loss

Ranked List Loss for Deep Metric Learning. (arXiv:1903.03238v6 [cs.CV] UPDATED)

The objective of deep metric learning (DML) is to learn embeddings that can capture semantic similarity and dissimilarity information among data points. Existing pairwise or tripletwise loss functions used in DML are known to suffer from slow convergence due to a large proportion of trivial pairs or triplets as the model improves. To improve this, ranking-motivated structured losses are proposed recently to incorporate multiple examples and exploit the structured information among them. They converge faster and achieve state-of-the-art performance. In this work, we unveil two limitations of existing ranking-motivated structured losses and propose a novel ranked list loss to solve both of them. First, given a query, only a fraction of data points is incorporated to build the similarity structure. To address this, we propose to build a set-based similarity structure by exploiting all instances in the gallery. The learning setting can be interpreted as few-shot retrieval: given a mini-batch, every example is iteratively used as a query, and the rest ones compose the galley to search, i.e., the support set in few-shot setting. The rest examples are split into a positive set and a negative set. For every mini-batch, the learning objective of ranked list loss is to make the query closer to the positive set than to the negative set by a margin. Second, previous methods aim to pull positive pairs as close as possible in the embedding space. As a result, the intraclass data distribution tends to be extremely compressed. In contrast, we propose to learn a hypersphere for each class in order to preserve useful similarity structure inside it, which functions as regularisation. Extensive experiments demonstrate the superiority of our proposal by comparing with the state-of-the-art methods on the fine-grained image retrieval task.




loss

Mutli-task Learning with Alignment Loss for Far-field Small-Footprint Keyword Spotting. (arXiv:2005.03633v1 [eess.AS])

In this paper, we focus on the task of small-footprint keyword spotting under the far-field scenario. Far-field environments are commonly encountered in real-life speech applications, and it causes serve degradation of performance due to room reverberation and various kinds of noises. Our baseline system is built on the convolutional neural network trained with pooled data of both far-field and close-talking speech. To cope with the distortions, we adopt the multi-task learning scheme with alignment loss to reduce the mismatch between the embedding features learned from different domains of data. Experimental results show that our proposed method maintains the performance on close-talking speech and achieves significant improvement on the far-field test set.




loss

Sunny Pointer: Designing a mouse pointer for people with peripheral vision loss. (arXiv:2005.03504v1 [cs.HC])

We present a new mouse cursor designed to facilitate the use of the mouse by people with peripheral vision loss. The pointer consists of a collection of converging straight lines covering the whole screen and following the position of the mouse cursor. We measured its positive effects with a group of participants with peripheral vision loss of different kinds and we found that it can reduce by a factor of 7 the time required to complete a targeting task using the mouse. Using eye tracking, we show that this system makes it possible to initiate the movement towards the target without having to precisely locate the mouse pointer. Using Fitts' Law, we compare these performances with those of full visual field users in order to understand the relation between the accuracy of the estimated mouse cursor position and the index of performance obtained with our tool.




loss

Lossless compression of the enumeration space of founder line crosses

Various embodiments provide lossless compression of an enumeration space for genetic founder lines. In one embodiment, an input comprising a set of genetic founder lines and a maximum number of generations G is obtained. A set of genetic crossing templates of a height h is generated. A determination is made if at least a first genetic crossing template in the set of genetic crossing templates is redundant with respect to a second genetic crossing template in the set of genetic crossing templates. Based on the at least first genetic crossing template being redundant is redundant with respect to the second genetic crossing template, the at least first genetic crossing template is removed from the set of genetic crossing templates. This process of removing the at least first genetic crossing template from the set of genetic crossing templates the redundant creates an updated set of genetic crossing templates.




loss

Systems and methods for classifying documents for data loss prevention

A computer-implemented method for classifying documents for data loss prevention may include 1) identifying training documents for a machine learning classifier configured for data loss prevention, 2) performing a semantic analysis on training documents to identify topics within the set training documents, 3) applying a similarity metric to the topics to identify at least one unrelated topic with a similarity to the other topics within the plurality of topics, as determined by the similarity metric, that falls below a similarity threshold, 4) identifying, based on the semantic analysis, at least one irrelevant training document within the set of training documents in which a predominance of the unrelated topic is above a predominance threshold, and 5) excluding the irrelevant training document from the set of training documents based on the predominance of the unrelated topic within the irrelevant training document. Various other methods, systems, and computer-readable media are also disclosed.




loss

Methods and systems for constructing intelligent glossaries from distinction-based reasoning

