ȃ_i (ddlZddlZddlmZmZmZmZddlZddlmZddl Z ddl Z ddl m Z ddl mZmZddlmZddlmZdd lmZdd lmZdd lmZe ej2ej4 ej6eZGd dZy)N)DictAnyListOptional)datetime) load_dotenv) CodecOptionsDatetimeConversion) JobAPIService)OpenSearchService)Embedder) mongo_service) AIService)levelceZdZdZdZdedeeeffdZdede e deeeffdZ defdZ dede e fd Z dedeeeeffd Zd0d eeefde ede eeeffd Zd0d eeefde ede eeeffdZd eeefde eeeffdZdededefdZd eeefdefdZde edede eeeffdZd eeefdeeefdeeeeffdZdedeeeeffdZd eeefdeeefdeeefdefdZdededeeeffd Zd0dedeeefd!eeefd eeeffd"Zd#edefd$Zd0dedeeefd!eeefd eeeffd%Zded&ed'e eeeffd(Zd1ded#e d)eeefd*e deeeff d+Z d2ded#e d!eeefd*e deeefd eeeff d,Z!d eeefdeeefdeeefdeeeeffd-Z"d#e deeeffd.Z#d)eeefd#e deeeffd/Z$y )3JobMatchingServicezKService for job matching with candidate screening and background processingc|t|_t|_t |_t |_yN)r job_api_servicer opensearch_servicerembedderr ai_service)selfs A/var/www/html/drjob-dev/drjob-ai/services/job_matching_service.py__init__zJobMatchingService.__init__s),"3"5  #+ job_emp_idreturnc  tj|j|fd}|jdd||ddS#t$r:}t j dt|dt||dcYd }~Sd }~wwxYw) a  Start background job matching process and return immediately Args: job_emp_id: The employer job ID to process Returns: Dict with success status - actual processing happens in background Ttargetargsdaemonz)Job matching process started for job ID: processing_started)successmessagejob_idstatusz%Error starting job matching process: Fr&errorr(N) threadingThread_background_job_matchingstart Exceptionloggerr+str)rrthreades rprocess_job_matching_asyncz-JobMatchingService.process_job_matching_async!s %%44 ]F LLN FzlS$.    LL@QI J Q$  sy}}[?Y>ZZ\]`ab]c\d!ef  ` LLG |SUVYZ[V\U]^ _ _ `sOAE+E2E:A=D7E E3EEEE F($FFc  tjd|dt||j|}|stj d|ytjd||j dr!tjd|ddd|d<d }d }|D]} t |}|j|stjd |9|d z }|j|}|stjd |j|d d d d d d } |j|| } | r|j|| | ||d z }tjd|d|d|y#t$r.} tj d|dt | Yd} ~ d} ~ wwxYw#t$r.} tj d|dt | Yd} ~ yd} ~ wwxYw)z Background process for specific candidate analysis - runs in separate thread Args: job_emp_id: The employer job ID to process jobseeker_ids: List of specific jobseeker IDs to analyze z1Starting specific candidate analysis for job ID: z, candidates: r=Nz>Type 1 specific analysis - country filtering disabled for job country_header_codezOriginal job country: z - will be ignored for type 1rz)Could not ensure indexing for jobseeker: r z/Could not get candidate details for jobseeker: r@ keyword_scorekeyword_percentage vector_scorevector_percentagecombined_scorez$Error processing specific candidate rBz2Specific candidate analysis completed for job ID: z . Indexed: z , Processed: z;Error in background specific candidate analysis for job ID ) r1rCr:rDr+rGr2_ensure_jobseeker_indexedwarning_get_candidate_detailsrF _store_specific_screening_resultr0) rrr6rIrK indexed_count jobseeker_idjobseeker_id_strcandidate_datarLrMr4s rr9z;JobMatchingService._background_specific_candidates_analysiss1> o KKKJ$A!)mR!@%\\*b94#<<(92>4#<<3!)nb!A"<'||Ir:"<'||J;&ll<8'||L9 >%\\-8 >%\\*<='+7K>|,>$0EWEeEe$fM+11F 0 0 5 56CCR_C`B)+,<)=&#5"="={<89 !A>#K#{}'E=H=W=]=]=_ $9: &A+NcBdAeevxCDPxQwR%ST)N{[gOhNi'jk45 @ B{[pOqNrst!>zlJfgh??;/ zl:^_` KKI*V W %!>LL#Fs1vh!OPNN%]^i^m^mnz^{]|#}~9=K 56 >(  LL@ BsSTvhW X s^AR ;R 5R G4R =CP(A3R R ( R1A R>R RR S$R==SNrIc  |j|}tjd|dtjd|rftjdt|d||jj |}tjd|r t|nddnA|jj |}tjd|r t|ndd ttjd d }|r&|Dcgc]}|jd d|k\s|c}ng}tjd |dt||r|Dcgc]%}|jds|jd'}}tjdt|d|jj||} tjd| rt| jdgndd|j|| jdg|} | StjdgScc}wcc}w#t$r-} tjdt!| gcYd} ~ Sd} ~ wwxYw)aQ Search for candidates without country filtering (for type 1 and type 3) Args: job_details: Job details dictionary jobseeker_ids: Optional list of specific jobseeker IDs to analyze Returns: List of matching candidates without country restrictions z/Search query built without country filtering: ''z0Country filtering disabled for type 1 and type 3Searching specific candidates: OpenSearch returned r specific candidates resultsJOB_MATCHING_ABSOLUTE_MIN_SCORE333333?rQOpenSearch results above threshold: r@Performing vector search on 4 pre-filtered candidates without country restrictionVector search returned r! results from filtered candidatesz+No candidates met minimum quality thresholdz3Error searching candidates without country filter: N_build_search_queryr1rCr:r search_by_idssearchfloatosgetenvrGrsearch_filtered_candidates_merge_and_rank_resultsr0r+r2 rrIr6 search_querykeyword_resultsabsolute_min_scorerfiltered_keyword_resultsfiltered_resume_idsvector_resultsfinal_candidatesr4s r)_search_candidates_without_country_filterz4H>BI"I9 I I9 "I4.I94I9c  |j|}tjd|dtjd|rftjdt|d||jj |}tjd|r t|nddnA|jj |}tjd|r t|ndd ttjd d }|r&|Dcgc]}|jd d|k\s|c}ng}tjd |dt||r|Dcgc]%}|jds|jd'}}tjdt|d|jj||} tjd| rt| jdgndd|j|| jdg|} | StjdgScc}wcc}w#t$r-} tjdt!