# Magic commands implicitly `st.write()`
''' _This_ is some __Markdown__ '''
a=3
'dataframe:', data

import streamlit as st

st.text('Fixed width text')
st.markdown('_Markdown_') # see *
st.caption('Balloons. Hundreds of them...')
st.latex(r\'\'\' e^{i\pi} + 1 = 0 \'\'\')
st.write('Most objects') # df, err, func, keras!
st.write(['st', 'is <', 3]) # see *
st.title('My title')
st.header('My header')
st.subheader('My sub')
st.code('for i in range(8): foo()')

* optional kwarg unsafe_allow_html = True

st.dataframe(my_dataframe)
st.table(data.iloc[0:10])
st.json({'foo':'bar','fu':'ba'})
st.metric(label="Temp", value="273 K", delta="1.2 K")

st.line_chart(data)
st.area_chart(data)
st.bar_chart(data)
st.pyplot(fig)
st.altair_chart(data)
st.vega_lite_chart(data)
st.plotly_chart(data)
st.bokeh_chart(data)
st.pydeck_chart(data)
st.deck_gl_chart(data)
st.graphviz_chart(data)
st.map(data)

st.image('./header.png')
st.audio(data)
st.video(data)

st.button('Hit me')
st.download_button('On the dl', data)
st.checkbox('Check me out')
st.radio('Radio', [1,2,3])
st.selectbox('Select', [1,2,3])
st.multiselect('Multiselect', [1,2,3])
st.slider('Slide me', min_value=0, max_value=10)
st.select_slider('Slide to select', options=[1,'2'])
st.text_input('Enter some text')
st.number_input('Enter a number')
st.text_area('Area for textual entry')
st.date_input('Date input')
st.time_input('Time entry')
st.file_uploader('File uploader')
st.color_picker('Pick a color')

>>> for i in range(int(st.number_input('Num:'))): foo()
>>> if st.sidebar.selectbox('I:',['f']) == 'f': b()
>>> my_slider_val = st.slider('Quinn Mallory', 1, 88)
>>> st.write(slider_val)

st.stop()

st.form('my_form_identifier')
st.form_submit_button('Submit to me')
st.container()
st.columns(spec)
col1, col2 = st.columns(2)
col1.subheader('Columnisation')
st.expander('Expander')
with st.expander('Expand'):
    st.write('Juicy deets')

with st.form(key='my_form'):
 	text_input = st.text_input(label='Enter some text')
	submit_button = st.form_submit_button(label='Submit')

st.echo()
with st.echo():
    st.write('Code will be executed and printed')

st.progress(progress_variable_1_to_100)
st.spinner()
with st.spinner(text='In progress'):
    time.sleep(5)
    st.success('Done')
st.balloons()
st.error('Error message')
st.warning('Warning message')
st.info('Info message')
st.success('Success message')
st.exception(e)

st.empty()
my_placeholder = st.empty()
my_placeholder.text('Replaced!')
st.help(pandas.DataFrame)
st.get_option(key)
st.set_option(key, value)
st.set_page_config(layout='wide')

DeltaGenerator.add_rows(data)
my_table = st.table(df1)
my_table.add_rows(df2)
my_chart = st.line_chart(df1)
my_chart.add_rows(df2)

@st.cache
>>> @st.cache
... def fetch_and_clean_data(url):
...     # Mutate data at url
...     return data
>>> # Executes d1 as first time
>>> d1 = fetch_and_clean_data(ref1)
>>> # Does not execute d1; returns cached value, d1==d2
>>> d2 = fetch_and_clean_data(ref1)
>>> # Different arg, so function d1 executes
>>> d3 = fetch_and_clean_data(ref2)