A computer implemented method of constructing formal definitions in intelligent glossaries for interpreting text, comprising the steps of: providing at least one Distinction having a Boundary, an Indication, a Counter-indication and a Frame; modeling each Distinction as a diagram to provide a Distinction Model; verifying each distinction model as being an instantiation of a generic Distinction Pattern; providing at least one Arrangement made of nonintersecting Marks of Distinction containing Indications from the verified Distinction Model; writing at least one Formulation for each Indication appearing in verified Distinction model and Arrangement, providing well-founded Indications; calculating precise Formulations in Natural Language from well-founded Indications by substituting Variables symbols and/or replacing Constants symbols to transform imprecise Formulations into precise Formulations; selecting a Definition type and embedding at least one precise Formulation and Definition type as a formal Definition in an Intelligent Glossary to provide computerized Semantic Systems of Intelligent Glossaries.




loss

Low-loss superconducting devices

Low-loss superconducting devices and methods for fabricating low loss superconducting devices. For example, superconducting devices, such as superconducting resonator devices, are formed with a (200)-oriented texture titanium nitride (TiN) layer to provide high Q, low loss resonator structures particularly suitable for application to radio-frequency (RF) and/or microwave superconducting resonators, such as coplanar waveguide superconducting resonators. In one aspect, a method of forming a superconducting device includes forming a silicon nitride (SiN) seed layer on a substrate, and forming a (200)-oriented texture titanium nitride (TiN) layer on the SiN seed layer.




loss

Estimating loss rates of links in smart grids

A method for estimating loss rates of links in a smart grid includes identifying end-to-end passage rates from a source to each of multiple receiver and/or load meters in a smart grid, and estimating a loss in at least one link of the grid by identifying the sparsest solution of link loss rates that matches the end-to-end passage rates. Also, a system includes a memory, a processor coupled thereto, and software modules executing on the processor, including a monitoring module for monitoring power flow of receiver and/or load meters in a smart grid, a measurement collector module for collecting measurements to compute end-to-end passage rates from a source to each receiver and/or load meter, and a processing module for estimating a loss in a link of the grid by identifying the sparsest solution of link loss rates matching the end-to-end passage rates.




loss

Systems and methods for phase predictive impedance loss model calibration and compensation

The systems and methods of the present disclosure calibrate impedance loss model parameters associated with an electrosurgical system having no external cabling or having external cabling with a fixed or known reactance, and obtain accurate electrical measurements of a tissue site by compensating for impedance losses associated with the transmission line of an electrosurgical device using the calibrated impedance loss model parameters. A computer system stores voltage and current sensor data for a range of different test loads and calculates sensed impedance values for each test load. The computer system then predicts a phase value for each load using each respective load impedance value. The computer system back calculates impedance loss model parameters including a source impedance parameter and a leakage impedance parameter based upon the voltage and current sensor data, the predicted phase values, and the impedance values of the test loads.




loss

Low loss band pass filter for RF distance telemetry pin antennas of active implantable medical devices

A hermetic terminal for an active implantable medical device (AIMD), includes an RF distance telemetry pin antenna, a capacitor conductively coupled between the antenna and a ground for the AIMD, and an inductor electrically disposed in parallel with the capacitor and conductively coupled between the antenna and a ground for the AIMD. The capacitor and the inductor form a band pass filter for attenuating electromagnetic signals through the antenna except at a selected frequency band. Values of capacitance and inductance are selected such that the band pass filter is resonant at the selected frequency band. In an alternative form, the band pass filter is coupled in series with the telemetry pin antenna for attenuating MRI signals of a selected frequency band.




loss

Method and apparatus for ripple and phase loss detection

Methods and apparatus are presented for detecting phase loss and/or excessive ripple in a power converter, in which bandpass filters are used to obtain harmonic voltage amplitudes associated with the power converter DC bus, and phase loss is detected if a ratio of the second harmonic to the sixth harmonic and/or a ratio of the fourth harmonic to the sixth harmonic exceed predetermined threshold values.




loss

HCG formulations for achieving weight loss

A formulation of human chorionic gonadotropin (HCG) for promoting weight loss comprising reconstituted HCG in an amount sufficient to promote weight loss; at least one vitamin selected from the group consisting of: vitamin B1, vitamin B2, vitamin B3, vitamin B5, vitamin B6, vitamin B7, vitamin B9, and vitamin B12; and at least one dietary supplement selected from the group consisting of: an amino acid, inositol, choline chloride, and L-carnitine.