| gcYd} ~ Sd} ~ wwxYw)aX Search for candidates for specific analysis without country filtering (type 1) Args: job_details: Job details dictionary jobseeker_ids: Optional list of specific jobseeker IDs to analyze Returns: List of matching candidates without country restrictions z+Search query built for specific analysis: 'rz9Country filtering disabled for specific analysis (type 1)rrrrrrrrrQrrr@rrrrrzANo candidates met minimum quality threshold for specific analysisz2Error searching candidates for specific analysis: Nrrs r(_search_candidates_for_specific_analysisz;JobMatchingService._search_candidates_for_specific_analysissw+ 33K@L KKEl^STU V KKS T 1#m2D1E]S`Rabc"&"9"9"G"G "V 2?33G`a2bbvwx#'"9"9"@"@"N 2?33G`a2bbjkl"'ryy1RTW'X!Y {J?'vaaeeO]^F_cuFu'vPR $ KK34F3G|TWXpTqSrs t(C[&ra_`_d_dep_qquu['9&r#&r :3?R;S:TUIJK"&!I!I,Xk!l 5_mc.:L:LXWY:Z6[st5uvWXY$(#?#?@XZhZlZlmuwyZz}H$I '' _` %(w 's  LLMcRSfXV WI rc  |j|}tjd|d|jd}|jdd}|rtjd|ntj d|rtjd|d |rK|j j ||| }tjd |d |d |r t|nddnA|j j|}tjd|r t|ndd|j|jdd|r|ngttjdd}|r&|Dcgc]}|jdd|k\s|c}ng}tjd|dt||r:|Dcgc]%}|jds|jd'} }tjdt| d|jj|| |} tjd| rt| jdgnddt| d|j|jdd | r| jdgng| r| jdstj d!|jdtj d"gStjd#dgi} |j|jdd gtj d$|jdgS|j|| } tjd%t| d&|d| Scc}wcc}w#t $r-} tj#d't%| gcYd(} ~ Sd(} ~ wwxYw))a Search for candidates using both OpenSearch and Vector search with country filtering Args: job_details: Job details dictionary Returns: List of matching candidates with combined scores zSearch query built: 'rrOrarbz0Country filtering enabled for screening type 2: z@No country_header_code found - search will include all countrieszJob title filtering enabled: 'z'' - will prioritize relevant candidates)raz OpenSearch with country filter (z) and job title ('z ') returned rrrr opensearch)r search_typeresultsrrrQrrr@rz pre-filtered candidates) country_coderrz results from vector_searchzHVector search returned no results - stopping candidate matching for job zLBOTH OpenSearch and Vector search must return results for candidate matchingzANo candidates passed OpenSearch filtering, skipping vector searchz?R>SSefoepp|Ve~ABQ~Rkl}mmuvw"&"9"9"@"@"N 2?33G`a2bbjkl  $ $&??<8(+: % "'ryy1RTW'X!Y {J?'vaaeeO]^F_cuFu'vPR $ KK34F3G|TWXpTqSrs t(C[&ra_`_d_dep_qquu['9&r#&r :3?R;S:TTlmn"&!I!I '!4"J"  5_mc.:L:LXWY:Z6[st5uvDEHI\E]D^^vwx((*|< /@NN..xz:JobMatchingService._detect_job_category..4sNGw-'N) developer programmersoftwarepythonjava javascriptreactangularznode.jsphprubyzc++zc#z.netiosandroidflutterkotlinswiftbackendfrontendz full stack fullstackz mobile appzweb developmentsoftware engineerdevopszcloud engineerawsazuregcp)zsoftware development programmingcodingrrzIT professionalz-Detected IT/Software Development job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..9sBgM)Br)zdata scientistz data analystmachine learningz ai engineerz deep learningnlp data engineerzbig data analyticstableauzpower bi tensorflowpytorchz scikit-learn)z data sciencez data analysisrrrz,Detected Data Science/Analytics job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..>sCgM)Cr) salesbusiness developmentzaccount managerz sales managerzsales executivezsales representativezsales consultantzbusiness analystcrmzlead generationzclient acquisition)rrzaccount managementzclient relationshipzsales professionalz0Detected Sales/Business Development job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..CsygM)yr) marketingdigital marketingseosemzcontent marketingz social mediaz brand managerzmarketing managerz google adsz facebook adszemail marketingzgrowth hacking)rrzbrand management advertisingzmarketing professionalz1Detected Marketing/Digital Marketing job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..HsPgM)Pr) hrzhuman resource recruiter recruitmenttalent acquisitionz hr managerz hr executivezemployee relationspayrollbenefits)zhuman resourcesrrzhr professionalzpeople managementz$Detected HR/Recruitment job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..MsWgM)Wr) accountantfinance accountingzfinancial analystauditor bookkeepingtaxcpazchartered accountantzfinancial planningbudget)rrzfinancial managementauditingzfinance professionalz(Detected Finance/Accounting job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..RsTgM)Tr) designergraphic designui/uxz ui designerz ux designerz web designercreative illustrator photoshopfigmasketchadobe)designrrzcreative professionalz visual designz%Detected Design/Creative job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..WsOgM)Or)customer servicecustomer supporttechnical supportz help deskz call centerz customer carezsupport engineerzsupport specialist)rrrzclient supportz.Detected Customer Service/Support job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..