python if pandas dataframe is empty
Jul 13, 2025 am 01:48 AMThe most common method to determine whether a Pandas DataFrame is empty is to use the df.empty property. 1. df.empty is the preferred method to determine whether DataFrame is empty. It returns a Boolean value, and if there is no data, it is True; 2. Common misjudgments include the result of filtering and the empty check should also be used at this time; 3. Other methods such as len(df) == 0 or df.shape[0] == 0 Although feasible, the readability and stability are slightly poor, it is recommended to use df.empty first.
The most common method to determine whether a Pandas DataFrame is empty is to use the empty
attribute. If you want to know how to quickly confirm whether a DataFrame has data, using this property directly is the easiest and most effective way.

How to determine whether DataFrame is empty
Pandas provides a special property: df.empty
, which returns a boolean value. If there is no data in the DataFrame (that is, the number of rows is 0), True
will be returned; otherwise, False
will be returned.
import pandas as pd df = pd.DataFrame() if df.empty: print("DataFrame is empty") else: print("DataFrame has data")
This method is concise and clear, and is suitable for use when making conditional judgments in programs, such as checking whether it is loaded successfully after reading data.

Common misjudgment situations and precautions
Sometimes you think the DataFrame is empty, but in fact, the result is filtered out because of some operations. For example, in the following situation:
df = pd.DataFrame({'A': [1, 2, 3]}) filtered_df = df[df['A'] > 10] # This filter will not match any rows
At this time filtered_df
is an empty DataFrame. If you don't pay attention to this, you may make an error in subsequent processing.

Therefore, when writing code, it is recommended to add a judgment after the key steps:
- Check if it is empty after reading the CSV or database
- After filtering, grouping and other operations, you should also pay attention to whether there is data in the results.
This can avoid errors during runtime and improve the robustness of the program.
Other methods can be judged, but not recommended
Although there are other ways to determine whether the DataFrame is empty, for example:
-
len(df) == 0
-
df.shape[0] == 0
-
not df.index.tolist()
These methods can also achieve their goals, but in comparison:
- Not as intuitive as
df.empty
- Slightly poor readability
- It may not be stable enough under certain boundary situations
So if you don’t have special needs, it is recommended to use df.empty
first.
Basically that's it. It is not complicated to judge whether the DataFrame is empty, but it is easy to cause errors due to negligence in actual projects. Adding a judgment in advance can save a lot of trouble.
The above is the detailed content of python if pandas dataframe is empty. For more information, please follow other related articles on the PHP Chinese website!

Hot AI Tools

Undress AI Tool
Undress images for free

Undresser.AI Undress
AI-powered app for creating realistic nude photos

AI Clothes Remover
Online AI tool for removing clothes from photos.

Clothoff.io
AI clothes remover

Video Face Swap
Swap faces in any video effortlessly with our completely free AI face swap tool!

Hot Article

Hot Tools

Notepad++7.3.1
Easy-to-use and free code editor

SublimeText3 Chinese version
Chinese version, very easy to use

Zend Studio 13.0.1
Powerful PHP integrated development environment

Dreamweaver CS6
Visual web development tools

SublimeText3 Mac version
God-level code editing software (SublimeText3)

Hot Topics

AgeneratorinPHPisamemory-efficientwaytoiterateoverlargedatasetsbyyieldingvaluesoneatatimeinsteadofreturningthemallatonce.1.Generatorsusetheyieldkeywordtoproducevaluesondemand,reducingmemoryusage.2.Theyareusefulforhandlingbigloops,readinglargefiles,or

To prevent session hijacking in PHP, the following measures need to be taken: 1. Use HTTPS to encrypt the transmission and set session.cookie_secure=1 in php.ini; 2. Set the security cookie attributes, including httponly, secure and samesite; 3. Call session_regenerate_id(true) when the user logs in or permissions change to change to change the SessionID; 4. Limit the Session life cycle, reasonably configure gc_maxlifetime and record the user's activity time; 5. Prohibit exposing the SessionID to the URL, and set session.use_only

The urlencode() function is used to encode strings into URL-safe formats, where non-alphanumeric characters (except -, _, and .) are replaced with a percent sign followed by a two-digit hexadecimal number. For example, spaces are converted to signs, exclamation marks are converted to!, and Chinese characters are converted to their UTF-8 encoding form. When using, only the parameter values ??should be encoded, not the entire URL, to avoid damaging the URL structure. For other parts of the URL, such as path segments, the rawurlencode() function should be used, which converts the space to . When processing array parameters, you can use http_build_query() to automatically encode, or manually call urlencode() on each value to ensure safe transfer of data. just

In PHP, you can use square brackets or curly braces to obtain string specific index characters, but square brackets are recommended; the index starts from 0, and the access outside the range returns a null value and cannot be assigned a value; mb_substr is required to handle multi-byte characters. For example: $str="hello";echo$str[0]; output h; and Chinese characters such as mb_substr($str,1,1) need to obtain the correct result; in actual applications, the length of the string should be checked before looping, dynamic strings need to be verified for validity, and multilingual projects recommend using multi-byte security functions uniformly.

You can use substr() or mb_substr() to get the first N characters in PHP. The specific steps are as follows: 1. Use substr($string,0,N) to intercept the first N characters, which is suitable for ASCII characters and is simple and efficient; 2. When processing multi-byte characters (such as Chinese), mb_substr($string,0,N,'UTF-8'), and ensure that mbstring extension is enabled; 3. If the string contains HTML or whitespace characters, you should first use strip_tags() to remove the tags and trim() to clean the spaces, and then intercept them to ensure the results are clean.

There are two main ways to get the last N characters of a string in PHP: 1. Use the substr() function to intercept through the negative starting position, which is suitable for single-byte characters; 2. Use the mb_substr() function to support multilingual and UTF-8 encoding to avoid truncating non-English characters; 3. Optionally determine whether the string length is sufficient to handle boundary situations; 4. It is not recommended to use strrev() substr() combination method because it is not safe and inefficient for multi-byte characters.

To set and get session variables in PHP, you must first always call session_start() at the top of the script to start the session. 1. When setting session variables, use $_SESSION hyperglobal array to assign values ??to specific keys, such as $_SESSION['username']='john_doe'; it can store strings, numbers, arrays and even objects, but avoid storing too much data to avoid affecting performance. 2. When obtaining session variables, you need to call session_start() first, and then access the $_SESSION array through the key, such as echo$_SESSION['username']; it is recommended to use isset() to check whether the variable exists to avoid errors

Execution of SELECT queries using PHP's preprocessing statements can effectively prevent SQL injection and improve security. 1. Preprocessing statements separate SQL structure from data, send templates first and then pass parameters to avoid malicious input tampering with SQL logic; 2. PDO and MySQLi extensions commonly used in PHP realize preprocessing, among which PDO supports multiple databases and unified syntax, suitable for newbies or projects that require portability; 3. MySQLi is specially designed for MySQL, with better performance but less flexibility; 4. When using it, you should select appropriate placeholders (such as? or named placeholders) and bind parameters through execute() to avoid manually splicing SQL; 5. Pay attention to processing errors and empty results to ensure the robustness of the code; 6. Close it in time after the query is completed.
