Software Alternatives, Accelerators & Startups

Pandas VS CobbleStone Software

Compare Pandas VS CobbleStone Software and see what are their differences

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Pandas logo Pandas

Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for the Python.

CobbleStone Software logo CobbleStone Software

Managing contracts just got easier with CobbleStone!
Visit Website
  • Pandas Landing page
    Landing page //
    2023-05-12
  • CobbleStone Software Landing page
    Landing page //
    2021-08-16

CobbleStone Software provides award-winning contract management software (CLM) for thousands of users around the world. CobbleStone Contract Insight is a user-friendly contract lifecycle management software solution that automates and streamlines the entire contract process with artificial intelligence and natural language processing.

CobbleStone Software

$ Details
freemium $59.0 / Monthly (Unlimited contract storage)
Platforms
Windows Browser Android iOS Google Chrome Firefox Safari REST API Cloud iPhone Internet Explorer Chrome OS Windows Phone AWS .Net Edge Salesforce Azure ASP.NET API Web Mobile
Release Date
2010 August

Pandas features and specs

  • Data Wrangling
    Pandas offers robust tools for manipulating, cleaning, and transforming data, making it easier to prepare data for analysis.
  • Flexible Data Structures
    Pandas provides two primary data structures: Series and DataFrame, which are flexible and offer powerful capabilities for handling various types of datasets.
  • Integration with Other Libraries
    Pandas integrates seamlessly with other Python libraries such as NumPy, Matplotlib, and SciPy, facilitating comprehensive data analysis workflows.
  • Performance with Data Size
    For data sizes that fit into memory, Pandas performs excellently with operations and computations being highly optimized.
  • Rich Feature Set
    Pandas provides a wide array of functionalities, including but not limited to group-by operations, merging and joining data sets, time-series functionality, and input/output tools.
  • Community and Documentation
    Pandas has a strong community and extensive documentation, offering a wealth of tutorials, examples, and support for new and experienced users alike.

Possible disadvantages of Pandas

  • Memory Consumption
    Pandas can become memory inefficient with very large datasets because it relies heavily on in-memory operations.
  • Single-threaded
    Many Pandas operations are single-threaded, which can lead to performance bottlenecks when handling very large datasets.
  • Steep Learning Curve
    For users who are new to data analysis or Pandas, there can be a steep learning curve due to its extensive capabilities and complex syntax at times.
  • Less Suitable for Real-time Analytics
    Pandas is not designed for real-time analytics and is better suited for batch processing due to its in-memory operations and single-threaded nature.
  • Error Handling
    Error messages in Pandas can sometimes be cryptic and hard to interpret, making debugging a challenge for users.

CobbleStone Software features and specs

  • Contract Lifecycle Management
  • Contract management
  • Contract Analytics
  • Workflow Management
  • Workflow Automation
  • Artificial Intelligence
  • Document management
  • Document Signing
  • Document Storage
  • Document generation
  • Search Functionality
  • Search and Filtering
  • Reports & analytics
  • Spend Tracking
  • Alerts
  • Dashboards and Visualizations
  • User Permission Management
  • Electronic Signature
  • Integrations
  • OCR PDF
  • Optical Character Recognition
  • Templates
  • Collaboration Tools
  • Archiving
  • Full Text Search on Form Submissions
  • Compliance Management
  • Retention Period
  • Version Control
  • Calendar
  • Salesforce Integration
  • Office 365 Integration
  • Bids and Budgets
  • RFP / RFQ portal
  • Vendor management
  • Supplier Management
  • Email notifications
  • Email Templates
  • Emailing
  • Outlook Email Integration
  • Word to PDF
  • Microsoft Outlook Integration
  • Google Docs
  • OneDrive integration
  • Online Access
  • Mobile App
  • Mobile apps (iOS & Android)
  • Mobile Friendly
  • Mobile responsive application
  • Robotic Automation
  • Playbooks
  • Advanced reports and statistics
  • Advanced Search
  • Advanced Analytics
  • Supplier Purchase Orders & Bills
  • Messaging
  • Risk Management
  • Risk Reporting
  • Compliance tools
  • Milestone, Tasks
  • Milestone tracking
  • Portal
  • Secure Data Storage
  • Secure Collaboration

Analysis of Pandas

Overall verdict

  • Pandas is highly recommended for tasks involving data manipulation and analysis, especially for those working with tabular data. Its efficiency and ease of use make it a staple in the data science toolkit.

