Nauč se Python > Kurzy > Datový kurz PyLadies > API > API

Co je API? #

Klient a server #

API (Application Programming Interface) je dohoda mezi dvěma stranami o tom, jak si mezi sebou budou povídat. Těmto stranám se říká klient a server.

Server je ta strana, která má zajímavé informace nebo něco zajímavého umí a umožňuje ostatním na internetu, aby toho využili. Server je program, který donekonečna běží na nějakém počítači a je připraven všem ostatním na internetu odpovídat na požadavky.

Klient je program, který posílá požadavky na server a z odpovědí se snaží poskládat něco užitečného. Klient je tedy mobilní aplikace s mráčky a sluníčky nebo náš prohlížeč, v němž si můžeme otevřít kurzovní lístek ČNB. Je to ale i Heureka robot, který za Heureku načítá informace o zboží v e-shopech.

Serverové straně se v těchle materiálech nebudeme věnovat. Koho by to zajímalo, nechť se podívá na cojeapi.cz

Základní pojmy #

Než se pustíme do tvorby klienta, projdeme si některé základní pojmy kolem API.

Protokol #

Celé dorozumívání mezi klientem a serverem se odehrává přes tzv. protokol. To není nic jiného, než smluvený způsob, co bude kdo komu posílat a jakou strukturu to bude mít. Protokolů je v počítačovém světě spousta, ale nás bude zajímat jen HTTP, protože ten využívají webová API a ostatně i web samotný. Není to náhoda, že adresa internetových stránek v prohlížeči zpravidla začíná http:// (nebo https://).

HTTP #

Dorozumívání mezi klientem a serverem probíhá formou požadavku (HTTP request), jenž posílá klient na server, a odpovědi (HTTP response), kterou server posílá zpět. Každá z těchto zpráv má své náležitosti.

Požadavek (request) #

metoda (HTTP method): Například metoda GET má tu vlastnost, že pouze čte a nemůžeme s ní tedy přes API něco změnit - je tzv. bezpečná. Kromě metody GET existují ještě metody POST (vytvořit), PUT (aktualizovat) a DELETE (odstranit), které nepotřebujeme, protože data z API budeme pouze získávat.
adresa s parametry (URL s query parameters): Na konci běžné URL adresy otazník a za ním parametry. Pokud je parametrů víc, oddělují se znakem &. Adresa samotná nejčastěji určuje o jaká data půjde (v našem příkladě jsou to filmy) a URL parametry umožňují provést filtraci už na straně serveru a získat tím jen ta data, která nás opravdu zajímají (v našem případě dramata v délce 150 min)
```
  http://api.example.com/movies/
  http://api.example.com/movies?genre=drama&duration=150 
```
hlavičky (headers): Hlavičky jsou vlastně jen další parametry. Liší se v tom, že je neposíláme jako součást adresy a na rozdíl od URL parametrů podléhají nějaké standardizaci a konvencím.
tělo (body): Tělo zprávy je krabice, kterou s požadavkem posíláme, a do které můžeme vložit, co chceme. Tedy nejlépe něco, čemu bude API na druhé straně rozumět. Tělo může být prázdné. V těle můžeme poslat obyčejný text, data v nějakém formátu, ale klidně i obrázek. Aby API na druhé straně vědělo, co v krabici je a jak ji má rozbalovat, je potřeba s tělem zpravidla posílat hlavičku Content-Type.

Musíme vyčíst z dokumentace konkrétního API, jak požadavek správně poskládat.

Odpověď (response) #

status kód (status code): Číselný kód, kterým API dává najevo, jak požadavek zpracovalo. Podle první číslice kódu se kódy dělí na různé kategorie:

  1xx - informativní odpověď (požadavek byl přijat, ale jeho zpracování pokračuje)
  2xx - požadavek byl v pořádku přijat a zpracován
  3xx - přesměrování, klient potřebuje poslat další požadavek jinam, aby se dobral odpovědi
  4xx - chyba na straně klienta (špatně jsme poskládali dotaz)
  5xx - chyba na straně serveru (API nezvládlo odpovědět)

hlavičky (headers): Informace o odpovědi jako např. datum zpracování, formát odpovědi...
tělo (body): Tělo odpovědi - to, co nás zajímá většinou nejvíc

Formáty #

Tělo může být v libovolném formátu. Může to být text, HTML, obrázek, PDF soubor, nebo cokoliv jiného. Hodnotě hlavičky Content-Type se dávají různé názvy: content type, media type, MIME type. Nejčastěji se skládá jen z typu a podtypu, které se oddělí lomítkem. Několik příkladů:

text/plain - obyčejný text
text/html - HTML
text/csv - CSV
image/gif - GIF obrázek
image/jpeg - JPEG obrázek
image/png - PNG obrázek
application/json - JSON
application/xml nebo text/xml - XML

Formát JSON #

JSON vznikl kolem roku 2000 a brzy se uchytil jako stručnější náhrada za XML, především na webu a ve webových API. Dnes je to nejspíš nejoblíbenější formát pro obecná strukturovaná data vůbec. Jeho autorem je Douglas Crockford, jeden z lidí podílejících se na vývoji jazyka JavaScript.

Jeho oblíbenost pramení nejspíš i z jeho jednoduchosti. Ostatně tenhle jupyter notebook je uložen ve formátu JSON. Jeho plná specifikace je popsaná pomocí několika diagramů na stránce json.org.

JSON je datový formát NE datový typ! #

Vstupem je libovolná datová struktura:

číslo
řetězec
pravdivostní hodnota
pole
objekt
None

Výstupem je vždy řetězec (string)

title

Jazyk Python (a mnoho dalších) má podporu pro práci s JSON v základní instalaci (vestavěný).

V případě jazyka Python si lze JSON splést především se slovníkem (dictionary). Je ale potřeba si uvědomit, že JSON je text, který může být uložený do souboru nebo odeslaný přes HTTP, ale nelze jej přímo použít při programování. Musíme jej vždy nejdříve zpracovat na slovníky a seznamy.

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import json

V následujícím JSONu je pod klíčem "people" seznam slovníků s další strukturou:

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people_info = '''
{
    "people": [
        {
            "name": "John Smith",
            "phone": "555-246-999",
            "email": ["johns@gmail.com", "jsmith@gmail.com"],
            "is_employee": false
        },
        {
            "name": "Jane Doe",
            "phone": "665-296-659",
            "email": ["janed@gmail.com", "djane@gmail.com"],
            "is_employee": null
        }
    ]
}
'''

json.loads převede řetězec na objekt

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data = json.loads(people_info)

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data

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type(data)

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type(data['people'])

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type(data['people'][0])

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data['people']

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data['people'][0]

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data['people'][0]['name']

Úkol #

Stáhněte json z http://pyvec.org/cs/api.json a napište kód, který vypíše jména členů rady (board) české python organizace.

Tip: json jde stáhnout i přímo z notebooku pomocí knihovny requests.

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%pip install requests

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import requests

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response = requests.get('http://pyvec.org/cs/api.json')
data = json.loads(response.text)
data

Práce s API klienty #

Obecný klient #

Mobilní aplikace na počasí je klient, který někdo vytvořil pro jeden konkrétní úkol a pracovat umí jen s jedním konkrétním API. Takový klient je užitečný, pokud chceme akorát vědět, jaké je počasí, ale už méně, pokud si chceme zkoušet práci s více API zároveň. Proto existují obecní klienti.

Prohlížeč jako obecný klient #

Pokud z API chceme pouze číst a API nevyžaduje žádné přihlašování, můžeme jej vyzkoušet i v prohlížeči, jako by to byla webová stránka. Pokud na stránkách ČNB navštívíme kurzovní lístek a úplně dole klikneme na Textový formát, uvidíme odpověď z API serveru

https://www.cnb.cz/cs/financni_trhy/devizovy_trh/kurzy_devizoveho_trhu/denni_kurz.txt

Obecný klient v příkazové řádce: curl #

Pokud se k API budeme potřebovat přihlásit nebo s ním zkoušet dělat složitější věci než jen čtení, nebude nám prohlížeč stačit.

Proto je dobré se naučit používat program curl. Spouští se v příkazové řádce a je to švýcarský nůž všech, kteří se pohybují kolem webových API.

