Batch IP Geolocation Enrichment Using CSV and REST APIs
When tasked with enriching a dataset of IP addresses with geographic metadata—such as country, province, and city—the priority is rapid, reliable execution. This scenario involved processing several hundred IP records stored in a Excel file, converting them to CSV for simplicity, then calling an external geolocation API to append loccation deta ...
Posted on Wed, 24 Jun 2026 18:23:17 +0000 by Hi I Am Timbo
Mastering Data Frame Manipulation and Statistical Analysis Using Pandas
Variable Assignment and Series Arithmetic
Initial dataframe construction followed by computed column derivation:
# Initialize dataframe with location metadata
location_data = {
'region': ['Alpha', 'Beta', 'Gamma'],
'population': [15000, 24000, 37000],
'area_km2': [120, 95, 140]
}
df_locations = pd.DataFrame(location_data, index=['Ci ...
Posted on Wed, 03 Jun 2026 17:46:43 +0000 by seran128