diff --git a/commodities/config.yml b/commodities/config.yml new file mode 100644 index 00000000..d613fa77 --- /dev/null +++ b/commodities/config.yml @@ -0,0 +1,51 @@ +- name: wheat + chart_id: 2534 + multiply_by: 0.036 # bushel to kg (https://www.agric.gov.ab.ca/app19/calc/crop/bushel2tonne.jsp) +- name: corn + chart_id: 2532 + multiply_by: 0.039 # bushel to kg (https://www.agric.gov.ab.ca/app19/calc/crop/bushel2tonne.jsp) +- name: soybean + chart_id: 2531 + multiply_by: 0.036 # bushel to kg (https://www.agric.gov.ab.ca/app19/calc/crop/bushel2tonne.jsp) +- name: oats + chart_id: 2536 + multiply_by: 0.064 # bushel to kg (https://www.agric.gov.ab.ca/app19/calc/crop/bushel2tonne.jsp) +- name: coffee + chart_id: 2535 + multiply_by: 2.205 # pound to kg +- name: cotton + chart_id: 2533 + multiply_by: 2.205 # pound to kg +- name: sugar + chart_id: 2537 + multiply_by: 2.205 # pound to kg +- name: soybean_oil + chart_id: 2538 + multiply_by: 2.205 # pound to kg +- name: heating_oil + chart_id: 2479 + multiply_by: 0.264172 # gallon to liter +- name: natural_gas + chart_id: 2478 + multiply_by: 1 +- name: brent_crude_oil + chart_id: 2480 + multiply_by: 1 +- name: long_term_crude_oil + chart_id: 1369 + multiply_by: 1 +- name: copper + chart_id: 1476 + multiply_by: 2.205 # pound to kg +- name: gold + chart_id: 1333 + multiply_by: 0.035274 # ounce to g +- name: silver + chart_id: 1470 + multiply_by: 0.035274 # ounce to g +- name: platinum + chart_id: 2540 + multiply_by: 0.035274 # ounce to g +- name: palladium + chart_id: 2542 + multiply_by: 0.035274 # ounce to g diff --git a/commodities/main.py b/commodities/main.py new file mode 100644 index 00000000..e4e5469b --- /dev/null +++ b/commodities/main.py @@ -0,0 +1,58 @@ +from functools import reduce +import json +import re +import requests +import yaml + +from bs4 import BeautifulSoup +import pandas as pd +from tqdm import tqdm + + +def get_config(): + with open("config.yml") as file: + config = yaml.load(file, Loader=yaml.FullLoader) + return config + + +def get_original_data(chart_id: int) -> pd.DataFrame: + url = f"https://www.macrotrends.net/assets/php/chart_iframe_comp.php?id={chart_id}" + soup = BeautifulSoup(requests.get(url).content, "html.parser") + for script in soup.find_all("script"): + if script.string: + if "originalData" in script.string: + data = re.search(r"originalData = ([^;]+)", script.string).group(1) + break + return pd.DataFrame.from_records(json.loads(data)) + + +def clean_data(df: pd.DataFrame, name: str, multiply_by: float) -> pd.DataFrame: + if "close1" in df.columns: + df = df.drop(columns="close").rename(columns={"close1": "close"}) + df["close"] = df.close.astype(float).mul(multiply_by).round(3) + return df.dropna(subset="close").drop(columns="id").rename(columns={"close": name}) + + +def main(): + commodities = get_config() + + dataframes = [] + for com in tqdm(commodities): + df = get_original_data(com["chart_id"]).pipe( + clean_data, com["name"], com["multiply_by"] + ) + dataframes.append(df) + + df = reduce( + lambda df1, df2: pd.merge( + df1, df2, on="date", how="outer", validate="one_to_one" + ), + dataframes, + ).sort_values("date") + df.insert(0, "entity", "World") + + df.to_csv("output/commodities.csv", index=False) + + +if __name__ == "__main__": + main() diff --git a/commodities/output/commodities.csv b/commodities/output/commodities.csv new file mode 100644 index 00000000..266b1c7c --- /dev/null +++ b/commodities/output/commodities.csv @@ -0,0 +1,16678 @@ +entity,date,wheat,corn,soybean,oats,coffee,cotton,sugar,soybean_oil,heating_oil,natural_gas,brent_crude_oil,long_term_crude_oil,copper,gold,silver,platinum,palladium +World,1915-01-01,,,,,,,,,,,,,,0.679,0.018,, +World,1915-02-01,,,,,,,,,,,,,,0.679,0.018,, +World,1915-03-01,,,,,,,,,,,,,,0.679,0.018,, +World,1915-04-01,,,,,,,,,,,,,,0.679,0.018,, +World,1915-05-01,,,,,,,,,,,,,,0.679,0.018,, +World,1915-06-01,,,,,,,,,,,,,,0.679,0.018,, 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