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Unicorn funding vs valuation

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DataFrameas
df1
variable
SELECT * 
FROM companies INNER JOIN funding 
USING(company_id)
import plotly.express as px

fig = px.scatter(df1, x="funding", y="valuation", log_x=True, log_y=True, hover_name="company",
                 title="Valuation vs. Funding",
                 labels={"funding": "Funding ($)", "valuation": "Valuation ($)"})
fig.show()
  • Positive correlation
  • Some companies with valuation < total funding
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