{ "cells": [ { "cell_type": "markdown", "id": "f6a59636", "metadata": {}, "source": [ "### Data Engineering" ] }, { "cell_type": "code", "execution_count": 1, "id": "93fc3161", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:35.173273Z", "iopub.status.busy": "2026-07-05T07:01:35.172907Z", "iopub.status.idle": "2026-07-05T07:01:35.847508Z", "shell.execute_reply": "2026-07-05T07:01:35.846478Z" } }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "11f11c89", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:35.851035Z", "iopub.status.busy": "2026-07-05T07:01:35.850637Z", "iopub.status.idle": "2026-07-05T07:01:35.877988Z", "shell.execute_reply": "2026-07-05T07:01:35.876489Z" } }, "outputs": [], "source": [ "df = pd.read_csv(r\"C:\\Portfolio-Projects\\Job-Description-Analysis\\data\\clean\\cleaned_job_descriptions.csv\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "f4334454", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:35.881169Z", "iopub.status.busy": "2026-07-05T07:01:35.880735Z", "iopub.status.idle": "2026-07-05T07:01:35.902386Z", "shell.execute_reply": "2026-07-05T07:01:35.899923Z" } }, "outputs": [ { "data": { "text/html": [ "
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
01AI EngineerInternshipFinal year students / recent graduates in CS, ...2026Bachelors0Python, ML, LangChain, Hugging Face, OpenAI APICommunication, Problem Solving
12AI EngineerInternshipProficiency in Python and comfort working with...2026Bachelors0Python, APIs, LLMs, Prompt Engineering, LangCh...Communication, Problem Solving
23AI EngineerInternshipStrong interest in AI and a willingness to lea...2026Bachelors0Python, Javascript, React, Full Stack, APIs, M...Communication, Problem Solving
34AI EngineerSenior6+ years full-stack software engineering exper...2026Not Specified5-10Python, Javascript, React, Full Stack, SQL, AP...Communication, Problem Solving
45AI EngineerJuniorAI/ML models, Python, Core ML concepts, ML fra...2026Bachelors0-1Python, ML, TensorFlow/PyTorch, Scikit-Learn, ...Communication, Problem Solving
56AI EngineerJunior4–5 years of proven development experience in ...2026Bachelors5-10Python, C++, Java, TensorFlow/PyTorch, vLLM, O...Communication, Problem Solving
67AI EngineerSenior5-10 years overall experience\\n3+ years of han...2026Not Specified5-10Python, SQL, PowerBI, SAP, LLMs, Prompt Engine...Communication, Problem Solving
78AI EngineerJuniorProficiency in C/C++ and python programming\\nH...2026Bachelors0-1Python, C, C++, Sytem Design, Model EvaluationCommunication, Problem Solving
89AI EngineerInternshipPython\\nMachine Learning Fundamentals\\nLarge L...2026Bachelors0Python, ML, LLMs, Prompt Engineering, APIs, La...Communication, Problem Solving
910AI EngineerInternshipSolid understanding of LLMs, tokenization, tra...2026Bachelors0Python, Pandas, NumPyHugging Face, LangChain, ...Communication, Problem Solving
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
01AI EngineerInternshipFinal year students / recent graduates in CS, ...2026Bachelors0Python, ML, LangChain, Hugging Face, OpenAI APICommunication, Problem Solving
12AI EngineerInternshipProficiency in Python and comfort working with...2026Bachelors0Python, APIs, LLMs, Prompt Engineering, LangCh...Communication, Problem Solving
23AI EngineerInternshipStrong interest in AI and a willingness to lea...2026Bachelors0Python, Javascript, React, Full Stack, APIs, M...Communication, Problem Solving
89AI EngineerInternshipPython\\nMachine Learning Fundamentals\\nLarge L...2026Bachelors0Python, ML, LLMs, Prompt Engineering, APIs, La...Communication, Problem Solving