Příklady s curl #

title

Když příkaz zadáme a spustíme, říkáme tím programu curl, že má poslat požadavek na uvedenou adresu a vypsat to, co mu ČNB pošle zpět.

title

Vlastní klient #

Obecného klienta musí ovládat člověk (ruční nastavování parametrů, pravidelné spuštění na základě podmínek či času atd.). To je přesně to, co potřebujeme, když si chceme nějaké API vyzkoušet, ale celý smysl API je v tom, aby je programy mohly využívat automaticky. Pokud chceme naprogramovat klienta pro konkrétní úkol, můžeme ve většině jazyků použít buď vestavěnou, nebo doinstalovanou knihovnu. V případě jazyka Python použijeme knihovnu Requests.

Každé slušné API má dokumentaci, kde je popsáno celé fungování API. Tedy všechny možné url (endpointy), metody, parametry, formáty, chybové kódy atd. Dokumentace může mít formu webové stránky jako na příkladu pražských dat nebo dat od britské policie, které za chvíli použijeme. Velmi často používaným způsobem popisu API je také OpenAPI (dříve Swagger). API je pomocí tohoto standardu popsáno v textovém formátu, který jde pak vizualizovat jako na příkladu tohohle smyšleného Zverimexu. Takovýhle standardizovaný popis je i strojově zpracovatelný.

Golemio - pražská veřejná data #

Golemio je pražská datová platforma. Dokumentace je k nalezení na https://golemioapi.docs.apiary.io/# Použijeme data o průjezdech cyklistů měřícími zařízeními. Jejich umístění a aktuální počty průjezdů jsou vidět na interaktivní mapě https://unicam.camea.cz/Discoverer/BikeCounter/map.

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# %pip install requests

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from datetime import datetime, timedelta
import json
import requests

V každém dotazu se musíme autorizovat pomocí API klíče. Ten získáme po bezplatné registraci na https://api.golemio.cz/api-keys/auth/sign-up.

Klíč slouží například k omezení počtu dotazů. Momentálně jde poslat 10000 dotazů za 10 vteřin.

API klíč se vkládá do hlavičky dotazu s názvem x-access-token. Připravíme si tedy hlavičku. Bude se používat pro všechny dotazy na API

Zdroj: https://golemioapi.docs.apiary.io/#introduction/general-info/usage

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GOLEMIO_API_KEY = ''  # sem vlož svůj API key
headers = {
  'Content-Type': 'application/json; charset=utf-8',
  'x-access-token': GOLEMIO_API_KEY,
}

Dokumentace k endpointu o průjezdech cyklistů je zde https://golemioapi.docs.apiary.io/#reference/traffic/bicyclecounters/get-all-bicyclecounters.

Kromě specifikace dat jde API i vyzkoušet přímo na webu. Stačí zkopírovat API klíč.

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response = requests.get('https://api.golemio.cz/v2/bicyclecounters/', headers=headers)
response

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response.raise_for_status()

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type(response)

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dir(response)

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response.text

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response.json()

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response.status_code

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data_json = json.loads(response.content)
data_json

Nebo jednodušeji přímo pomocí připravené metody json.

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data_json = response.json()
data_json

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type(data_json['features'])

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data_json['features'][0]

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print(data_json['features'][0]['properties']['id'])
print(data_json['features'][0]['properties']['name'])
print(data_json['features'][0]['properties']['directions'][0]['id'])
print(data_json['features'][0]['properties']['directions'][1]['id'])

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def get_bicycle_counters() -> dict:
    """ Return all bicycle counters """
    response = requests.get('https://api.golemio.cz/v2/bicyclecounters/', headers=headers)
    
    # this raises exception if response status code is error (starts with 4 or 5)
    response.raise_for_status()
    
    counters = {}
    for counter in response.json()['features']:
        counter_id = counter['properties']['id']
        counter_name = counter['properties']['name']
        direction_ids = [direction['id'] for direction in counter['properties']['directions'] if direction['id']]
        
        # skip empty counters
        if len(direction_ids) == 0:
            continue
        
        counters[counter_id] = {
            'name': counter_name,
            'direction_ids': direction_ids,
        }
    
    return counters

bicycle_counters = get_bicycle_counters()
bicycle_counters

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response = requests.get('https://api.golemio.cz/v2/bicyclecounters/detections?id=ecoCounter-103047647&aggregate=true', headers=headers)
response.json()

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def get_bike_count(counter_direction_id: str, time_from: datetime, duration: timedelta = None) -> int:
    """ Return number of bike detections of counter in one direction in specific time frame """
    if duration is None:
        duration = timedelta(days=1)
        
    params = {
        'id': counter_direction_id,
        'from': time_from.isoformat(),
        'to': (time_from + duration).isoformat(),
        'aggregate': 'true',
    }
    
    response = requests.get('https://api.golemio.cz/v2/bicyclecounters/detections', params=params, headers=headers)
    response.raise_for_status()
    
    # no measurments
    if len(response.json()) == 0:
        return 0
    
    return response.json()[0]['value']


# example usage
get_bike_count('camea-BC_AL-ST', datetime(2020, 12, 1), timedelta(days=1))

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def get_all_directions_counts(station_id: str, *args, counters: dict=None, **kwargs) -> tuple:
    """ Return number of bike detections in all directions in a dict (direction_id: count).
        Parameters are similar to get_bike_count function (see the usage on last line).
    """
    if counters is None:
        counters = get_bicycle_counters()
    
    counts = {}
    for direction_id in counters[station_id]['direction_ids']:
        counts[direction_id] = get_bike_count(direction_id, *args, **kwargs)
        
        
    return counts

get_all_directions_counts('camea-BC_VK-MOKO', datetime(2021, 6, 2, 11), timedelta(hours=1))

Úkoly #

Kolik cyklistů projelo včera v čase 6.00 - 11.00 v Modřanech?
Které místo bylo včera nejfrekventovanější? A které druhé?

Další úkoly jsou bez řešení. Můžete si je vyzkoušet po hodině. Stahování dat může trvat docela dlouho.

Jak se jezdilo v roce 2020 oproti roku předchozímu?
Kde je největší rozdíl mezi průjezdy jedním směrem a druhým? (třeba za poslední měsíc)
Znamená větší teplota více cyklistů? Zjištění teploty https://golemioapi.docs.apiary.io/#reference/traffic/bicyclecounters/get-bicyclecounters-temperatures
- zkuste vizualizovat
- jak velká je korelace

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# Řešení počtu cyklistů v Modřanech v jednotlivých směrech

for id, counter in get_bicycle_counters().items():
    if counter['name'] != 'Modřany':
        continue
    
    for direction_id in counter['direction_ids']:
        count = get_bike_count(direction_id, datetime(2022, 12, 4, 11), timedelta(hours=5))
        print(id, direction_id, count)

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# Získání počtu cyklistů pro všechny stanice v daném dni
# stažení chvíli trvá, průběžné výsledky se vypisují

day_counts = []
for station_id in bicycle_counters:
    print(station_id, end='')
    counts = get_all_directions_counts(
        station_id, datetime(2022, 12, 4), duration=timedelta(days=1), counters=bicycle_counters
    )
    
    print(station_id, bicycle_counters[station_id]['name'], counts, sum(counts.values()))

    day_counts.append((station_id, bicycle_counters[station_id]['name'], sum(counts.values())))
    
day_counts

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# první dvě nejfrekventovanější místa - řešení v pythonu
sorted_counts = sorted(
    day_counts,               # tenhle seznam chceme seřadit
    key=lambda row: row[2],   # pro řazení použít třetí položku z tuple
    reverse=True              # od nejvyššího (default je od nejnižšího)
)             

sorted_counts[:2]             # první dva záznamy

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import pandas as pd

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# první dvě nejfrekventovanější místa - řešení v pandas
day_counts_df = pd.DataFrame(day_counts, columns=['station_id', 'name', 'day_count'])
day_counts_df = day_counts_df.set_index('station_id')
day_counts_df.sort_values('day_count', ascending=False)[:2]

Zločinnost v UK #

Příklad dalšího veřejného API

Vyzkoušíme si dotazy na API s daty zločinnosti v UK, která jsou dostupná na měsiční bázi dle přibližné lokace (viz https://data.police.uk/docs/method/stops-at-location/)

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api_url = "https://data.police.uk/api/stops-street"

Nastavení parametrů volání API dle dokumentace https://data.police.uk/docs/method/stops-at-location/ Jako lokaci jsem vybral nechvalně proslulý obvod Hackney v Londýně :)

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params = {
    "lat" : "51.5487158",
    "lng" : "-0.0613842",
    "date" : "2022-01"
}

Pomocí funkce get pošleme požadavek na URL adresu API. URL adresa doplněná o parametry vypadá takto: https://data.police.uk/api/stops-street?lat=51.5487158&lng=-0.0613842&date=2022-01 a je možné ji vyzkoušet i v prohlížeči.