Why this product is good

  • Pandas is widely considered a good library for data manipulation and analysis due to its powerful data structures, like DataFrames and Series, which make it easy to work with structured data. It provides a wide array of functions for data cleaning, transformation, and aggregation, which are essential tasks in data analysis. Furthermore, Pandas seamlessly integrates with other libraries in the Python ecosystem, making it a versatile tool for data scientists and analysts. Its extensive documentation and strong community support also contribute to its reputation as a reliable tool for data analysis tasks.

Recommended for

    Pandas is particularly recommended for data scientists, analysts, and engineers who need to perform data cleaning, transformation, and analysis as part of their work. It is also suitable for academics and researchers dealing with data in various formats and needing powerful tools for their data-driven research.

Pandas videos

Ozzy Man Reviews: Pandas

More videos:

  • Review - Ozzy Man Reviews: PANDAS Part 2
  • Review - Trash Pandas Review with Sam Healey

CobbleStone Software videos

CobbleStone Contract Management Software CLM

More videos:

  • Tutorial - Contract Management Artificial Intelligence with VISDOM AI
  • Review - CobbleStone Software Electronic Signatures

Category Popularity

0-100% (relative to Pandas and CobbleStone Software)
Data Science And Machine Learning
Contract Management
0 0%
100% 100
Data Science Tools
100 100%
0% 0
Document Automation
0 0%
100% 100

Questions and Answers

As answered by people managing Pandas and CobbleStone Software.

What makes your product unique?

CobbleStone Software's answer:

CobbleStone provides a CLM solution that is highly configurable and user-friendly. On top of that, CobbleStone has over 20 years of experience successfully implementing contract management software.

How would you describe your primary audience?

CobbleStone Software's answer:

CobbleStone's primary users are legal teams, procurement teams, compliance teams, sales teams, and finance teams. Users from throughout the organization can request contracts and view status.

Which are the primary technologies used for building your product?

CobbleStone Software's answer:

CobbleStone Contract Insight is a web-based CLM application that can be accessed via desktop and native mobile app available on the Apple iOS and Android app stores. CobbleStone Contract Insight can be provided as a SaaS/cloud application or it can be installed on clients' server(s).

Why should a person choose your product over its competitors?

CobbleStone Software's answer:

CobbleStone Contract Insight is the preferred contract lifecycle management software solution for clients that want an easy-to-use system that has been selected by thousands of users worldwide.

What's the story behind your product?

CobbleStone Software's answer:

CobbleStone's mission is to provide the most advanced, cost-effective, and user-friendly contract and procurement management software applications that enable employees to do their best work.

Our software products and staff go above and beyond the expectations of each other and our clients. -We take a pledge to follow our Code of Conduct. -We take a pledge to respect our clients, our co-workers, our environment, and ourselves. -We strive to be successful by exemplifying sincerity, personal integrity, humility, courtesy, wisdom, and charity. -Our products and software solutions should continue to evolve to meet modern-day business needs.

CobbleStone Software has a proven track record providing contract management software with industry-leading flexibility and features designed to meet the unique needs of your organization. Our solutions are the result of millions of dollars of research and development, thousands of hours, client feedback, and industry "know-how". CobbleStone Contract Insight's® features set in the contract management software marketplace are unprecedented. It is about thinking long term, being responsive, and understanding the power of organization governance. We believe this is the right way to do business, and our satisfied customers would surely agree.

The need for our contract software solution began with a situation whereby a leading company violated an agreement and had to settle the dispute for over two million dollars. In that instance, our mission was created to help organizations avoid violations of agreements while providing a better solution to manage contracts & obligations.

Founded in 1995, CobbleStone was among the first and most experienced companies to offer a contract management software product, and we continue to be a leader with full contract lifecycle management and e-Procurement software.

Contact a CobbleStone Representative today to learn more!

For press inquiries and media relations, visit CobbleStone Software's press page at https://www.cobblestonesoftware.com/company/press.

