diff --git a/robustica/RobustICA.py b/robustica/RobustICA.py
index dacce0d..24ba792 100644
--- a/robustica/RobustICA.py
+++ b/robustica/RobustICA.py
@@ -628,6 +628,7 @@ def _compute_centroids(self, S_all, A_all, labels):
A_std.append(np.array(A_clust).std(axis=1))
# save summary stats
+ sumstats.append(
pd.Series(
{
"cluster_id": label,
@@ -637,7 +638,6 @@ def _compute_centroids(self, S_all, A_all, labels):
}
)
)
-
# save orientation
orientation[idx] = ori
diff --git a/setup.py b/setup.py
index c0e5d8b..6a36f25 100644
--- a/setup.py
+++ b/setup.py
@@ -16,8 +16,8 @@
"tqdm",
],
author="Miquel Anglada Girotto",
- author_email="miquelangladagirotto@gmail.com",
+ author_email="miquel.anglada@crg.eu",
description="Fully cumstomizable robust Independent Components Analysis (ICA)",
- url="https://github.com/MiqG/robustica",
- project_urls={"Issues": "https://github.com/MiqG/robustica/issues"},
+ url="https://github.com/CRG-CNAG/robustica",
+ project_urls={"Issues": "https://github.com/CRG-CNAG/robustica/issues"},
)
diff --git a/tutorials/basics.ipynb b/tutorials/basics.ipynb
index 974c666..5a81bf6 100644
--- a/tutorials/basics.ipynb
+++ b/tutorials/basics.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "markdown",
- "id": "ae53fe0e",
+ "id": "03fe599d",
"metadata": {},
"source": [
"# Basic pipeline for exploratory analysis\n",
@@ -15,7 +15,7 @@
},
{
"cell_type": "markdown",
- "id": "f87d3feb",
+ "id": "f03210a2",
"metadata": {},
"source": [
"## Load modules "
@@ -23,8 +23,8 @@
},
{
"cell_type": "code",
- "execution_count": 19,
- "id": "cc9f429c",
+ "execution_count": 1,
+ "id": "adf099fb",
"metadata": {},
"outputs": [],
"source": [
@@ -40,7 +40,7 @@
},
{
"cell_type": "markdown",
- "id": "c69849fa",
+ "id": "8839f0a4",
"metadata": {},
"source": [
"## Load data from [Sastry (2019)](https://doi.org/10.1038/s41467-019-13483-w) "
@@ -48,8 +48,8 @@
},
{
"cell_type": "code",
- "execution_count": 33,
- "id": "87da90df",
+ "execution_count": 2,
+ "id": "246c2cfd",
"metadata": {},
"outputs": [
{
@@ -64,7 +64,7 @@
" 'Gene Information']"
]
},
- "execution_count": 33,
+ "execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
@@ -78,7 +78,7 @@
{
"cell_type": "code",
"execution_count": 3,
- "id": "53bb80d6",
+ "id": "7fc315d0",
"metadata": {},
"outputs": [
{
@@ -330,7 +330,7 @@
},
{
"cell_type": "markdown",
- "id": "608677c6",
+ "id": "5e6e5e94",
"metadata": {},
"source": [
"## Preprocess data \n",
@@ -340,7 +340,7 @@
{
"cell_type": "code",
"execution_count": 4,
- "id": "f2b92701",
+ "id": "c769542b",
"metadata": {},
"outputs": [
{
@@ -825,7 +825,7 @@
},
{
"cell_type": "markdown",
- "id": "ec419807",
+ "id": "4c24735f",
"metadata": {},
"source": [
"## Run `robustica` "
@@ -833,7 +833,7 @@
},
{
"cell_type": "markdown",
- "id": "75ab93ab",
+ "id": "b250bb04",
"metadata": {},
"source": [
"### Using our version of the *Icasso* algorithm\n",
@@ -847,8 +847,8 @@
},
{
"cell_type": "code",
- "execution_count": 14,
- "id": "5e3a1718",
+ "execution_count": 5,
+ "id": "10635ff6",
"metadata": {},
"outputs": [
{
@@ -869,7 +869,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 8/8 [00:02<00:00, 3.36it/s]\n"
+ "100%|██████████| 8/8 [00:03<00:00, 2.24it/s]\n"
]
},
{
@@ -881,8 +881,8 @@
"Clustering...\n",
"Computing centroids...\n",
"(3923, 100) (278, 100)\n",
- "CPU times: user 3.41 s, sys: 183 ms, total: 3.59 s\n",
- "Wall time: 7.67 s\n"
+ "CPU times: user 3.71 s, sys: 312 ms, total: 4.02 s\n",
+ "Wall time: 7.6 s\n"
]
}
],
@@ -899,7 +899,7 @@
},
{
"cell_type": "markdown",
- "id": "2a089ee7",
+ "id": "7dad1889",
"metadata": {},
"source": [
"### Using the classical *Icasso* algorithm"
@@ -907,8 +907,8 @@
},
{
"cell_type": "code",
- "execution_count": 15,
- "id": "406f8155",
+ "execution_count": 6,
+ "id": "fa16dbf0",
"metadata": {},
"outputs": [
{
@@ -929,7 +929,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
- "100%|██████████| 8/8 [00:02<00:00, 3.58it/s]\n"
+ "100%|██████████| 8/8 [00:02<00:00, 3.09it/s]\n"
]
},
{
@@ -940,8 +940,8 @@
"Clustering...\n",
"Computing centroids...\n",
"(3923, 100) (278, 100)\n",
- "CPU times: user 2.22 s, sys: 112 ms, total: 2.33 s\n",
- "Wall time: 7.92 s\n"
+ "CPU times: user 2.38 s, sys: 132 ms, total: 2.51 s\n",
+ "Wall time: 7.51 s\n"
]
}
],
@@ -964,7 +964,7 @@
},
{
"cell_type": "markdown",
- "id": "d98a4f13",
+ "id": "e01fc167",
"metadata": {},
"source": [
"### Correspondence between the two approaches"
@@ -972,13 +972,13 @@
},
{
"cell_type": "code",
- "execution_count": 32,
- "id": "77603d60",
+ "execution_count": 7,
+ "id": "72e07cba",
"metadata": {},
"outputs": [
{
"data": {
- "image/png": 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\n",
+ "image/png": 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\n",
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