910AI EngineerInternshipSolid understanding of LLMs, tokenization, tra...2026Bachelors0Python, Pandas, NumPyHugging Face, LangChain, ...Communication, Problem Solving
1213AI DeveloperInternshipBasic to intermediate Python programming skill...2026Bachelors0Python, ML, GenAI, APIs, Git, Prompt Engineeri...Communication, Problem Solving, Analytical Skills
2527AI EngineerInternshipPython Skills: You should be very comfortable ...2026Bachelors0Python, Javascript, React, LLMs, VectorDB, Lan...Communication, Problem Solving
2628AI EngineerInternshipExposure to Full-Stack Development (frontend a...2026Bachelors0Python, Git, Github, Full Stack, LLMs, APIs, G...Communication, Problem Solving, Analytical Skills
2729AI EngineerInternshipPython, TensorFlow, PyTorch, Scikit-learn, Num...2026Bachelors0Python, TensorFlow/PyTorch, Scikit-Learn, NumP...Communication, Problem Solving
2830AI EngineerInternshipRecently completed a degree in Computer Scienc...2026Bachelors0Python, GenAI, LLMs, RAG, Prompt Engineering, ...Communication, Problem Solving, Analytical Skills
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
01AI EngineerInternshipFinal year students / recent graduates in CS, ...2026Bachelors0Python, ML, LangChain, Hugging Face, OpenAI APICommunication, Problem Solving
12AI EngineerInternshipProficiency in Python and comfort working with...2026Bachelors0Python, APIs, LLMs, Prompt Engineering, LangCh...Communication, Problem Solving
23AI EngineerInternshipStrong interest in AI and a willingness to lea...2026Bachelors0Python, Javascript, React, Full Stack, APIs, M...Communication, Problem Solving
89AI EngineerInternshipPython\\nMachine Learning Fundamentals\\nLarge L...2026Bachelors0Python, ML, LLMs, Prompt Engineering, APIs, La...Communication, Problem Solving
910AI EngineerInternshipSolid understanding of LLMs, tokenization, tra...2026Bachelors0Python, Pandas, NumPyHugging Face, LangChain, ...Communication, Problem Solving
1213AI DeveloperInternshipBasic to intermediate Python programming skill...2026Bachelors0Python, ML, GenAI, APIs, Git, Prompt Engineeri...Communication, Problem Solving, Analytical Skills
2527AI EngineerInternshipPython Skills: You should be very comfortable ...2026Bachelors0Python, Javascript, React, LLMs, VectorDB, Lan...Communication, Problem Solving
2628AI EngineerInternshipExposure to Full-Stack Development (frontend a...2026Bachelors0Python, Git, Github, Full Stack, LLMs, APIs, G...Communication, Problem Solving, Analytical Skills
2729AI EngineerInternshipPython, TensorFlow, PyTorch, Scikit-learn, Num...2026Bachelors0Python, TensorFlow/PyTorch, Scikit-Learn, NumP...Communication, Problem Solving
2830AI EngineerInternshipRecently completed a degree in Computer Scienc...2026Bachelors0Python, GenAI, LLMs, RAG, Prompt Engineering, ...Communication, Problem Solving, Analytical Skills
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" ], "text/plain": [ " id role type \\\n", "0 1 AI Engineer Internship \n", "1 2 AI Engineer Internship \n", "2 3 AI Engineer Internship \n", "8 9 AI Engineer Internship \n", "9 10 AI Engineer Internship \n", "12 13 AI Developer Internship \n", "25 27 AI Engineer Internship \n", "26 28 AI Engineer Internship \n", "27 29 AI Engineer Internship \n", "28 30 AI Engineer Internship \n", "\n", " job_desc year qualification \\\n", "0 Final year students / recent graduates in CS, ... 2026 Bachelors \n", "1 Proficiency in Python and comfort working with... 2026 Bachelors \n", "2 Strong interest in AI and a willingness to lea... 2026 Bachelors \n", "8 Python\\nMachine Learning Fundamentals\\nLarge L... 2026 Bachelors \n", "9 Solid understanding of LLMs, tokenization, tra... 2026 Bachelors \n", "12 Basic to intermediate Python programming skill... 