Metadata-Version: 2.1
Name: treepath
Version: 3.0.0
Summary: A python query language, similar to xpath and jsonpath, for extracting data from a json data structure.
Home-page: https://github.com/monkeydevtools/treepath-python
Author: "Joey Sullivan",
Author-email: "monkeydevtools@gmail.com"
License: "Apache Software License"
Platform: any
Classifier: Programming Language :: Python :: 3.7
Classifier: Programming Language :: Python :: 3.8
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: License :: OSI Approved :: Apache Software License
Classifier: Operating System :: OS Independent
Requires-Python: >=3.7
Description-Content-Type: text/markdown
License-File: LICENSE.md


# The **treepath** Package.

The **treepath** package offers a [declarative programming](https://en.wikipedia.org/wiki/Declarative_programming) 
approach to extracting data from a [json](https://docs.python.org/3/library/json.html) data structure.  The expressions 
are a [query language](https://en.wikipedia.org/wiki/Query_language) similar to
[jsonpath](https://goessner.net/articles/JsonPath/), and [Xpath](https://en.wikipedia.org/wiki/XPath), but are
written in native python syntax.

Note python 3.6 is supported in version earlier that 1.0.0.

# Quick start
All of the treepath components should be imported as follows:
```python
from treepath import path, pathd, wc, wildcard, set_, get, get_match, find, find_matches, has, has_all,
    has_any, has_not, MatchNotFoundError, Match, log_to, Document, attr, attr_typed, attr_iter_typed,
    attr_list_typed, JsonArgTypes
```

A treepath example that fetches the value 1 from data.

```python
data = {
    "a": {
        "b": [
            {
                "c": 1
            },
            {
                "c": 2
            }]
    }
}
value = get(path.a.b[0].c, data)
assert value == 1

```
A treepath example that fetches the values 1 and 2 from data.

```python
value = [value for value in find(path.a.b[wc].c, data)]
assert value == [1, 2]
```

# Solar System Json Document

The examples shown in this README use the following json document.  It describes our solar system. Click to expand.  
<details><summary>solar_system = {...}</summary>
<p>

```json

{
  "star": {
    "name": "Sun",
    "diameter": 1391016,
    "age": null,
    "planets": {
      "inner": [
        {
          "name": "Mercury",
          "Number of Moons": "0",
          "diameter": 4879,
          "has-moons": false
        },
        {
          "name": "Venus",
          "Number of Moons": "0",
          "diameter": 12104,
          "has-moons": false
        },
        {
          "name": "Earth",
          "Number of Moons": "1",
          "diameter": 12756,
          "has-moons": true
        },
        {
          "name": "Mars",
          "Number of Moons": "2",
          "diameter": 6792,
          "has-moons": true
        }
      ],
      "outer": [
        {
          "name": "Jupiter",
          "Number of Moons": "79",
          "diameter": 142984,
          "has-moons": true
        },
        {
          "name": "Saturn",
          "Number of Moons": "82",
          "diameter": 120536,
          "has-moons": true
        },
        {
          "name": "Uranus",
          "Number of Moons": "27",
          "diameter": 51118,
          "has-moons": true
        },
        {
          "name": "Neptune",
          "Number of Moons": "14",
          "diameter": 49528,
          "has-moons": true
        }
      ]
    }
  }
}


```

</p>
</details>


# Quick comparison between Imperative and Declarative Solution.

The following problem is solved using a Imperative Solution and a Declarative Solution to try to illustrate the 
differences between the two approaches.  

The problem is fetch the planet by name from the given solar system json document.  



