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Add example app on Snowflake #607

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1 change: 1 addition & 0 deletions examples/snowflake/.gitignore
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creds.json
71 changes: 71 additions & 0 deletions examples/snowflake/app.py
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import json

import plotly.express as px
import snowflake.snowpark.functions as F
from shinywidgets import output_widget, render_widget
from snowflake.snowpark.session import Session

from shiny import App, Inputs, Outputs, Session, reactive, ui

# create a snowpark session
with open("creds.json") as f:
connection_parameters = json.load(f)
session = Session.builder.configs(connection_parameters).create()
print(f"Current Database and schema: {session.get_fully_qualified_current_schema()}")
print(f"Current Warehouse: {session.get_current_warehouse()}")

# Creating a Snowpark DataFrame
catalog_sales = session.table("CATALOG_SALES")
item = session.table("ITEM")


sales_data = (
catalog_sales.join(item, on=F.col("CS_ITEM_SK") == F.col("I_ITEM_SK"), how="inner")[
"I_CATEGORY", "I_COLOR", "CS_EXT_SALES_PRICE"
]
.limit(100000)
.to_pandas()
)

color_options = sales_data["I_COLOR"].unique().tolist()


app_ui = ui.page_fluid(
ui.layout_sidebar(
ui.panel_sidebar(ui.input_select("color", "Color", color_options)),
ui.panel_main(output_widget("total_sales")),
)
)


def server(input: Inputs, output: Outputs, session: Session):
@reactive.Calc
def sub_sales_data():
index_category = sales_data["I_COLOR"].isin([input.color()])
sub_sales_data = sales_data[index_category]

return sub_sales_data

# total sales revenue plot
@output
@render_widget
def total_sales():
total_sales = px.bar(
sub_sales_data()
.groupby("I_CATEGORY")["CS_EXT_SALES_PRICE"]
.sum()
.reset_index()
.sort_values(by="CS_EXT_SALES_PRICE", ascending=True),
color="I_CATEGORY",
x="I_CATEGORY",
y="CS_EXT_SALES_PRICE",
title="Total Sales Revenue by Category",
labels={
"I_CATEGORY": "Product Category",
"CS_EXT_SALES_PRICE": "Total Sales Revenue($)",
},
)
return total_sales


app = App(app_ui, server)
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