How to fix ValueError: cannot convert float NaN to integer. in Python
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We're excited to share with you our newest video, "How to solve ValueError: cannot convert float NaN to integer. in Python". 🎥 This series is meticulously designed to arm you with knowledge 🧠 and skills 🛠️ to overcome frequent coding challenges.
Today, we will decipher 🔎 and resolve a common error faced by Python coders: the bit hard to solve ValueError: cannot convert float NaN to integer.. Here is a snapshot of the code of the video:
Troubling Scenario: ❗️
import numpy as np
int(np.nan)
Unwanted Result: 🚫
ValueError: cannot convert float NaN to integer.
Effective Resolution: ✔️
import numpy as np
int(0 if np.isnan(np.nan) else np.nan)
Desired Output: 🏁
0
In this detailed walkthrough, we will illuminate 💡 the underlying cause of this error, and offer a comprehensive explanation: Code1 attempts to convert NaN (not a number) to an integer, which fails because NaN cannot be represented as an integer. Code2 uses conditional logic to convert NaN to 0 before conversion, avoiding the error. 🎯
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