V proměnné response máme uložený objekt, který obsahuje odpověď od API.

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response = requests.get(api_url, params=params)

Pokud je status kód jiný, než 200 (success), vyhodí skript chybu a chybový status code

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if response.status_code != 200:
    print('Failed to get data:', response.status_code)
else:
    print('First 100 characters of data are')
    print(response.text[:100])

First 100 characters of data are
[{"age_range":"25-34","outcome":"A no further action disposal","involved_person":true,"self_defined_

Hlavička s doplňujícími informacemi o opdovědi

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response.headers

Out[36]:

{'Date': 'Mon, 05 Dec 2022 12:54:11 GMT', 'Content-Type': 'application/json', 'Content-Length': '8307', 'Connection': 'keep-alive', 'Vary': 'Accept-Encoding', 'Access-Control-Allow-Origin': '*', 'Content-Encoding': 'gzip', 'Strict-Transport-Security': 'max-age=31536000;', 'X-XSS-Protection': '1; mode=block', 'X-Content-Type-Options': 'nosniff', 'X-Frame-Options': 'DENY', 'Content-Security-Policy': "default-src 'self' 'unsafe-inline' ; script-src 'self' data: www.google-analytics.com ajax.googleapis.com 'unsafe-inline';", 'Referer-Policy': 'strict-origin-when-cross-origin'}

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response.headers['content-type']

Out[37]:

'application/json'

Obsah odpovědi je řetězec bytů

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response.content[:200]

Out[38]:

b'[{"age_range":"25-34","outcome":"A no further action disposal","involved_person":true,"self_defined_ethnicity":"Other ethnic group - Not stated","gender":"Male","legislation":"Police and Criminal Evid'

Vypadá jako seznam (list) nebo slovník (dictionary), ale nechová se tak:

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response.content[0]["age_range"]

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
Input In [42], in <cell line: 1>()
----> 1 response.content[0]["age_range"]

TypeError: 'int' object is not subscriptable

Převedeme řetězec bytů metodou .json() z knihovny requests

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data = response.json()

Ověříme datový typ

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type(data)

Out[44]:

list

Nyní můžeme přistupovat k "data" jako ke klasickému seznamu (list)

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data[0]["age_range"]

Out[45]:

'25-34'

Převední seznamu(list) na řetězec s parametry pro zobrazení struktury v čitelné podobě

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datas = json.dumps(data, sort_keys=True, indent=4)

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print(datas[:1600])

[
    {
        "age_range": "25-34",
        "datetime": "2022-01-10T01:58:49+00:00",
        "gender": "Male",
        "involved_person": true,
        "legislation": "Police and Criminal Evidence Act 1984 (section 1)",
        "location": {
            "latitude": "51.546949",
            "longitude": "-0.055415",
            "street": {
                "id": 968804,
                "name": "On or near Supermarket"
            }
        },
        "object_of_search": "Article for use in theft",
        "officer_defined_ethnicity": "Black",
        "operation": null,
        "operation_name": null,
        "outcome": "A no further action disposal",
        "outcome_linked_to_object_of_search": false,
        "outcome_object": {
            "id": "bu-no-further-action",
            "name": "A no further action disposal"
        },
        "removal_of_more_than_outer_clothing": false,
        "self_defined_ethnicity": "Other ethnic group - Not stated",
        "type": "Person and Vehicle search"
    },
    {
        "age_range": "25-34",
        "datetime": "2022-01-23T04:11:54+00:00",
        "gender": "Male",
        "involved_person": true,
        "legislation": "Police and Criminal Evidence Act 1984 (section 1)",
        "location": {
            "latitude": "51.542384",
            "longitude": "-0.073622",
            "street": {
                "id": 964245,
                "name": "On or near Buxted Road"
            }
        },
        "object_of_search": "Firearms",
        "officer_defined_ethnicity": "Black",
        "operation": null,
        "operation_name"

Cyklus, kterým přistupujeme k věkovému rozpětí lidí lustrovaných policií

In [48]:

age_range = [i["age_range"] for i in data]

In [49]:

print(age_range)

['25-34', '25-34', 'over 34', '25-34', '25-34', '25-34', '18-24', '10-17', '25-34', '18-24', '25-34', '18-24', 'over 34', 'over 34', '18-24', None, '18-24', 'over 34', '25-34', '18-24', 'over 34', 'over 34', '18-24', '10-17', '18-24', '25-34', 'over 34', '18-24', 'over 34', '10-17', 'over 34', 'over 34', '25-34', '18-24', 'over 34', 'over 34', '25-34', '25-34', '18-24', '18-24', 'over 34', '18-24', '18-24', '18-24', '25-34', 'over 34', '25-34', '18-24', 'over 34', 'over 34', 'over 34', '25-34', '10-17', 'over 34', '25-34', '18-24', '10-17', 'over 34', '18-24', '25-34', '18-24', '18-24', '25-34', '25-34', '10-17', '25-34', '10-17', '10-17', '10-17', 'over 34', '25-34', 'over 34', 'over 34', 'over 34', 'over 34', '10-17', '10-17', 'over 34', '18-24', 'over 34', None, None, 'over 34', '10-17', None, '25-34', None, '25-34', 'over 34', 'over 34', '25-34', '25-34', '18-24', 'over 34', 'over 34', 'over 34', '25-34', '25-34', None, '18-24', 'over 34', None, None, '25-34', 'over 34', 'over 34', 'over 34', '25-34', 'over 34', '25-34', None, '18-24', 'over 34', 'over 34', '18-24', '25-34', '25-34', '10-17', '18-24', '25-34', '18-24', '18-24', '18-24', '18-24', '25-34', 'over 34', 'over 34', 'over 34', '18-24', '10-17', None, '25-34', '10-17', '25-34', 'over 34', '18-24', 'over 34', '18-24', '18-24', '18-24', '18-24', None, '25-34', '10-17', '10-17', '18-24', '18-24', '18-24', '25-34', '10-17', '18-24', '10-17', 'over 34', 'over 34', 'over 34', None, '18-24', 'over 34', '25-34', '10-17', '25-34', '25-34', '18-24', 'over 34', '25-34', '18-24', None, '25-34', '25-34', '18-24', '25-34', '25-34', 'over 34', '18-24', '10-17', '25-34', '18-24', '25-34', '18-24', '25-34', '10-17', 'over 34', 'over 34', '25-34', '25-34', None, 'over 34', '10-17', 'over 34', 'over 34', '10-17', '10-17', None, 'over 34', '10-17', 'over 34', None, '25-34', 'over 34', '25-34', '25-34', '25-34', '25-34', None, '25-34', 'over 34', '25-34', '25-34', 'over 34', '18-24', '10-17', 'over 34', 'over 34', 'over 34', None, '25-34', '18-24', '10-17', 'over 34', 'over 34', '25-34', '25-34', '18-24', 'over 34', '18-24', 'over 34', '10-17', '10-17', 'over 34', 'over 34', 'over 34', '25-34', '10-17', '10-17', '18-24', '18-24', '25-34', 'over 34', 'over 34', '18-24', '25-34', '25-34', '25-34', 'over 34', 'over 34', '18-24', '25-34', '25-34', '25-34', '18-24', '18-24', '18-24', 'over 34', 'over 34', None, None, '10-17', 'over 34', '10-17', '10-17', 'over 34', '18-24', '10-17', '25-34', None, '10-17', '25-34', '18-24', '18-24', '18-24', '25-34', '18-24', '18-24', '18-24', '18-24', '10-17']

Cyklus, kterým přistupujeme k id ulice, kde došlo lustraci podezřelé(ho)

In [50]:

street_id = [i["location"]["street"]["id"] for i in data]

In [51]:

print(street_id)

