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Return the string representation of a scalar dtype in Python
To return the string representation of a scalar dtype, use the sctype2char() method in NumPy. If a scalar dtype is provided, the corresponding string character is returned. If an object is passed, sctype2char() tries to infer its scalar type and then return the corresponding string character.
Syntax
numpy.sctype2char(sctype)
Parameters:
- sctype ? A scalar dtype or an object from which the dtype can be inferred
Returns: A single character string representing the scalar type
Basic Usage
At first, import the required library ?
import numpy as np
# The string representation of common scalar types
print("Common scalar types:")
for dtype in [np.int32, np.double, np.complex_, np.string_, np.ndarray]:
print(f"{dtype.__name__}: {np.sctype2char(dtype)}")
Common scalar types: int32: i float64: d complex128: D bytes_: S ndarray: O
Integer Types
Return the string representation of different integer types ?
import numpy as np
print("Integer type representations:")
for dtype in [np.int16, np.int32, np.int64]:
print(f"{dtype.__name__}: {np.sctype2char(dtype)}")
Integer type representations: int16: h int32: i int64: l
Float Types
Return the string representation of different float types ?
import numpy as np
print("Float type representations:")
for dtype in [np.float16, np.float32, np.float64]:
print(f"{dtype.__name__}: {np.sctype2char(dtype)}")
Float type representations: float16: e float32: f float64: d
Character Meanings
| Character | Type | Description |
|---|---|---|
| h | int16 | Short integer |
| i | int32 | Integer |
| l | int64 | Long integer |
| e | float16 | Half precision float |
| f | float32 | Single precision float |
| d | float64 | Double precision float |
| D | complex128 | Complex number |
| S | string | Byte string |
| O | object | Object type |
Conclusion
The sctype2char() function provides a quick way to get single-character representations of NumPy scalar types. This is useful for identifying data types programmatically and understanding NumPy's internal type system.
