Is there an isnan() function?

PS.: I'm in MinGW (if that makes a difference).

I had this solved by using isnan() from `<math.h>`

, which doesn't exist in `<cmath>`

, which I was `#include`

ing at first.

Asked 7 Months ago Answers: 5 Viewed 33 times

Is there an isnan() function?

PS.: I'm in MinGW (if that makes a difference).

I had this solved by using isnan() from `<math.h>`

, which doesn't exist in `<cmath>`

, which I was `#include`

ing at first.

28

If you change the first line to

```
$rewardAmt = $amt+0;
```

$rewardAmt should be cast to a number.

Wednesday, March 31, 2021

answered 9 Months ago

78

Use the decimal data type. "The Decimal value type is appropriate for financial calculations requiring large numbers of significant integral and fractional digits and no round-off errors."

Tuesday, July 6, 2021

answered 6 Months ago

83

Try this:

```
In [107]: pd.isnull(df.iloc[1,0])
Out[107]: True
```

**UPDATE:** in a newer Pandas versions use pd.isna():

```
In [7]: pd.isna(df.iloc[1,0])
Out[7]: True
```

Wednesday, July 28, 2021

answered 5 Months ago

43

IEEE-754 allows intermediate computations to be done in a greater precision (emphasis mine).

(IEEE-754:2008) "A language standard should also define, and require implementations to provide, attributes that allow and disallow value-changing optimizations, separately or collectively, for a block. These optimizations might include, but are not limited to: [...]

Use of wider intermediate results in expression evaluation."

In your case for example on a IA-32, the double values could be stored in the x87 FPU registers with greater precision (80-bit instead of 64). So you are actually comparing a multiplication done on double precision with a multiplication done on double-extended precision.

For example, on x64 where the result is `1`

(the x87 FPU is not used as SSE is used instead), adding `gcc`

option `-mfpmath=387`

to use the x87 makes the result change to `0`

on my machine.

And if you wonder if that is also allowed by C, it is:

(C99, 6.3.1.p8) "The values of floating operands and of the results of floating expressions may be represented in greater precision and range than that required by the type;"

Saturday, September 25, 2021

answered 3 Months ago

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According to the IEEE standard, NaN values have the odd property that comparisons involving them are

alwaysfalse. That is, for a float f,`f != f`

will be trueonlyif f is NaN.Note that, as some comments below have pointed out, not all compilers respect this when optimizing code.

For any compiler which claims to use IEEE floating point, this trick

shouldwork. But I can't guarantee that itwillwork in practice. Check with your compiler, if in doubt.