[968804, 964245, 968845, 968830, 968632, 968500, 968872, 968703, 971832, 968872, 968632, 968872, 968804, 968804, 964265, 971713, 971713, 968804, 968872, 971713, 968804, 964259, 968827, 968711, 968711, 964058, 964031, 968830, 968830, 968703, 968816, 968467, 964026, 968668, 968872, 968591, 968565, 968565, 968804, 968830, 968500, 968804, 968804, 968608, 968608, 968843, 968662, 968843, 968608, 968500, 968579, 968830, 968827, 964054, 968599, 968632, 968748, 964057, 968632, 964248, 968527, 968650, 968608, 968662, 968662, 968707, 968662, 971758, 968566, 968500, 964307, 964312, 968591, 968543, 968591, 968647, 968647, 968830, 968647, 968573, 968573, 968591, 964040, 968802, 964086, 968637, 968830, 964026, 964147, 968722, 968593, 968830, 968634, 968830, 968830, 964226, 968830, 971656, 968830, 968574, 968578, 968830, 968578, 968578, 968578, 964023, 968830, 971832, 968533, 968662, 968578, 968711, 968578, 968500, 968663, 968500, 968660, 968722, 968816, 968641, 968662, 971713, 968662, 971656, 968608, 968543, 968500, 968500, 968612, 968550, 968816, 968830, 968830, 971656, 968816, 971656, 968722, 964265, 968711, 968711, 968614, 968748, 964278, 968876, 968662, 968662, 971656, 968496, 968662, 968578, 968876, 968828, 968500, 968500, 968500, 968804, 968691, 968614, 968608, 968608, 968802, 968815, 968637, 968802, 968637, 968637, 968830, 968804, 968614, 968636, 964016, 968830, 968662, 971832, 964265, 964247, 964317, 971635, 968773, 964016, 968773, 968830, 968867, 968815, 968804, 968804, 968804, 968848, 968662, 968867, 968584, 968584, 968614, 968844, 968857, 968804, 968722, 964223, 964223, 968773, 971635, 971635, 964223, 968816, 971656, 971656, 971656, 971656, 964209, 968872, 968872, 971832, 968500, 964104, 968830, 968705, 968496, 968830, 964054, 964104, 964121, 968829, 964050, 964326, 964276, 968662, 968804, 968804, 968500, 968574, 968500, 964307, 971656, 968765, 968804, 968500, 968469, 968573, 968703, 968830, 964103, 964103, 964103, 968646, 968646, 968720, 964086, 968646, 968646, 968720, 968711, 968711, 964019, 968872, 964226, 964288, 968857, 964226, 968857, 964265, 968872, 964247, 964265, 968720, 968845, 968662, 968773, 968578, 968872, 968631, 968631, 968626, 968670, 968647, 968575, 968578]

In [ ]:

import pandas as pd

Spojíme seznamy do dataframe

In [52]:

df_from_lists = pd.DataFrame(list(zip(age_range, street_id)), 
                columns = ['age_range', 'street_id'])

In [53]:

df_from_lists.head()

Out[53]:

	age_range	street_id
0	25-34	968804
1	25-34	964245
2	over 34	968845
3	25-34	968830
4	25-34	968632

Jakou věkovou skupinu lustrovala policie nejčastěji?

In [ ]:

In [54]:

%matplotlib inline

In [55]:

df_from_lists["age_range"].value_counts().plot.bar();

Json_normalize #

aneb jak jednoduše převést JSON na DataFrame

In [56]:

data

Out[56]:

