{"id":138408,"date":"2026-02-20T09:28:43","date_gmt":"2026-02-20T03:58:43","guid":{"rendered":"https:\/\/www.vskills.in\/certification\/tutorial\/?page_id=138408"},"modified":"2026-02-20T09:28:44","modified_gmt":"2026-02-20T03:58:44","slug":"certificate-in-data-analysis-with-python","status":"publish","type":"page","link":"https:\/\/www.vskills.in\/certification\/tutorial\/certificate-in-data-analysis-with-python\/","title":{"rendered":"Certificate in Data Analysis with Python"},"content":{"rendered":"\n<p>Python is one of the most widely used programming languages in the world because it is simple to read, easy to learn, and powerful enough for real business and research work. In data analysis, <a href=\"https:\/\/www.vskills.in\/certification\/data-analysis-with-python-certification-course\" target=\"_blank\" rel=\"noreferrer noopener\">Python<\/a> is especially useful because it helps you clean large datasets, automate calculations, explore patterns, and build clear visualisations\u2014all in one place. With libraries like Pandas, NumPy, and Matplotlib, Python turns raw data into meaningful insights quickly, which is why it is a preferred tool for data analysts, business analysts, and researchers across industries.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Responsibilities of a Data Analyst<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Collect, import, and organise data from different sources (CSV, Excel, Google Sheets, databases, APIs).<\/li>\n\n\n\n<li>Clean and prepare datasets by handling missing values, duplicates, incorrect formats, and outliers.<\/li>\n\n\n\n<li>Transform data using sorting, filtering, grouping, merging, reshaping, and feature creation in Pandas.<\/li>\n\n\n\n<li>Perform Exploratory Data Analysis (EDA) to identify trends, patterns, relationships, and anomalies.<\/li>\n\n\n\n<li>Apply basic statistical methods (averages, variance, correlation, distributions, sampling logic) to support insights.<\/li>\n\n\n\n<li>Build clear data visualisations (bar charts, line charts, histograms, scatter plots, box plots) to explain findings.<\/li>\n\n\n\n<li>Create KPI and metric calculations for business questions (growth, retention, conversion, efficiency measures).<\/li>\n\n\n\n<li>Automate repetitive reporting tasks using Python scripts and notebooks.<\/li>\n\n\n\n<li>Summarise insights into structured findings and business recommendations (what happened, why it matters, what to do next).<\/li>\n\n\n\n<li>Document analysis steps and keep notebooks clean so work is reproducible and easy to review.<\/li>\n\n\n\n<li>Validate results and ensure data accuracy through basic checks and cross-verification.<\/li>\n\n\n\n<li>Present analysis outputs to stakeholders in a simple and understandable way (charts + short written narrative).<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Vskills Certificate in Data Analysis with Python<\/h3>\n\n\n\n<p>The Certificate in Data Analysis with Python is a practical, job-focused program designed to help you analyse data, build insights, and communicate results using Python. You will learn the complete data analysis workflow\u2014from cleaning messy datasets and exploring patterns to visualising findings and creating reports that support real business decisions. The course focuses on hands-on learning with real datasets so you can build confidence and a portfolio you can showcase.<\/p>\n\n\n\n<p><strong><em>Vskills being India\u2019s largest certification providers gives candidates access to top exams as well as provides after exam benefits. This includes:<\/em><\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The certifications will have a&nbsp;<strong>Government verification tag.<\/strong><\/li>\n\n\n\n<li>The Certification is&nbsp;<strong>valid for life.<\/strong><\/li>\n\n\n\n<li>Candidates will get&nbsp;<strong>lifelong e-learning access.<\/strong><\/li>\n\n\n\n<li>Access to&nbsp;<strong>free Practice Tests.<\/strong><\/li>\n\n\n\n<li>Candidates will get tagged as&nbsp;<strong>\u2018Vskills Certified\u2019<\/strong>&nbsp;On Monsterindia.com and&nbsp; \u2018Vskills Certified\u2019 On Shine Shine.com.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Test Details<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Duration: 60 minutes<\/li>\n\n\n\n<li>No. of questions: 50<\/li>\n\n\n\n<li>Maximum marks: 50, Passing marks: 25 (50%).<\/li>\n\n\n\n<li>There is NO negative marking in this module.<\/li>\n\n\n\n<li>Online exam.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Course Outline<\/h3>\n\n\n\n<p><strong>Introduction &amp; Course Overview<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/introduction-to-course\/\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction to Course<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Basics of Python<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/getting-started-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Getting Started<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/python-variables\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python Variables<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/python-terms\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python Terms<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/python-data-types\/\" target=\"_blank\" rel=\"noreferrer noopener\">Python Data Types<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/strings-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Strings<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/string-formatting\/\" target=\"_blank\" rel=\"noreferrer noopener\">String Formatting<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/arithmetic-assignment-comparison-operators\/\" target=\"_blank\" rel=\"noreferrer noopener\">Arithmetic, Assignment &amp; Comparison Operators<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/conditional-statements\/\" target=\"_blank\" rel=\"noreferrer noopener\">Conditional Statements<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/lists\/\" target=\"_blank\" rel=\"noreferrer