2026 Bachelors \n", "25 Python Skills: You should be very comfortable ... 2026 Bachelors \n", "26 Exposure to Full-Stack Development (frontend a... 2026 Bachelors \n", "27 Python, TensorFlow, PyTorch, Scikit-learn, Num... 2026 Bachelors \n", "28 Recently completed a degree in Computer Scienc... 2026 Bachelors \n", "\n", " experience tech_skills \\\n", "0 0 Python, ML, LangChain, Hugging Face, OpenAI API \n", "1 0 Python, APIs, LLMs, Prompt Engineering, LangCh... \n", "2 0 Python, Javascript, React, Full Stack, APIs, M... \n", "8 0 Python, ML, LLMs, Prompt Engineering, APIs, La... \n", "9 0 Python, Pandas, NumPyHugging Face, LangChain, ... \n", "12 0 Python, ML, GenAI, APIs, Git, Prompt Engineeri... \n", "25 0 Python, Javascript, React, LLMs, VectorDB, Lan... \n", "26 0 Python, Git, Github, Full Stack, LLMs, APIs, G... \n", "27 0 Python, TensorFlow/PyTorch, Scikit-Learn, NumP... \n", "28 0 Python, GenAI, LLMs, RAG, Prompt Engineering, ... \n", "\n", " soft_skills \n", "0 Communication, Problem Solving \n", "1 Communication, Problem Solving \n", "2 Communication, Problem Solving \n", "8 Communication, Problem Solving \n", "9 Communication, Problem Solving \n", "12 Communication, Problem Solving, Analytical Skills \n", "25 Communication, Problem Solving \n", "26 Communication, Problem Solving, Analytical Skills \n", "27 Communication, Problem Solving \n", "28 Communication, Problem Solving, Analytical Skills " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_intern = df_intern[df_intern['qualification'].eq('Bachelors')]\n", "df_intern.head(10)" ] }, { "cell_type": "code", "execution_count": 8, "id": "e0aca5d6", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:35.975495Z", "iopub.status.busy": "2026-07-05T07:01:35.975112Z", "iopub.status.idle": "2026-07-05T07:01:35.984842Z", "shell.execute_reply": "2026-07-05T07:01:35.983362Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 69 entries, 0 to 209\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 id 69 non-null int64\n", " 1 role 69 non-null str \n", " 2 type 69 non-null str \n", " 3 job_desc 69 non-null str \n", " 4 year 69 non-null int64\n", " 5 qualification 69 non-null str \n", " 6 experience 69 non-null str \n", " 7 tech_skills 69 non-null str \n", " 8 soft_skills 69 non-null str \n", "dtypes: int64(2), str(7)\n", "memory usage: 5.4 KB\n" ] } ], "source": [ "df_intern.info()" ] }, { "cell_type": "code", "execution_count": 9, "id": "6082e0b2", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:35.987693Z", "iopub.status.busy": "2026-07-05T07:01:35.987306Z", "iopub.status.idle": "2026-07-05T07:01:35.997366Z", "shell.execute_reply": "2026-07-05T07:01:35.996167Z" } }, "outputs": [], "source": [ "df_intern.to_csv(r\"C:\\Portfolio-Projects\\Job-Description-Analysis\\data\\clean\\cleaned_job_descriptions_internships.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 10, "id": "52321146", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.000211Z", "iopub.status.busy": "2026-07-05T07:01:35.999842Z", "iopub.status.idle": "2026-07-05T07:01:36.014067Z", "shell.execute_reply": "2026-07-05T07:01:36.012721Z" } }, "outputs": [ { "data": { "text/html": [ "
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
45AI EngineerJuniorAI/ML models, Python, Core ML concepts, ML fra...2026Bachelors0-1Python, ML, TensorFlow/PyTorch, Scikit-Learn, ...Communication, Problem Solving
56AI EngineerJunior4–5 years of proven development experience in ...2026Bachelors5-10Python, C++, Java, TensorFlow/PyTorch, vLLM, O...Communication, Problem Solving