\szgM)zr) operations logistics supply chain warehouse inventoryzoperations managerzlogistics manager procurement)rrrzoperations managementz*Detected Operations/Logistics job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..asrgM)rr) doctornurse physician healthcaremedicalhospitalclinic pharmacist therapist paramedic)rrclinicalzhealthcare professionalz(Detected Healthcare/Medical job categoryc3&K|]}|v ywrrrs rrz:JobMatchingService._detect_job_category..fsfgM)fr) teacher instructor professoreducatortrainertutoracademic educationteaching)r,r-trainingr+r(z(Detected Education/Teaching job categoryz7No specific job category detected - will search broadly)ranyextendr1rCjoin)rrargjob_title_lowerjob_desc_lowercategory_keywordsrs @r_detect_job_categoryz'JobMatchingService._detect_job_category"s09)//+b-5)2*+1^DS-A,BC  N8MN N  $ $&L M KKG IB:ABB  $ $%x y KKF HC:BCC  $ $&J K KKJ Ly:xyy  $ $&E F KKK MP:OPP  $ $&F G KK> @W:VWW  $ $%z { KKB DT:STT  $ $%t u KK? AO:NOO  $ $%t u KKH Jz:yzz  $ $%i j KKD Fr:qrr  $ $%e f KKB Df:eff  $ $%b c KKB D KKQ Sxx)**rcg}|jdr|j|d|j|jdd|jdd}|r|j||jdr|j|d|jdr|ddd}|j|dj|S)z Build search query from job details with job category detection Args: job_details: Job details dictionary Returns: Combined search query string with category-specific keywords rarbrgriNr)rGappendr5r1)rrI query_partsjob_category_keywordsrgs rrz&JobMatchingService._build_search_queryos  ??; '   {;7 8!% 9 9 OOK , OOJ +!  !   4 5 ??< (   {<8 9 ??: &":.t4H   x (xx $$rrrci}|rtjdt|d|r)t|Dcgc]}|j ddc}nd}tjd||D]M}|j d}|j dd}|dkDr||z dznd} |s8||t | ddd| d ||<Otjd t|d ntjd |r|j d gng} | rtjdt| dt| Dcgc]}|j ddc}} tjd| t tjdd} i} | D]}|j dij d}|j dd}| dkDr|| z dznd}||vr||d}t ||zdz d}|| k\rI|||d||t |d|d | |<tjd|d|d|dt |dd tjd|d|d| dtjd|d|| k\s|dd|t |dt |dd | |<| }tjdt|d ntjd!i}t|j}|jd"d#$tjd%tjdd&d't|d(|Scc}wcc}w))a Combine pre-filtered OpenSearch and Vector search results, apply percentage threshold Args: keyword_results: Pre-filtered results from OpenSearch (already above absolute minimum) vector_results: Results from Qdrant vector search on filtered candidates Returns: List of filtered candidates with combined scores z Processing z( OpenSearch results for reference scoresrQrzMax OpenSearch score: r@drPzStored z. OpenSearch candidates for Vector DB filteringzNo OpenSearch results receivedrz= Vector DB results - THESE WILL BE FINAL SCREENING CANDIDATESscorezMax vector score: JOB_MATCHING_MIN_PERCENTAGEr?payloadrRu✓ Candidate z : combined z % (keyword z % + vector z%)u ✗ Rejected z% below z % thresholdzVector candidate z, not in OpenSearch - using vector score onlyu✓✓✓ FINAL: u> candidates from Vector DB will proceed to screening ✓✓✓z+No vector results - clearing all candidatesc |dS)NrUr)xs rz@JobMatchingService._combine_and_filter_results..s !,<*=rT)keyreversez#After double filtering (absolute + z50.0z%): z candidates) r1rCr:maxrGroundrrrrWrvaluessort)rrrrJrmax_keyword_scorerr@r>match_percentage vector_datamax_vector_score min_thresholdrvector_match_percentagerRcombinedcandidate_lists rrz.JobMatchingService._combine_and_filter_resultss   KK+c/&:%;;cd e]l$X1QUU?A%>$X Yrs  KK01B0CD E* "JJ{3  ?A6HY\]H]E,=$=#Dcd %.)..34Da.H()-.*: -Jy)  KK'#j/!22`a b KK8 9;In((26b  KK+c+&6%77tu v"{#K!AEE'1$5#KL  KK,-=,>? @!")),I4"PQM! %% "JJy"599+F  7A.N^abNb53C+Cs*Jhi' *)3I)>?S)T&$&8;R&RVW%WYZ[H =0)2-7 -B?-S2D,1167NPQ1R.6 7(3 nYK{8*T_`r_ss~@EF]_`@abbd%ef mI;k(S[\i[jju$vwNN%6ykAm#no.-?)2-.23,1167NPQ1R.34KQ.O 7(3=% P*J KK+C O+< *88FOO+, !NNZ {:P#QR!. < <=V W ` `#%56! &*-*F*FGe*f*k*k#%56+&" %))E)EFc)d)i)i#%56*%! +%2%8b*<):-/&(')&]]7B7%.]]?B%G"+-- b"A'mmHa8(}}Y: " DYKPQ! !  LL? {"SQRVHU V sBFDF G $GG r]candidate_scoresc |r|jdini}|r|jdgng}|r|jdgng}d}|rt|tr|ddD]}t|tr5|jdr$|jdr|d |dd |dd z }Ht|tsY|jd sk|jd s}|d |d d |d d z }d} |rat|trQ|ddD]I} t| ts| jds&| jds8| d | dd| dd z } K|r|jddnd} |r|jddnd} |r|jddnd} |r|jddnd}|r|jddnd}|r|jddnd}|r|jddnd}|jddxs|jdd}d}|r t|tr|D]}t|ts|jdd}t|tt fr||z }n>t|t r.|jddjr|t |z }|jd |jdd}|jd |jdd}|jd|jdd dd!}|d"|d |d#|d$z }g}|jd%d}|rt|tr:|j|Dcgc]}|st |j c}n]t|t rM|j|jd&Dcgc]#}|js|j%c}|rt|tr|D]}t|ts|jd dxs|jdd}|r|j||jddxs|jdd}t|trpg}|D]X}t|tr,|j|Dcgc]}|st |c}?|jt |Zd'j|}t|t s|s |jd(d'jd)d'jd&d'j}|D]^}|j}|s|djsd|vs.|jd*}t!|dkDsN|j|`tt#|}|rd+j|nd,} d-| d.|dk7r|ndd/|jd0dd'|jd1dd2|d3|d4|jd%dd5|jd6r|jd6ddd7ndd8| d9|r|nd:d;| r| nd<d=| d>}!