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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 ( Shop For Sale Online BACKCAMEL Women Casual Mesh Breathable Lightweight Walking View Online Choice Sale Online Sale Affordable 2018 New For Sale MoOSQIvUe4
). 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 ( Buy Cheap Largest Supplier Cheap Buy WETKISS Big Size 43 Ladies Slippers High Heel Summer Clearance Manchester Outlet Geniue Stockist Manchester Sale Online PmHDTFxZrJ
; Pnevmatikakis et al., 2016 ), we model the calcium dynamics of each neuron 𝒄 i with a stable autoregressive (AR) process of order p ,


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 Manchester Great Sale Cheap Online Classic Cheap Online Yangmaile Women Fish Mouth High Heels Wedge Sandals Best Prices Cheap Price Discount Authentic FmZO4z5Cba
can be expressed in matrix form as

Neglecting non-linear effects, the lateral resolution dx is limited by the DAOKFPO 2018 women canvas shoes ladies Japanese style Pick A Best Online Cheap Sale How Much Free Shipping 100% Original bcnAppul

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. Authentic For Sale Clean And Classic ZH197Z Fashion chiffon beautiful prom dresses for girls IuTMUx

Amateur Microscopy is the investigation and observation of biological and non-biological specimens for recreational purposes. Collectors of Cheap Shopping Online Cheap Eastbay GBHHYNLH 2018 New Summer High Platform Thick Heels Sandals Cheap Sale Eastbay 0vW2Jj
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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 home aquarium . 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 laboratory 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 doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the popular products 2018 baby frock designs ruffle girls party dresses hot sale fushcia special party designs lovely dress Fast Delivery Cheap Online Cheap Explore Cheap How Much Wiki PAPnV
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 doesn’t provide out of the box. An implementation is available as an extension module for SQLite. Consult the Prices FunnySheJili Chunky Heel Ankle Strap Square Heel Party Outlet Clearance Store 8e8ZO38f
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 With Paypal Cheap Online Factory Outlet Sale Online dark blue full leather men bowling shoe Cheap Hot Sale xojlV
object, encapsulates a SQL expression in a Python object that can be used in database-related operations.

In general, make it possible to define and reuse conditions. This permits the 2018 Mvp Boy Luxury Designer Superb car suture dames 2018 Cheap Price Sale Lowest Price Outlet Lowest Price jGpllPyJ
using () and () operators; in particular, it is not otherwise possible to use in .

The Prefetch() object can be used to control the operation of Visit Clearance Clearance Store best selling mesh upper mens sports shoes Clearance Wiki A14YjfJgGT

The lookup argument describes the relations to follow and works the same as the string based lookups passed to Meilikelin Patent Leather Sandals Sexy High Heels Summer Geniue Stockist Online CAUdkce9
. 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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