78AI EngineerJuniorProficiency in C/C++ and python programming\\nH...2026Bachelors0-1Python, C, C++, Sytem Design, Model EvaluationCommunication, Problem Solving
1314AI EngineerJuniorBasic understanding of AI, Machine Learning, o...2026Bachelors0-1Python, ML, APIsCommunication, Problem Solving
1516AI EngineerJuniorDocker / Containerization\\nAWS / Azure / GCP e...2026Bachelors0-1Python, ML, Docker, AWS/Azure,Communication, Problem Solving
1617AI EngineerJunior1+ years of experience in AI, LLMs, automation...2026Bachelors1-5Python, APIs, LLMs, Prompt Engineering, LangCh...Communication, Problem Solving, Ownership
1718AI DeveloperJuniorStrong Python programming\\nExperience with Fas...2026Bachelors0-1Python, React, Javascript, APIs, AWS/Azure, LL...Communication, Problem Solving
1819AI EngineerJuniorDegree in Computer Science, AI, or a related f...2026Bachelors0-1Python, Javascript,  LLMs, Prompt Engineering,...Communication, Problem Solving
2122AI EngineerJuniorStrong programming skills in Python.\\nExperien...2026Bachelors0-1Python, LLMs, Prompt Engineering, RAG, TensorF...Communication, Problem Solving
2426AI EngineerJuniorStrong hands-on experience in Python programmi...2026Bachelors0-1Python, APIs, GenAI, LLMs, Pandas, NumPy, Scik...Communication, Problem Solving
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" ], "text/plain": [ " id role type \\\n", "4 5 AI Engineer Junior \n", "5 6 AI Engineer Junior \n", "7 8 AI Engineer Junior \n", "13 14 AI Engineer Junior \n", "15 16 AI Engineer Junior \n", "16 17 AI Engineer Junior \n", "17 18 AI Developer Junior \n", "18 19 AI Engineer Junior \n", "21 22 AI Engineer Junior \n", "24 26 AI Engineer Junior \n", "\n", " job_desc year qualification \\\n", "4 AI/ML models, Python, Core ML concepts, ML fra... 2026 Bachelors \n", "5 4–5 years of proven development experience in ... 2026 Bachelors \n", "7 Proficiency in C/C++ and python programming\\nH... 2026 Bachelors \n", "13 Basic understanding of AI, Machine Learning, o... 2026 Bachelors \n", "15 Docker / Containerization\\nAWS / Azure / GCP e... 2026 Bachelors \n", "16 1+ years of experience in AI, LLMs, automation... 2026 Bachelors \n", "17 Strong Python programming\\nExperience with Fas... 2026 Bachelors \n", "18 Degree in Computer Science, AI, or a related f... 2026 Bachelors \n", "21 Strong programming skills in Python.\\nExperien... 2026 Bachelors \n", "24 Strong hands-on experience in Python programmi... 2026 Bachelors \n", "\n", " experience tech_skills \\\n", "4 0-1 Python, ML, TensorFlow/PyTorch, Scikit-Learn, ... \n", "5 5-10 Python, C++, Java, TensorFlow/PyTorch, vLLM, O... \n", "7 0-1 Python, C, C++, Sytem Design, Model Evaluation \n", "13 0-1 Python, ML, APIs \n", "15 0-1 Python, ML, Docker, AWS/Azure, \n", "16 1-5 Python, APIs, LLMs, Prompt Engineering, LangCh... \n", "17 0-1 Python, React, Javascript, APIs, AWS/Azure, LL... \n", "18 0-1 Python, Javascript, LLMs, Prompt Engineering,... \n", "21 0-1 Python, LLMs, Prompt Engineering, RAG, TensorF... \n", "24 0-1 Python, APIs, GenAI, LLMs, Pandas, NumPy, Scik... \n", "\n", " soft_skills \n", "4 Communication, Problem Solving \n", "5 Communication, Problem Solving \n", "7 Communication, Problem Solving \n", "13 Communication, Problem Solving \n", "15 Communication, Problem Solving \n", "16 Communication, Problem Solving, Ownership \n", "17 Communication, Problem Solving \n", "18 Communication, Problem Solving \n", "21 Communication, Problem Solving \n", "24 Communication, Problem Solving " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_junior = df[df['type'].eq('Junior')]\n", "df_junior.head(10)" ] }, { "cell_type": "code", "execution_count": 11, "id": "80aac5d6", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.016896Z", "iopub.status.busy": "2026-07-05T07:01:36.016519Z", "iopub.status.idle": "2026-07-05T07:01:36.026257Z", "shell.execute_reply": "2026-07-05T07:01:36.024828Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 70 entries, 4 to 201\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 id 70 non-null int64\n", " 1 role 70 non-null str \n", " 2 type 70 non-null str \n", " 3 job_desc 70 non-null str \n", " 4 year 70 non-null int64\n", " 5 qualification 70 non-null str \n", " 6 experience 70 non-null str \n", " 7 tech_skills 70 non-null str \n", " 8 soft_skills 70 non-null str \n", "dtypes: int64(2), str(7)\n", "memory usage: 5.5 KB\n" ] } ], "source": [ "df_junior.info()" ] }, { "cell_type": "code", "execution_count": 12, "id": "df08fe65", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.029188Z", "iopub.status.busy": "2026-07-05T07:01:36.028794Z", "iopub.status.idle": "2026-07-05T07:01:36.037488Z", "shell.execute_reply": "2026-07-05T07:01:36.036372Z" } }, "outputs": [], "source": [ "df_junior.to_csv(r\"C:\\Portfolio-Projects\\Job-Description-Analysis\\data\\clean\\cleaned_job_descriptions_junior.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 13, "id": "746fb32f", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.040810Z", "iopub.status.busy": "2026-07-05T07:01:36.040403Z", "iopub.status.idle": "2026-07-05T07:01:36.054688Z", "shell.execute_reply": "2026-07-05T07:01:36.053769Z" } }, "outputs": [ { "data": { "text/html": [ "
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
34AI EngineerSenior6+ years full-stack software engineering exper...2026Not Specified5-10Python, Javascript, React, Full Stack, SQL, AP...Communication, Problem Solving
67AI EngineerSenior5-10 years overall experience\\n3+ years of han...2026Not Specified5-10Python, SQL, PowerBI, SAP, LLMs, Prompt Engine...Communication, Problem Solving
1011AI EngineerSenior4–6 years of experience in Data Science / Mach...2026Not Specified5-10Python, Scikit-Learn, Pandas, NumPy, ML, LLMs,...Communication, Problem Solving
1112AI EngineerSeniorBachelor's or Master's degree in Computer Scie...2026Bachelors/Masters1-5Python, ML, APIs, GenAI, LangChain, LangGraph,...Communication, Problem Solving, Analytical Skills
1415AI EngineerSenior4–6 years of experience in Data Science / Mach...2026Not Specified5-10Python, ML, Pandas, NumPy, Scikit-Learn, GenAI...Communication, Problem Solving
1920AI EngineerSeniorProven track record with at least 5 years of e...2026Not Specified1-5Python, ML, NLP, MLOps, Feature Engineering, A...Communication, Problem Solving
2021AI EngineerSenior5+ years overall experience in software develo...2026Not Specified5-10Python, APIs, LLMs, Prompt Engineering, LangCh...Communication, Problem Solving
2224AI DeveloperSeniorCore Software Engineering (Required)\\nStrong h...2026Not Specified5-10Python, Javascript, AWS/Azure, VectorDB, LLMs,...Communication, Problem Solving
2325AI EngineerSenior15+ years of overall IT experience\\nStrong exp...2026Not Specified15+Python, ML, APIs, AWS/Azure, CI/CD, Github, Git,Communication, Problem Solving
2931AI DeveloperSeniortrong hands-on experience in Python backend de...2026Bachelors5-10Python, LangChain, LangGraph, CrewAI, AutoGen,...Communication, Problem Solving
3032AI DeveloperSeniorTo qualify for the role you must have B.E/ B.T...2026Masters5-10Python,  ML, AWS/Azure, SQL, Docker, Kubernete...Communication, Problem Solving
