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OpenBB/examples/platform_standardization.ipynb
Theodore Aptekarev c41f43c412 Feature/platform standardization notebook (#6049) 
* Add platform standardization overview notebook to examples

* Add py.typed marker to openbb-fred
2024-02-07 16:00:30 +00:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How platform works"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from openbb import obb"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OpenBB Platform v4.1.3dev\n",
"\n",
"Utilities:\n",
" /account\n",
" /user\n",
" /system\n",
" /coverage\n",
"\n",
"Routers:\n",
" /crypto\n",
" /currency\n",
" /derivatives\n",
" /economy\n",
" /equity\n",
" /etf\n",
" /fixedincome\n",
" /index\n",
" /news\n",
" /regulators\n",
"\n",
"Extensions:\n",
" - crypto@1.1.1\n",
" - currency@1.1.1\n",
" - derivatives@1.1.1\n",
" - economy@1.1.1\n",
" - equity@1.1.1\n",
" - etf@1.1.1\n",
" - fixedincome@1.1.1\n",
" - index@1.1.1\n",
" - news@1.1.1\n",
" - openbb_charting@1.1.1\n",
" - regulators@1.1.1\n",
"\n",
" - benzinga@1.1.1\n",
" - federal_reserve@1.1.1\n",
" - fmp@1.1.1\n",
" - fred@1.1.1\n",
" - intrinio@1.1.1\n",
" - oecd@1.1.1\n",
" - polygon@1.1.1\n",
" - sec@1.1.1\n",
" - tiingo@1.1.1\n",
" - tradingeconomics@1.1.1\n",
" - yfinance@1.1.1 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obb"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"/news\n",
" company\n",
" world\n",
" "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obb.news"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Help on method world in module openbb.package.news:\n",
"\n",
"world(limit: typing.Annotated[int, OpenBBCustomParameter(description='The number of data entries to return. Here its the no. of articles to return.')] = 20, provider: Optional[Literal['benzinga', 'fmp', 'intrinio', 'tiingo']] = None, **kwargs) -> openbb_core.app.model.obbject.OBBject method of openbb.package.news.ROUTER_news instance\n",
" World News. Global news data.\n",
" \n",
" Parameters\n",
" ----------\n",
" limit : int\n",
" The number of data entries to return. Here its the no. of articles to return.\n",
" provider : Optional[Literal['benzinga', 'fmp', 'intrinio', 'tiingo']]\n",
" The provider to use for the query, by default None.\n",
" If None, the provider specified in defaults is selected or 'benzinga' if there is\n",
" no default.\n",
" display : Literal['headline', 'abstract', 'full']\n",
" Specify headline only (headline), headline + teaser (abstract), or headline + full body (full). (provider: benzinga)\n",
" date : Optional[str]\n",
" Date of the news to retrieve. (provider: benzinga)\n",
" start_date : Optional[str]\n",
" Start date of the news to retrieve. (provider: benzinga)\n",
" end_date : Optional[str]\n",
" End date of the news to retrieve. (provider: benzinga)\n",
" updated_since : Optional[int]\n",
" Number of seconds since the news was updated. (provider: benzinga)\n",
" published_since : Optional[int]\n",
" Number of seconds since the news was published. (provider: benzinga)\n",
" sort : Literal['id', 'created', 'updated']\n",
" Key to sort the news by. (provider: benzinga)\n",
" order : Literal['asc', 'desc']\n",
" Order to sort the news by. (provider: benzinga)\n",
" isin : Optional[str]\n",
" The ISIN of the news to retrieve. (provider: benzinga)\n",
" cusip : Optional[str]\n",
" The CUSIP of the news to retrieve. (provider: benzinga)\n",
" channels : Optional[str]\n",
" Channels of the news to retrieve. (provider: benzinga)\n",
" topics : Optional[str]\n",
" Topics of the news to retrieve. (provider: benzinga)\n",
" authors : Optional[str]\n",
" Authors of the news to retrieve. (provider: benzinga)\n",
" content_types : Optional[str]\n",
" Content types of the news to retrieve. (provider: benzinga)\n",
" source : Optional[str]\n",
" A comma-separated list of the domains requested. (provider: tiingo)\n",
" \n",
" Returns\n",
" -------\n",
" OBBject\n",
" results : List[WorldNews]\n",
" Serializable results.\n",
" provider : Optional[Literal['benzinga', 'fmp', 'intrinio', 'tiingo']]\n",
" Provider name.\n",
" warnings : Optional[List[Warning_]]\n",
" List of warnings.\n",
" chart : Optional[Chart]\n",
" Chart object.\n",
" extra: Dict[str, Any]\n",
" Extra info.\n",
" \n",
" WorldNews\n",
" ---------\n",
" date : datetime\n",
" The date of the data. Here it is the published date of the news.\n",
" title : str\n",
" Title of the news.\n",
" images : Optional[List[Dict[str, str]]]\n",
" Images associated with the news.\n",
" text : Optional[str]\n",
" Text/body of the news.\n",
" url : Optional[str]\n",
" URL of the news.\n",
" id : Optional[str]\n",
" Article ID. (provider: benzinga, intrinio)\n",
" author : Optional[str]\n",
" Author of the news. (provider: benzinga)\n",
" teaser : Optional[str]\n",
