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We present the IIT Bombay English-Hindi Parallel Corpus. The corpus is a compilation of parallel corpora previously available in the public domain as well as new parallel corpora we collected. The corpus contains 1.49 million parallel segments, of which 694k segments were not previously available in the public domain. The corpus has been pre-processed for machine translation, and we report baseline phrase-based SMT and NMT translation results on this corpus. This corpus has been used in two editions of shared tasks at the Workshop on Asian Language Translation (2016 and2017). The corpus is freely available for non-commercial research. To the best of our knowledge, this is the largest publicly available English-Hindi parallel corpus.

Objective: Limited data exist on approaches to improve depression services for men in under-resourced communities. This article explores this issue using a sub-analysis of male participants in Community Partners in Care (CPIC).Design: Community partnered, cluster, randomized trial.Setting: Hollywood-Metropolitan and South Los Angeles, California. Participants: 423 adult male clients with modified depression (PHQ-8 score≥10).Interventions: Depression collaborative care implementation using community engagement and planning (CEP) across programs compared with the more-traditional individual program, technical assistance (Resources for Services, RS). Main Outcomes Measured:Depressive symptoms (PHQ-8 score), mental healthrelated quality of life (MHRQL), mental wellness, services utilization and settings.Results: At screening, levels of probable depression were moderate to high (17.5%-47.1%) among men across services sectors. Intervention effects on primary outcomes (PHQ-8 score and MHRQL) did not differ. Men in CEP compared with RS had improved mental wellness (OR 1.85, 95% CI 1.00-3.42) and reduced hospitalizations (OR .40,(95)(96)(97)(98), with fewer mental health specialty medication visits (IRR 0.33,, and a trend toward greater faith-based depression visits (IRR 2.89, 95% CI .99-8.45).Conclusions: Exploratory sub-analyses suggest that high rates of mainly minority men in under-resourced communities have

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Abstract:The issue of outlining on-line virtual private systems (VPN) over wavelength division multiplexing system (WDM) to encourage the certification of assorted QOS prerequisite of various activity streams, that with extremely stringent deferral jitter necessity and that burst attributes likewise different movement stream with quality delicately. There are three sorts of QOS static, optical burst exchanging and elective vpn. In static contains bit rate, OBS shared light weight way called optical burst exchanging. By utilizing dynamic VPNs specifically over WDM layer, we can dispense with the frequently complex QoS related capacities in the upper convention layers, in this way build the general correspondence effectiveness. Optical layer answer for executing various secure virtual private systems (VPNs) over a latent optical system (PON) utilizing electronic code-division numerous entrance is studied. The numerous virtual private systems administration capacity is tentatively shown with 40-Mb/s information multiplexed with a 640-Mb/s electronic code that is novel to each of the VPNs in the PON, and the transmission of the electronically coded information is completed utilizing Fabry-Pérot laser diodes.Keyword:passive optical system (PON) .Electronic code-division different access (E-CDMA), FabryPérot laser diode (FPLD), numerous entrance obstruction (MAI), optical beat impedance (OBI), aloof optical systems (PONs), virtual private systems (VPNs).I. INTRODUCTION Optical wavelength division multiplexing (wdm) innovation, that has generously high data transfer capacity limit, is turning into a viable reality with late mechanical advances [2].The correspondence activity contains sorts of movement streams, including sight and sound data which has diverse deferral and jitter prerequisite from some ongoing movement with conveyed synchronous system innovation (SONET/SDH). Vpn client with private system utilizing burrowing, encryption and validation instruments [l]. WNs in the optical space by giving light way distinctive transmission quality to meet the diverse VPN topologies. Interconnection, Unspecified piece rate (VBR) and Available piece rate (ABR): The UBR movement is for applications which send information over the Network with no assurance when that information will arrive its destination. VPN may fuse various optical system units (ONUs) that have a place with the PON, and information is traded between these ONUs. Some ONUs may likewise have a place with various VPNs. we propose and tentatively show a novel plan that utilizations electronic code-division numerous entrance (E-CDMA) to accomplish different secure VPNs over a PON. Gathering of information from a specific VPN is just conceivable at ONUs that have entry to the one of a kind code for unraveling. Our studied plan demonstrates that different VPN transmissions can be performed at any given time, as opposed to just amid assigned time spaces for each ONU in our past plan. Each VPN in the PON has an interesting electronic code, which is electronically mult...