From 1eef115c9cd80bab209715368d027a5f29e21417 Mon Sep 17 00:00:00 2001 From: Daniel Himmelstein Date: Wed, 8 Apr 2020 15:36:01 -0400 Subject: [PATCH] Color umap plots by node2vec cluster --- 26.umap-transform-node2vec.ipynb | 186 +++++++++++++++--- data/embeddings/node2vec-128d-to-umap-2d.html | 8 +- .../node2vec-128d-to-umap-2d.tsv.xz | 4 +- 3 files changed, 165 insertions(+), 33 deletions(-) diff --git a/26.umap-transform-node2vec.ipynb b/26.umap-transform-node2vec.ipynb index 300d9d8..c6f1b2c 100644 --- a/26.umap-transform-node2vec.ipynb +++ b/26.umap-transform-node2vec.ipynb @@ -29,8 +29,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 1.76 s, sys: 47.9 ms, total: 1.81 s\n", - "Wall time: 1.81 s\n" + "CPU times: user 949 ms, sys: 27 ms, total: 976 ms\n", + "Wall time: 975 ms\n" ] }, { @@ -293,8 +293,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 39.4 s, sys: 534 ms, total: 40 s\n", - "Wall time: 40 s\n" + "CPU times: user 29.8 s, sys: 432 ms, total: 30.3 s\n", + "Wall time: 30.3 s\n" ] } ], @@ -380,12 +380,12 @@ ], "source": [ "# Create embedding dataframe\n", - "umap_df = (\n", + "umap_df = gene_df.merge(\n", " pd.DataFrame(mapper.transform(embedding_high_df))\n", " .add_prefix(\"umap_\")\n", - " .assign(preferred_name=embedding_high_df.index.get_level_values(\"preferred_name\"))\n", + " .reset_index(drop = False)\n", + " .rename(columns={\"node_id\": \"index\"})\n", ")\n", - "umap_df = gene_df.merge(umap_df)\n", "umap_df.head(2)" ] }, @@ -393,25 +393,44 @@ "cell_type": "code", "execution_count": 7, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "19354" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "umap_df.to_csv(\"data/embeddings/node2vec-128d-to-umap-2d.tsv.xz\", sep=\"\\t\", index=False)" + "len(umap_df)" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 8, "metadata": {}, + "outputs": [], "source": [ - "## Plot embeddings" + "# %%time\n", + "# from sklearn.cluster import DBSCAN\n", + "# from sklearn.preprocessing import StandardScaler\n", + "# # https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html\n", + "# cluster_model = DBSCAN(eps=0.5, min_samples=5)\n", + "# clusters = cluster_model.fit_predict(StandardScaler().fit_transform(embedding_high_df))\n", + "# clusters[:5]" ] }, { - "cell_type": "code", - "execution_count": 8, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "import umap.plot" + "### cluster\n", + "\n", + "cluster high dimensional embedding for coloring the 2d scatterplot" ] }, { @@ -420,25 +439,134 @@ "metadata": {}, "outputs": [ { - "name": "stderr", + "name": "stdout", "output_type": "stream", "text": [ - "'c' argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with 'x' & 'y'. Please use a 2-D array with a single row if you really want to specify the same RGB or RGBA value for all points.\n" + "CPU times: user 57.4 s, sys: 29.7 s, total: 1min 27s\n", + "Wall time: 27.9 s\n" ] }, { "data": { + "text/html": [ + "
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indexprotein_external_idpreferred_nameprotein_sizeannotationumap_0umap_1cluster
009606.ENSP00000000233ARF5180ADP-ribosylation factor 5; GTP-binding protein...12.8681382.65004145
119606.ENSP00000000412M6PR277Cation-dependent mannose-6-phosphate receptor;...5.8680947.86509677
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" + ], "text/plain": [ - "" + " index protein_external_id preferred_name protein_size \\\n", + "0 0 9606.ENSP00000000233 ARF5 180 \n", + "1 1 9606.ENSP00000000412 M6PR 277 \n", + "\n", + " annotation umap_0 umap_1 \\\n", + "0 ADP-ribosylation factor 5; GTP-binding protein... 12.868138 2.650041 \n", + "1 Cation-dependent mannose-6-phosphate receptor;... 5.868094 7.865096 \n", + "\n", + " cluster \n", + "0 45 \n", + "1 77 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" - }, + } + ], + "source": [ + "%%time\n", + "from sklearn.cluster import DBSCAN, KMeans\n", + "from sklearn.preprocessing import StandardScaler\n", + "# https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html\n", + "cluster_model = KMeans(n_clusters=100, random_state=0)\n", + "clusters = cluster_model.fit_predict(StandardScaler().fit_transform(embedding_high_df))\n", + "umap_df[\"cluster\"] = clusters\n", + "umap_df.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "umap_df.to_csv(\"data/embeddings/node2vec-128d-to-umap-2d.tsv.xz\", sep=\"\\t\", index=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot embeddings" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import umap.plot" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -448,12 +576,12 @@ } ], "source": [ - "umap.plot.points(mapper)" + "umap.plot.points(mapper, labels=clusters, show_legend=False);" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -482,7 +610,7 @@ "GlyphRenderer(id='1036', ...)" ] }, - "execution_count": 10, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -492,10 +620,12 @@ "import bokeh.plotting\n", "import bokeh.models\n", "import bokeh.palettes\n", + "import colorcet\n", "\n", + "umap_df[\"cluster_color\"] = umap_df.cluster.map(dict(enumerate(colorcet.glasbey_dark)))\n", "datasource = bokeh.models.ColumnDataSource(umap_df)\n", "\n", - "plot_title = 'UMAP projection of STRING proteins'\n", + "plot_title = 'UMAP projection of STRING proteins (via node2vec)'\n", "figure = bokeh.plotting.figure(\n", " title=plot_title,\n", " plot_width=600,\n", @@ -508,6 +638,7 @@ " ('symbol', '@preferred_name'),\n", " ('protein_size', '@protein_size{,}'),\n", " ('info', '@annotation'),\n", + " ('cluster', '@cluster'),\n", " ],\n", ")\n", "figure.add_tools(hover_tool)\n", @@ -516,6 +647,7 @@ " x='umap_0',\n", " y='umap_1',\n", " source=datasource,\n", + " color=\"cluster_color\",\n", " line_alpha=0.6,\n", " fill_alpha=0.6,\n", " radius=0.01\n", @@ -524,7 +656,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -535,7 +667,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -544,7 +676,7 @@ "'/user/jupyter/data/embeddings/node2vec-128d-to-umap-2d.html'" ] }, - "execution_count": 12, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } diff --git a/data/embeddings/node2vec-128d-to-umap-2d.html b/data/embeddings/node2vec-128d-to-umap-2d.html index d00328f..13c7a7e 100644 --- a/data/embeddings/node2vec-128d-to-umap-2d.html +++ b/data/embeddings/node2vec-128d-to-umap-2d.html @@ -8,7 +8,7 @@ - UMAP projection of STRING proteins + UMAP projection of STRING proteins (via node2vec) @@ -502,14 +502,14 @@ -
+