" Teaser of the news. (provider: benzinga)\n",
" channels : Optional[str]\n",
" Channels associated with the news. (provider: benzinga)\n",
" stocks : Optional[str]\n",
" Stocks associated with the news. (provider: benzinga)\n",
" tags : Optional[str]\n",
" Tags associated with the news. (provider: benzinga, tiingo)\n",
" updated : Optional[datetime]\n",
" Updated date of the news. (provider: benzinga)\n",
" site : Optional[str]\n",
" News source. (provider: fmp, tiingo)\n",
" company : Optional[Dict[str, Any]]\n",
" Company details related to the news article. (provider: intrinio)\n",
" symbols : Optional[str]\n",
" Ticker tagged in the fetched news. (provider: tiingo)\n",
" article_id : Optional[int]\n",
" Unique ID of the news article. (provider: tiingo)\n",
" crawl_date : Optional[datetime]\n",
" Date the news article was crawled. (provider: tiingo)\n",
" \n",
" Example\n",
" -------\n",
" >>> from openbb import obb\n",
" >>> obb.news.world(limit=20)\n",
"\n"
]
}
],
"source": [
"help(obb.news.world)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Uniform interface allows switching between providers"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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" .dataframe thead th {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>date</th>\n",
" <th>2024-02-07 09:58:35+00:00</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>title</th>\n",
" <td>Should You be Bullish on Chart Industries’ (GT...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>text</th>\n",
" <td>Baron Funds, an investment management company,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>url</th>\n",
" <td>https://finance.yahoo.com/news/bullish-chart-i...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <td>nws_AGnVkk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>company</th>\n",
" <td>{'id': 'com_0yb6by', 'ticker': 'GTLS', 'name':...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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"text/plain": [
"date 2024-02-07 09:58:35+00:00\n",
"title Should You be Bullish on Chart Industries’ (GT...\n",
"text Baron Funds, an investment management company,...\n",
"url https://finance.yahoo.com/news/bullish-chart-i...\n",
"id nws_AGnVkk\n",
"company {'id': 'com_0yb6by', 'ticker': 'GTLS', 'name':..."
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obb.news.world(limit=1, provider=\"intrinio\").to_df().T"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th>date</th>\n",
" <th>2024-02-07 06:14:10-04:00</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>title</th>\n",
" <td>Keybanc Maintains Overweight on FMC, Lowers Pr...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>images</th>\n",
" <td>[]</td>\n",
" </tr>\n",
" <tr>\n",
" <th>text</th>\n",
" <td>Keybanc analyst Aleksey Yefremov maintains ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>url</th>\n",
" <td>https://www.benzinga.com/news/24/02/36974882/k...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>id</th>\n",
" <td>36974882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>author</th>\n",
" <td>Benzinga Newsdesk</td>\n",
" </tr>\n",
" <tr>\n",
" <th>teaser</th>\n",
" <td>Keybanc analyst Aleksey Yefremov maintains ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>channels</th>\n",
" <td>News,Price Target,Analyst Ratings</td>\n",
" </tr>\n",
" <tr>\n",
" <th>stocks</th>\n",
" <td>FMC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>tags</th>\n",
" <td></td>\n",
" </tr>\n",
" <tr>\n",
" <th>updated</th>\n",
" <td>2024-02-07 06:14:11-04:00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
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"text/plain": [
"date 2024-02-07 06:14:10-04:00\n",
"title Keybanc Maintains Overweight on FMC, Lowers Pr...\n",
"images []\n",
"text Keybanc analyst Aleksey Yefremov maintains ...\n",
"url https://www.benzinga.com/news/24/02/36974882/k...\n",
"id 36974882\n",
"author Benzinga Newsdesk\n",
"teaser Keybanc analyst Aleksey Yefremov maintains ...\n",
"channels News,Price Target,Analyst Ratings\n",
"stocks FMC\n",
"tags \n",
"updated 2024-02-07 06:14:11-04:00"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obb.news.world(limit=1, provider=\"benzinga\").to_df().T"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"\n",
"\n",
"---\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Standardization of input and output schemas is done with Pydantic models"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### This is a standard model"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date': FieldInfo(annotation=datetime, required=True, alias='date', alias_priority=1, description='The date of the data. Here it is the published date of the news.'),\n",
