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oil_prices_flow.py
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oil_prices_flow.py
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from dataflows import (
Flow,
PackageWrapper,
validate,
)
from dataflows import add_metadata, dump_to_path, load, set_type, printer
def rename_resources(package: PackageWrapper):
package.pkg.descriptor["resources"][0]["name"] = "brent-daily"
package.pkg.descriptor["resources"][0]["path"] = "data/brent-daily.csv"
package.pkg.descriptor["resources"][1]["name"] = "brent-week"
package.pkg.descriptor["resources"][1]["path"] = "data/brent-weekly.csv"
package.pkg.descriptor["resources"][2]["name"] = "brent-month"
package.pkg.descriptor["resources"][2]["path"] = "data/brent-monthly.csv"
package.pkg.descriptor["resources"][3]["name"] = "brent-year"
package.pkg.descriptor["resources"][3]["path"] = "data/brent-year.csv"
package.pkg.descriptor["resources"][4]["name"] = "wti-daily"
package.pkg.descriptor["resources"][4]["path"] = "data/wti-daily.csv"
package.pkg.descriptor["resources"][5]["name"] = "wti-week"
package.pkg.descriptor["resources"][5]["path"] = "data/wti-weekly.csv"
package.pkg.descriptor["resources"][6]["name"] = "wti-month"
package.pkg.descriptor["resources"][6]["path"] = "data/wti-monthly.csv"
package.pkg.descriptor["resources"][7]["name"] = "wti-year"
package.pkg.descriptor["resources"][7]["path"] = "data/wti-year.csv"
yield package.pkg
res_iter = iter(package)
for res in res_iter:
yield res.it
yield from package
def filter_out_empty_rows(rows):
for row in rows:
if row["Date"]:
yield row
OIL_PRICES = Flow(
add_metadata(
name="oil-prices",
title="Brent and WTI Spot Prices",
descriptor=(
"A variety of temporal granularities for Europe Brent and WTI "
"(West Texas Intermediate) Spot Prices."
),
sources=[
{
"name": "Daily Europe Brent Spot Price",
"path": "https://www.eia.gov/dnav/pet/hist_xls/RBRTEd.xls",
"title": "Daily Europe Brent Spot Price",
},
{
"name": "Weekly Europe Brent Spot Price",
"path": "https://www.eia.gov/dnav/pet/hist_xls/RBRTEw.xls",
"title": "Weekly Europe Brent Spot Price",
},
{
"name": "Monthly Europe Brent Spot Price",
"path": "https://www.eia.gov/dnav/pet/hist_xls/RBRTEm.xls",
"title": "Monthly Europe Brent Spot Price",
},
{
"name": "Annual Europe Brent Spot Price",
"path": "https://www.eia.gov/dnav/pet/hist_xls/RBRTEa.xls",
"title": "Annual Europe Brent Spot Price",
},
{
"name": "Daily Cushing, OK WTI Spot Price",
"path": "http://www.eia.gov/dnav/pet/hist_xls/RWTCd.xls",
"title": "Daily Cushing, OK WTI Spot Price",
},
{
"name": "Weekly Cushing, OK WTI Spot Price",
"path": "http://www.eia.gov/dnav/pet/hist_xls/RWTCw.xls",
"title": "Weekly Cushing, OK WTI Spot Price",
},
{
"name": "Monthly Cushing, OK WTI Spot Price",
"path": "http://www.eia.gov/dnav/pet/hist_xls/RWTCm.xls",
"title": "Monthly Cushing, OK WTI Spot Price",
},
{
"name": "Annual Cushing, OK WTI Spot Price",
"path": "http://www.eia.gov/dnav/pet/hist_xls/RWTCa.xls",
"title": "Annual Cushing, OK WTI Spot Price",
},
],
licenses=[
{
"name": "ODC-PDDL-1.0",
"path": "http://opendatacommons.org/licenses/pddl/",
"title": "Open Data Commons Public Domain Dedication and License v1.0",
}
],
keywords=["Oil", "Brent", "WTI", "Oil Prices", "eia", "oil eia"],
views=[
{
"name": "graph",
"title": "Europe Brent Spot Price FOB (Dollars per Barrel)",
"resourceName": "brent-daily",
"specType": "simple",
"spec": {
"type": "line",
"group": "Date",
"series": ["Price"],
},
}
],
),
load(
load_source="https://www.eia.gov/dnav/pet/hist_xls/RBRTEd.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="https://www.eia.gov/dnav/pet/hist_xls/RBRTEw.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="https://www.eia.gov/dnav/pet/hist_xls/RBRTEm.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="https://www.eia.gov/dnav/pet/hist_xls/RBRTEa.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="http://www.eia.gov/dnav/pet/hist_xls/RWTCd.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="http://www.eia.gov/dnav/pet/hist_xls/RWTCw.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="http://www.eia.gov/dnav/pet/hist_xls/RWTCm.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
load(
load_source="http://www.eia.gov/dnav/pet/hist_xls/RWTCa.xls",
format="xls",
sheet=2,
skip_rows=[1, 2, 3],
headers=["Date", "Price"],
),
rename_resources,
set_type("Date", resources=None, type="date", format="any"),
validate(),
printer(),
filter_out_empty_rows,
dump_to_path(),
)
if __name__ == "__main__":
OIL_PRICES.process()