That graphic is a fine example of the near-blind shortsightedness of the typically naive greenie. The problem with that graphic is that it does not include the amount of land required to house the factories required to build that many solar panels. Or the amount of land to house the factories required to build the infrastructure necessary to route that much concentrated power around the country. Or the amount of land required to mine the resources necessary to provide the raw materials to build that many solar panels. Or the amount of land required to mine the resources necessary to provide the raw materials to build enough factories to support the building of that many solar panels. Or the amount of land required to mine the resources necessary to provide the raw materials to build enough factories to support the building of the supporting equipment, such as batteries or some other form of energy storage. Or the amount of land required to extract the petroleum beneath it to provide the energy to power the building of all those solar panels, panel manufacturing facilities, mining equipment manufacturing facilities, supportive equipment facilities, and of course provide power for the mining equipment. Or the amount of land to house the toxic byproducts of polycrystalline solar panels, of which there are many. Have I forgotten anything? I'm sure I have. And we wonder how government projects turn into boondoggles...
Obviously you would not put them all in one spot, they would be spread out. And what about the amount of land required to build every single object we have today, such as... lumber and house shingles? We have that land, apparently. So why not solar panels or the buildings to make them in? Heck look at all the cars on the road, we have enough factories to build those. (correction: China does.

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As for the pollution generated by making solar panels or batteries, reality check: all products generate pollution when they are manufactured. Of course we want to try to curb that as much as possible, but it's a fact, that when you are dealing with melting chemicals, melting adhesives, grinding stuff, or whatever is involved in the manufacture of a specific product, there is some pollution, as well as energy being used. I'm sure casting an engine block for a gas car also generates pollution and uses lot of energy. But with renewable devices like solar panels, the pollution stops after it's manufactured, and only resumes when it's disposed of... which will be a serious issue that we need a solution for. Same goes for all the ewaste, it is a pretty big issue. But for a device such as a combustion engine, it pollutes for it's entire life. So in the end, solar panels are still more green than a gas generator for the same amount of power. Of course this is speaking on a per unit basis, the manufacture of any object is continuous as we want to make more and more, so the process does need to be refined to minimize pollution as much as possible.
Now back to that map, I don't think there is that much vacant land in all of the US, so this would not be pure solar farms in a given area, but rather solar panels on roofs and other existing places that could accommodate them. You'd also want to concentrate on areas that make the most sense, like California where it's always sunny.
This would not solve the storage problem though, when it's night time you still need to produce energy, the grid is not a big battery, and you can't turn down/up power plants at a finger snap, so to accommodate this much panels you need storage for it to make sense... and I think that is where Tesla was going with their Powerwall. Anyone who gets a Powerwall also gets enough panels to charge it during the day. If everyone does this, it means less strain/reliance on the grid. If enough people do this that the total square metre of panels combined is that of that picture, it technically covers the entire US's needs. That's basically the point he was making I think.