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import random
from datetime import date
import numpy as np
import pandas as pd
import streamlit as st
st.set_page_config("Profiles", "👤")
@st.cache_data
def get_profile_dataset(number_of_items: int = 100, seed: int = 0) -> pd.DataFrame:
new_data = []
def calculate_age(born):
today = date.today()
return (
today.year - born.year - ((today.month, today.day) < (born.month, born.day))
)
from faker import Faker
fake = Faker()
random.seed(seed)
Faker.seed(seed)
for i in range(number_of_items):
profile = fake.profile()
new_data.append(
{
"avatar": f"https://picsum.photos/400/200?lock={i}",
"name": profile["name"],
"age": calculate_age(profile["birthdate"]),
"active": random.choice([True, False]),
"daily_activity": np.random.rand(25),
"homepage": profile["website"][0],
"email": profile["mail"],
"activity": np.random.randint(2, 90, size=25),
"gender": random.choice(["male", "female", "other", None]),
"birthdate": profile["birthdate"],
"status": round(random.uniform(0, 1), 2),
}
)
profile_df = pd.DataFrame(new_data)
profile_df["gender"] = profile_df["gender"].astype("category")
return profile_df
column_configuration = {
"name": st.column_config.TextColumn(
"Name", help="The name of the user", max_chars=100
),
"avatar": st.column_config.ImageColumn("Avatar", help="The user's avatar"),
"active": st.column_config.CheckboxColumn("Is Active?", help="Is the user active?"),
"homepage": st.column_config.LinkColumn(
"Homepage", help="The homepage of the user"
),
"gender": st.column_config.SelectboxColumn(
"Gender", options=["male", "female", "other"]
),
"age": st.column_config.NumberColumn(
"Age",
min_value=0,
max_value=120,
format="%d years",
help="The user's age",
),
"activity": st.column_config.LineChartColumn(
"Activity (1 year)",
help="The user's activity over the last 1 year",
width="large",
y_min=0,
y_max=100,
),
"daily_activity": st.column_config.BarChartColumn(
"Activity (daily)",
help="The user's activity in the last 25 days",
width="medium",
y_min=0,
y_max=1,
),
"status": st.column_config.ProgressColumn(
"Status", min_value=0, max_value=1, format="%.2f"
),
"birthdate": st.column_config.DateColumn(
"Birthdate",
help="The user's birthdate",
min_value=date(1920, 1, 1),
),
"email": st.column_config.TextColumn(
"Email",
help="The user's email address",
validate="^[a-zA-Z0-9.!#$%&'*+/=?^_`{|}~-]+@[a-zA-Z0-9-]+(?:\.[a-zA-Z0-9-]+)*$",
),
}
st.data_editor(
get_profile_dataset(),
column_config=column_configuration,
use_container_width=True,
hide_index=True,
num_rows="fixed",
)
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