noopener\">Lists<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/dictionaries\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dictionaries<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/sets\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sets<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/tuples-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Tuples<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/logical-operators-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Logical Operators<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/loops\/\" target=\"_blank\" rel=\"noreferrer noopener\">Loops<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/list-comprehension\/\" target=\"_blank\" rel=\"noreferrer noopener\">List Comprehension<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-skill-investigation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Skill Investigation<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/functions-5\/\" target=\"_blank\" rel=\"noreferrer noopener\">Functions<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/lambda-functions\/\" target=\"_blank\" rel=\"noreferrer noopener\">Lambda Functions<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/modules-4\/\" target=\"_blank\" rel=\"noreferrer noopener\">Modules<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-cleaning-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Cleaning Data<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/libraries\/\" target=\"_blank\" rel=\"noreferrer noopener\">Libraries<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/classes-4\/\" target=\"_blank\" rel=\"noreferrer noopener\">Classes<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Introduction to Numpy<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/numpy-introduction\/\" target=\"_blank\" rel=\"noreferrer noopener\">Numpy: Introduction<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Basics of Pandas<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/introduction-to-pandas\/\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction to Pandas<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/data-inspection\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Inspection<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/data-cleaning\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Cleaning<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/data-analysis-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Analysis<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-pandas-basics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Pandas Basics<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Basics of Matplotlib<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/introduction-to-matplotlib\/\" target=\"_blank\" rel=\"noreferrer noopener\">Introduction to Matplotlib<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/plotting-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Plotting<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/matplotlib-labeling\/\" target=\"_blank\" rel=\"noreferrer noopener\">Matplotlib: Labeling<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/matplotlib-pandas-plotting\/\" target=\"_blank\" rel=\"noreferrer noopener\">Matplotlib: Pandas Plotting<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-matplotlib-basics\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Matplotlib Basics<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Pandas Advanced<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/anaconda-installation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Anaconda Installation<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/visual-studio-code-installation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Visual Studio Code Installation<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/virtual-environments\/\" target=\"_blank\" rel=\"noreferrer noopener\">Virtual Environments<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/accessing-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">Accessing Data<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/data-cleaning-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Cleaning<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/data-management-5\/\" target=\"_blank\" rel=\"noreferrer noopener\">Data Management<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/pivot-tables\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pivot Tables<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/index-management-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">Index Management<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-job-demand\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Job Demand<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Merge DataFrames<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/concat-dataframes\/\" target=\"_blank\" rel=\"noreferrer noopener\">Concat DataFrames<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exporting-data\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exporting Data<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/apply-function\/\" target=\"_blank\" rel=\"noreferrer noopener\">Apply Function<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/explode-function\/\" target=\"_blank\" rel=\"noreferrer noopener\">Explode Function<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-trending-skills\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Trending Skills<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Matplotlib Advanced<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/format-charts\/\" target=\"_blank\" rel=\"noreferrer noopener\">Format Charts<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/pie-plots\/\" target=\"_blank\" rel=\"noreferrer noopener\">Pie Plots<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/scatter-plots\/\" target=\"_blank\" rel=\"noreferrer noopener\">Scatter Plots<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/advanced-customization\/\" target=\"_blank\" rel=\"noreferrer noopener\">Advanced Customization<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/histograms\/\" target=\"_blank\" rel=\"noreferrer noopener\">Histograms<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/box-plots\/\" target=\"_blank\" rel=\"noreferrer