## Imperative Solution

The first example uses flow control statements to define a
[Imperative Solution]( https://en.wikipedia.org/wiki/Imperative_programming).   This is a
very common approach to solving problems.

```python


def get_planet_by_name(name, the_solar_system):
    try:
        planets = the_solar_system['star']['planets']
        for arc in planets.values():
            for planet in arc:
                if name == planet.get('name', None):
                    return planet
    except KeyError:
        pass
    return None

actual = get_planet_by_name('Earth', solar_system)
expected = {'Number of Moons': '1', 'diameter': 12756, 'has-moons': True, 'name': 'Earth'}
assert actual == expected
```

## Declarative  Solution

The second example uses treepath to define a
[declarative solution](https://en.wikipedia.org/wiki/Declarative_programming).
It solves the same problem without defining any flow control statements.    This keeps the Cyclomatic and
Cognitive Complexity low.

```python


def get_planet_by_name(name: str, the_solar_system):
    return get(
        path.star.planets.wc[wc][has(path.name == name)],
        the_solar_system,
        default=None
    )

actual = get_planet_by_name('Earth', solar_system)
expected = {'Number of Moons': '1', 'diameter': 12756, 'has-moons': True, 'name': 'Earth'}
assert actual == expected
```

# query examples.

| Description                                 | Xpath                               | jsonpath                                  | treepath                            |
|----------------------------------------------|-------------------------------------|-------------------------------------------|------------------------------------|
| Find planet earth.                           | /star/planets/inner[name='Earth']   | $.star.planets.inner[?(@.name=='Earth')]  | path.star.planets.inner[wc][has(path.name == 'Earth')]   |
| List the names of all inner planets.         | /star/planets/inner[*].name         | $.star.planets.inner[*].name              | path.star.planets.inner[wc].name   |
| List the names of all planets.               | /star/planets/*/name                | $.star.planets.[*].name                   | path.star.planets.wc[wc].name      |
| List the names of all celestial bodies       | //name                              | $..name                                   | path.rec.name                      |  
| List all nodes in the tree Preorder          | //*                                 | $..                                       | path.rec                           |
| Get the third rock from the sun              | /star/planets/inner[3]              | $.star.planets.inner[2]                   | path.star.planets.inner[2]         |
| List first two inner planets                 | /star/planets.inner[position()<3]   | $.star.planets.inner[:2]                  | path.star.planets.inner[0:2]       |
|                                              |                                     | $.star.planets.inner[0, 1]                | path.star.planets.inner[0, 2]      |
| List planets smaller than earth              | /star/planets/inner[Equatorial_diameter < 1]   | $.star.planets.inner[?(@.['Equatorial diameter'] < 1)]              | path.star.planets.inner[wc][has(path["Equatorial diameter"] < 1)]       |
| List celestial bodies that have planets.     | //*[planets]/name                   | $..*[?(@.planets)].name                   | path.rec[has(path.planets)].name       |

# Traversal Functions
## get
The **get** function returns the first value the path leads to.

Get the star name from the solar_system

```python
sun = get(path.star.name, solar_system)
assert sun == 'Sun'

```
When there is no match, MatchNotFoundError is thrown.

```python
try:
    get(path.star.human_population, solar_system)
    assert False, "Not expecting humans on the sun"
except MatchNotFoundError:
    pass

```
Or if preferred, a default value can be given.

```python
human_population = get(path.star.human_population, solar_system, default=0)
assert human_population == 0

```
In addition to a constant, the default value may also be a callable

```python
def population():
    return 0

human_population = get(path.star.human_population, solar_system, default=population)
assert human_population == 0

```
The default value can be automatically injected in to json document

```python
human_population = get(path.star.human_population, solar_system, default=1, store_default=True)
assert human_population == solar_system["star"]["human_population"]

```
The data source can be a json data structure or a Match object.

```python
parent_match = get_match(path.star.planets.inner, solar_system)
name = get(path[2].name, parent_match)
assert name == "Earth"
```
## set_
The **set_** function modifies the json document.

