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8 changes: 4 additions & 4 deletions README.md
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![PAGA for hematopoiesis.](http://www.falexwolf.de/img/paga_paul15.png "PAGA for hematopoiesis.")

PAGA is available within [Scanpy](https://scanpy.readthedocs.io/en/latest/examples.html#trajectory-inference) through: [`tl.paga`](https://scanpy.readthedocs.io/en/latest/api/scanpy.tl.paga.html) | [`pl.paga`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga.html) | [`pl.paga_path`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga_path.html) | [`pl.paga_compare`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga_compare.html).
PAGA is available within [Scanpy](https://scanpy.readthedocs.io/en/stable/tutorials.html#trajectory-inference) through: [`tl.paga`](https://scanpy.readthedocs.io/en/latest/api/scanpy.tl.paga.html) | [`pl.paga`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga.html) | [`pl.paga_path`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga_path.html) | [`pl.paga_compare`](https://scanpy.readthedocs.io/en/latest/api/scanpy.pl.paga_compare.html).

Below you find links to all central example notebooks, which also allow reproducing all main figures of the paper. If you start working with PAGA, go through [*blood/paul15*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/blood/paul15/paul15.ipynb).
Below you find links to all central example notebooks, which also allow reproducing all main figures of the paper. If you start working with PAGA, go through [*blood/paul15*](https://scanpy-tutorials.readthedocs.io/en/latest/paga-paul15.html).

notebook | system | details | reference | figure
---------------| ---------------| ---------| ----------| ------
Expand All @@ -27,9 +27,9 @@ notebook | description | figure
[*robustness*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/robustness) | robustness and multi-resolution capacity | S4, S5
[*comparisons/simulated_data*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/comparisons/simulated_data) | comparisons for simulated data | S6, S7
[*comparisons/paul15_monocle2*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/comparisons/paul15_monocle2) | comparison Monocle 2 for Paul *et al.* (2015) | S8
[*comparisons/nestorowa16_monocle2*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/comparisons/nestorowa16_monocle2) | comparison Monocle 2 for Nestorowa *et al.* (2016) | S9
[*comparisons/nestorowa16_monocle2*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/comparisons/nestorowa16_monocle2/nestorowa16_monocle2.ipynb) | comparison Monocle 2 for Nestorowa *et al.* (2016) | S9
[*embedding_quality*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/embedding_quality/embedding_quality.ipynb) | quantifying embedding quality | S10
[*simulation*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/blood/simulated/simulated.ipynb) | simulating hematopoiesis | S11
[*1M_neurons*](https://github.com/theislab/scanpy_usage/blob/master/170522_visualizing_one_million_cells/logfile_1.3M.txt) | neurons, 1.3 million cells, 10x Genomics, [10x Genomics (2017)](https://support.10xgenomics.com/single-cell-gene-expression/datasets/1M_neurons) | S12
[*blood/paul15*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/blood/paul15/paul15.ipynb) | annotation of louvain clusters using PAGA | S13
[*blood/paul15*](https://scanpy-tutorials.readthedocs.io/en/latest/paga-paul15.html) | annotation of louvain clusters using PAGA | S13
[*deep_learning*](https://nbviewer.jupyter.org/github/theislab/paga/blob/master/deep_learning/deep_learning.ipynb) | cycling Jurkat cells, 30,000 single-cell images, [Eulenberg *et al.*, Nat. Commun. (2017)](https://doi.org/10.1038/s41467-017-00623-3) | S14