noopener\">Box Plots<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/exercise-skill-pay-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">Exercise: Skill Pay Analysis<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Introduction to Seaborn<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/seaborn-introduction\/\" target=\"_blank\" rel=\"noreferrer noopener\">Seaborn: Introduction<\/a><\/li>\n<\/ul>\n\n\n\n<p><strong>Project<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/project-introduction\/\" target=\"_blank\" rel=\"noreferrer noopener\">Project: Introduction<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/git-github-setup\/\" target=\"_blank\" rel=\"noreferrer noopener\">Git &amp; GitHub Setup<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/skill-demand\/\" target=\"_blank\" rel=\"noreferrer noopener\">Skill Demand<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/skills-trend\/\" target=\"_blank\" rel=\"noreferrer noopener\">Skills Trend<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/salary-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\">Salary Analysis<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vskills.in\/certification\/tutorial\/optimal-skills\/\" target=\"_blank\" rel=\"noreferrer noopener\">Optimal Skills<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.vskills.in\/certification\/data-analysis-with-python-certification-course\" target=\"_blank\" rel=\" noreferrer noopener\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"150\" src=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2026\/02\/Vskills-banner-anandita-2.png\" alt=\"\" class=\"wp-image-138496\" srcset=\"https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2026\/02\/Vskills-banner-anandita-2.png 960w, https:\/\/www.vskills.in\/certification\/tutorial\/wp-content\/uploads\/2026\/02\/Vskills-banner-anandita-2-300x47.png 300w\" sizes=\"auto, (max-width: 960px) 100vw, 960px\" \/><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Preparation Guide for the Certificate in Data Analysis with Python <\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">Step 1: Set Up Your Tools and Build a Strong Base<\/h4>\n\n\n\n<p>Install Python (Anaconda is easiest), open Jupyter Notebook, and get comfortable with the environment. Revise the basics that appear everywhere in analysis: variables, data types, lists\/dictionaries, loops, functions, and basic error handling. Make sure you can read and write files (CSV\/Excel) without confusion, because most analysis starts there.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Step 2: Practise Pandas Daily With Small Datasets<\/h4>\n\n\n\n<p>Pandas is the core of Python data analysis, so practise it consistently. Every day, take a small dataset and do the full cycle: load data, inspect columns, fix missing values, remove duplicates, change data types, filter rows, create new columns, groupby summaries, and merge two datasets. Focus on writing clean, readable code and understanding what each line is doing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Step 3: Learn EDA and Visualisation Like an Analyst<\/h4>\n\n\n\n<p>Prepare for questions that test insight-building, not only syntax. Practise Exploratory Data Analysis (EDA): summary statistics, distributions, trend checks, correlations, segmentation, and outlier detection. Then convert insights into charts using Matplotlib\/Seaborn. For every chart you create, write 2\u20133 lines explaining what it shows and why it matters.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Step 4: Revise With Projects, Mock Questions, and Common Errors<\/h4>\n\n\n\n<p>In the final stage, do 2\u20133 mini projects end-to-end (clean \u2192 analyse \u2192 visualise \u2192 conclude). Practise mock questions on common tasks: groupby, pivot, merge, date-time handling, and plotting. Keep a \u201ccommon mistakes\u201d list (wrong data types, bad joins, missing values, incorrect filters) and revise it before the exam so you avoid easy errors.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Final Words<\/h3>\n\n\n\n<p>If you want to build a career in data analysis, Python is one of the strongest skills you can invest in because it helps you handle the complete analysis workflow in a practical and scalable way. This Vskills Certificate in Data Analysis with Python is structured to take you from the basics of Python to real analysis work with Pandas and NumPy, and then into visualisation and reporting through Matplotlib and Seaborn. The course outline is wide and well-sequenced, which means you will not only learn tools but also practise the exact tasks that come up in real analyst roles.<\/p>\n\n\n\n<p>To get the best outcome, focus on consistency. Practise small datasets regularly, write clean notebooks, and build the listed projects as portfolio proof. Treat every exercise as a mini workplace assignment: clean the data properly, justify your steps, and summarise your insights clearly. Once you finish, you will have stronger technical confidence, better analytical thinking, and work samples that you can show in interviews. If you follow the preparation guide and complete the projects end-to-end, this certificate can become a strong foundation for entry-level data analyst and business analyst opportunities.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python is one of the most widely used programming languages in the world because it is simple to read, easy to learn, and powerful enough for real business and research work. In data analysis, Python is especially useful because it helps you clean large datasets, automate calculations, explore patterns, and build clear visualisations\u2014all in one&#8230;<\/p>\n","protected":false},"author":21,"featured_media":138584,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"categories":[],"tags":[],"class_list":["post-138408","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Certificate in Data Analysis with Python - Tutorial<\/title>\n<meta name=\"description\" content=\"Learn data analysis with Python through the Vskills Certificate in Data Analysis with Python. 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