Use the set_ function to modify the star name.

```python
sun = get(path.star.name, solar_system)
assert sun == 'Sun'
set_(path.star.name, "RedSun", solar_system)
sun = get(path.star.name, solar_system)
assert sun == 'RedSun'
assert solar_system["star"]["name"] == 'RedSun'

```
Use the set_ to add planet9.   This example creates multiple objects in one step.

```python
name = get(path.star.planets.outer[4].name, solar_system, default=None)
assert name is None
planets_count = len(list(find(path.star.planets.wc[wc].name, solar_system)))
assert planets_count == 8

set_(path.star.planets.outer[4].name, 'planet9', solar_system, cascade=True)

name = get(path.star.planets.outer[4].name, solar_system, default=None)
assert name == 'planet9'
planets_count = len(list(find(path.star.planets.wc[wc].name, solar_system)))
assert planets_count == 9
```
## find
The **find** function returns an Iterator that iterates to each value the path leads to.  Each value is
determine on its iteration.

Find all of the planet names.

```python
inner_planets = [planet for planet in find(path.star.planets.inner[wc].name, solar_system)]
assert inner_planets == ['Mercury', 'Venus', 'Earth', 'Mars']

```
The data source can be a json data structure or a Match object.

```python
parent_match = get_match(path.star.planets.inner, solar_system)
inner_planets = [planet for planet in find(path[wc].name, parent_match)]
assert inner_planets == ['Mercury', 'Venus', 'Earth', 'Mars']
```
## get_match
The **get_match** function returns the first Match the path leads to.

Get the star name from the solar_system

```python
match = get_match(path.star.name, solar_system)
assert match.data == 'Sun'

```
When there is no match, MatchNotFoundError is thrown.

```python
try:
    get_match(path.star.human_population, solar_system)
    assert False, "Not expecting humans on the sun"
except MatchNotFoundError:
    pass

```
Or if preferred, **None** is returned if must_match is set to False.

```python
match = get_match(path.star.human_population, solar_system, must_match=False)
assert match is None

```
The data source can be a json data structure or a Match object.

```python
parent_match = get_match(path.star.planets.inner, solar_system)
earth_match = get_match(path[2].name, parent_match)
assert earth_match.path_as_str == "$.star.planets.inner[2].name"
assert earth_match.data == "Earth"
```
## find_matches
The **find_matches** function returns an Iterator that iterates to each match the path leads to.  Each match is
determine on its iteration.

Find the path to each of the inner planets.

```python
for match in find_matches(path.star.planets.inner[wc], solar_system):
    assert match.path_as_str in [
        '$.star.planets.inner[0]',
        '$.star.planets.inner[1]',
        '$.star.planets.inner[2]',
        '$.star.planets.inner[3]',
    ]

```
The data source can be a json data structure or a Match object.

```python
parent_match = get_match(path.star.planets.inner, solar_system)
for match in find_matches(path[wc], parent_match):
    assert match.path_as_str in [
        '$.star.planets.inner[0]',
        '$.star.planets.inner[1]',
        '$.star.planets.inner[2]',
        '$.star.planets.inner[3]',
    ]
```
## The Match Class
The **Match** class provides metadata about the match.

```python
match = get_match(path.star.name, solar_system)

```
The explicit path to the match

```python
explicit_path = match.path
assert explicit_path == path.star.name

```
The string representation of the match including the value: "path=value"

```python
assert repr(match) == "$.star.name=Sun"
assert str(match) == "$.star.name=Sun"

```
The string representation of the match, but with just the path component.

```python
assert match.path_as_str == "$.star.name"

```
A list containing each match in the path.

```python
assert match.path_match_list == [match.parent.parent, match.parent, match]

```
The key that points to the match value.  The data_name is a dictionary key if the parent is a dict or an index if
the parent is a list.

```python
assert match.data_name == "name" and match.parent.data[match.data_name] == match.data

```
The value the path matched.

```python
assert match.data == "Sun"

```
The parent match.

```python
assert match.parent.path_as_str == "$.star"

```
The match can modify the value

```python
match.data = "Soleil"
assert repr(match) == "$.star.name=Soleil"
del match.data
assert repr(match) == "$.star.name=None"
match.data = "Sun"
assert repr(match) == "$.star.name=Sun"
match.pop()
assert repr(match) == "$.star.name=None"
```
## Tracing Debugging
All of the functions: get, find, get_match and find_matchesm, support tracing.   An option, when enabled,
records the route the algorithm takes to determine a match.