|!Scc}wcc}wcc}w#t$$rp}"t&j)d?t |"t&j)d@|t&j)dA|t&j)dB||"d}"~"wwxYw)Ca Create prompt for AI analysis Args: job_details: Job requirements candidate_data: Candidate information candidate_scores: Matching scores Returns: Formatted prompt string rbrlrmrbNrolecompanyz- z at  designation company_namer=degree institutionz from razN/ArirprmrsrgrUrcurrent_desigationcurrent_designationjob_experience_duration.rfzNo descriptionr7u• z Responsibilities: z... key_skills,r()z.,;:!?z, z#No specific technical skills listedzN Analyze this candidate's CV against the job post below. Job Post: Position: z Description: z Candidate CV: Name: first_name last_namez Current Designation: z Total Experience: ~z years Key Skills: z Profile Summary: profile_summaryi,zM **CANDIDATE'S COMPLETE TECHNICAL SKILLS LIST (Extracted from entire CV):** z Work Experience: z%No detailed experience data availablez Education: zNo education data availableu\ **CRITICAL INSTRUCTION - READ CAREFULLY:** Step 1: Identify the PRIMARY TECHNICAL SKILL required for this role from the job title and description. - For "Python Developer" → Python is MANDATORY - For "Java Developer" → Java is MANDATORY - For "React Developer" → React is MANDATORY - For "Sales Manager" → Sales experience is MANDATORY - And so on... Step 2: Check if candidate HAS this primary technical skill in their CV. **IMPORTANT: Search for the EXACT WORD in the "CANDIDATE'S COMPLETE TECHNICAL SKILLS LIST" provided above.** **EXACT MATCHING RULES (MANDATORY):** 1. Search for the EXACT skill name (e.g., "Python") in the skills list 2. "Node.js" does NOT contain "Python" - they are completely different 3. "JavaScript" does NOT contain "Java" - they are completely different 4. "React.js" is NOT "React Native" - they are different 5. Job title "Node.js Developer" does NOT mean the person knows Python 6. Backend experience does NOT automatically mean Python knowledge 7. "SQL" or "PL/SQL" does NOT mean "Python" - completely different languages **HOW TO CHECK:** - Read the skills list: "u" - Search for the PRIMARY SKILL word (e.g., "Python") in this exact list - If "Python" appears as a separate word → FOUND - If "Python" does NOT appear → NOT FOUND (even if Node.js, JavaScript, Java, SQL appear) - DO NOT infer, DO NOT assume, DO NOT hallucinate Step 3: Calculate EXACT score using this formula: **If PRIMARY SKILL MISSING:** - Maximum score = 35% - Calculate based on: (Transferable skills × 20%) + (Education relevance × 15%) - Example: Good education + some relevant experience = 25-30% - Example: No relevant background at all = 0-15% **If PRIMARY SKILL PRESENT:** Base Score Calculation: A. PRIMARY SKILL presence = 40 points (mandatory) B. Experience with PRIMARY SKILL: - 0-1 years = +5 points (Total: 45%) - 1-2 years = +10 points (Total: 50%) - 2-3 years = +15 points (Total: 55%) - 3-5 years = +20 points (Total: 60%) - 5-7 years = +25 points (Total: 65%) - 7-10 years = +30 points (Total: 70%) - 10+ years = +35 points (Total: 75%) C. SECONDARY SKILLS match (calculate percentage): - Count how many required secondary skills candidate has - 0-25% match = +0 points - 25-50% match = +5 points - 50-75% match = +10 points - 75-100% match = +15 points D. EDUCATION relevance: - Relevant degree (CS, IT, Engineering) = +5 points - Other degree or no degree = +0 points E. PROJECT/WORK quality: - Strong relevant projects mentioned = +5 points - Basic/no relevant projects = +0 points **Final Score = A + B + C + D + E** (Maximum 100%) **CRITICAL:** Each candidate MUST get different scores based on their actual experience years and secondary skills match. DO NOT give everyone the same score! **COMMON MISTAKES TO AVOID:** WRONG: "Python - FOUND (Node.js Developer)" - Node.js is NOT Python WRONG: "Python - FOUND (Backend Developer)" - Backend ≠ Python WRONG: "Python - FOUND (JavaScript, Node.js)" - Neither is Python CORRECT: "Python - NOT FOUND (skills: Node.js, JavaScript, React.js - NO Python)" CORRECT: "Python - FOUND (appears as: Python, Django, Flask)" **SCORING RULES (MANDATORY - DO NOT VIOLATE):** 1. If PRIMARY TECHNICAL SKILL is NOT in "CANDIDATE'S COMPLETE TECHNICAL SKILLS LIST" → MAXIMUM score = 35% 2. DO NOT give credit for "transferable skills" or "similar technologies" when primary skill is missing 3. DO NOT assume candidate can learn the skill - score based on CURRENT skills only 4. Node.js experience does NOT qualify for Python roles (SQL ≠ Python, PL/SQL ≠ Python) 5. Backend experience does NOT qualify for Frontend roles (and vice versa) 6. Sales experience does NOT qualify for IT roles (and vice versa) 7. DO NOT hallucinate - if skill is not in the list, it is NOT FOUND Compare the CV against the Job Description: 1. **PRIMARY TECHNICAL SKILL** - Does candidate have the exact skill mentioned in job title/description? 