kNN-CDF implementation (#34)

* Rewrite doc

* add kNN

* edit loading of samples with no init

* Add verbosity flag

* add KNN submission script

* do not make peaked cdf by default

* Add submit script

* stop ignore sh

* Add mass thresholding

* Edit gitignore

* edits

* Space points in logspace

* Calculate for all ICs

* Update TODO

* Add dtype support

* Update readme

* Update nb
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Richard Stiskalek 2023-03-31 18:13:41 +01:00 committed by GitHub
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# CSiBORGTools
# CSiBORG Analysis
### Questions
- How well can observed clusters be matched to CSiBORG? Do their masses agree?
- Is the number of clusters in CSiBORG consistent?
## Project Overlap
- [ ] Calculate the overlap between all 101 IC realisations on DiRAC.
## CSiBORG Galaxy Environmental Dependence
### TODO
## Project Clustering
- [ ] Add uncertainty to the kNN-CDF autocorrelation.
- [ ] Add the joint kNN-CDF calculation.
- [ ] Make kNN-CDF more memory friendly if generating many randoms.
## Project Environmental Dependence
- [ ] Add gradient and Hessian of the overdensity field.
### Questions
- Environmental dependence of:
- $M_*$, colour and SFR.
- Galaxy alignment.
- HI content.
- Fields to calculate:
1. Overdensity field $\delta$
2. Gradient and Hessian of $\delta$
3. Gravitational field $\Phi$
4. Gradient and Hessian of $\Phi$