This example logs the route the algorithm takes to find the inner planets.  The **print**
function is give to capture the logs, but any single argument function can be used.

```python
inner_planets = [planet for planet in find(path.star.planets.inner[wc].name, solar_system, trace=log_to(print))]
assert inner_planets == ['Mercury', 'Venus', 'Earth', 'Mars']

```
The results

```python
"""
at $.star got {'name': 'Sun', 'dia...
at $.star.planets got {'inner': [{'name': ...
at $.star.planets.inner got [{'name': 'Mercury',...
at $.star.planets.inner[*] got {'name': 'Mercury', ...
at $.star.planets.inner[0].name got 'Mercury'
at $.star.planets.inner[*] got {'name': 'Venus', 'N...
at $.star.planets.inner[1].name got 'Venus'
at $.star.planets.inner[*] got {'name': 'Earth', 'N...
at $.star.planets.inner[2].name got 'Earth'
at $.star.planets.inner[*] got {'name': 'Mars', 'Nu...
at $.star.planets.inner[3].name got 'Mars'
"""
```
# Path
## The root
The **path** point to root of the tree.

```python
match = get_match(path, solar_system)

assert match.data == solar_system

```
In a filter path point to the current element.

```python
match = get_match(path.star.name[has(path == 'Sun')], solar_system)

assert match.data == 'Sun'
```
## Dictionaries
### Keys
The dictionary keys are referenced as dynamic attributes on a path.

```python
inner_from_attribute = get(path.star.planets.inner, solar_system)
inner_from_string_keys = get(path["star"]["planets"]["inner"], solar_system)

assert inner_from_attribute == inner_from_string_keys == solar_system["star"]["planets"]["inner"]
```
### Keys With Special Characters
Dictionary keys that are not valid python syntax can be referenced as double quoted strings.

```python
sun_equatorial_diameter = get(path.star.planets.inner[0]["Number of Moons"], solar_system)

assert sun_equatorial_diameter == solar_system["star"]["planets"]["inner"][0]["Number of Moons"]

```
Dictionaries that have alot of keys with a dash in the name can can use **pathd** instead.  It will interpret
path attributes with underscore as dashes.

```python
mercury_has_moons = get(pathd.star.planets.inner[0].has_moons, solar_system)

assert mercury_has_moons == solar_system["star"]["planets"]["inner"][0]["has-moons"]
```
### Wildcard as a Key.
The **wildcard** attribute specifies all sibling keys.   It is useful for iterating over attributes.

```python
star_children = [child for child in find(path.star.wildcard, solar_system)]
assert star_children == [solar_system["star"]["name"],
                         solar_system["star"]["diameter"],
                         solar_system["star"]["age"],
                         solar_system["star"]["planets"], ]

```
The **wc** is the short version of wildcard.

```python
star_children = [child for child in find(path.star.wc, solar_system)]
assert star_children == [solar_system["star"]["name"],
                         solar_system["star"]["diameter"],
                         solar_system["star"]["age"],
                         solar_system["star"]["planets"], ]

```
The dictionary wildcard is declared using dot notation and cannot be used to iterator over a list.  The list
wildcard is declared using index notation and cannot be used to iterate over dictionary keys.

```python
all_planets = [p for p in find(path.star.planets.wc[wc].name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
The generic_wildcard, also known as gwc, can be declared in either notations and supports iterating over both
list and dictionaries.