2. Secondary technical skills and tools 3. Years of relevant experience 4. Industry/domain knowledge 5. Education and certifications **OUTPUT FORMAT - YOU MUST USE THIS EXACT STRUCTURE:** MATCH_SCORE: [Write only the number, e.g., 75% or 20%] MATCH_JUSTIFICATION: PRIMARY SKILL CHECK: [Skill Name] - [FOUND/NOT FOUND]. [Explain the score calculation in 2-3 sentences. For FOUND: Base score 40 + Experience points + Secondary skills match + Education + Projects = Final score. For NOT FOUND: Explain why max 35% and how you calculated the actual score based on transferable skills and education.] STRENGTHS: [Point 1 - Specific achievement or skill] [Point 2 - Specific achievement or skill] [Point 3 - Specific achievement or skill] [Point 4 - Specific achievement or skill] WEAKNESSES: [Point 1 - If primary skill missing, write: "Missing [Skill] - the primary technical requirement for this role"] [Point 2 - Specific gap or concern] [Point 3 - Specific gap or concern] [Point 4 - Specific gap or concern] TOP_KEYWORDS: [Keyword1, Keyword2, Keyword3, Keyword4, Keyword5] **EXAMPLE OUTPUT FOR 80% MATCH:** MATCH_SCORE: 80% MATCH_JUSTIFICATION: PRIMARY SKILL CHECK: Python - FOUND. Base score: 40 points for Python presence. Experience: 5 years of Python development = +25 points. Secondary skills: Django and Flask present (60% match) = +10 points. Education: B.Tech CS = +5 points. Strong projects mentioned = +0. Final Score: 80%. STRENGTHS: Strong Python development experience with 5+ years Expertise in Django and Flask frameworks Relevant Computer Science degree Good understanding of web development concepts WEAKNESSES: Limited experience with React.js mentioned in job requirements No AWS cloud experience mentioned Could benefit from more DevOps knowledge Missing Kubernetes expertise TOP_KEYWORDS: Python, Django, Flask, Web Development, Backend **EXAMPLE OUTPUT FOR 25% MATCH (Primary Skill Missing):** MATCH_SCORE: 25% MATCH_JUSTIFICATION: PRIMARY SKILL CHECK: PHP - NOT FOUND. The candidate has customer service and hospitality experience but lacks the primary technical requirement (PHP). Maximum possible score is 35%. Transferable skills (team leadership, customer service) = 20%. No relevant technical education = 0%. Final Score: 20%. STRENGTHS: Strong customer service background Excellent team leadership abilities Experience in upscale hospitality settings Good communication and interpersonal skills WEAKNESSES: Missing PHP - the primary technical requirement for this role No programming or technical development experience No relevant IT or Computer Science education Career background in hospitality, not software development TOP_KEYWORDS: Customer Service, Team Leadership, Hospitality, Bartending, Communication **CRITICAL REMINDERS:** - MATCH_SCORE must be on its own line with the header "MATCH_SCORE:" - MATCH_JUSTIFICATION must be on its own line with the header "MATCH_JUSTIFICATION:" - STRENGTHS, WEAKNESSES, TOP_KEYWORDS must have their section headers - If primary skill is MISSING, maximum score is 35% z Error creating analysis prompt: z Job details: zCandidate data: zCandidate scores: )rGrrrrrrr2replaceisdigitr0stripsplitr8r1isupperrstripr:setr0r1r+)#rrIr]rwrbrlrmexperience_textempeducation_textedurarirprmrsrgrUcandidate_current_designationtotal_experience_yearsdurationr{r}candidate_skills_listrs job_desc_text flat_listitemsubitemwordswordcandidate_skills_strr^r4s# rr[z*JobMatchingService._create_analysis_promptks+m GUN..C[]MQ_!3!34H"!Meg O] 2 23F Kce !O!j1CT&J-bq1`C!#t,SWWYEW'RF }DY@PPR+SS#C.377=3IcggVdNe'RM0B/C4NH[G\\^+__ ` N Z0A4%H,Ra0[C!#t,1Bsww}G]&Bs8}oVC DVCWWY*ZZ[ @K  U;PUIALu=RWJ=H{z59eHIT[__-=uEZ_NEP;??>5AV[L=H{z59eHK[-112BAF`aN-:,=,=>RTV,W-K[h[l[lnCEJ\K )&' "!j1CT&J-tC!#t,#&77+Da#H%he =2h>2'#68;K;KCQS;T;\;\;^2eHoE2#&''.#'')U:S"T&)ggmSWWVU=S&T #&77:sww?PRb7c#deifi#j'T+d7)Kabjakkr+sst"%' !'**<#++/;;x+@D'*4y1}(=(D(DT(JK3 KF%)-B)C$D !G\499-B#CcH   +"e+h 78r*+1]->->{B-O,PQ345*+,   |U 3 45GTGXGXYjGk-##$5u=dsCqvwx$)PQR"'DEF0//I0[vFnMI2[1h(6c`  LL;CF8D E LL= 6 7 LL+N+;< = LL-.>-?@ AG  sB3Y-6Y-Y-AY-Y--Y-?C>Y->DY-Y!Y<6Y-2Y#Y#1Y- BY-!Y( ) Y( 6AY-=Y-AY-Y-1Y-C Y-Y-- [&6A+[!![&r_fallback_percentagec d gg|dgd}|jd}|D]}|j}|jdr|jddj}|jdDcgc]}|js|jjdr4|jj drT|jj dj}}||d <|jd r|jd dj} | jdD cgc]} | js| jjdr4| jj drT| jj dj} } | |d <|jd s|jd rq|jd djd dj} ddl} | jd| }|s#tdtdt|d|d<J|jdr%|jddj|d<|jds|jddj}d|vr[|jdDcgc]@}|js|jj djB}}n|jdDcgc]}|js|jjdr4|jj drT|jj dj}}|r|ddng|d<|ds|jdD]}|j}|jds%|jddj}d|vrf|jdDcgc]@}|js|jj djB}}|r|ddng|d<n|d rB|d r=|dr8t|d dk(s't|d dk(s|djdk(rytjdtjdt|d dt|d d|djsdndtjd |y|Scc}wcc} wcc}wcc}wcc}w#t$r+}tjd!t!|Yd}~yd}~wwxYw)"a Parse AI analysis response into structured data Args: analysis_text: Raw AI response fallback_percentage: Fallback percentage if parsing fails Returns: Structured analysis dictionary rb) strengths weaknessesr>match_justification top_keywordsz z STRENGTHS:r|[]u-•[]rz WEAKNESSES:rz MATCH_SCORE:zMATCHING_PERCENTAGE:rNz \d+\.?