Covid has changed all of these dynamics for category leading brick and mortar retailers. If most e-commerce companies ha

While Jake’s online giving spree may have looked extreme, even reckless, both his methods and motivations are increasingly common. The coronavirus pandemic has mainstreamed a once-radical form of charity — or solidarity, depending on your politics and vantage point — in which strangers use peer-to-peer payment apps to give money directly, and instantly, to each other.

I had the freedom to create anything I wanted. So, looking around, I chose to create things I’m interested in. Being interested in what I’m creating, means I’m more likely to stay invested and not abandon the project.

Over the next couple hours, and then less frantically for several weeks after, Jake says he sent $200 and $300 deposits to dozens of strangers from North Carolina to Ohio, California to London. He only stopped, he said, when friends called and urged him to get off Twitter, concerned that some of his new followers might take advantage of him. OneZero confirmed that over the course of several days, Jake sent more than $5,400 in direct payments.

So what are the significant effects of calculating a moving average or using this rolling method? Our data becomes a lot less noisy and becomes more reflective of the trend than the actual data. Let’s plot this out. We shall plot the original data and then the rolling data for 30 days in the same graph.

Something I always say to myself when I’m dealing with a wishy-washy dating situation is, I was fine before this person came into my life. And I’ll be just fine after they’re gone.

Amazon’s retail business may actually be disadvantaged long term by Covid due to more intense long term competition as thousands of SMBs have taken advantage of services from Wix, Shopify, etc. to go online, category leading retailers are investing online like never before and brands are investing in their DTC strategies — all at the same time that Amazon may have begun to erode consumer trust with advertising. The “buy box” used to be sacred at Amazon — the best reviewed product at the best price drove placement in search results — not advertising. Consumer trust is difficult to gain and even harder to regain. While allowing advertising to dictate the buy box was immensely effective at increasing their take rate (anyone who believes this is actually advertising is confused — Amazon is just increasing their take rate and calling this dynamic advertising), this may end up being a very profitable short term decision that creates significant long term pain. Amazon is a phenomenal company and I am sure they will adapt, but Covid may have led to a significantly more competitive environment for them. Regardless, these e-commerce share gains for brick and mortar retailers are not going to be transitory.

Despite that white-gloved lineage, Jake — who voted for Bernie Sanders in the Democratic primary, and still struggles to explain the wealth he inherited — does not exude Carnegie or Rockefeller vibes. In conversation, the freelance film technician is boisterous and self-deprecating and very, very earnest, prone to incidental overshares and meandering asides. On Twitter, he posts about movies, indie rock, social justice, and the guilt of growing up in a family rich enough to rent the occasional private plane.

Don’t look at it from the perspective of, “He doesn’t want me because there’s something wrong with me.” Think of it as, “He doesn’t want me because of what’s going on with him.”

Perhaps the simplest way to express what has happened during Covid is to note that Amazon has actually lost share in e-commerce during Covid. The largest e-commerce share gainers in most categories have been category leading physical retailers as well as the DTC businesses of most brands. Amazon is still growing really fast, but this is due to growth in the market for e-commerce. They are factually losing share of e-commerce which is a significant change, albeit one that had been in process for several years. There were years pre 2016 when Amazon was taking roughly 100% incremental share of e-commerce and well over 100% incremental share of total retail sales. While Amazon is gaining share of retail spending, they are losing e-commerce share and this is manifested in the fact that they are growing slower than the overall market for e-commerce.

As the Covid-19 pandemic deepened this spring, so too did Jake’s shame. “Being unwoke and rich seems great, but I’m rich and aware of other humans so I wanna die,” he tweeted.

One time I dated a guy who really liked me, but he did not have the time, space, or energy in his life to have a serious relationship. His job ruled his existence, and he was going to grad school — two very demanding things. As much as he liked me, he didn’t have the time or energy to meet my demands, too. And I can’t blame him — some people choose their careers first, and that’s okay.

So in early spring, Jake embarked on a charity spree of his own. He sent a few laid-off buddies money to help cover their rent. He donated to a series of small bail funds. Then — scrolling through Twitter one afternoon in May, inundated by racial wealth gap statistics and “high out of his mind” on Xanax — Jake hatched another, more unusual idea: He promised to Venmo or Cash App funds directly to anyone in need who tweeted at him.

There’s quite a bit of noise here because this is the daily data. It would be nice to average this out by a week, which is where a rolling mean comes in. A rolling mean or Moving average is a transformation method that tends to average out this noise from the data. The idea is simple. Split the data into windows, and the data in each of these windows is then aggregated by some function like mean(), median(), count(), etc.

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to invest a lot of time and effort in creating a website as it is just a sidekick but yet wanted to have a killer website that grabs attention and as I am particularly interested in NLP I definitely wanted to integrate a chatbot in it as it can speak out to the user that I show extra interest in NLP. To be precise my personal demands are

This reporting is made possible by the Rogers Cybersecure Catalyst, Ryerson University’s national centre for cybersecurity training, acceleration, applied R