# Numeric Stream

{% hint style="info" %}
For information on how to create a `NumericStream` please visit the Quick Start docs: [/pages/t8ObAMIiW2YdbRJShd40#stream.of](https://pystreamapi.pickwicksoft.org/reference/api-reference/pages/t8ObAMIiW2YdbRJShd40#stream.of "mention")
{% endhint %}

### `interquartile_range()`: Calculate the interquartile range

Calculates the interquartile range of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .interquartile_range() # Returns 5
```

### `first_quartile()`: Calculate the first quartile

Calculates the first quartile of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .first_quartile() # Returns 3
```

### `mean()`: Calculate the mean

Calculates the mean of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .mean() # Returns 5.5
```

### `median()`: Calculate the median

Calculates the median of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .median() # Returns 6.0
```

### `mode()`: Calculate the mode

Calculates the mode(s) (most frequently occurring element/elements) of a numerical Stream. Returns a list of either `int`, `float`or `None`.&#x20;

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .mode() # Returns [7, 9]
```

### `range()`: Calculate the range

Calculates the range of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .range() # Returns 8
```

### `third_quartile()`: Calculate the range

Calculates the third quartile of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3, 4, 5, 7, 7, 8, 9, 9]) \
    .third_quartile() # Returns 8
```

### `sum()`: Calculate the sum

Calculates the sum of all elements of a numerical Stream. Returns either `int` or `float`.

```python
Stream.of([1, 2, 3]) \
    .sum() # Returns 6
```


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://pystreamapi.pickwicksoft.org/reference/api-reference/numeric-stream.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