\d*gY@gr>zMATCH_JUSTIFICATION:rz TOP_KEYWORDS:rrz+AI analysis incomplete - skipping candidatez!Parsed analysis state: strengths=z items, weaknesses=z items, match_justification=emptypresentzAnalysis content: zError parsing AI analysis: )rr startswithrendswithlstriprefindallminrFrr:r1rWr0r+r2)rr_rrMsectionssectionstrengths_textrstrengths_listweaknesses_textwweaknesses_listpercentage_textrnumbers keywords_textkkeywordsliner4s rr]z%JobMatchingService._parse_ai_analysiss>M  ':') " H%**62H#" P!--/%%l3%,__\2%F%L%L%NNR`RfRfgkRl&}QpqpwpwpyCDCJCJCLCWCWX[C\efelelenewewx{e|aggi&6&6x&@&F&F&H&}N&},:H[)'' 6&-oomR&H&N&N&POSbShShimSn'arsryryr{EFELELENEYEYZ]E^ghgngngpgygyz}g~qwwy'7'7'A'G'G'I'O'-?6=ooF\^`6a6g6g6iH23''8$+OOOR$H$N$N$PMm+P]PcPcdgPh#v1lmlslsluAGGI$4$4X$>$D$D$F#v#vQ^PcPcdhPi$z1mnmtmtmv@A@G@G@I@T@TUX@YbcbibibkbtbtuxbyAGGI$4$4X$>$D$D$F$z$z@Hx|RH^,E" PJN+)//5D::?Om&} '"$w$z({$  LL6s1vh? @ sA3U;5U" U"+U" /U":A U;U'U'<U'/U' A3U;A.U;07U;'U,=/U,,U;U1U18U1/U1A U;7U; U6 /U6CU; U;"U;; V/!V**V/rMcH ddlm}|}|d}|j|t|ddd}|r|j dd} t |dd} t | | z dkDrntjd|dd | d | d |jd |d id | |d|d|d|j dgtjdiytjd|dd|dy|j|d} g} | r-| j di} | j dg}| j dg}| j dg}| j dg}| j dg}| j dg}| j dg}| j dg}| j d g}| j d!g}| j d"g}g}| r1id#| j d$d%d&| j d'd%jd$| j d$d%d'| j d'd%d(| j d(d%xs| j d(d%d)| j d*d%xs| j d)d%d*| j d*d%d+| j d+d%d,| j d,d%d-| j d-d%d.| j d.d%d/| j d/d%d0| j d1d%xs| j d0d%d2| j d2d%d3| j d3d%d4| j d4d%d5| j d3d%d&| j d4d%jd6| j d6d%id7| j d7d%d8| j d8d%d9| j d9r!| j d9d%jd:ngd;| j d;gd<| j d| j d>d%d?| j d?d%d@| j d@d%dA| j dAd%dB| j dBd%dC| j dCd%dD| j dDd%dE| j dEd%dF| j dFd%dG| j dGd%dH| j dHd%idI| j dId%dJ| j dJd%dK| j dKd%dL| j dLd%dM| j dMd%dN| j dNd%dO| j dOd%dP| j dPd%dQ| j dQd%dR| j dRd%dS| j dSd%dT| j dTd%dU| j dUgdV| j dVd%dW| j dWd%dX| j dXd%dY| j dYd%| j dZd%| j d[d%| j d\d%| j d]d%| j d^d%| j d_d%| j d`d%| j dad%| j dbd%| j dcd%dd }|j|id|de|r|ngdf|r|ngdg|r|ngdh|r|ngdi|r|ngdj|r|ngdk|r|ngdl|r|ngdm|r|ngdn|r|ngdo|r|ngd(| j d(d%d*| j d*d%dp| j dpd%dq| j dqd%d_| j d_d%| j drd%| j dFd%| j dsd| j!Dcic] \}}|dtvr||c}}du}| j||t|dddv|d|dt |dd|d|j dg| ||r|j dwndxtjtjdy}|j#|}tjdz|dd|ycc}}w#t$$r+} tj'd{t)| Ydx} ~ y|dx} ~ wwxYw)}aE Store screening result in MongoDB screenings collection Check for duplicates before inserting Args: job_emp_id: Job employer ID candidate: Candidate information analysis: AI analysis result job_details: Complete job details dictionary r get_database screeningsr@r=r(r[rrr>z!Updating screening for candidate  - score changed from % to rA_id$setrrrrr>rrrr updated_atz'Screening already exists for candidate and job &, skipping (score within 2% threshold)Trbrlrmrnrorplanguage_details hobby_detailsreference_detailsportfolio_detailssocial_media_detailspublic_profilesr~rrbrrriphonerj birth_date gender_idmarital_statusnationality_id religion_idrrcurrent_companytotal_experience_yeartotal_experience_monthtotal_experience industry_idfunctional_area_idprofile_type_idrr key_skills_idr cv_headlinecurrent_salarycurrent_salary_periodcurrent_salary_currencyexpected_salaryexpected_salary_periodexpected_salary_currencycurrent_locationprefered_locationrv com_addressvisa_status_idvisa_residence_locationvisa_validity_monthvisa_validity_year license_optprofile_completionprofile_updated_datesystem_original_resumesystem_resume_fileoriginal_file_name resume_fileresume_added_date profile_picknown_language_idknown_languagescv_push cv_push_idcv_download_countapplied_job_countconnection_countprofile_upload resume_uploades_pushr) is_deleted created_atrr} rrrrrr)rrrr} experiencer,certificationscoursesprojects languageshobbies references portfolio social_mediajobseeker_public_profilesrsrOrk is_subscribed rbrlrmrnrorprrrrrrkrvradditional_infor rwNr(r[rrr)rrr>rrjobseeker_detailsrIrwr processed_atz7Successfully stored new screening result for candidate z Error storing screening result: Fservices.databaserrrrrGrGabsr1rC update_onerutcnowrXrrr8items insert_oner0r+r2!rrrLrMrIrrscreenings_collectionexisting_screeningexisting_percentagenew_percentager]rrbrlrmrnrorprrrrrrbasic_details_array basic_detailrvjobseeker_detailscreening_datarr4s! rrHz*JobMatchingService._store_screening_results N  6B$&|$4 !"7!?!?$ #Ik$: ;A"  "'9&<&<=RTU&V#!&x0E'F!J*^;)-*;*;PRT,UOO$P,]->->?RTV-WQO$R%m&7&7 b&ISO$T&}'8'8'KUO$Z)-*;*;->?RTV-WuO$v&}'8'8'KwO$|,]->->?RTV-W}O$~*=+<+<=NPR+SO$D"=#4#4Y#CEO$F%m&7&7 b&IGO$H,]->->?RTV-WIO$J.;->->?RTV-W,9,=,=>PRT,U*7*;*;+=+=>SUW+X% $&n002>' $( .11)R@"0"4"4\2"F%3%7%7%K*8)=)=)?(!%A%PP1(3 $ B"(()9:% #Ik$: ;%k2&|4',X6K-La'P'/0E'F ( ^R @%6*?Jkool;PT&oo/ ( 1N$+55nEF KKQR[\gRhQiirs}r~ AA(D  LL;CF8D E 8Cc-c-7\c-c'%Cc-'c-- d!6!dd!r[c  t|}tjdj|dd}|stj d|dy|j ddk(rtjd|dy |jj|}|rtjd |y tjd |y#t$r.