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feat: Add named visualization specifically for Jackson
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kmccarp authored Mar 26, 2024
1 parent 2fc765b commit 2601075
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162 changes: 162 additions & 0 deletions moderne_visualizations_misc/dependency_usage_violin_jackson.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from code_data_science import data_table as dt\n",
"\n",
"df = dt.read_csv(\"../samples/dependency_usage_violin.csv\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"df = df[[\"artifactId\", \"version\", \"depth\"]]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"from code_data_science.versions import index as index_versions\n",
"\n",
"# make sure version is a string\n",
"df[\"version\"] = df[\"version\"].astype(str)\n",
"\n",
"vmap = index_versions(df.version)\n",
"df[\"nVersion\"] = list(map(lambda v: vmap[v], df.version))\n",
"\n",
"\n",
"def index_ga(groupartifacts):\n",
" sorted_ga = sorted(list(set(groupartifacts)))\n",
" return {ga: sorted_ga.index(ga) for ga in sorted_ga}\n",
"\n",
"\n",
"gmap = index_ga(df.artifactId)\n",
"df[\"nArtifactId\"] = list(map(lambda g: gmap[g], df.artifactId))\n",
"\n",
"df = df.sort_values(by=[\"nVersion\", \"nArtifactId\"])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import plotly.graph_objects as go\n",
"import code_data_science.palette as palette\n",
"\n",
"colors = palette.colors_by_weight(500)\n",
"\n",
"fig = go.Figure()\n",
"\n",
"# Add a trace to the plot for each category\n",
"for i, category in enumerate(df[\"nArtifactId\"].unique()):\n",
" category_data = df[df[\"nArtifactId\"] == category]\n",
"\n",
" # Calculate counts for each dependency and version combination\n",
" counts = (\n",
" category_data.groupby(\"nVersion\")[\"nArtifactId\"]\n",
" .count()\n",
" .reset_index(name=\"count\")\n",
" )\n",
"\n",
" category_data_with_counts = category_data.merge(counts, on=\"nVersion\")\n",
"\n",
" # Generate hover text including the count information\n",
" hover_text = category_data_with_counts.apply(\n",
" lambda row: f'<b>Artifact</b>: {row[\"artifactId\"]}<br><b>Version</b>: {row[\"version\"]}<br><b>Count</b>: {row[\"count\"]}',\n",
" axis=1,\n",
" )\n",
"\n",
" fig.add_trace(\n",
" go.Scatter(\n",
" x=category_data[\"nArtifactId\"],\n",
" y=category_data[\"nVersion\"],\n",
" mode=\"markers\",\n",
" marker=dict(color=colors[i % len(colors)], size=8),\n",
" showlegend=False,\n",
" name=\"\",\n",
" text=hover_text,\n",
" hoverinfo=\"text\",\n",
" hoverlabel=dict(font=dict(size=18)),\n",
" )\n",
" )\n",
"\n",
" fig.add_trace(\n",
" go.Violin(\n",
" x=category_data[\"nArtifactId\"],\n",
" y=category_data[\"nVersion\"],\n",
" fillcolor=\"black\",\n",
" opacity=0.15,\n",
" line_color=\"black\",\n",
" showlegend=False,\n",
" width=0.7,\n",
" bandwidth=0.4,\n",
" hoverinfo=\"none\",\n",
" hoveron=\"points\",\n",
" )\n",
" )\n",
"\n",
"num_versions = df[\"nVersion\"].nunique()\n",
"height_per_version = 32\n",
"width_per_dependency = 80\n",
"fig_height = max(num_versions * height_per_version, 900)\n",
"fig_width = max(len(list(gmap.values())) * width_per_dependency, 900)\n",
"tick_font_size = 13\n",
"# Customizing the layout\n",
"fig.update_layout(\n",
" title=\"Artifact versions in use\",\n",
" xaxis_title=\"Artifacts\",\n",
" yaxis_title=\"Versions\",\n",
" height=fig_height,\n",
" width=fig_width,\n",
" xaxis=dict(\n",
" tickfont=dict(size=tick_font_size),\n",
" tickmode=\"array\",\n",
" tickvals=list(gmap.values()),\n",
" ticktext=list(gmap.keys()),\n",
" ),\n",
" yaxis=dict(\n",
" tickfont=dict(size=tick_font_size),\n",
" tickmode=\"array\",\n",
" tickvals=list(vmap.values()),\n",
" ticktext=list(vmap.keys()),\n",
" ),\n",
")\n",
"\n",
"fig.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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---
type: specs.moderne.io/v1beta/visualization
name: io.moderne.DependencyUsageViolin
displayName: Jackson usage
description: >
See the distribution of dependencies by version.
recipe:
org.openrewrite.java.dependencies.DependencyInsight:
groupIdPattern: com.fasterxml.jackson.*
artifactIdPattern: "*"
dataTable: org.openrewrite.maven.table.DependenciesInUse

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