```python
all_planets = [p for p in find(path.star.planets.gwc.gwc.name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
### Comma Delimited Keys
Multiple dictionary keys can be specified using a comma delimited list.

```python
last_and_first = [planet for planet in find(path.star["diameter", "name"], solar_system)]
assert last_and_first == [1391016, "Sun"]
```
## List
### Indexes
List can be access using index.

```python
earth = get(path.star.planets.inner[2], solar_system)
assert earth == solar_system["star"]["planets"]["inner"][2]

```
List the third inner and outer planet.

```python
last_two = [planet for planet in find(path.star.wc.wc[2].name, solar_system)]
assert last_two == ['Earth', 'Uranus']
```
### Slices
List can be access using slices.

List the first two planets.

```python
first_two = [planet for planet in find(path.star.planets.outer[:2].name, solar_system)]
assert first_two == ["Jupiter", "Saturn"]

```
List the last two planets.

```python
last_two = [planet for planet in find(path.star.planets.outer[-2:].name, solar_system)]
assert last_two == ["Uranus", "Neptune"]

```
List all outer planets in reverse.

```python
last_two = [planet for planet in find(path.star.planets.outer[::-1].name, solar_system)]
assert last_two == ["Neptune", "Uranus", "Saturn", "Jupiter"]

```
List the last inner and outer planets.

```python
last_two = [planet for planet in find(path.star.wc.wc[-1:].name, solar_system)]
assert last_two == ["Mars", "Neptune"]
```
### Comma Delimited Indexes.
List indexes can be specified as a comma delimited list.

```python
last_and_first = [planet for planet in find(path.star.planets.outer[3, 0].name, solar_system)]
assert last_and_first == ["Neptune", "Jupiter"]
```
### Wildcard as an Index.
The **wildcard** word can be used as a list index.   It is useful for iterating over attributes.

```python
all_outer = [planet for planet in find(path.star.planets.outer[wildcard].name, solar_system)]
assert all_outer == ["Jupiter", "Saturn", "Uranus", "Neptune"]

```
The **wc** is the short version of wildcard.

```python
all_outer = [planet for planet in find(path.star.planets.outer[wc].name, solar_system)]
assert all_outer == ["Jupiter", "Saturn", "Uranus", "Neptune"]

```
The list wildcard is declared using index notation and cannot be used to iterate over dictionary keys.  The
dictionary wildcard is declared using dot notation and cannot be used to iterator over a list.

```python
all_planets = [p for p in find(path.star.planets.wc[wc].name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
The generic_wildcard, also known as gwc, can be declared in either notations and supports iterating over both
list and dictionaries.

```python
all_planets = [p for p in find(path.star.planets[gwc][gwc].name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
## Recursion
The **recursive** word implies recursive search.  It executes a preorder tree traversal.  The search algorithm
descends the tree hierarchy evaluating the path on each vertex until a match occurs.  On each iteration it
continues where it left off. This is an example that finds all the planets names.

```python
all_planets = [p for p in find(path.star.planets.recursive.name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
The **rec** is the short version of recursive.

```python
all_planets = [p for p in find(path.star.planets.rec.name, solar_system)]
assert all_planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
Here is another example that finds all the celestial bodies names.

```python
all_celestial_bodies = [p for p in find(path.rec.name, solar_system)]
assert all_celestial_bodies == ['Sun', 'Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus',
                                'Neptune']
```
## Filters

Filters are use to add additional search criteria.

### has filter
The **has** function is a filter that evaluates a branched off path relative to its parent path.  This example
finds all celestial bodies that have planets.

```python
sun = get(path.rec[has(path.planets)].name, solar_system)
assert sun == "Sun"

```
This search finds all celestial bodies that have a has-moons attribute.

```python
all_celestial_bodies_moon_attribute = [planet for planet in find(path.rec[has(pathd.has_moons)].name, solar_system)]
assert all_celestial_bodies_moon_attribute == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus',
                                               'Neptune']

```
This search finds all celestial bodies that have moons. Note the **operator.truth** is used to exclude planets
that don't have moons.

```python
all_celestial_bodies_moon_attribute = [planet for planet in
                                       find(path.rec[has(pathd.has_moons, operator.truth)].name, solar_system)]
assert all_celestial_bodies_moon_attribute == ['Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
### has filter comparison operators
Filters can be specified with a comparison operator.