}tjd |d t|Yd}~yd}~wwxYw)z Ensure jobseeker is indexed in OpenSearch, index if needed Args: jobseeker_id: Jobseeker ID to check/index Returns: bool: True if indexed successfully, False otherwise rcr )r}r)rdreFrkz already indexedTzSuccessfully indexed jobseeker zFailed to index jobseeker zError ensuring jobseeker z is indexed: N) rrrrsrr1rWrGrCr add_resumer+r0r2)rr[rurvr&r4s rrVz,JobMatchingService._ensure_jobseeker_indexeds "<0 %44\BKK'15IL>9OPQ}}Y'1, j6FGH--88FG =l^LM 9,HI  LL4\N-PSTUPVxX Y s*A C -C >5C 4C D$C??DcH ddlm}|}|d}|j|t|ddd}|r|j dd} t |dd} t | | z dkDrntjd |dd | d | d |jd |d id| |d|d|d|j dgtjdiytjd|dd|dy|j|d} g} | r-| j di} | j dg}| j dg}| j dg}| j dg}| j dg}| j dg}| j dg}| j d g}| j d!g}| j d"g}| j d#g}g}| r1id$| j d%d&d'| j d(d&jd%| j d%d&d(| j d(d&d)| j d)d&xs| j d)d&d*| j d+d&xs| j d*d&d+| j d+d&d,| j d,d&d-| j d-d&d.| j d.d&d/| j d/d&d0| j d0d&d1| j d2d&xs| j d1d&d3| j d3d&d4| j d4d&d5| j d5d&d6| j d4d&d'| j d5d&jd7| j d7d&id8| j d8d&d9| j d9d&d:| j d:r!| j d:d&jd;ngd<| j d| j d>d&d?| j d?d&d@| j d@d&dA| j dAd&dB| j dBd&dC| j dCd&dD| j dDd&dE| j dEd&dF| j dFd&dG| j dGd&dH| j dHd&dI| j dId&idJ| j dJd&dK| j dKd&dL| j dLd&dM| j dMd&dN| j dNd&dO| j dOd&dP| j dPd&dQ| j dQd&dR| j dRd&dS| j dSd&dT| j dTd&dU| j dUd&dV| j dVgdW| j dWd&dX| j dXd&dY| j dYd&dZ| j dZd&| j d[d&| j d\d&| j d]d&| j d^d&| j d_d&| j d`d&| j dad&| j dbd&| j dcd&| j ddd&de }|j|id|df|r|ngdg|r|ngdh|r|ngdi|r|ngdj|r|ngdk|r|ngdl|r|ngdm|r|ngdn|r|ngdo|r|ngdp|r|ngd)| j d)d&d+| j d+d&dq| j dqd&dr| j drd&d`| j d`d&| j dsd&| j dGd&| j dtd| j!Dcic] \}}|duvr||c}}dv}| j||t|ddd|d|dt |dd|d|j dg| ||r|j dwndxtjtjdy}|j#|}tjdz|dd|ycc}}w#t$$r+} tj'd{t)| Ydx} ~ y|dx} ~ wwxYw)}a Store screening result for specific candidate analysis with type=1 Check for duplicates before inserting Args: job_emp_id: Job employer ID candidate: Candidate information analysis: AI analysis result rrrr@r rr>r=z(Updating type 1 screening for candidate rrrArrrrrrrz.Type 1 screening already exists for candidate rrTrbrlrmrnrorprrrrrrr~rrbrrrirrjrrrrrrrrrrrrrrrrrrrrrrrrrrrrvrrrrrrrrrrrrrrrrrrrrrrrrr)rrrr}rrr,rrr r r r r rrrsrOrkrrrrwNrz)-*;*;PRT,UOO$P,]->->?RTV-WQO$R%m&7&7 b&ISO$T&}'8'8'KUO$Z)-*;*;->?RTV-WuO$v&}'8'8'KwO$|,]->->?RTV-W}O$~*=+<+<=NPR+SO$D"=#4#4Y#CEO$F%m&7&7 b&IGO$H,]->->?RTV-WIO$J.;->->?RTV-W,9,=,=>PRT,U*7*;*;+=+=>SUW+X% $&n002>' $( .11)R@"0"4"4\2"F%3%7%7%K*8)=)=)?(!%A%PP1(3 $ B"(()9:% #Ik$: ;%k2&|4',X6K-La'P'/0E'F ( ^R @%6*?Jkool;PT&oo/ ( 1N$+55nEF KKVW`alWmVnnwyCxDE FA(D  LLDSVHM N r(rrc P ddlm}|}|d}|||t|tjd}|j |t jd|d|dt|dy #t$r+}t jd t|Yd }~y d }~wwxYw) z Log search results to ai_search_logs collection Args: job_emp_id: Job employer ID search_type: Type of search ("opensearch" or "vector_search") results: Array of search results rrai_search_logs)rrrr total_resultsrzLogged z results for job rBrzError logging search results: N) rrr:rrrr1rCr0r+r2) rrrrrrai_search_logs_collectionlog_datar4s rrz&JobMatchingService._log_search_resultss  6B(*+;(< %)#"!$W&oo/ H & 0 0 : KK'+.? |2cRYl^[cd e  LL9#a&B C  sA.A11 B%:!B  B% parsed_data analysis_typecL |j|}|sdd|dSt|dddddd}|j|}|s+tj d|d|j ||}tj d||j|||}|rB|j|||||| } | r$tj d |d |d |d ||dSdddSdddS#t$r9} tjdt| dt| dcYd} ~ Sd} ~ wwxYw)a Analyze a single candidate for upload with AI analysis and store with specified type Args: job_emp_id: The employer job ID jobseeker_id: The jobseeker ID from jobseekers_bulk_upload_cv.id parsed_data: Parsed resume data analysis_type: Type of analysis (3 for upload analysis) Returns: Dict: Analysis result with success status FzFailed to get job details for )r&r+rrPz6Could not fetch complete candidate data for jobseeker z, using parsed data onlyz2Using direct analysis method for upload candidate )rr[rMr2r]rIz2Successfully analyzed and stored upload candidate z for job with type T)r&r[rMzFailed to store analysis resultzFailed to generate AI analysisz-Error analyzing single candidate for upload: N) rDr2(_get_complete_bulk_upload_candidate_datar1rW_format_parsed_data_for_storagerC#_generate_candidate_analysis_direct_store_upload_screening_resultr0r+) rrr[r1r2rIrLcomplete_candidate_dataanalysis_resultstorage_successr4s r#analyze_single_candidate_for_uploadz6JobMatchingService.analyze_single_candidate_for_uploadsB // ;K$=j\J!.!"&' !%&"# I'+&S&ST`&a #*!WXdWee}~*.*N*N{\h*i' KKL\N[ \"FF{TkmvwO"&"E"E)!-,"/#: + #F##KK"TUaTbbklvkwxCDQCR!ST#'(4$3$)!B %=   LLHQQ R Q  s/C!B9C!C!C!! D#*.DD#D#c ddlm}|}|d} | j|||d} | r tj d|d|d|dy g} |r|d k(r|j d i} |j d g} |j d g}|j dg}|j dg}|j dg}|j dg}|j dg}|j dg}|j dg}|j dg}d}d} ddlm}|}|djd|i}|rC|j dd}|j dd}tj d|d|d|ntj d||s&|j ddxs| j dd}|s&|j ddxs| j d"d}g}| s|rL| r| j d#dnd}| r| j d$dnd}|s0|s-|r*|j d%i}|j d&d}|r|jd's|jd(djd)djd*djd+d,jd-d,j} | j}!t|!d.k\r|!d}d,j|!d/d!