Skip to main content

Python | Create a Dictionary with Values as expressions without evaluating or treating it as string

I need to create a dynamic synthetic Pandas DF in Python and am using Faker and Random functions to create the same. To do so, I am creating a dictionary as a source to build pandas df where some columns will have static values whereas some column's values are generated through some expressions or Faker objects based on user input.\

for eg:

if user wants to create synthetic dataframe of size 5 with 2 columns, the user provides two inputs as arguments:

col1 = 1
col2 = tuple('1', '2')

so the dictionary should ideally be constructed as:

dict1 = {
        'col1': 1,
        'col2': fake.random_element(elements=('1','2'))
     }

And the Dataframe can be constructed by running the expressions within the dictionary in a loop, as:


from faker import Faker  
import pandas as pd

fake = Faker()  

def generate_fake_data(numRows, inputDict):
    output = [
                 inputDict for x in range(num)
            ]
    
    return output

num_records = 5
df_sythetic = pd.DataFrame(generate_fake_data(num_records, dict1))

The problem is that if I try to create the dictionary without letting it evaluate the expression for col2 beforehand, it binds the value as string like:

dict1 = {
        'col1': 1,
        'col2': 'fake.random_element(elements=('1','2'))'
     }

How can I create the dictionary without evaluating the expression columns and also not treating them as string ?



source https://stackoverflow.com/questions/76408258/python-create-a-dictionary-with-values-as-expressions-without-evaluating-or-tr

Comments

Popular posts from this blog

Confusion between commands.Bot and discord.Client | Which one should I use?

Whenever you look at YouTube tutorials or code from this website there is a real variation. Some developers use client = discord.Client(intents=intents) while the others use bot = commands.Bot(command_prefix="something", intents=intents) . Now I know slightly about the difference but I get errors from different places from my code when I use either of them and its confusing. Especially since there has a few changes over the years in discord.py it is hard to find the real difference. I tried sticking to discord.Client then I found that there are more features in commands.Bot . Then I found errors when using commands.Bot . An example of this is: When I try to use commands.Bot client = commands.Bot(command_prefix=">",intents=intents) async def load(): for filename in os.listdir("./Cogs"): if filename.endswith(".py"): client.load_extension(f"Cogs.{filename[:-3]}") The above doesnt giveany response from my Cogs ...

How to show number of registered users in Laravel based on usertype?

i'm trying to display data from the database in the admin dashboard i used this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count(); echo $users; ?> and i have successfully get the correct data from the database but what if i want to display a specific data for example in this user table there is "usertype" that specify if the user is normal user or admin i want to user the same code above but to display a specific usertype i tried this: <?php use Illuminate\Support\Facades\DB; $users = DB::table('users')->count()->WHERE usertype =admin; echo $users; ?> but it didn't work, what am i doing wrong? source https://stackoverflow.com/questions/68199726/how-to-show-number-of-registered-users-in-laravel-based-on-usertype

Why is my reports service not connecting?

I am trying to pull some data from a Postgres database using Node.js and node-postures but I can't figure out why my service isn't connecting. my routes/index.js file: const express = require('express'); const router = express.Router(); const ordersCountController = require('../controllers/ordersCountController'); const ordersController = require('../controllers/ordersController'); const weeklyReportsController = require('../controllers/weeklyReportsController'); router.get('/orders_count', ordersCountController); router.get('/orders', ordersController); router.get('/weekly_reports', weeklyReportsController); module.exports = router; My controllers/weeklyReportsController.js file: const weeklyReportsService = require('../services/weeklyReportsService'); const weeklyReportsController = async (req, res) => { try { const data = await weeklyReportsService; res.json({data}) console...