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Started the docs with a meaty example
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Simon Willison
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Jul 28, 2018
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sqlite-utils | ||
============ | ||
============== | ||
sqlite-utils | ||
============== | ||
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*Python utility functions for manipulating SQLite databases* | ||
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Work in progress. | ||
This library aims to make creating a SQLite database from a collection of data as easy as possible. | ||
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It is not intended to be a full ORM: the focus is utility helpers to make creating the initial database and populating it with data as productive as possible. | ||
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In lieu of detailed documentation (coming soon), enjoy an example instead: | ||
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.. code-block:: python | ||
from sqlite_utils import db | ||
import sqlite3 | ||
import requests | ||
import hashlib | ||
import json | ||
raw_ads = requests.get( | ||
"https://raw.githubusercontent.com/edsu/irads/master/ads.json" | ||
).json() | ||
print(raw_ads[0]) | ||
# {'clicks': 32, | ||
# 'created': '2016-11-14T04:10:27-08:00', | ||
# 'ended': None, | ||
# 'file': 'data/2016-11/P(1)0001720.pdf', | ||
# 'id': 3186, | ||
# 'impressions': 396, | ||
# 'spend': {'amount': '1050.77', 'currency': 'RUB'}, | ||
# 'targeting': {'age': ['18 - 65+'], | ||
# 'excluded_connections': ['Exclude people who like Black guns matter'], | ||
# 'language': ['English (UK)', 'English (US)'], | ||
# 'location': ['United States'], | ||
# 'people_who_match': {'interests': ['Martin Luther King', | ||
# 'Jr.', | ||
# '2nd Amendment', | ||
# 'National Rifle Association', | ||
# 'African-American culture', | ||
# 'African-American Civil Rights Movement (1954—68)', | ||
# 'Gun Owners of America', | ||
# 'African—American history', | ||
# 'Second Amendment to the United States Constitution', | ||
# 'Concealed carry in the United States', | ||
# 'Firearm', | ||
# 'Malcolm X']}, | ||
# 'placements': ['News Feed on desktop computers', | ||
# 'News Feed on mobile devices', | ||
# 'Right column on desktop computers']}, | ||
# 'text': 'Black American racial experience is real. We support the 2nd ammendment\nfor our safety.\n\n', | ||
# 'url': 'https://www.facebook.com/ProtectBIackGunOwners/'} | ||
def flatten_targeting(targeting, prefix=''): | ||
# Convert targeting nested dictionary into list of strings | ||
# e.g. people_who_match:interests:Martin Luther King | ||
if isinstance(targeting, list) and all(isinstance(s, str) for s in targeting): | ||
return ["{}:{}".format(prefix, item) for item in targeting] | ||
elif isinstance(targeting, str): | ||
return ["{}:{}".format(prefix, targeting)] | ||
elif isinstance(targeting, dict): | ||
items = [] | ||
for key, value in targeting.items(): | ||
new_prefix = "{}:{}".format(prefix, key) if prefix else key | ||
items.extend(flatten_targeting(value, new_prefix)) | ||
return items | ||
def hash_id(s): | ||
return hashlib.md5(s.encode("utf8")).hexdigest()[:5] | ||
database = db.Database(sqlite3.connect("/tmp/ads3.db")) | ||
ads = database["ads"] | ||
targets = database["targets"] | ||
ad_targets = database["ad_targets"] | ||
for ad in raw_ads: | ||
record = { | ||
"id": ad["id"], | ||
"file": ad["file"], | ||
"clicks": ad["clicks"], | ||
"impressions": ad["impressions"], | ||
"text": ad["text"], | ||
"url": (ad["url"] or "").replace("httpszll", "https://"), | ||
"spend_amount": ad["spend"]["amount"], | ||
"spend_currency": ad["spend"]["currency"] or "USD", | ||
"created": ad["created"], | ||
"ended": ad["ended"], | ||
} | ||
ads.upsert(record, pk="id") | ||
for target in flatten_targeting(ad["targeting"]): | ||
target_id = hash_id(target) | ||
targets.upsert({ | ||
"id": target_id, | ||
"name": target, | ||
"category": target.split(":")[0], | ||
"prefix": target.rsplit(":", 1)[0]}, | ||
pk="id" | ||
) | ||
ad_targets.insert({ | ||
"target_id": target_id, | ||
"ad_id": ad["id"], | ||
}, foreign_keys=( | ||
("ad_id", "INTEGER", "ads", "id"), | ||
("target_id", "TEXT", "targets", "id"), | ||
)) |