```python
earth = [planet for planet in find(path.rec[has(path.diameter == 12756)].name, solar_system)]
assert earth == ['Earth']

earth = [planet for planet in find(path.rec[has(path.diameter != 12756)].name, solar_system)]
assert earth == ['Sun', 'Mercury', 'Venus', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

earth = [planet for planet in find(path.rec[has(path.diameter > 12756)].name, solar_system)]
assert earth == ['Sun', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

earth = [planet for planet in find(path.rec[has(path.diameter >= 12756)].name, solar_system)]
assert earth == ['Sun', 'Earth', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']

earth = [planet for planet in find(path.rec[has(path.diameter < 12756)].name, solar_system)]
assert earth == ['Mercury', 'Venus', 'Mars']

earth = [planet for planet in find(path.rec[has(path.diameter <= 12756)].name, solar_system)]
assert earth == ['Mercury', 'Venus', 'Earth', 'Mars']
```
### has filter type conversion
Sometimes the value is the wrong type for the comparison operator. In this example the attribute
"Number of Moons" is str type.

```python
planets = [planet for planet in find(path.rec[has(path["Number of Moons"] > "5")].name, solar_system)]
assert planets == ['Jupiter', 'Saturn']

```
This is how to convert the type to an int before applying the comparison operator.

```python
planets = [planet for planet in find(path.rec[has(path["Number of Moons"] > 5, int)].name, solar_system)]
assert planets == ['Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
### has filter comparison operators as single argument functions
A filter operator can be specified as a single argument function.  Here an example that searches for planets that
have the same diameter as earth.

```python
earths_diameter = partial(operator.eq, 12756)
earth = [planet for planet in find(path.rec[has(path.diameter, earths_diameter)].name, solar_system)]
assert earth == ['Earth']

```
Any single argument function can be used as an operator.  This example uses a Regular Expression to finds
planets that end with s.

```python
name_ends_with_s = re.compile(r"\w+s").match
earth = [planet for planet in find(path.rec[has(path.name, name_ends_with_s)].name, solar_system)]
assert earth == ['Venus', 'Mars', 'Uranus']

```
This example uses a closure to find planets that have the same diameter as earth.

```python
def smaller_than_earth(value):
    return value < 12756

earth = [planet for planet in find(path.rec[has(path.diameter, smaller_than_earth)].name, solar_system)]
assert earth == ['Mercury', 'Venus', 'Mars']
```
### logical and, or and not filters
#### has_all
A regular express to test if second letter in the value is an a.

```python
second_letter_is_a = re.compile(r".a.*").fullmatch

```
The **has_all** function evaluates as the logical **and** operator.   It is equivalent to: (arg1 and arg2 and ...)

```python
found = [planet for planet in find(
    path.rec[has_all(path.diameter < 10000, (path.name, second_letter_is_a))].name,
    solar_system)
         ]
assert found == ['Mars']

```
#### has_any
The **has_any** function evaluates as the logical **or** operator.   It is equivalent to: (arg1 and arg2 and ...)

```python
found = [planet for planet in find(
    path.rec[has_any(path.diameter < 10000, (path.name, second_letter_is_a))].name,
    solar_system)
         ]
assert found == ['Mercury', 'Earth', 'Mars', 'Saturn']

```
#### has_not
The **has_not** function evaluates as the logical **not** operator.   It is equivalent to: (not arg)
This example find all the planets names not not equal to Earth.  Note the double nots.

```python
found = [planet for planet in find(
    path.rec[has_not(path.name != 'Earth')].name,
    solar_system)
         ]
assert found == ['Earth']

