pass in his only touch Tuesday.
— Safety Jimmie Ward (collar bone) remained in a non-contact jersey and out of team drills. Tarvarius Moore remained the first-string free safety, followed by Adrian Colbert, who drew praise from defensive coordinator Robert Saleh for Saturday's seven-snap cameo that ultimately ended in an ejection.
— Right guard Mike Person appeared to tweak his knee but was able to finish practice.
#49ers C.J. Beathard has a wrap on his right thumb/hand and is not practicing. Switched from helmet to ballcap to watch after stretch.
He hurt it on final throw of Saturday exhibition opener.
This is first practice since then, hurts CJ in race with Nick Mullens for QB2 pic.twitter.com/O29aQwP3WF
— Cam Inman (@CamInman) August 13, 2019


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Venues that exhibit and/or sell work in Fife. It is recommended that you visit spaces first to find out if they're appropriate for your work. Also, venues do come and go – so please let us know if you notice that something has closed, or something new has opened. There are many festivals in Fife which include art & craft in their programmes – find them at www.fifedirect.org.uk/events.
6) J&G Innes Ltd107 South Street, St Andrews, KY16 9QW | 01334 472174The renowned stationers, booksellers, art suppliers & gift shop in St Andrews now have a beautiful gallery space upstairs which is available to hire. Suitable for art classes or exhibitions. Their... Read more
7) Tour venues – Paisley, Dumfries & Wick
8) Tatha Gallery1 High Street, Newport on Tay, DD6 8AB | 01382 690800Founded by Helen Glassford, the TATHA Gallery specialises in art that we are passionate about which includes some of the bes t twentieth century and contemporary British art. Emerging talent mixed with... Read more
9) Parliament HallSouth Street, St Andrews, KY16Parliament Hall is a mid-17th century building within the University of St Andrews' buildings. It was originally called the University's 'Public School' and was used for classes and examinations. It... Read more
10) MAC01592 583204From 1 October 2012, under the brand of ON at Fife, Fife Cultural Trust took over management and operation of libraries, arts, museums and archives on behalf of Fife Council. MAC, the Mobile Arts Coach,... Read more
Venues outside Fife
- An Lanntair, Stornoway
- Baltic, Gateshead
- Buy Design Gallery, Ancrum
- CCA (Centre for Contemporary Arts), Glasgow
- Coburg House Art Studios
- Collective, Edinburgh
- Comar, Tobermory
- Dovecot Studios, Edinburgh
- Dundee Contemporary Arts (DCA), Dundee
- Ingleby Gallery, Edinburgh
- Inverleith House, Edinburgh
- Modern Institute, Glasgow
- Paisley Museum, Paisley
- Patriothall Gallery, Edinburgh
- Scottish Gallery, Edinburgh
- Scottish National Gallery, Edinburgh
- Scottish National Gallery of Modern Art, Edinburgh
- Scottish National Portrait Gallery, Edinburgh
- Serpentine Galleries, London
- Site Gallery, Sheffield
- Stills, Edinburgh
- Streetlevel Photoworks, Glasgow
- Taigh Chearsabhagh, Lochmaddy
- Talbot Rice Gallery, Edinburgh
- Tramway, Glasgow
- Transmission, Glasgow
- Yorkshire Sculpture Park, Wakefield