[{'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': False,
  'datetime': '2022-01-10T01:58:49+00:00',
  'removal_of_more_than_outer_clothing': False,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': None,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Article for use in theft'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': False,
  'datetime': '2022-01-23T04:11:54+00:00',
  'removal_of_more_than_outer_clothing': False,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.542384',
   'street': {'id': 964245, 'name': 'On or near Buxted Road'},
   'longitude': '-0.073622'},
  'operation': None,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Firearms'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T09:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.550050',
   'street': {'id': 968845, 'name': 'On or near Supermarket'},
   'longitude': '-0.054288'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T15:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T15:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549686',
   'street': {'id': 968632, 'name': 'On or near John Campbell Road'},
   'longitude': '-0.076386'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T15:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T17:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T19:01:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548750',
   'street': {'id': 968703, 'name': 'On or near Sutton Place'},
   'longitude': '-0.051271'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T19:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.557637',
   'street': {'id': 971832, 'name': 'On or near Police Station'},
   'longitude': '-0.074839'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T17:27:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T15:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549686',
   'street': {'id': 968632, 'name': 'On or near John Campbell Road'},
   'longitude': '-0.076386'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T17:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T22:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T22:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T20:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.538093',
   'street': {'id': 964265, 'name': 'On or near Scriven Street'},
   'longitude': '-0.071337'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T13:22:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.560352',
   'street': {'id': 971713, 'name': 'On or near Shopping Area'},
   'longitude': '-0.073642'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Summons / charged by post',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T13:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-summons', 'name': 'Summons / charged by post'},
  'location': {'latitude': '51.560352',
   'street': {'id': 971713, 'name': 'On or near Shopping Area'},
   'longitude': '-0.073642'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-02T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-01T22:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-02T13:29:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.560352',
   'street': {'id': 971713, 'name': 'On or near Shopping Area'},
   'longitude': '-0.073642'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-02T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T16:17:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.536977',
   'street': {'id': 964259, 'name': 'On or near Welshpool Street'},
   'longitude': '-0.062012'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Black Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T19:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.555942',
   'street': {'id': 968827, 'name': 'On or near Downs Road'},
   'longitude': '-0.055998'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T19:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T19:44:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T22:22:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.536597',
   'street': {'id': 964058, 'name': 'On or near Duncan Road'},
   'longitude': '-0.060745'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T21:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.535952',
   'street': {'id': 964031, 'name': 'On or near Sheep Lane'},
   'longitude': '-0.059820'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Penalty Notice for Disorder',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T18:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-penalty-notice',
   'name': 'Penalty Notice for Disorder'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-02T15:02:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Black Caribbean',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T17:27:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548750',
   'street': {'id': 968703, 'name': 'On or near Sutton Place'},
   'longitude': '-0.051271'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T17:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550727',
   'street': {'id': 968816, 'name': 'On or near Lower Clapton Road'},
   'longitude': '-0.052759'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T09:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.545091',
   'street': {'id': 968467, 'name': 'On or near Southgate Road'},
   'longitude': '-0.083488'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Chinese',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T14:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.542304',
   'street': {'id': 964026, 'name': "On or near St Thomas'S Square"},
   'longitude': '-0.054589'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T21:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.545687',
   'street': {'id': 968668, 'name': 'On or near Bentley Road'},
   'longitude': '-0.076526'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T01:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549092',
   'street': {'id': 968591, 'name': 'On or near Birkbeck Mews'},
   'longitude': '-0.074666'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T03:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.555782',
   'street': {'id': 968565, 'name': 'On or near Petrol Station'},
   'longitude': '-0.066435'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T03:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.555782',
   'street': {'id': 968565, 'name': 'On or near Petrol Station'},
   'longitude': '-0.066435'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T02:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-03T18:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T14:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T02:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T15:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T16:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Penalty Notice for Disorder',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-05T16:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-penalty-notice',
   'name': 'Penalty Notice for Disorder'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T13:42:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.555492',
   'street': {'id': 968843, 'name': 'On or near Alfearn Road'},
   'longitude': '-0.053248'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T11:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T13:48:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.555492',
   'street': {'id': 968843, 'name': 'On or near Alfearn Road'},
   'longitude': '-0.053248'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T15:11:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T12:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T15:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546782',
   'street': {'id': 968579, 'name': 'On or near Kingsland Green'},
   'longitude': '-0.076379'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'Penalty Notice for Disorder',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T09:43:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-penalty-notice',
   'name': 'Penalty Notice for Disorder'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T17:21:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.555942',
   'street': {'id': 968827, 'name': 'On or near Downs Road'},
   'longitude': '-0.055998'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Irish',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T18:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.542603',
   'street': {'id': 964054, 'name': 'On or near Ellingfort Road'},
   'longitude': '-0.056365'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T17:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.552627',
   'street': {'id': 968599, 'name': 'On or near Parking Area'},
   'longitude': '-0.074199'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T20:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549686',
   'street': {'id': 968632, 'name': 'On or near John Campbell Road'},
   'longitude': '-0.076386'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T23:29:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551711',
   'street': {'id': 968748, 'name': 'On or near Median Road'},
   'longitude': '-0.050322'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T04:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.536185',
   'street': {'id': 964057, 'name': 'On or near Earlston Grove'},
   'longitude': '-0.055975'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T21:02:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549686',
   'street': {'id': 968632, 'name': 'On or near John Campbell Road'},
   'longitude': '-0.076386'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-06T12:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.539960',
   'street': {'id': 964248, 'name': 'On or near Albion Terrace'},
   'longitude': '-0.073854'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T13:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.552725',
   'street': {'id': 968527, 'name': 'On or near Shacklewell Row'},
   'longitude': '-0.071945'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T13:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551995',
   'street': {'id': 968650, 'name': 'On or near Arcola Street'},
   'longitude': '-0.073461'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T15:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T15:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T22:28:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-08T02:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.546592',
   'street': {'id': 968707, 'name': 'On or near Oriel Road'},
   'longitude': '-0.039926'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-07T01:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-09T18:03:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.560417',
   'street': {'id': 971758, 'name': 'On or near Brooke Road'},
   'longitude': '-0.072124'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-09T18:02:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.556976',
   'street': {'id': 968566, 'name': 'On or near Sports/Recreation Area'},
   'longitude': '-0.072313'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T15:13:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T14:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.541576',
   'street': {'id': 964307, 'name': 'On or near Evergreen Square'},
   'longitude': '-0.073137'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T14:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.536103',
   'street': {'id': 964312, 'name': 'On or near Denne Terrace'},
   'longitude': '-0.071191'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T16:09:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549092',
   'street': {'id': 968591, 'name': 'On or near Birkbeck Mews'},
   'longitude': '-0.074666'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T12:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551511',
   'street': {'id': 968543, 'name': 'On or near Gateway Mews'},
   'longitude': '-0.072501'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549092',
   'street': {'id': 968591, 'name': 'On or near Birkbeck Mews'},
   'longitude': '-0.074666'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T00:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551838',
   'street': {'id': 968647, 'name': "On or near Barrett'S Grove"},
   'longitude': '-0.079281'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T00:13:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551838',
   'street': {'id': 968647, 'name': "On or near Barrett'S Grove"},
   'longitude': '-0.079281'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T01:09:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-10T00:13:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551838',
   'street': {'id': 968647, 'name': "On or near Barrett'S Grove"},
   'longitude': '-0.079281'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548431',
   'street': {'id': 968573, 'name': 'On or near Winchester Place'},
   'longitude': '-0.074953'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548431',
   'street': {'id': 968573, 'name': 'On or near Winchester Place'},
   'longitude': '-0.074953'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T16:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549092',
   'street': {'id': 968591, 'name': 'On or near Birkbeck Mews'},
   'longitude': '-0.074666'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T15:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538504',
   'street': {'id': 964040, 'name': 'On or near Mare Street'},
   'longitude': '-0.057001'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T20:18:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.548324',
   'street': {'id': 968802, 'name': 'On or near Amhurst Road'},
   'longitude': '-0.057578'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T20:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.541669',
   'street': {'id': 964086, 'name': 'On or near Well Street'},
   'longitude': '-0.048877'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T17:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551235',
   'street': {'id': 968637, 'name': 'On or near Elton Place'},
   'longitude': '-0.080330'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T22:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-11T23:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.542304',
   'street': {'id': 964026, 'name': "On or near St Thomas'S Square"},
   'longitude': '-0.054589'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T13:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.543504',
   'street': {'id': 964147, 'name': 'On or near Brenthouse Road'},
   'longitude': '-0.052101'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T14:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.546816',
   'street': {'id': 968722, 'name': 'On or near Barnabas Road'},
   'longitude': '-0.042022'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T14:34:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547191',
   'street': {'id': 968593, 'name': 'On or near Abbot Street'},
   'longitude': '-0.075006'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T21:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T20:09:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556077',
   'street': {'id': 968634, 'name': 'On or near Foulden Terrace'},
   'longitude': '-0.073981'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-12T22:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-13T14:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-13T16:53:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.541662',
   'street': {'id': 964226, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076176'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Firearms Act 1968 (section 47)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-13T20:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Firearms'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-13T23:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Firearms Act 1968 (section 47)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-13T20:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Firearms'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T05:21:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547404',
   'street': {'id': 968574, 'name': 'On or near Stanborough Passage'},
   'longitude': '-0.075386'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T14:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T14:07:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T15:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T15:16:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538527',
   'street': {'id': 964023, 'name': 'On or near Tryon Crescent'},
   'longitude': '-0.053481'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T16:28:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T03:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.557637',
   'street': {'id': 971832, 'name': 'On or near Police Station'},
   'longitude': '-0.074839'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T04:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.550005',
   'street': {'id': 968533, 'name': 'On or near Sandringham Road'},
   'longitude': '-0.065684'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T15:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T13:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T22:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T12:27:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T10:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T11:14:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546403',
   'street': {'id': 968663, 'name': 'On or near Hartwell Street'},
   'longitude': '-0.073568'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T13:18:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T14:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.545445',
   'street': {'id': 968660, 'name': 'On or near Tottenham Road'},
   'longitude': '-0.079839'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T17:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546816',
   'street': {'id': 968722, 'name': 'On or near Barnabas Road'},
   'longitude': '-0.042022'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T22:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550727',
   'street': {'id': 968816, 'name': 'On or near Lower Clapton Road'},
   'longitude': '-0.052759'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T22:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.553076',
   'street': {'id': 968641, 'name': 'On or near Cowper Road'},
   'longitude': '-0.080210'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-16T04:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T00:44:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.560352',
   'street': {'id': 971713, 'name': 'On or near Shopping Area'},
   'longitude': '-0.073642'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-16T04:06:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T00:47:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T12:04:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T11:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551511',
   'street': {'id': 968543, 'name': 'On or near Gateway Mews'},
   'longitude': '-0.072501'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T12:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T12:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T12:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.553673',
   'street': {'id': 968612, 'name': 'On or near Somerford Grove'},
   'longitude': '-0.073289'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T15:36:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.555542',
   'street': {'id': 968550, 'name': 'On or near Downs Road'},
   'longitude': '-0.062276'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T16:41:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550727',
   'street': {'id': 968816, 'name': 'On or near Lower Clapton Road'},
   'longitude': '-0.052759'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T16:47:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T14:18:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T16:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550727',
   'street': {'id': 968816, 'name': 'On or near Lower Clapton Road'},
   'longitude': '-0.052759'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T17:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T15:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546816',
   'street': {'id': 968722, 'name': 'On or near Barnabas Road'},
   'longitude': '-0.042022'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T15:11:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538093',
   'street': {'id': 964265, 'name': 'On or near Scriven Street'},
   'longitude': '-0.071337'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-19T00:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-19T00:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-19T19:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550556',
   'street': {'id': 968614, 'name': 'On or near Selsea Place'},
   'longitude': '-0.076191'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Pakistani',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T00:22:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551711',
   'street': {'id': 968748, 'name': 'On or near Median Road'},
   'longitude': '-0.050322'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T15:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.540416',
   'street': {'id': 964278, 'name': 'On or near Middleton Road'},
   'longitude': '-0.069869'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T13:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.543841',
   'street': {'id': 968876, 'name': 'On or near Frampton Park Road'},
   'longitude': '-0.052389'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T09:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T12:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T18:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T20:31:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548371',
   'street': {'id': 968496, 'name': 'On or near Spurstowe Terrace'},
   'longitude': '-0.061470'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T05:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T14:42:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T13:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.543841',
   'street': {'id': 968876, 'name': 'On or near Frampton Park Road'},
   'longitude': '-0.052389'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T23:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.552544',
   'street': {'id': 968828, 'name': 'On or near Downs Park Road'},
   'longitude': '-0.059302'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T12:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T13:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Articles for use in criminal damage'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T13:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T16:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T19:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.545607',
   'street': {'id': 968691, 'name': 'On or near Fenton Close'},
   'longitude': '-0.070529'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T13:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550556',
   'street': {'id': 968614, 'name': 'On or near Selsea Place'},
   'longitude': '-0.076191'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T12:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T13:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551257',
   'street': {'id': 968608, 'name': "On or near Truman'S Road"},
   'longitude': '-0.075656'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T13:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.548324',
   'street': {'id': 968802, 'name': 'On or near Amhurst Road'},