3133AI DeveloperSenior• 3–6 years of software development experience...2026Not Specified5-10Python, APIs, SQL, LLMs, Prompt Engineering, R...Communication, Problem Solving
3234AI EngineerSenior- Experience in publishing research or contrib...2026Masters5-10Python, GenAI, LLMsCommunication, Problem Solving
4042AI EngineerSeniorPython · JS/TS · Neo4j/Cypher · MongoDB · Post...2026Not Specified1-5Python, Javascript, SQL, LLMs, APIs, VectorDB,...Communication, Problem Solving
4244AI EngineerSeniorYou will focus on creating reusable agent arch...2026Not Specified5-10Python, ML, APIs, LLMs, LangChain, LangGraph, ...Communication, Problem Solving
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" ], "text/plain": [ " id role type \\\n", "3 4 AI Engineer Senior \n", "6 7 AI Engineer Senior \n", "10 11 AI Engineer Senior \n", "11 12 AI Engineer Senior \n", "14 15 AI Engineer Senior \n", "19 20 AI Engineer Senior \n", "20 21 AI Engineer Senior \n", "22 24 AI Developer Senior \n", "23 25 AI Engineer Senior \n", "29 31 AI Developer Senior \n", "30 32 AI Developer Senior \n", "31 33 AI Developer Senior \n", "32 34 AI Engineer Senior \n", "40 42 AI Engineer Senior \n", "42 44 AI Engineer Senior \n", "\n", " job_desc year \\\n", "3 6+ years full-stack software engineering exper... 2026 \n", "6 5-10 years overall experience\\n3+ years of han... 2026 \n", "10 4–6 years of experience in Data Science / Mach... 2026 \n", "11 Bachelor's or Master's degree in Computer Scie... 2026 \n", "14 4–6 years of experience in Data Science / Mach... 2026 \n", "19 Proven track record with at least 5 years of e... 2026 \n", "20 5+ years overall experience in software develo... 2026 \n", "22 Core Software Engineering (Required)\\nStrong h... 2026 \n", "23 15+ years of overall IT experience\\nStrong exp... 2026 \n", "29 trong hands-on experience in Python backend de... 2026 \n", "30 To qualify for the role you must have B.E/ B.T... 2026 \n", "31 • 3–6 years of software development experience... 2026 \n", "32 - Experience in publishing research or contrib... 2026 \n", "40 Python · JS/TS · Neo4j/Cypher · MongoDB · Post... 2026 \n", "42 You will focus on creating reusable agent arch... 2026 \n", "\n", " qualification experience \\\n", "3 Not Specified 5-10 \n", "6 Not Specified 5-10 \n", "10 Not Specified 5-10 \n", "11 Bachelors/Masters 1-5 \n", "14 Not Specified 5-10 \n", "19 Not Specified 1-5 \n", "20 Not Specified 5-10 \n", "22 Not Specified 5-10 \n", "23 Not Specified 15+ \n", "29 Bachelors 5-10 \n", "30 Masters 5-10 \n", "31 Not Specified 5-10 \n", "32 Masters 5-10 \n", "40 Not Specified 1-5 \n", "42 Not Specified 5-10 \n", "\n", " tech_skills \\\n", "3 Python, Javascript, React, Full Stack, SQL, AP... \n", "6 Python, SQL, PowerBI, SAP, LLMs, Prompt Engine... \n", "10 Python, Scikit-Learn, Pandas, NumPy, ML, LLMs,... \n", "11 Python, ML, APIs, GenAI, LangChain, LangGraph,... \n", "14 Python, ML, Pandas, NumPy, Scikit-Learn, GenAI... \n", "19 Python, ML, NLP, MLOps, Feature Engineering, A... \n", "20 Python, APIs, LLMs, Prompt Engineering, LangCh... \n", "22 Python, Javascript, AWS/Azure, VectorDB, LLMs,... \n", "23 Python, ML, APIs, AWS/Azure, CI/CD, Github, Git, \n", "29 Python, LangChain, LangGraph, CrewAI, AutoGen,... \n", "30 Python, ML, AWS/Azure, SQL, Docker, Kubernete... \n", "31 Python, APIs, SQL, LLMs, Prompt Engineering, R... \n", "32 Python, GenAI, LLMs \n", "40 Python, Javascript, SQL, LLMs, APIs, VectorDB,... \n", "42 Python, ML, APIs, LLMs, LangChain, LangGraph, ... \n", "\n", " soft_skills \n", "3 Communication, Problem Solving \n", "6 Communication, Problem Solving \n", "10 