Google Colab

Common imports

import datetime

import os

import pprint

from time import sleep

import altair as alt

import duckdb

import geopandas as gpd

import gspread

import matplotlib.pyplot as plt

import pandas as pd

import pyarrow.compute as pc

import xarray as xr

from google.auth import default

from google.auth.transport.requests import Request

from google.cloud import bigquery

from google.colab import auth, drive, runtime, sheets, userdata

from google.oauth2 import service_account

from googleapiclient.discovery import build

from googleapiclient.errors import HttpError

drive.mount("/content/drive")

auth.authenticate_user()

creds, _ = default()

gc = gspread.authorize(creds)

drive_service = build("drive", "v3", credentials=creds)

docs_service = build("docs", "v1", credentials=creds)

sheets_service = build("sheets", "v4", credentials=creds)

slides_service = build("slides", "v1", credentials=creds)

from google.colab import userdata

API_KEY = userdata.get("API_KEY")

!mkdir ~/.kaggle

!cp kaggle.json ~/.kaggle/

!chmod 600 ~/.kaggle/kaggle.json

from google.colab import files

files.download("best_model_HDF5_format.h5")

Click on RAM/disk on right to change to a GPU

 streamlit

# Write streamlit code then

!streamlit run /usr/local/lib/python3.11/dist-packages/colab_kernel_launcher.py

!pip install -q -U PACKAGE  

!pip install -q condacolab

import condacolab

condacolab.install()