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Pandas and CobbleStone Software

Pandas Reviews

25 Python Frameworks to Master
Pandas is a powerful and flexible open-source library used to perform data analysis in Python. It provides high-performance data structures (i.e., the famous DataFrame) and data analysis tools that make it easy to work with structured data.
Source: kinsta.com
Python & ETL 2020: A List and Comparison of the Top Python ETL Tools
When it comes to ETL, you can do almost anything with Pandas if you're willing to put in the time. Plus, pandas is extraordinarily easy to run. You can set up a simple script to load data from a Postgre table, transform and clean that data, and then write that data to another Postgre table.
Source: www.xplenty.com

CobbleStone Software Reviews

  1. Chris Wagner
    · N/A at N/A ·
    Makes our teams day to day Basis so much easier

    Before our team started to work with CobbleStone, we were heading on the wrong path. Especially due to COVID we were unorganized, not communicating well enough and it was an overall headache. CobbleStone customized the system exactly to what we needed for a day to day basis. CobbleStone is a highly underrated company which offers a highly scalable system and can accommodate to many needs. They are fully open to even developing new features to help your business even further.


Top 17 Best Contract Management Software for Small Business
Contract Management Software by CobbleStone provides advanced & user-friendly contract management & eSourcing solutions. Manage requests, approvals, authoring, compliance, reporting & more.
Source: cllax.com
12 Best Contract Management Software 2022
CobbleStone Contract Insight® Contract Management Software is an Enterprise CLM system selected by thousands of contract admin, legal, and procurement professionals. Contract Insight is backed by artificial intelligence and can automate and streamline the entire contract lifecycle with user-friendly features and administration. Take the stress out of contracts with easier...
11 Best Contract Lifecycle Management (CLM) Software (2022)
CobbleStone is a feature-rich CLM solution that includes an unlimited amount of contract storage space, e-signature compliance, and financial tracking. It also incorporates the VISDOM® AI system to analyze contracts originating from internal or external data and transform that data into building blocks for improved contract oversight, proactive opportunity identification,...
Source: whatfix.com

Social recommendations and mentions

Based on our record, Pandas seems to be more popular. It has been mentiond 219 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

Pandas mentions (219)

  • Top Programming Languages for AI Development in 2025
    Libraries for data science and deep learning that are always changing. - Source: dev.to / about 2 months ago
  • How to import sample data into a Python notebook on watsonx.ai and other questions…
    # Read the content of nda.txt Try: Import os, types Import pandas as pd From botocore.client import Config Import ibm_boto3 Def __iter__(self): return 0 # @hidden_cell # The following code accesses a file in your IBM Cloud Object Storage. It includes your credentials. # You might want to remove those credentials before you share the notebook. Cos_client = ibm_boto3.client(service_name='s3', ... - Source: dev.to / 2 months ago
  • How I Hacked Uber’s Hidden API to Download 4379 Rides
    As with any web scraping or data processing project, I had to write a fair amount of code to clean this up and shape it into a format I needed for further analysis. I used a combination of Pandas and regular expressions to clean it up (full code here). - Source: dev.to / 2 months ago
  • Must-Know 2025 Developer’s Roadmap and Key Programming Trends
    Python’s Growth in Data Work and AI: Python continues to lead because of its easy-to-read style and the huge number of libraries available for tasks from data work to artificial intelligence. Tools like TensorFlow and PyTorch make it a must-have. Whether you’re experienced or just starting, Python’s clear style makes it a good choice for diving into machine learning. Actionable Tip: If you’re new to Python,... - Source: dev.to / 4 months ago
  • Sample Super Store Analysis Using Python & Pandas
    This tutorial provides a concise and foundational guide to exploring a dataset, specifically the Sample SuperStore dataset. This dataset, which appears to originate from a fictional e-commerce or online marketplace company's annual sales data, serves as an excellent example for learning and how to work with real-world data. The dataset includes a variety of data types, which demonstrate the full range of... - Source: dev.to / 10 months ago
View more

CobbleStone Software mentions (0)

We have not tracked any mentions of CobbleStone Software yet. Tracking of CobbleStone Software recommendations started around Mar 2021.

What are some alternatives?

When comparing Pandas and CobbleStone Software, you can also consider the following products

NumPy - NumPy is the fundamental package for scientific computing with Python

Conga Contracts - Conga Contracts is management solution designed to accelerate and simplify contract negotiations in Salesforce.

Scikit-learn - scikit-learn (formerly scikits.learn) is an open source machine learning library for the Python programming language.

Juro - Juro is a contract automation platform that enables your team to create, execute and monitor routine contracts at scale without ever leaving the browser.

OpenCV - OpenCV is the world's biggest computer vision library

PandaDoc - Boost your revenue with PandaDoc. A document automation tool that delivers higher close rates and shorter sales cycles. We've helped over 30,000+ companies.