" 'title': FieldInfo(annotation=str, required=True, alias='title', alias_priority=1, description='Title of the news.'),\n",
" 'images': FieldInfo(annotation=Union[List[Dict[str, str]], NoneType], required=False, alias='images', alias_priority=1, description='Images associated with the news.'),\n",
" 'text': FieldInfo(annotation=Union[str, NoneType], required=False, alias='text', alias_priority=1, description='Text/body of the news.'),\n",
" 'url': FieldInfo(annotation=Union[str, NoneType], required=False, alias='url', alias_priority=1, description='URL of the news.')}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from openbb_core.provider.standard_models.world_news import WorldNewsData\n",
"WorldNewsData.__fields__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### These are provider models"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from openbb_intrinio.models.world_news import IntrinioWorldNewsData\n",
"from openbb_benzinga.models.world_news import BenzingaWorldNewsData"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date': FieldInfo(annotation=datetime, required=True, alias='date', alias_priority=1, description='The date of the data. Here it is the published date of the news.'),\n",
" 'title': FieldInfo(annotation=str, required=True, alias='title', alias_priority=1, description='Title of the news.'),\n",
" 'images': FieldInfo(annotation=Union[List[Dict[str, str]], NoneType], required=False, alias='images', alias_priority=1, description='Images associated with the news.'),\n",
" 'text': FieldInfo(annotation=Union[str, NoneType], required=False, alias='text', alias_priority=1, description='Text/body of the news.'),\n",
" 'url': FieldInfo(annotation=Union[str, NoneType], required=False, alias='url', alias_priority=1, description='URL of the news.'),\n",
" 'id': FieldInfo(annotation=str, required=True, alias='id', alias_priority=1, description='Article ID.'),\n",
" 'company': FieldInfo(annotation=Dict[str, Any], required=True, alias='company', alias_priority=1, description='Company details related to the news article.')}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IntrinioWorldNewsData.__fields__"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date': FieldInfo(annotation=datetime, required=True, alias='date', alias_priority=1, description='The date of the data. Here it is the published date of the news.'),\n",
" 'title': FieldInfo(annotation=str, required=True, alias='title', alias_priority=1, description='Title of the news.'),\n",
" 'images': FieldInfo(annotation=Union[List[Dict[str, str]], NoneType], required=False, alias='images', alias_priority=1, description='Images associated with the news.'),\n",
" 'text': FieldInfo(annotation=Union[str, NoneType], required=False, alias='text', alias_priority=1, description='Text/body of the news.'),\n",
" 'url': FieldInfo(annotation=Union[str, NoneType], required=False, alias='url', alias_priority=1, description='URL of the news.'),\n",
" 'id': FieldInfo(annotation=str, required=True, alias='id', alias_priority=1, description='Article ID.'),\n",
" 'author': FieldInfo(annotation=Union[str, NoneType], required=False, alias='author', alias_priority=1, description='Author of the news.'),\n",
" 'teaser': FieldInfo(annotation=Union[str, NoneType], required=False, alias='teaser', alias_priority=1, description='Teaser of the news.'),\n",
" 'channels': FieldInfo(annotation=Union[str, NoneType], required=False, alias='channels', alias_priority=1, description='Channels associated with the news.'),\n",
" 'stocks': FieldInfo(annotation=Union[str, NoneType], required=False, alias='stocks', alias_priority=1, description='Stocks associated with the news.'),\n",
" 'tags': FieldInfo(annotation=Union[str, NoneType], required=False, alias='tags', alias_priority=1, description='Tags associated with the news.'),\n",
" 'updated': FieldInfo(annotation=Union[datetime, NoneType], required=False, alias='updated', alias_priority=1, description='Updated date of the news.')}"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BenzingaWorldNewsData.__fields__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inheritance, field mapping and quality assurance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Provider models inherit from Standard Models"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"issubclass(BenzingaWorldNewsData, WorldNewsData)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Provider models use aliases to map to standard fields"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date': 'created', 'text': 'body', 'images': 'image'}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BenzingaWorldNewsData.