Skip to main content

ValueError: Expected 2D array, got 1D array instead

I'm a beginner in Data Science and I'm currently working on building a model for the IBM Employee Attrition Dataset. How do I get around this error?

# LogisticRegression
from sklearn.linear_model import LogisticRegression
from sklearn import metrics
from sklearn.model_selection import train_test_split

#Copy the DataFrame
df1 = df.copy()

#Convert categorical variables to numeric 
dummy_df = pd.get_dummies(df1, columns=["Attrition", "BusinessTravel", "Department", "EducationField", 
                                        "Gender", "JobRole", "OverTime", "MaritalStatus"], drop_first = True)
dummy_df = pd.concat([df1, dummy_df], axis=1)

dummy_df = dummy_df.drop(["Attrition", "BusinessTravel", "Department", "EducationField", 
                                        "Gender", "JobRole", "OverTime", "MaritalStatus"], axis=1)

dummy_df.rename({"Attrition_Yes":"Attrition", "OverTime_Yes":"OverTime"}, axis=1, inplace=True)

#Drop duplicate columns
dummy_df = dummy_df.loc[:,~dummy_df.columns.duplicated()]

X = dummy_df.drop("Attrition", axis=1).values

y = dummy_df["Attrition"].values


X_train, X_test,  y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=15, stratify=y)

logreg = LogisticRegression()
logreg.fit(X_train, y_train)

y_pred = logreg.predict(X_test)

logreg.score(y_pred, y_test)

ValueError: Expected 2D array, got 1D array instead:


source https://stackoverflow.com/questions/74843702/valueerror-expected-2d-array-got-1d-array-instead

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...