loss

Cornhead crop loss detection

A cornhead row unit including first and second longitudinally extending stripper plates mounted on a frame and having opposed stripping edges which define a gap between them. The frame further includes an adjusting arrangement operatively connecting the frame and at least one of the first and second stripper plates to selectably and transversely move at least one of the first stripper plate and second stripper plate with respect to the other stripper plate to vary the width of the gap. A loss detection device is operatively connected to the frame for permitting measurement of corn kernels lost as a result of drawing corn stalks through the gap to separate corn ears from the stalks.




loss

Wheel loss detection

A device and method for detecting wheel loss from a vehicle when the vehicle is in motion. The device (1) is provided with a housing (11) configured for, in use, mounting the device to a wheel (3) such that the device (1) abuts a wheel hub (5) of an axle to which the wheel is attached. A detector (6) is provided for detecting a proximity of the device (1) to the wheel hub (5), and a transmitter (8) is provided for sending an alarm signal in the event that the detector (6) detects that the device (1) is no longer in proximity to the wheel hub (5). In this way, if the wheel starts to become detached from the wheel hub, the detector (1) detects this and can send an alarm to, for example, a receiver unit in the drivers cabin, allowing the driver to take appropriate steps.




loss

High-power low-loss GRINSCH laser

A GRINSCH laser having an asymmetric configuration wherein the optical confinement is weighted more to the n-doped multilayer section than to the p-doped multilayer section. The GRINSCH laser can emit laser light at a wavelength λ=976 nm over a broad area with a beam power of 11.4 W at a 12 A bias current at a temperature of 20° C. Fabry-Perot and distributed Bragg reflector GRINSCH laser configurations are disclosed.




loss

Level shifter with low voltage loss

A system and method are disclosed for level shifting a DDC bus with a low voltage loss. A pull up circuit includes an NMOS transistor, a PMOS transistor and resistor. An NMOS pull up gate is also included in line with the DDC bus. When powered, the level shifter adjusts the voltage of transmitted signals to match the voltage of a receiving device. The resulting adjusted is slightly lower due to a threshold voltage lost across one or more transistors. Additionally, when unpowered, the level shifter releases the signal transmission line. Unadjusted signals can then be transmitted without consumption of power by the level shifter.




loss

Minimal intrusion very low insertion loss technique to insert a device to a semi-rigid coaxial transmission line

A signal conditioning apparatus can include a coaxial cable having at least one slot formed therein. A conductive film can be applied to the coaxial cable so as to cover each slot. A device mounting surface can be formed within the slot and a protection device can be mounted on the device mounting surface. A housing consisting of one or more interlockable portions can be coupled to the coaxial cable.




loss

Low-loss, broad band, LC I/Q phase shifter

Some embodiments relate to a phase shifter that includes an I/Q phase shifter and at least one LC balun. Compared to conventional phase shifters, phase shifter has primarily only LC components, thereby limiting losses relative to conventional solutions. In one embodiment, for example, a phase shifter shows a large bandwidth at 77 GHz center frequency (e.g., 1 dB amplitude error bandwidth is approximately 40 GHz; 1° phase error bandwidth is about 16.5 GHz). The inductors included in phase shifter, in contrast to the quarter wave transmission lines used in conventional phase shifters, reduces chip area compared with conventional solutions. In some embodiments, an emitter follower helps to provide a relatively constant output that is largely independent of temperature, input power, VCC, manufacturing variation, and so on.




loss

Expansion chuck for loss-free transmission of a lubricating medium

A tool holder has a body with a spindle side for fastening the tool holder to a spindle of a machine tool and a tool side for accommodating a tool and has a lubricating media passage from the spindle side to the tool side that contains a lubricating media bush adjustable in the axial direction in the body. The lubricating media bush opens out on the tool side of the body, wherein a guide for the lubricating media hush is provided in the body. The guide contains a fitting section in which the lubricating media bush is adjustably guided, wherein a seal is provided which seals the lubricating media bush relative to the body.




loss

Modular power converter having reduced switching loss

In one implementation, a modular power converter having a reduced switching loss includes a package, a field-effect transistor (FET) including a gate terminal, a drain terminal, and a source terminal, and fabricated on a semiconductor die situated inside the package, and a driver circuit inside the package. The driver circuit is configured to drive the gate terminal of the FET. The driver circuit is further configured to sample a drain-to-source voltage (VDS) of the FET directly from the drain terminal and the source terminal, thereby enabling the reduced switching loss.