```
#### Combining has, has_all, has_any, and has_not filters.
Each of the **has** function can be passed as arguments to any of the other **has** function to construct complex
boolean equation.  This example is equivalent to:
(10000 > diameter  or diameter > 20000) and second_letter_is_a(name))

```python
found = [planet for planet in find(
    path.rec[has_all(has_any(path.diameter < 10000, path.diameter > 20000), (path.name, second_letter_is_a))].name,
    solar_system)
         ]
assert found == ['Mars', 'Saturn']

```
#### has.these
The decorator **has.these** can be used to construct the boolean equations more explicitly.  This example shows
to use python built in and, or and not operators.

```python
@has.these(path.diameter < 10000, path.diameter > 20000, (path.name, second_letter_is_a))
def predicate(parent_match: Match, small_diameter, large_diameter, name_second_letter_is_a):
    return (small_diameter(parent_match) or large_diameter(parent_match)) and name_second_letter_is_a(parent_match)

found = [planet for planet in find(path.rec[predicate].name, solar_system)]
assert found == ['Mars', 'Saturn']
```
### A custom filter.
A predicate is a single argument function that returns anything. The argument is the current match.   The has
function is a fancy predicate.

This example writes a custom predicate that find all of Earth's neighbours.

```python
def my_neighbor_is_earth(match: Match):
    i_am_planet = get_match(path.parent.parent.parent.planets, match, must_match=False)
    if not i_am_planet:
        return False

    index_before_planet = match.data_name - 1
    before_planet = get_match(path[index_before_planet][has(path.name == "Earth")], match.parent,
                              must_match=False)
    if before_planet:
        return True

    index_after_planet = match.data_name + 1
    before_planet = get_match(path[index_after_planet][has(path.name == "Earth")], match.parent,
                              must_match=False)
    if before_planet:
        return True

    return False

earth = [planet for planet in find(path.rec[my_neighbor_is_earth].name, solar_system)]
assert earth == ['Venus', 'Mars']
```
# Class Descriptors
### basic path descriptor
paths can be added as properties to a class using the path_descriptor function.

```python
planets = path.star.planets.wc[wc]

class SolarSystem(Document):
    jupiter_name = attr(path.star.planets.outer[0].name)
    saturn_name = attr(path.star.planets.outer[1].name)
    big_planets = attr(planets[has(path.diameter > 25000)].name, getter=find)
    small_planets = attr(planets[has(path.diameter <= 25000)].name, getter=find, to_wrapped_value=list)
    number_of_planets = attr(planets, getter=find, to_wrapped_value=lambda itr: len(list(itr)))

```
The property support both gets and sets and dels

```python
ss = SolarSystem(solar_system)
assert ss.jupiter_name == 'Jupiter'
assert ss.saturn_name == 'Saturn'

```
Rename Jupiter to Planet 5

```python
ss.jupiter_name = 'Planet 5'
assert ss.jupiter_name == 'Planet 5'

```
The assignment operation alters the original document.

```python
assert solar_system["star"]["planets"]["outer"][0]["name"] == 'Planet 5'

```
remove Jupiter's name

```python
del ss.jupiter_name
with pytest.raises(MatchNotFoundError):
    print(ss.jupiter_name)
assert "name" not in solar_system["star"]["planets"]["outer"][0]

```
There are still 8 planets because only Jupiter's name was delete

```python
assert ss.number_of_planets == 8

```
list all the big planets.  Remember Jupiter was deleted.

```python
big_planets = [name for name in ss.big_planets]
assert big_planets == ['Saturn', 'Uranus', 'Neptune']

```
list all the small planets.

```python
assert ss.small_planets == ['Mercury', 'Venus', 'Earth', 'Mars']
```
### document typed path descriptor
A descriptor support wrapping json types with an adaptor class. This example wraps the json that represents a
planet with the planet class.   The Planet class extends the Document class which provides the marshalling
methods.

```python
class Planet(Document):
    name = attr(path.name)

class SolarSystem(Document):
    jupiter = attr_typed(Planet, path.star.planets.outer[0])
    planets = attr_iter_typed(Planet, path.star.planets.wc[wc])
    outer_planets = attr_list_typed(Planet, path.star.planets.outer)