Communication, Problem Solving \n", "11 Communication, Problem Solving, Analytical Skills \n", "14 Communication, Problem Solving \n", "19 Communication, Problem Solving \n", "20 Communication, Problem Solving \n", "22 Communication, Problem Solving \n", "23 Communication, Problem Solving \n", "29 Communication, Problem Solving \n", "30 Communication, Problem Solving \n", "31 Communication, Problem Solving \n", "32 Communication, Problem Solving \n", "40 Communication, Problem Solving \n", "42 Communication, Problem Solving " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_senior = df[df['type'].eq('Senior')]\n", "df_senior.head(15)" ] }, { "cell_type": "code", "execution_count": 14, "id": "f9270636", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.057898Z", "iopub.status.busy": "2026-07-05T07:01:36.057507Z", "iopub.status.idle": "2026-07-05T07:01:36.066719Z", "shell.execute_reply": "2026-07-05T07:01:36.065470Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 70 entries, 3 to 206\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 id 70 non-null int64\n", " 1 role 70 non-null str \n", " 2 type 70 non-null str \n", " 3 job_desc 70 non-null str \n", " 4 year 70 non-null int64\n", " 5 qualification 70 non-null str \n", " 6 experience 70 non-null str \n", " 7 tech_skills 70 non-null str \n", " 8 soft_skills 70 non-null str \n", "dtypes: int64(2), str(7)\n", "memory usage: 5.5 KB\n" ] } ], "source": [ "df_senior.info()" ] }, { "cell_type": "code", "execution_count": 15, "id": "45322c7e", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.069768Z", "iopub.status.busy": "2026-07-05T07:01:36.069381Z", "iopub.status.idle": "2026-07-05T07:01:36.079081Z", "shell.execute_reply": "2026-07-05T07:01:36.077667Z" } }, "outputs": [], "source": [ "df_senior.to_csv(r\"C:\\Portfolio-Projects\\Job-Description-Analysis\\data\\clean\\cleaned_job_descriptions_senior.csv\", index=False)" ] }, { "cell_type": "code", "execution_count": 16, "id": "c4a8bc2f", "metadata": { "execution": { "iopub.execute_input": "2026-07-05T07:01:36.081993Z", "iopub.status.busy": "2026-07-05T07:01:36.081606Z", "iopub.status.idle": "2026-07-05T07:01:36.095715Z", "shell.execute_reply": "2026-07-05T07:01:36.094346Z" } }, "outputs": [ { "data": { "text/html": [ "
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idroletypejob_descyearqualificationexperiencetech_skillssoft_skills
1213AI DeveloperInternshipBasic to intermediate Python programming skill...2026Bachelors0Python, ML, GenAI, APIs, Git, Prompt Engineeri...Communication, Problem Solving, Analytical Skills
1718AI DeveloperJuniorStrong Python programming\\nExperience with Fas...2026Bachelors0-1Python, React, Javascript, APIs, AWS/Azure, LL...Communication, Problem Solving
2224AI DeveloperSeniorCore Software Engineering (Required)\\nStrong h...2026Not Specified5-10Python, Javascript, AWS/Azure, VectorDB, LLMs,...Communication, Problem Solving
2931AI DeveloperSeniortrong hands-on experience in Python backend de...2026Bachelors5-10Python, LangChain, LangGraph, CrewAI, AutoGen,...Communication, Problem Solving
3032AI DeveloperSeniorTo qualify for the role you must have B.E/ B.T...2026Masters5-10Python,  ML, AWS/Azure, SQL, Docker, Kubernete...Communication, Problem Solving
3133AI DeveloperSenior• 3–6 years of software development experience...2026Not Specified5-10Python, APIs, SQL, LLMs, Prompt Engineering, R...Communication, Problem Solving
3335AI DeveloperJuniorStrong foundation in Java, React, NodeJS, Pyth...2026Bachelors0-1Java, React, NodeJS, Python, SQL, Excel,  Pand...Problem Solving, Strong analytical, logical th...