loss

Method for treatment of hair loss with a combination of natural ingredients

The invention provides a composition for topical treatment of hair loss/alopecia including three natural, active ingredients, caffeine, saw palmetto berry extract, and epigallocatechin-3-gallate (EGCG). The invention also provides methods for using this composition to treat hair loss.




loss

Mini-toothbrush with flosser

A disposable mini-toothbrush comprises a brush and flosser head positioned at a first and second end of a handle portion. The brush head is comprised of a plurality of bristles that extend in opposite directions from a bristle supporting element. The plurality of bristles which extend in opposite directions facilitate cleaning of the upper and lower teeth without having to readjust grip by a user. The mini-toothbrush also comprises a first and second flat grip element to facilitate manipulation of the brush and flosser head while using only a thumb and at least one finger by the user. In its preferred embodiment, the plurality of bristles will be coated with dentifrice for cleaning is of the user's teeth and gums. A thin plastic cover surrounds and seals the toothbrush and provides a seal which maintains sterility during shipping and storage.




loss

Dental flossing device

Disclosed is a dental flossing device in which dental floss is strung between a dispensing side handle, which dispenses dental floss, and goes into a receiving side handle, which receives used dental floss.




loss

Control of lumen loss in a liquid-filled LED bulb

A liquid-filled light emitting diode (LED) bulb including a base, a shell connected to the base forming an enclosed volume, a thermally conductive liquid held within the enclosed volume, a support structure connected to the base, and several LEDs attached to the support structure. The thermally conductive liquid has an oxygen content of at least 5 cubic centimeters of oxygen per liter of the thermally conductive fluid.




loss

Method to reduce heat radiation losses through coke oven chamber doors and walls by adapting the coal cake in height or density

A method for reducing the coking time in the oven area near the door or end wall and for improving coke quality and situation of emissions by compensating for radiation losses through coke oven chamber doors and end walls is described. This compensation is accomplished by varying the height of the coal cake in the environment of the frontal coke oven chamber doors. The variation is achieved both by increasing or decreasing the coal cake over part of the length or over the entire length of the coke oven chamber door. The reduction in the height of the coal cake can be generated by omission of coal or coal compacts, the increase in height can be accomplished by stacking of coal and pressing or adding of coal compacts, with it also being envisaged to omit the pressing cycle so as to obtain a recess with a lower coal cake density which also has less heat radiation.




loss

BIOSYNCHRONOUS TRANSDERMAL DRUG DELIVERY FOR LONGEVITY, ANTI-AGING, FATIGUE MANAGEMENT, OBESITY, WEIGHT LOSS, WEIGHT MANAGEMENT, DELIVERY OF NUTRACEUTICALS, AND THE TREATMENT OF HYPERGLYCEMIA, ALZHEIMER'S DISEASE, SLEEP DISORDERS, PARKINSON'S DISE

Systems and methods for longevity, anti-aging, fatigue management, obesity, weight loss, weight management, delivery of nutraceuticals, and treating hyperglycemia, Alzheimer's disease, sleep disorders, Parkinson's disease, Attention Deficit Disorder and nicotine addiction involve synchronizing and tailoring the administration of nutraceuticals, medications and other substances in accordance with the body's natural circadian rhythms, meal times and other factors. Improved control of blood glucose levels, extended alertness, and weight control, and counteracting of disease symptoms when they are at their worst are possible. An automated, pre-programmable transdermal administration system is used to provide pulsed doses of medications, pharmaceuticals, hormones, neuropeptides, anorexigens, pro-drugs, stimulants, nutraceuticals, phytochemicals, phytonutrients, enzymes, antioxidants, essential oils, fatty acids, minerals, vitamins, amino acids, coenzymes, or other physiological active ingredient or precursor. The system can utilize a pump, pressurized reservoir, a system for removing depleted carrier solution, or other modulated dispensing actuator, in conjunction with porous membranes or micro-fabricated structures.




loss

EXOSOME AND LIPID BIOMARKERS FOR MEMORY LOSS

The present invention relates to methods of determining if a subject has an increased risk of suffering from memory impairment. The methods comprise analyzing at least one sample from the subject to determine a value of the subject's exosomal profile or combined biomarker profile (lipids plus exosomal cargo) and comparing the value of the subject's exosomal or combined biomarker profile with the value of a normal exosomal or biomarker profile, respectively. A change in the value of the subject's exosomal or combined biomarker profile, including a change in the subject's exosomal or combined biomarker profile, over normal values is indicative that the subject has an increased risk of suffering from memory impairment compared to a normal individual.




loss

Wolfenstein II: The New Colossus Switch launch date revealed

Bethesda announced today that the Switch version of Wolfenstein II: The New Colossus will launch on Friday, June 29.




loss

Southampton hospital celebrates its 1,000th weight loss op

MORE than 1,000 obese people have gone under the knife at a Southampton hospital – and lost a combined total of 51 tonnes.