```
The getter returns the planet type

```python
ss = SolarSystem(solar_system)
planet = ss.jupiter
assert planet.name == 'Jupiter'

```
rename Jupiter to Planet 5

```python
planet.name = 'Planet 5'
assert planet.name == 'Planet 5'

```
The assignment operation alters the original document.

```python
assert solar_system["star"]["planets"]["outer"][0]["name"] == 'Planet 5'

```
Jupiter can be renamed by replacing the planet with an imposter.

```python
impostor_planet = Planet({})
impostor_planet.name = 'Imposter Jupiter'
ss.jupiter = impostor_planet
assert ss.jupiter.name == 'Imposter Jupiter'

```
The imposter planet also alters the original document.

```python
assert solar_system["star"]["planets"]["outer"][0]["name"] == 'Imposter Jupiter'

```
An attribute descriptor can return an iterator where each element is converted to the correct type.

```python
planets = [planet.name for planet in ss.planets]
assert planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Imposter Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
An attribute descriptor can return an list where each element is converted to the correct type.

```python
assert ss.outer_planets[0].name == 'Imposter Jupiter'

```
The list can be modified and the underline document is modified too.

```python
jupiter = Planet({})
jupiter.name = 'Jupiter'
ss.outer_planets[0] = jupiter
planets = [planet.name for planet in ss.planets]
assert planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
### custom typed path descriptor
A descriptor support wrapping json types with an adaptor class. This example wraps the json that represents a
planet with the planet class.   This Planet class defines its own marshalling methods.

```python
class Planet:
    def __init__(self, name: str = None):
        self._name = name

    @property
    def name(self) -> str:
        return self._name

    @name.setter
    def name(self, name: str):
        self._name = name

    @staticmethod
    def to_wrapped_value(json_: JsonArgTypes) -> Planet:
        return Planet(json_["name"])

    @staticmethod
    def to_json_value(planet_: Planet) -> JsonArgTypes:
        return {"name": planet_.name}

class SolarSystem(Document):
    jupiter = attr_typed(Planet, path.star.planets.outer[0],
                         to_wrapped_value=Planet.to_wrapped_value,
                         to_json_value=Planet.to_json_value)
    planets = attr_iter_typed(Planet, path.star.planets.wc[wc],
                              to_wrapped_value=Planet.to_wrapped_value)
    outer_planets = attr_list_typed(Planet, path.star.planets.outer,
                                    to_wrapped_value=Planet.to_wrapped_value,
                                    to_json_value=Planet.to_json_value)

```
The getter returns the planet type

```python
ss = SolarSystem(solar_system)
planet = ss.jupiter
assert planet.name == 'Jupiter'

```
rename Jupiter to Planet 5

```python
planet.name = 'Planet 5'
assert planet.name == 'Planet 5'

```
Jupiter can be renamed by replacing the planet with an imposter.

```python
impostor_planet = Planet()
impostor_planet.name = 'Imposter Jupiter'
ss.jupiter = impostor_planet
assert ss.jupiter.name == 'Imposter Jupiter'

```
The imposter planet also alters the original document.

```python
assert solar_system["star"]["planets"]["outer"][0]["name"] == 'Imposter Jupiter'

```
An attribute descriptor can return an iterator where each element is converted to the correct type.

```python
planets = [planet.name for planet in ss.planets]
assert planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Imposter Jupiter', 'Saturn', 'Uranus', 'Neptune']

```
An attribute descriptor can return an list where each element is converted to the correct type.

```python
assert ss.outer_planets[0].name == 'Imposter Jupiter'

```
The list can be modified and the underline document is modified too.

```python
jupiter = Planet()
jupiter.name = 'Jupiter'
ss.outer_planets[0] = jupiter
planets = [planet.name for planet in ss.planets]
assert planets == ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']
```
