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Each spatial footprint 𝒂 i should be spatially localized and sparse, since a given neuron will cover only a small fraction of the field of view, and therefore most elements of 𝒂 i will be zero. Thus, we need to incorporate spatial locality and sparsity constraints on A ( HIZCINTH 2018 New Summer Sandals Female High Heels Diamond Store Cheap Online 100% Authentic For Sale mFvzwSwl
). We discuss details further below.

Similarly, the temporal components 𝒄 i are highly structured, as they represent the cells’ fluorescence responses to sparse, nonnegative trains of action potentials. Following ( Discount Outlet Best Sale Cheap Online La MaxZa 2018 Summer Love White Shoes Women Female PU Clearance Marketable 8PHqT0B
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), we model the calcium dynamics of each neuron 𝒄 i with a stable autoregressive (AR) process of order p ,

(3)

where s i ( t ) 0 is the number of spikes that neuron fired at the t -th frame. (Note that there is no further noise input into c i ( t ) beyond the spike signal s i ( t ) .) The AR coefficients { γ j ( i ) } are different for each neuron and they are estimated from the data. In practice, we usually pick p = 2 , thus incorporating both a nonzero rise and decay time of calcium transients in response to a spike; then 2018 fashion reflective upper material men sport running shoes 2018 For Sale Low Cost Cheap Price 2018 Unisex Sale Online Shopping Online 2M0bP2
can be expressed in matrix form as

Neglecting non-linear effects, the lateral resolution dx is limited by the Abbe diffraction limit :

d x = λ / ( 2 N A ) {\displaystyle dx=\lambda /(2*NA)}

where λ {\displaystyle \lambda } is the wavelength of the excitation laser and NA is the numerical aperture of the objective lens. The Abbe diffraction limit holds if the incoming wave front is parallel. In reality, however, the laser beam profile is Gaussian. Therefore, in order to the calculate the achievable resolution, formulas for truncated Gaussian beams have to be used. Tamp;Q Women Sandals High Heels Pumps Strap Platform Top Quality r3tq9

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may use microscopes as tools to uncover features that help them classify their collected items. Other amateurs may be interested in observing the life found in pond water and of other samples. Microscopes may also prove useful for the water quality assessment for people that keep a 2017 fashion shoes for children from Vietnam Comfort Kids Sport Shoes New Collection child shoes Great Deals For Sale Visit Online Cheap Wholesale Cheap Sale Ebay yhYOQrws
. Photographic documentation and drawing of the microscopic images are additional tasks that augment the spectrum of tasks of the amateur. There are even competitions for photomicrograph art. Participants of this pastime may either use commercially prepared microscopic slides or engage in the task of specimen preparation.

While microscopy is a central tool in the documentation of biological specimens, it is, in general, insufficient to justify the description of a new species based on microscopic investigations alone. Often genetic and biochemical tests are necessary to confirm the discovery of a new species. A La MaxZa Women Casual Shoes Summer Comfortable Mesh New Styles A7GGZ
and access to academic literature is a necessity, which is specialized and, in general, not available to amateurs. There is, however, one huge advantage that amateurs have above professionals: time to explore their surroundings. Often, advanced amateurs team up with professionals to validate their findings and (possibly) describe new species.

Has one optional argument:

If , the count will only include unique instances. This is the SQL equivalent of . The default value is .

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Returns the maximum value of the given expression.

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Returns the minimum value of the given expression.

Returns the standard deviation of the data in the provided expression.

By default, StdDev returns the population standard deviation. However, if sample=True , the return value will be the sample standard deviation.

SQLite

SQLite doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the Discount Amazing Price Clearance 100% Guaranteed TASSLYNN 2018 Ankle Strap Wedding Wedges Heel Sandals Outlet Latest Collections yUc16T7iB
for instructions on obtaining and installing this extension.

Computes the sum of all values of the given expression.

Returns the variance of the data in the provided expression.

By default, Variance returns the population variance. However, if sample=True , the return value will be the sample variance.

SQLite

SQLite doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the SQlite documentation for instructions on obtaining and installing this extension.

This section provides reference material for query-related tools not documented elsewhere.

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A object, like an Wholesale price beautiful girls elegant skater fashion dress Low Price Cheap Price Best Sale Sale Online JCyUA04o
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In general, make it possible to define and reuse conditions. This permits the Wholesale cheap mesh upper material man footwear shoe Discount Sale Online Original Sale Online WUsbla9b
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The lookup argument describes the relations to follow and works the same as the string based lookups passed to Promotion Ladies Casual Folding Ballet Shoes with Matching Bag for Wedding Clearance Get To Buy xCbPdVav
. For example:

The queryset argument supplies a base QuerySet for the given lookup. This is useful to further filter down the prefetch operation, or to call select_related() from the prefetched relation, hence reducing the number of queries even further:

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