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Adele Defended by Personal Trainer Amid Weight Loss Backlash

Pete Geracimo who helped the 'Chasing Pavements' hitmaker during her weight loss journey comes to the singer's defense as she is facing criticisms online.





loss

95: Joe Schloss

Joseph Schloss is the author of two of the definitive scholarly works on hip-hop culture. Making Beats: The Art of Sample-Based Hip-Hop is a look inside the insular world of hip-hop producers, showing us their rules, worldview, and day-to-day lives. Foundation: B-boys, B-girls and Hip-Hop Culture in New York investigates the history and practice of hip-hop dance, as seen by the b-boys and b-girls themselves.

In our wide-ranging talk, we discuss the influence of West Side Story on hip-hop; what the “b” in “b-boy” really stands for; why having rap records at all wasn’t always a sure thing; and much more.

See http://theciphershow.com/episode/95/ for full show notes and comments.




loss

Thick Sounds releases Jungle Colossus 2 sample pack at Loopmasters

Thick Sounds has released its new sample pack Jungle Colossus 2, a new collection of loops and samples for Jungle and Drum & Bass, Breakbeat, Dub, Reggae and beyond. Inspired by sounds of Benny Page, Congo Natty, Serial Killaz and Run Tingz to name a few, ‘Jungle Colossus’ is designed for producers who’s looking for […]

The post Thick Sounds releases Jungle Colossus 2 sample pack at Loopmasters appeared first on rekkerd.org.




loss

FirstCry's sales rise, as do its losses

FirstCry, run by Brainbees Solutions, posted net sales of `174 crore during FY15-16. The company had net sales of `118 crore with net losses were ` 63 crore a year ago.




loss

UK's Mothercare shrinks to survive as losses widen

The first-half loss reflected an 11.1 percent slump in underlying sales in Mothercare's home market, which it blamed on wider market uncertainty and "negative press coverage" of its financial restructuring.




loss

Agra footwear industry stares at losses due to coronavirus

Every year, leather shoes worth over Rs 3,000 crore are exported to European countries from Agra. The US and several African countries are also important destinations for Agra footwear, say industry sources.




loss

Lenskart FY19 loss narrows, topline jumps 56%

Total expenses for fiscal year 2019 came in at Rs 514.52 crore, up about 20% compared to the year-ago period when expenses were at Rs 429 crore.




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Glasgow Clan coach frustrated with another loss but sees positive signs

Glasgow Clan head coach Zack Fitzgerald had to watch his side fall to yet another EIHL defeat last night, with Nottingham Panthers coming out 4-2 winners at Braehead Arena.




loss

Tried and Tested: Glossier Skywash eyeshadow

I love Glossier products. I am not afraid to admit this: it has revolutionised my make-up routine and allowed my skin to breathe, and each new product is more exciting and contemporary than the rest.




loss

Glasgow firm Remnant Kings goes into admistration resulting in job losses

DOZENS of staff have been made redundant after home furnishing store Remnant Kings went into administration.




loss

How Will The US Economy, Small Businesses & Workers Recover From COVID-19 Losses?

On this edition of Your Call, we're speaking with Nobel prize-winning economist Joseph Stiglitz about how the US government has handled the COVID-19 crisis. He says the public safety net is not working and the US is on course for a second Great Depression.




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Inflection Point: A Brief But Spectacular Conversation - Mahogany L. Browne & Flossie Lewis

Despite our differences, we can find connections that bring us together.




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the




loss

Women Bear The Brunt Of Coronavirus Job Losses

Very briefly, at the end of 2019 and the start of 2020, there were slightly more women on American nonfarm payrolls than men. That's no longer true. The historically disastrous April jobs report shows that the brunt of job losses fell on women. Women now account for around just under half — 49% — of American workers, and they accounted for 55% of the increase in job losses last month. One way of looking at why that matters that is to look at the gap that opened up between women's and men's unemployment last month. The below chart shows women's unemployment rate minus men's unemployment rate since 2007. Usually, the line bumps around near or just below zero — meaning men's unemployment is usually near or slightly higher than women's. But that spike on the far right shows how women's unemployment leapt to be 2.7 points higher than men's in April. Women had an unemployment rate of 16.2% to men's 13.5% last month. That's uncommon for a recession. The below chart is a longer view, and the