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docs: clean README.md and standardize similar to other SciML Repos #177

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21 changes: 9 additions & 12 deletions README.md
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# DataInterpolations.jl

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DataInterpolations.jl is a library for performing interpolations of one-dimensional data. By
"data interpolations" we mean techniques for interpolating possibly noisy data, and thus
some methods are mixtures of regressions with interpolations (i.e. do not hit the data
points exactly, smoothing out the lines). This library can be used to fill in intermediate
data points in applications like timeseries data.

## Tutorial / Demonstration

A tutorial is included and can be found at [this page](https://htmlpreview.github.io/?https://github.com/PumasAI/DataInterpolations.jl/blob/v2.0.0/example/DataInterpolations.html). To run the tutorial yourself
locally, use the following Weave commands:

```julia
using Weave, DataInterpolations
weave(joinpath(dirname(pathof(DataInterpolations)), "../example", "DataInterpolations.jmd"), out_path=:doc)
```

## API

All interpolation objects act as functions. Thus for example, using an interpolation looks like:
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