   'longitude': '-0.057578'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T13:08:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549818',
   'street': {'id': 968815, 'name': 'On or near Pembury Place'},
   'longitude': '-0.059807'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T19:02:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551235',
   'street': {'id': 968637, 'name': 'On or near Elton Place'},
   'longitude': '-0.080330'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Penalty Notice for Disorder',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T13:34:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-penalty-notice',
   'name': 'Penalty Notice for Disorder'},
  'location': {'latitude': '51.548324',
   'street': {'id': 968802, 'name': 'On or near Amhurst Road'},
   'longitude': '-0.057578'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T18:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551235',
   'street': {'id': 968637, 'name': 'On or near Elton Place'},
   'longitude': '-0.080330'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T18:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.551235',
   'street': {'id': 968637, 'name': 'On or near Elton Place'},
   'longitude': '-0.080330'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': False,
  'self_defined_ethnicity': None,
  'gender': None,
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T15:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Vehicle search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T16:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T17:16:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550556',
   'street': {'id': 968614, 'name': 'On or near Selsea Place'},
   'longitude': '-0.076191'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T19:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.557203',
   'street': {'id': 968636, 'name': 'On or near Evering Road'},
   'longitude': '-0.073039'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T18:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.537317',
   'street': {'id': 964016, 'name': 'On or near Warneford Street'},
   'longitude': '-0.055393'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T21:35:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T19:28:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-15T19:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.557637',
   'street': {'id': 971832, 'name': 'On or near Police Station'},
   'longitude': '-0.074839'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Asian',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T23:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.538093',
   'street': {'id': 964265, 'name': 'On or near Scriven Street'},
   'longitude': '-0.071337'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T04:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538916',
   'street': {'id': 964247, 'name': 'On or near Arbutus Street'},
   'longitude': '-0.076018'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Asian',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T19:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.541747',
   'street': {'id': 964317, 'name': 'On or near Celandine Drive'},
   'longitude': '-0.072611'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T18:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.559400',
   'street': {'id': 971635, 'name': 'On or near Sports/Recreation Area'},
   'longitude': '-0.046026'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T18:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.556781',
   'street': {'id': 968773, 'name': 'On or near Chatsworth Road'},
   'longitude': '-0.046427'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T18:07:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.537317',
   'street': {'id': 964016, 'name': 'On or near Warneford Street'},
   'longitude': '-0.055393'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T18:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556781',
   'street': {'id': 968773, 'name': 'On or near Chatsworth Road'},
   'longitude': '-0.046427'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T14:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Indian',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T16:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.545541',
   'street': {'id': 968867, 'name': 'On or near Rivaz Place'},
   'longitude': '-0.049692'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T14:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549818',
   'street': {'id': 968815, 'name': 'On or near Pembury Place'},
   'longitude': '-0.059807'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T15:09:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T16:03:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T15:08:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T18:54:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.545219',
   'street': {'id': 968848, 'name': 'On or near Valette Street'},
   'longitude': '-0.054652'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-22T19:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T16:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.545541',
   'street': {'id': 968867, 'name': 'On or near Rivaz Place'},
   'longitude': '-0.049692'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T19:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.548898',
   'street': {'id': 968584, 'name': 'On or near Gillett Street'},
   'longitude': '-0.076001'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T19:41:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548898',
   'street': {'id': 968584, 'name': 'On or near Gillett Street'},
   'longitude': '-0.076001'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Irish',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T03:10:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.550556',
   'street': {'id': 968614, 'name': 'On or near Selsea Place'},
   'longitude': '-0.076191'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T04:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.553009',
   'street': {'id': 968844, 'name': 'On or near Petrol Station'},
   'longitude': '-0.053743'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-21T17:06:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544521',
   'street': {'id': 968857, 'name': 'On or near Eleanor Road'},
   'longitude': '-0.060292'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-23T15:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': False,
  'self_defined_ethnicity': None,
  'gender': None,
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T17:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546816',
   'street': {'id': 968722, 'name': 'On or near Barnabas Road'},
   'longitude': '-0.042022'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T21:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.543891',
   'street': {'id': 964223, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076111'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T21:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.543891',
   'street': {'id': 964223, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076111'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T21:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.556781',
   'street': {'id': 968773, 'name': 'On or near Chatsworth Road'},
   'longitude': '-0.046427'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T18:15:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.559400',
   'street': {'id': 971635, 'name': 'On or near Sports/Recreation Area'},
   'longitude': '-0.046026'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Pakistani',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T17:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.559400',
   'street': {'id': 971635, 'name': 'On or near Sports/Recreation Area'},
   'longitude': '-0.046026'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Summons / charged by post',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T20:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-summons', 'name': 'Summons / charged by post'},
  'location': {'latitude': '51.543891',
   'street': {'id': 964223, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076111'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T04:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550727',
   'street': {'id': 968816, 'name': 'On or near Lower Clapton Road'},
   'longitude': '-0.052759'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T04:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T04:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T04:42:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T04:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-24T18:35:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.540862',
   'street': {'id': 964209, 'name': "On or near St Peter'S Way"},
   'longitude': '-0.077335'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T19:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T19:25:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Black African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T21:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.557637',
   'street': {'id': 971832, 'name': 'On or near Police Station'},
   'longitude': '-0.074839'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T15:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Irish',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:01:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538802',
   'street': {'id': 964104, 'name': 'On or near Primrose Square'},
   'longitude': '-0.049490'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T15:39:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T14:39:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547627',
   'street': {'id': 968705, 'name': 'On or near Rosina Street'},
   'longitude': '-0.045896'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:32:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548371',
   'street': {'id': 968496, 'name': 'On or near Spurstowe Terrace'},
   'longitude': '-0.061470'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:56:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:37:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.542603',
   'street': {'id': 964054, 'name': 'On or near Ellingfort Road'},
   'longitude': '-0.056365'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538802',
   'street': {'id': 964104, 'name': 'On or near Primrose Square'},
   'longitude': '-0.049490'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:23:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.539931',
   'street': {'id': 964121, 'name': 'On or near Lauriston Road'},
   'longitude': '-0.046557'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T02:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.555794',
   'street': {'id': 968829, 'name': 'On or near Downs Lane'},
   'longitude': '-0.058991'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Bangladeshi',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T00:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.536600',
   'street': {'id': 964050, 'name': 'On or near Helena Place'},
   'longitude': '-0.054443'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T02:21:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.539785',
   'street': {'id': 964326, 'name': 'On or near Albion Square'},
   'longitude': '-0.072521'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T02:35:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.534744',
   'street': {'id': 964276, 'name': 'On or near Nicholl Street'},
   'longitude': '-0.066750'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T03:52:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Black African',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-26T16:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T15:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T14:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.547404',
   'street': {'id': 968574, 'name': 'On or near Stanborough Passage'},
   'longitude': '-0.075386'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T14:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Any other ethnic group',
  'gender': 'Male',
  'legislation': 'Firearms Act 1968 (section 47)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T01:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.541576',
   'street': {'id': 964307, 'name': 'On or near Evergreen Square'},
   'longitude': '-0.073137'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Firearms'},
 {'age_range': '10-17',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T17:26:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.558506',
   'street': {'id': 971656, 'name': 'On or near Pedestrian Subway'},
   'longitude': '-0.055528'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T20:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.556034',
   'street': {'id': 968765, 'name': 'On or near Elderfield Road'},
   'longitude': '-0.044252'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T16:14:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546949',
   'street': {'id': 968804, 'name': 'On or near Supermarket'},
   'longitude': '-0.055415'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T17:16:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547837',
   'street': {'id': 968500, 'name': 'On or near Queensbridge Road'},
   'longitude': '-0.068892'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T13:45:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546417',
   'street': {'id': 968469, 'name': 'On or near Isabella Mews'},
   'longitude': '-0.082668'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T18:05:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548431',
   'street': {'id': 968573, 'name': 'On or near Winchester Place'},
   'longitude': '-0.074953'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548750',
   'street': {'id': 968703, 'name': 'On or near Sutton Place'},
   'longitude': '-0.051271'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Evidence of offences under the Act'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T14:20:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.549626',
   'street': {'id': 968830, 'name': 'On or near Dalston Lane'},
   'longitude': '-0.054738'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.537195',
   'street': {'id': 964103, 'name': 'On or near Redruth Road'},
   'longitude': '-0.048015'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.537195',
   'street': {'id': 964103, 'name': 'On or near Redruth Road'},
   'longitude': '-0.048015'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.537195',
   'street': {'id': 964103, 'name': 'On or near Redruth Road'},
   'longitude': '-0.048015'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T15:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556467',
   'street': {'id': 968646, 'name': 'On or near Beatty Road'},
   'longitude': '-0.076374'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T15:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556467',
   'street': {'id': 968646, 'name': 'On or near Beatty Road'},
   'longitude': '-0.076374'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T21:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546782',
   'street': {'id': 968720, 'name': 'On or near Berger Road'},
   'longitude': '-0.043206'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T14:19:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.541669',
   'street': {'id': 964086, 'name': 'On or near Well Street'},
   'longitude': '-0.048877'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T15:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556467',
   'street': {'id': 968646, 'name': 'On or near Beatty Road'},
   'longitude': '-0.076374'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - Any other White background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T15:33:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556467',
   'street': {'id': 968646, 'name': 'On or near Beatty Road'},
   'longitude': '-0.076374'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T20:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546782',
   'street': {'id': 968720, 'name': 'On or near Berger Road'},
   'longitude': '-0.043206'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T17:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - Any other Mixed/Multiple ethnic background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-27T17:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.547830',
   'street': {'id': 968711, 'name': 'On or near Mackintosh Lane'},
   'longitude': '-0.043003'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T09:55:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.535639',
   'street': {'id': 964019, 'name': 'On or near Victoria Park Road'},
   'longitude': '-0.057209'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Female',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T15:51:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'Arrest',
  'involved_person': False,
  'self_defined_ethnicity': None,
  'gender': None,
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T18:26:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.541662',
   'street': {'id': 964226, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076176'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T17:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538508',
   'street': {'id': 964288, 'name': 'On or near Lee Street'},
   'longitude': '-0.073584'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T17:38:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544521',
   'street': {'id': 968857, 'name': 'On or near Eleanor Road'},
   'longitude': '-0.060292'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': 'over 34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T18:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.541662',
   'street': {'id': 964226, 'name': 'On or near Kingsland Road'},
   'longitude': '-0.076176'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T17:38:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544521',
   'street': {'id': 968857, 'name': 'On or near Eleanor Road'},
   'longitude': '-0.060292'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T17:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538093',
   'street': {'id': 964265, 'name': 'On or near Scriven Street'},
   'longitude': '-0.071337'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': 'over 34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-30T14:52:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'White - English/Welsh/Scottish/Northern Irish/British',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-31T12:41:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.538916',
   'street': {'id': 964247, 'name': 'On or near Arbutus Street'},
   'longitude': '-0.076018'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-31T17:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.538093',
   'street': {'id': 964265, 'name': 'On or near Scriven Street'},
   'longitude': '-0.071337'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-28T20:37:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546782',
   'street': {'id': 968720, 'name': 'On or near Berger Road'},
   'longitude': '-0.043206'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': None,
  'outcome': 'A no further action disposal',
  'involved_person': False,
  'self_defined_ethnicity': None,
  'gender': None,
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-18T16:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550050',
   'street': {'id': 968845, 'name': 'On or near Supermarket'},
   'longitude': '-0.054288'},
  'operation': False,
  'officer_defined_ethnicity': None,
  'type': 'Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T17:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.546371',
   'street': {'id': 968662, 'name': 'On or near Kingsland Passage'},
   'longitude': '-0.076007'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Stolen goods'},
 {'age_range': '25-34',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Asian/Asian British - Any other Asian background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-25T23:57:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.556781',
   'street': {'id': 968773, 'name': 'On or near Chatsworth Road'},
   'longitude': '-0.046427'},
  'operation': False,
  'officer_defined_ethnicity': 'Asian',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - African',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T15:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-29T16:50:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.544976',
   'street': {'id': 968872, 'name': 'On or near Kenton Road'},
   'longitude': '-0.046038'},
  'operation': False,
  'officer_defined_ethnicity': 'White',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T20:33:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.550250',
   'street': {'id': 968631, 'name': 'On or near King Henry Street'},
   'longitude': '-0.079478'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '25-34',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Caribbean',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-04T20:33:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.550250',
   'street': {'id': 968631, 'name': 'On or near King Henry Street'},
   'longitude': '-0.079478'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Police and Criminal Evidence Act 1984 (section 1)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-08T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.550011',
   'street': {'id': 968626, 'name': 'On or near Mildmay Road'},
   'longitude': '-0.081363'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Offensive weapons'},
 {'age_range': '18-24',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T13:35:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.546352',
   'street': {'id': 968670, 'name': 'On or near Balls Pond Road'},
   'longitude': '-0.079772'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'Community resolution',
  'involved_person': True,
  'self_defined_ethnicity': 'Mixed/Multiple ethnic groups - White and Asian',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-20T16:00:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-community-resolution',
   'name': 'Community resolution'},
  'location': {'latitude': '51.551838',
   'street': {'id': 968647, 'name': "On or near Barrett'S Grove"},
   'longitude': '-0.079281'},
  'operation': False,
  'officer_defined_ethnicity': 'Other',
  'type': 'Person and Vehicle search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '18-24',
  'outcome': 'A no further action disposal',
  'involved_person': True,
  'self_defined_ethnicity': 'Other ethnic group - Not stated',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-17T13:30:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-no-further-action',
   'name': 'A no further action disposal'},
  'location': {'latitude': '51.548693',
   'street': {'id': 968575, 'name': 'On or near St Jude Street'},
   'longitude': '-0.078317'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'},
 {'age_range': '10-17',
  'outcome': 'Arrest',
  'involved_person': True,
  'self_defined_ethnicity': 'Black/African/Caribbean/Black British - Any other Black/African/Caribbean background',
  'gender': 'Male',
  'legislation': 'Misuse of Drugs Act 1971 (section 23)',
  'outcome_linked_to_object_of_search': None,
  'datetime': '2022-01-14T15:40:00+00:00',
  'removal_of_more_than_outer_clothing': None,
  'outcome_object': {'id': 'bu-arrest', 'name': 'Arrest'},
  'location': {'latitude': '51.548412',
   'street': {'id': 968578, 'name': 'On or near Kingsland High Street'},
   'longitude': '-0.075416'},
  'operation': False,
  'officer_defined_ethnicity': 'Black',
  'type': 'Person search',
  'operation_name': None,
  'object_of_search': 'Controlled drugs'}]