__alias_dict__"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Provider models implement field validation"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date_validate': Decorator(cls_ref='openbb_intrinio.models.world_news.IntrinioWorldNewsData:5617792448', cls_var_name='date_validate', func=<bound method IntrinioWorldNewsData.date_validate of <class 'openbb_intrinio.models.world_news.IntrinioWorldNewsData'>>, shim=None, info=FieldValidatorDecoratorInfo(fields=('publication_date',), mode='before', check_fields=False))}"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"IntrinioWorldNewsData.__dict__[\"__pydantic_decorators__\"].field_validators"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'date_validate': Decorator(cls_ref='openbb_benzinga.models.world_news.BenzingaWorldNewsData:5091361632', cls_var_name='date_validate', func=<bound method BenzingaWorldNewsData.date_validate of <class 'openbb_benzinga.models.world_news.BenzingaWorldNewsData'>>, shim=None, info=FieldValidatorDecoratorInfo(fields=('date', 'updated'), mode='before', check_fields=False)),\n",
" 'list_validate': Decorator(cls_ref='openbb_benzinga.models.world_news.BenzingaWorldNewsData:5091361632', cls_var_name='list_validate', func=<bound method BenzingaWorldNewsData.list_validate of <class 'openbb_benzinga.models.world_news.BenzingaWorldNewsData'>>, shim=None, info=FieldValidatorDecoratorInfo(fields=('stocks', 'channels', 'tags'), mode='before', check_fields=False)),\n",
" 'id_validate': Decorator(cls_ref='openbb_benzinga.models.world_news.BenzingaWorldNewsData:5091361632', cls_var_name='id_validate', func=<bound method BenzingaWorldNewsData.id_validate of <class 'openbb_benzinga.models.world_news.BenzingaWorldNewsData'>>, shim=None, info=FieldValidatorDecoratorInfo(fields=('id',), mode='before', check_fields=False))}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"BenzingaWorldNewsData.__dict__[\"__pydantic_decorators__\"].field_validators"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Example:\n",
"\n",
"```python\n",
"@field_validator(\"date\")\n",
"def date_validate(cls, v):\n",
" \"\"\"Return the date as a datetime object.\"\"\"\n",
" return datetime.strptime(v, \"%a, %d %b %Y %H:%M:%S %z\")\n",
"```\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Modularity"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OpenBB Platform v4.1.3dev\n",
"\n",
"Utilities:\n",
" /account\n",
" /user\n",
" /system\n",
" /coverage\n",
"\n",
"Routers:\n",
" /crypto\n",
" /currency\n",
" /derivatives\n",
" /economy\n",
" /equity\n",
" /etf\n",
" /fixedincome\n",
" /index\n",
" /news\n",
" /regulators\n",
"\n",
"Extensions:\n",
" - crypto@1.1.1\n",
" - currency@1.1.1\n",
" - derivatives@1.1.1\n",
" - economy@1.1.1\n",
" - equity@1.1.1\n",
" - etf@1.1.1\n",
" - fixedincome@1.1.1\n",
" - index@1.1.1\n",
" - news@1.1.1\n",
" - openbb_charting@1.1.1\n",
" - regulators@1.1.1\n",
"\n",
" - benzinga@1.1.1\n",
" - federal_reserve@1.1.1\n",
" - fmp@1.1.1\n",
" - fred@1.1.1\n",
" - intrinio@1.1.1\n",
" - oecd@1.1.1\n",
" - polygon@1.1.1\n",
" - sec@1.1.1\n",
" - tiingo@1.1.1\n",
" - tradingeconomics@1.1.1\n",
" - yfinance@1.1.1 "
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"obb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Each extension and provider integration is a separate python package"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"openbb 4.1.3\n",
"openbb-benzinga 1.1.1\n",
"openbb-charting 1.1.1\n",
"openbb-core 1.1.1\n",
"openbb-crypto 1.1.1\n",
"openbb-currency 1.1.1\n",
"openbb-derivatives 1.1.1\n",
"openbb-economy 1.1.1\n",
"openbb-equity 1.1.1\n",
"openbb-etf 1.1.1\n",
"openbb-federal-reserve 1.1.1\n",
"openbb-fixedincome 1.1.1\n",
"openbb-fmp 1.1.1\n",
"openbb-fred 1.1.1\n",
"openbb-index 1.1.1\n",
"openbb-intrinio 1.1.1\n",
"openbb-news 1.1.1\n",
"openbb-oecd 1.1.1\n",
"openbb-polygon 1.1.1\n",
"openbb-regulators 1.1.1\n",
"openbb-sec 1.1.1\n",
"openbb-tiingo 1.1.1\n",
"openbb-tradingeconomics 1.1.1\n",
"openbb-yfinance 1.1.1\n"
]
}
],
"source": [
"!pip list | grep openbb"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Install/Uninstall a provider as python packages"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip uninstall openbb-yfinance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To learn more about how it works, here are a few links to the [documentation](https://docs.openbb.co/platform):\n",
"\n",
"- [Architecture. Data, Query Parameters and Fetchers.](https://docs.openbb.co/platform/development/developer-guidelines/architectural_considerations)\n",
"- [Integrating a new provider.](https://docs.openbb.co/platform/development/developer-guidelines/add_data_point)\n",
"- [Building standalone extensions.](https://docs.openbb.co/platform/development/developer-guidelines/build_openbb_extensions)\n",
"- and more in the [Development](https://docs.openbb.co/platform/development) section of the docs...\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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