4749AI DeveloperInternship1. Building event-driven automations to captur...2026Bachelors0Python, LLMs, ML, APIs, n8n, GenAICommunication, Problem Solving
4850AI DeveloperInternship• Currently pursuing a bachelor's or master's ...2026Bachelors0Python, LLMs, GenAI, ML, AgentsCommunication, Problem Solving
4951AI DeveloperInternship• Basic knowledge of Python programming.\\n• Un...2026Bachelors0Python, ML, GenAI, LLMs, NLP, APIs, TensorFlow...Communication, Problem Solving
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" ], "text/plain": [ " id role type \\\n", "12 13 AI Developer Internship \n", "17 18 AI Developer Junior \n", "22 24 AI Developer Senior \n", "29 31 AI Developer Senior \n", "30 32 AI Developer Senior \n", "31 33 AI Developer Senior \n", "33 35 AI Developer Junior \n", "47 49 AI Developer Internship \n", "48 50 AI Developer Internship \n", "49 51 AI Developer Internship \n", "\n", " job_desc year qualification \\\n", "12 Basic to intermediate Python programming skill... 2026 Bachelors \n", "17 Strong Python programming\\nExperience with Fas... 2026 Bachelors \n", "22 Core Software Engineering (Required)\\nStrong h... 2026 Not Specified \n", "29 trong hands-on experience in Python backend de... 2026 Bachelors \n", "30 To qualify for the role you must have B.E/ B.T... 2026 Masters \n", "31 • 3–6 years of software development experience... 2026 Not Specified \n", "33 Strong foundation in Java, React, NodeJS, Pyth... 2026 Bachelors \n", "47 1. Building event-driven automations to captur... 2026 Bachelors \n", "48 • Currently pursuing a bachelor's or master's ... 2026 Bachelors \n", "49 • Basic knowledge of Python programming.\\n• Un... 2026 Bachelors \n", "\n", " experience tech_skills \\\n", "12 0 Python, ML, GenAI, APIs, Git, Prompt Engineeri... \n", "17 0-1 Python, React, Javascript, APIs, AWS/Azure, LL... \n", "22 5-10 Python, Javascript, AWS/Azure, VectorDB, LLMs,... \n", "29 5-10 Python, LangChain, LangGraph, CrewAI, AutoGen,... \n", "30 5-10 Python, ML, AWS/Azure, SQL, Docker, Kubernete... \n", "31 5-10 Python, APIs, SQL, LLMs, Prompt Engineering, R... \n", "33 0-1 Java, React, NodeJS, Python, SQL, Excel, Pand... \n", "47 0 Python, LLMs, ML, APIs, n8n, GenAI \n", "48 0 Python, LLMs, GenAI, ML, Agents \n", "49 0 Python, ML, GenAI, LLMs, NLP, APIs, TensorFlow... \n", "\n", " soft_skills \n", "12 Communication, Problem Solving, Analytical Skills \n", "17 Communication, Problem Solving \n", "22 Communication, Problem Solving \n", "29 Communication, Problem Solving \n", "30 Communication, Problem Solving \n", "31 Communication, Problem Solving \n", "33 Problem Solving, Strong analytical, logical th... \n", "47 Communication, Problem Solving \n", "48 Communication, Problem Solving \n", "49 Communication, Problem Solving " ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_dev = df[df['role'].eq('AI Developer')]\n", "df_dev.head(10)" ] }, { "cell_type": "code", "execution_count": null, "id": "26976636", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.14.0" } }, "nbformat": 4, "nbformat_minor": 5 }