In [57]:

from pandas import json_normalize

In [58]:

norm_data = json_normalize(data)

In [59]:

norm_data.head()

Out[59]:

	age_range	outcome	involved_person	self_defined_ethnicity	gender	legislation	outcome_linked_to_object_of_search	datetime	removal_of_more_than_outer_clothing	operation	officer_defined_ethnicity	type	operation_name	object_of_search	outcome_object.id	outcome_object.name	location.latitude	location.street.id	location.street.name	location.longitude
0	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	False	2022-01-10T01:58:49+00:00	False	None	Black	Person and Vehicle search	None	Article for use in theft	bu-no-further-action	A no further action disposal	51.546949	968804	On or near Supermarket	-0.055415
1	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	False	2022-01-23T04:11:54+00:00	False	None	Black	Person and Vehicle search	None	Firearms	bu-no-further-action	A no further action disposal	51.542384	964245	On or near Buxted Road	-0.073622
2	over 34	Arrest	True	White - English/Welsh/Scottish/Northern Irish/...	Female	Police and Criminal Evidence Act 1984 (section 1)	None	2022-01-01T09:30:00+00:00	None	False	White	Person search	None	Stolen goods	bu-arrest	Arrest	51.550050	968845	On or near Supermarket	-0.054288
3	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Misuse of Drugs Act 1971 (section 23)	None	2022-01-01T15:30:00+00:00	None	False	Black	Person search	None	Controlled drugs	bu-no-further-action	A no further action disposal	51.549626	968830	On or near Dalston Lane	-0.054738
4	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	None	2022-01-01T15:55:00+00:00	None	False	Black	Person and Vehicle search	None	Offensive weapons	bu-no-further-action	A no further action disposal	51.549686	968632	On or near John Campbell Road	-0.076386

In [60]:

norm_data["gender"].value_counts()

Out[60]:

Male      246
Female     26
Name: gender, dtype: int64

In [61]:

norm_data["gender"].value_counts().plot.bar();

In [62]:

norm_data["age_range"].value_counts().plot.bar();

Tvoříme vlastního klienta #

V následujícím bloku si vytvoříme klienta, který nám stáhne data za dva měsíce (místo jednoho) a uloží je do seznamu seznamů (list of lists). Případné chyby spojení s API ošetříme výjimkami (exceptions) - více viz dokumentace requests

In [63]:

def get_uk_crime_data(latitude, longitude, dates_list):
    """
    Function loops through a list of dates 
    
    Three arguments latitude, longitude and a list of dates
    
    Returns a dataframe with crime data for each day
    """
    appended_data = []
    
    for i in dates_list:
        api_url = "https://data.police.uk/api/stops-street"
        params = {
            "lat" : latitude,
            "lng" : longitude,
            "date" : i
        }
        response = requests.get(api_url, params=params)
        data_foo = response.json()
            
        data = pd.json_normalize(data_foo)
        # store DataFrame in list
        appended_data.append(data)
       
    return pd.concat(appended_data)

Zavolání funkce get_uk_crime_data s parametry zeměpisné šíře a délky přiřazené proměnné df_uk_crime_data

In [64]:

dates_list = ["2022-01","2022-02"]
lat = "51.5487158"
lng = "-0.0613842"

df_uk_crime_data = get_uk_crime_data(lat, lng, dates_list)

In [65]:

df_uk_crime_data.head()

