Agent skill
bsee-sodir-extraction-3-combined-analysis
Sub-skill of bsee-sodir-extraction: 3. Combined Analysis.
Install this agent skill to your Project
npx add-skill https://github.com/vamseeachanta/workspace-hub/tree/main/.claude/skills/_archive/data/analysis/bsee-sodir-extraction/3-combined-analysis
SKILL.md
3. Combined Analysis
3. Combined Analysis
Cross-Basin Comparison:
import pandas as pd
import plotly.graph_objects as go
from plotly.subplots import make_subplots
from pathlib import Path
def compare_gom_norway_production(
gom_data: pd.DataFrame,
norway_data: pd.DataFrame,
output_dir: Path = Path("reports")
) -> None:
"""
Create comparative analysis of GOM vs Norway production.
Args:
gom_data: BSEE production data
norway_data: SODIR production data
output_dir: Report output directory
"""
output_dir.mkdir(parents=True, exist_ok=True)
# Aggregate by year
gom_annual = gom_data.groupby("PRODUCTION_YEAR").agg({
"OIL_BBL": "sum",
"GAS_MCF": "sum"
}).reset_index()
gom_annual["REGION"] = "Gulf of Mexico"
gom_annual["OIL_MM_BBL"] = gom_annual["OIL_BBL"] / 1e6
gom_annual["GAS_BCF"] = gom_annual["GAS_MCF"] / 1e6
norway_annual = norway_data.groupby("year").agg({
"oilProduction": "sum",
"gasProduction": "sum"
}).reset_index()
norway_annual.columns = ["PRODUCTION_YEAR", "OIL_MM_BBL", "GAS_BCF"]
norway_annual["REGION"] = "Norway"
# Create comparison chart
fig = make_subplots(
rows=1, cols=2,
subplot_titles=["Oil Production (MM BBL)", "Gas Production (BCF)"]
)
# Oil production
fig.add_trace(
go.Bar(
x=gom_annual["PRODUCTION_YEAR"],
y=gom_annual["OIL_MM_BBL"],
name="GOM Oil",
marker_color="blue"
),
row=1, col=1
)
fig.add_trace(
go.Bar(
x=norway_annual["PRODUCTION_YEAR"],
y=norway_annual["OIL_MM_BBL"],
name="Norway Oil",
marker_color="red"
),
row=1, col=1
)
# Gas production
fig.add_trace(
go.Bar(
x=gom_annual["PRODUCTION_YEAR"],
y=gom_annual["GAS_BCF"],
name="GOM Gas",
marker_color="lightblue"
),
row=1, col=2
)
fig.add_trace(
go.Bar(
x=norway_annual["PRODUCTION_YEAR"],
y=norway_annual["GAS_BCF"],
name="Norway Gas",
marker_color="pink"
),
row=1, col=2
)
fig.update_layout(
title="Gulf of Mexico vs Norway: Offshore Production Comparison",
barmode="group",
height=500
)
fig.write_html(output_dir / "gom_norway_comparison.html")
print(f"Report saved to {output_dir / 'gom_norway_comparison.html'}")
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