diff --git a/static/img/blog/scanpy_holoviews_overview.svg b/static/img/blog/scanpy_holoviews_overview.svg
index 6943e60..ee6b415 100644
--- a/static/img/blog/scanpy_holoviews_overview.svg
+++ b/static/img/blog/scanpy_holoviews_overview.svg
@@ -1,15 +1,15 @@
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-<text x="800" y="80" font-family="IBM Plex Mono, SFMono-Regular, Menlo, Consolas, monospace" font-size="26" fill="#16161d" text-anchor="middle">sc.pl.umap(adata, color=A.obs[<tspan fill="#c02f2f">&#34;bulk_labels&#34;</tspan>])</text>
+<rect x="415" y="38" width="880" height="66" rx="10" fill="#fdfdfe" stroke="#d5d5de"></rect>
+<text x="855" y="80" font-family="IBM Plex Mono, SFMono-Regular, Menlo, Consolas, monospace" font-size="26" fill="#16161d" text-anchor="middle">sc.pl.umap(adata, color=A.obs[<tspan fill="#c02f2f">&#34;bulk_labels&#34;</tspan>])</text>
 
-<text x="436" y="157" font-size="16" font-weight="500" fill="#8a8a99" text-anchor="end">Setup (optional):</text>
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-<text x="472" y="158" font-family="IBM Plex Mono, SFMono-Regular, Menlo, Consolas, monospace" font-size="17" fill="#3a3a48">sc.settings.preset = sc.Preset.ScanpyV2Preview ; A = sc.pl.hv_init(<tspan fill="#c85a1e">'bokeh'</tspan>)</text>
+<text x="855" y="130" font-size="16" font-weight="500" fill="#8a8a99" text-anchor="middle">Setup (optional):</text>
+<rect x="415" y="144" width="880" height="44" rx="8" fill="#f4f4f7" stroke="#e4e4ea"></rect>
+<text x="855" y="172" font-family="IBM Plex Mono, SFMono-Regular, Menlo, Consolas, monospace" font-size="17" fill="#3a3a48" text-anchor="middle">sc.settings.preset = sc.Preset.ScanpyV2Preview ; A = sc.pl.hv_init(<tspan fill="#c85a1e">'bokeh'</tspan>)</text>
 
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 <text x="364" y="552" font-family="IBM Plex Mono, SFMono-Regular, Menlo, Consolas, monospace" font-size="15" fill="#2a2a36">CD19+ B</text>
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-<text x="90" y="822" font-size="26" font-weight="700" fill="#1f5fd0">Bokeh:</text>
-<text x="194" y="822" font-size="23" fill="#16161d">interactive</text>
+<text x="298" y="822" font-size="26" font-weight="700" fill="#1f5fd0" text-anchor="middle">Bokeh: <tspan font-size="23" font-weight="400" fill="#16161d">interactive</tspan></text>
 
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-<text x="592" y="808" font-size="26" font-weight="700" fill="#1c7a4a">Matplotlib:</text>
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-<text x="592" y="840" font-size="23" fill="#16161d">publication</text>
+<text x="800" y="822" font-size="26" font-weight="700" fill="#1c7a4a" text-anchor="middle">Matplotlib: <tspan font-size="23" font-weight="400" fill="#16161d">static, publication</tspan></text>
 
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-<text x="1094" y="822" font-size="26" font-weight="700" fill="#d2600f">Plotly:</text>
-<text x="1194" y="822" font-size="23" fill="#16161d">3D</text>
+<text x="1302" y="822" font-size="26" font-weight="700" fill="#d2600f" text-anchor="middle">Plotly: <tspan font-size="23" font-weight="400" fill="#16161d">3D</tspan></text>
 
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-<text x="372" y="919" font-size="19" font-weight="600" font-style="italic" fill="#4a4a58">One high-level representation. Multiple rendering backends. <tspan fill="#4b2fbf" font-weight="700">Same data, different experience.</tspan></text>
+<text x="372" y="919" font-size="19" font-weight="600" fill="#4a4a58">One high-level representation. Multiple rendering backends. <tspan fill="#4b2fbf" font-weight="700">Same data, different experience.</tspan></text>
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