Out[65]:

	age_range	outcome	involved_person	self_defined_ethnicity	gender	legislation	outcome_linked_to_object_of_search	datetime	removal_of_more_than_outer_clothing	operation	officer_defined_ethnicity	type	operation_name	object_of_search	outcome_object.id	outcome_object.name	location.latitude	location.street.id	location.street.name	location.longitude
0	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	False	2022-01-10T01:58:49+00:00	False	None	Black	Person and Vehicle search	None	Article for use in theft	bu-no-further-action	A no further action disposal	51.546949	968804	On or near Supermarket	-0.055415
1	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	False	2022-01-23T04:11:54+00:00	False	None	Black	Person and Vehicle search	None	Firearms	bu-no-further-action	A no further action disposal	51.542384	964245	On or near Buxted Road	-0.073622
2	over 34	Arrest	True	White - English/Welsh/Scottish/Northern Irish/...	Female	Police and Criminal Evidence Act 1984 (section 1)	None	2022-01-01T09:30:00+00:00	None	False	White	Person search	None	Stolen goods	bu-arrest	Arrest	51.550050	968845	On or near Supermarket	-0.054288
3	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Misuse of Drugs Act 1971 (section 23)	None	2022-01-01T15:30:00+00:00	None	False	Black	Person search	None	Controlled drugs	bu-no-further-action	A no further action disposal	51.549626	968830	On or near Dalston Lane	-0.054738
4	25-34	A no further action disposal	True	Other ethnic group - Not stated	Male	Police and Criminal Evidence Act 1984 (section 1)	None	2022-01-01T15:55:00+00:00	None	False	Black	Person and Vehicle search	None	Offensive weapons	bu-no-further-action	A no further action disposal	51.549686	968632	On or near John Campbell Road	-0.076386

Přistupování k tweetům přes Twitter API pomocí knihovny Tweepy #

Příkaz na instalaci knihovny tweepy uvnitř notebooku. Stačí odkomentovat a spustit.

In [ ]:

%pip install tweepy

In [66]:

import tweepy

Pro získání dat z Twitteru musí náš klient projít OAuth autorizací.

Jak funguje OAuth autorizace na Twitteru?

vývojář aplikace se zaregistruje u poskytovatele API
zaregistruje aplikaci, získá bearer_token, api key a api key secret na https://developer.twitter.com/en/apps
aplikace volá API a prokazuje se pomocí bearer tokenu

Další krok je vytvoření instance Clienta, do kterého vložíme náš bearer token

In [67]:

bearer_token = ''  # sem vlož svůj bearer token
api = tweepy.Client(bearer_token=bearer_token)

V API dokumentaci k Tweepy https://docs.tweepy.org/en/v4.12.1/client.html najdeme metodu která např. vypíše ID přátel, resp. sledujících účtu

In [68]:

api.get_user(username='kdnuggets')  # nejdřív potřebujeme ID účtu

Out[68]:

Response(data=<User id=20167623 name=KDnuggets username=kdnuggets>, includes={}, errors=[], meta={})

In [ ]:

api.get_users_followers(20167623)

Nebo vypíše ID, které účet sleduje

In [ ]:

api.get_users_following(20167623)

Metoda, která vrátí posledních 10 tweetů podle ID uživatele

In [71]:

api.get_users_tweets(20167623)

Out[71]:

Response(data=[<Tweet id=1599561752387239936 text='Designing Your #NeuralNetworks #KDnuggets https://t.co/hrWPzaZ97t'>, <Tweet id=1599546648253825025 text='7 Steps to Mastering Data Preparation for #MachineLearning with #Python — 2019 Edition #KDnuggets https://t.co/xwOUx8RnT0'>, <Tweet id=1599531550462431233 text='Data Analyst Skills You Need for Your Next Promotion #KDnuggets https://t.co/iLctzS2nrH'>, <Tweet id=1599516461373997058 text='24 SQL Questions You Might See on Your Next #Interview #KDnuggets https://t.co/Q4CywnV2rh'>, <Tweet id=1599501366212395013 text='Approaches to Text Summarization: An Overview #KDnuggets https://t.co/e0J9hKGirh'>, <Tweet id=1599486287827845131 text='20 Basic Linux Commands for #DataScience Beginners #KDnuggets https://t.co/jdwZPxYoWN'>, <Tweet id=1599471180943183873 text='Pandas Profiling: One-Line Magical Code for EDA #KDnuggets https://t.co/s3a4BexAYU'>, <Tweet id=1599456080131772416 text='#AI and the Metaverse #KDnuggets https://t.co/dPJ4hKoxlJ'>, <Tweet id=1599440982361120768 text='#DataScience is Overrated, Here’s Why #KDnuggets https://t.co/F54bS9xgUb'>, <Tweet id=1599425882992611329 text='Hyperparameter Tuning Using Grid Search and Random Search in #Python #KDnuggets https://t.co/BDLu5plnjS'>], includes={}, errors=[], meta={'next_token': '7140dibdnow9c7btw424ch59cd5zn5tdbtucenntvs01l', 'result_count': 10, 'newest_id': '1599561752387239936', 'oldest_id': '1599425882992611329'})

In [72]:

twitter_data = api.get_users_tweets(20167623).data

In [73]:

kdnuggets_tweets = [i.text for i in twitter_data]
kdnuggets_tweets

Out[73]:

['Designing Your #NeuralNetworks #KDnuggets https://t.co/hrWPzaZ97t',
 '7 Steps to Mastering Data Preparation for #MachineLearning with #Python — 2019 Edition #KDnuggets https://t.co/xwOUx8RnT0',
 'Data Analyst Skills You Need for Your Next Promotion #KDnuggets https://t.co/iLctzS2nrH',
 '24 SQL Questions You Might See on Your Next #Interview #KDnuggets https://t.co/Q4CywnV2rh',
 'Approaches to Text Summarization: An Overview #KDnuggets https://t.co/e0J9hKGirh',
 '20 Basic Linux Commands for #DataScience Beginners #KDnuggets https://t.co/jdwZPxYoWN',
 'Pandas Profiling: One-Line Magical Code for EDA #KDnuggets https://t.co/s3a4BexAYU',
 '#AI and the Metaverse #KDnuggets https://t.co/dPJ4hKoxlJ',
 '#DataScience is Overrated, Here’s Why #KDnuggets https://t.co/F54bS9xgUb',
 'Hyperparameter Tuning Using Grid Search and Random Search in #Python #KDnuggets https://t.co/BDLu5plnjS']

In [75]:

def get_tweets(bearer_token, twitter_account):
    """
    Function gets the last 20 tweets and adds those not in the list
    
    Two arguments: bearer token and twitter_account name
    
    Returns a dataframe with tweets for given account
    """
    
    api = tweepy.Client(bearer_token=bearer_token)

    try:
        twitter_user_id = api.get_user(username=twitter_account.lstrip('@')).data.id
        tweets = api.get_users_tweets(twitter_user_id)
        tweets_list = [i.text for i in tweets.data]
                      
    except Exception as e:
        print("Error getting tweets, exception: ", e)
        return None
    
    return pd.DataFrame(tweets_list, columns = [twitter_account])

In [77]:

get_tweets(bearer_token, '@honzajavorek')

Out[77]:

	@honzajavorek
0	@Liskni_si Upřímně, mám to spíš jako experimen...
1	@Liskni_si Spíš to druhý 😀 Když má kanál zapnu...
2	@madrvojt Pořád existuje RSS blogu, pokud to n...
3	@Liskni_si Telegram je jako ICQ.\n\nTelegram k...
4	Chci se méně věnovat Twitteru.\n\nPokud vás ba...
5	RT @JamesClear: When you say no, you are only ...
6	Klub na https://t.co/gTcFP3Qavx je sice placen...
7	Luboš na svém blogu píše nejen o Javě a umění ...
8	Úvod do ekosystému Javy. Co když nakonec není ...
9	RT @JakubOnderka: GOVTECH – STÁTU BUDE CHYBĚT ...

Tweety můžeme vyhledávat i podle hashtagu!

In [ ]:

tweets = api.search_recent_tweets('#pydata', expansions='author_id')
for tweet, author in zip(tweets.data, tweets.includes['users']):
    print(author.username, tweet.text)

Takhle ale dostaneme jenom 10 posledních tweetů. Pokud by nám to nestačilo, tak podle dokumentace k metodě search_recent_tweets můžeme procházet další výsledky pomocí parametry next_token.

In [79]:

tweets.meta['next_token']

Out[79]:

'b26v89c19zqg8o3fpzhn05cdz5ag9017otvz94cqqrbst'

In [ ]:

Toto je stránka lekce z kurzu, který probíhá nebo proběhl naživo s instruktorem.

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