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 Whether you're a beginner or brushing up on your skills, these are the real-world questions Python learners ask most about key libraries in data science. Let’s dive in! 🐍 🐼 Pandas: Data Manipulation Made Easy 1. How do I handle missing data in a DataFrame? df.fillna( 0 ) # Replace NaNs with 0 df.dropna() # Remove rows with NaNs df.isna(). sum () # Count missing values per column 2. How can I merge or join two DataFrames? pd.merge(df1, df2, on= 'id' , how= 'inner' ) # inner, left, right, outer 3. What is the difference between loc[] and iloc[] ? loc[] uses labels (e.g., column names) iloc[] uses integer positions df.loc[ 0 , 'name' ] # label-based df.iloc[ 0 , 1 ] # index-based 4. How do I group data and perform aggregation? df.groupby( 'category' )[ 'sales' ]. sum () 5. How can I convert a column to datetime format? df[ 'date' ] = pd.to_datetime(df[ 'date' ]) ...

How to Resolve ORA-01722 Invalid Number Error in Oracle SQL Developer

When working with Oracle SQL Developer, you may come across an error message that reads "ORA-01722: invalid number". This error can be frustrating and difficult to understand, especially if you're new to SQL. In this post, I will explain the cause of this error and provide a solution to resolve it.


Invalid Number Error


Cause of the Error - ORA-01722


Let's consider an example where we have two tables named "my_hr" and "my_dept". The "my_hr" table contains three columns - "name", "pay_id", and "user_id", while the "my_dept" table contains two columns - "name" and "user_id".

CREATE TABLE my_hr (
name CHAR(20),
pay_id NUMBER,
user_id CHAR(6)
);

CREATE TABLE my_dept (
name CHAR(20),
user_id CHAR(6)
);

Now, let's insert some sample data into these tables:

INSERT INTO my_hr VALUES ('Srini', 567, '123456');
INSERT INTO my_dept VALUES ('Srini', '123456');

If we try to execute the following SELECT query to join these two tables using the "name" and "user_id" columns and filter the results based on the "pay_id" column, we will get the "ORA-01722: invalid number" error:

SELECT *
FROM my_hr a, my_dept b
WHERE name = 'Srini'
AND pay_id = '123456' -- This causes the error
AND a.user_id = b.user_id;

The reason for this error is that we are comparing a number column "pay_id" with a string literal value ('123456').

Solution to Resolve the Error:


To fix the error, we need to make sure that we are comparing the "pay_id" column with a number value instead of a string. We can do this by removing the single quotes from the value we are comparing:

SELECT *
FROM my_hr a, my_dept b
WHERE name = 'Srini'
AND pay_id = 123456 -- This is the corrected version
AND a.user_id = b.user_id;

By removing the single quotes from the value of the "pay_id" column, we can compare it with the number column correctly.

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