}|j d i}"|s#|"j d#r|"j d#d}|s#|"j d$r|"j d$d}|}#|}$|#s&|r$|j d i}"|"j dd}#|$s&|r$|j d i}"|"j d"d}$id0|d,|jd#|d$|d|#d"|$d|$d1| j d1dd2| j d2dd3| j d3dd4| j d4dd5| j d5dd6| j d7dxs| j d6dd8| j d8dd9| j d9dd:| j d:dd;| j d9dd,| j d:djd<| j d| j d>dd?| j d?r!| j d?djd@ngdA| j dAgdB| j dBddC| j dCddD| j dDddE| j dEddF| j dFddG| j dGddH| j dHddI| j dIddJ| j dJddK| j dKddL| j dLddM| j dMddN| j dNdidO| j dOddP| j dPddQ| j dQddR| j dRddS| j dSddT| j dTddU| j dUddV| j dVddW| j dWddX| j dXddY| j dYddZ| j dZdd[| j d[gd\| j d\dd]| j d]dd^| j d^dd_| j d_d| j d`d| j dad| j dbd| j dcd| j ddd| j ded| j dfd| j dgd| j dhd| j dddi }%|j!|%id |dj| r| ngdk|r|ngdl|r|ngdm|r|ngdn|r|ngdo|r|ngdp|r|ngdq|r|ngdr|r|ngds|r|ngdtgd#d$du|j duddv|j dvdde|j ded|j dwd|j dxd|j dLd|j#D&'cic] \}&}'|&dyvr|&|'c}'}&dz}(| j!|(|||d/|d{|d|t%|d}d.|d~|j dg||r|j dnd!t'j(t'j(d })|d k(r|r| |)d<n |d k(rg|)d<| j+|)}*tj d|d|d|y #t$r/}tjd|d t|Yd!}~d!}~wwxYwcc}'}&w#t$r+}tjdt|Yd!}~yd!}~wwxYw)a Store screening result for upload analysis with jobseeker_details for type 3 Check for duplicates before inserting Args: job_emp_id: Job employer ID jobseeker_id: Jobseeker ID from bulk upload collection analysis: AI analysis result analysis_type: Type of analysis (3 for upload) candidate_data: Candidate data to store in jobseeker_details array rrrrz.Upload screening already exists for candidate rr4z, skipping insertTryrbrlrmrnrorprrrrrrbjobseekers_bulk_upload_cvr}rirjz%Found bulk upload data for jobseeker z: email=z , mobile=z(No bulk upload data found for jobseeker z-Error getting bulk upload data for jobseeker rBNrrrr cv_filenamezuploads/.pdfz.docz.docx_r-r=r r~rrrrrrrrrrrrrrrrrrrrrrrrrrrrvrrrrrrrrrrrrrrrrrrrrrrrrr)rrrrrr,rrr r r r r rrrsrOrrkr)rrkrvrrrr>rrrw) r(r[rrr)rrr>rrrIrwrrrz:Successfully stored upload screening result for candidate z'Error storing upload screening result: F)rrrr1rCrGrWr0r+r2rrrrr:r1r8rrGrrr)+rrr[rMr2r]rIrrrr rrbrlrmrnrorprrrrrrimobilebulk_upload_datar4r#rrrr?name_from_file name_parts parsed_basic final_email final_mobiler$rr%r&r'rs+ rr8z1JobMatchingService._store_upload_screening_resultNsu  6B$&|$4 !"7!?!?$ ,%A"  " L\NZcdncooz|I{JJ[\]!# -1"4 . 2 2?B G %3%7%78Lb%Q"$2$6$67JB$O!(6(:(:;RTV(W%!/!3!34Db!I"0"4"45F"K#1#5#56H"#M . 2 2?B G $2$6$67JB$O!$2$6$67JB$O!'5'9'9:PRT'U$ k>%B')*E'F'O'OQUWcPd'e$' 0 4 4Wb A!1!5!5or!J &KL>Yabgahhqrxqy$z{)QR^Q_'`a *..w;]}?P?PQXZ\?]E+//Df HYHYZaceHfF')# NHU!2!2<!D[]JFS 1 1+r BY[I&iN*8*<*<=NPR*S&5&9&9-&L '{/E/Ej/Q-8-@-@-L-T-TU[]_-`-h-hiprt-u-}-}BDG.H.P.PQTVY.Z.`.`.bN)7)=)=)?J":!3-7] ,/HHZ^,D (6'9'9/2'N )l.>.>|.L)5)9)9,)KJ(\-=-=k-J(4(8(8b(II#(K#)L&>'5'9'9/2'N &2&6&6w&C 'N'5'9'9/2'N '3'7'7'D O$:,a { ; A A CO$%jO$$Y O$   O$   O$(O$%m&7&7 b&IO$$]%6%6{B%GO$)-*;*;)-*;*;PRT,UOO$P,]->->?RTV-WQO$R%m&7&7 b&ISO$T&}'8'8'KUO$Z)-*;*;->?RTV-WuO$v&}'8'8'KwO$|,]->->?RTV-W}O$~*=+<+<=NPR+SO$D"=#4#4Y#CEO$F%m&7&7 b&IGO$H,]->->?RTV-WIO$J.;->->?RTV-W,9,=,=>PRT,U*7*;*;+=+=>SUW+X% $&n002>' $(&4%7%7%K-11)R@"0"4"4\2"F*8)=)=)?(!%A%PP1(3 $ B"(()9:% ,%%k2&|4',X6K-La'P'/0E'F ( ^R @*?Jkool;PT&oo/ ( 1N"!n6G23!#6823+55nEF KKTUaTbbklvkwxCDQCRS TG!kLL#PQ]P^^`adefag`h!ijjkz(P  LLB3q6(K L sXAh4 Ch4!Bg3!]5h4h.'C h43 h+<$h& h4&h++ h44 i(=!i##i(c  tjd|r|jddndtjdt|tjdt|tjd||j |||}tjd|jddd }|j j ||d |r|jd nd d }|j|d}|S#t$rD}|r|jddnd} tjd| dt|Yd }~y d }~wwxYw)aa Generate AI analysis for a candidate using direct data (for upload scenarios) Args: job_details: Job details dictionary candidate_data: Direct candidate data candidate: Candidate information with scores Returns: Analysis dictionary or None if failed z#Starting AI analysis for candidate r@unknownzNone candidatezJob details available: zCandidate data available: zCandidate object: z(Generated analysis prompt for candidate rSrTrwNrUrVr?z/Error generating direct candidate analysis for rB) r1rCrGboolr[rr\r]r0r+r2) rrIr]rLr^rXr_r`r4 candidate_ids rr7z6JobMatchingService._generate_candidate_analysis_directQs_&  KK=gpimmKYb>cwG>HI J KK1${2C1DE F KK4T.5I4JK L KK,YK8 911+~yYF KKB9==Q\^gChBij kSM OO77+r}rirbrjr?cvfile_store_pathlast_login_date&jobseeker_basic_details_bulk_upload_cvr[rb+jobseeker_employment_details_bulk_upload_cvrl*jobseeker_education_details_bulk_upload_cvrm'jobseeker_course_details_bulk_upload_cvro(jobseeker_project_details_bulk_upload_cvrp.jobseeker_certification_details_bulk_upload_cvrnz;Successfully fetched complete candidate data for jobseeker z5Error fetching complete candidate data for jobseeker rBN) rrrrGrrtr1rCr0r+r2) rr[rrr] main_cv_datarbrlrmrorprnr4s rr5z;JobMatchingService._get_complete_bulk_upload_candidate_datasR:  6B"$&(%')+"$#%$&!#%'%'(* N9:CCT2B2B?TV2W/0<0@0@PR0S}-6B6F6FGZ\^6_234@4D4DEVXZ4[01GHQQSacoRpqM2?/"&b)V&W&\&\^lnz]{&|!} 3EN/ 0!%R(T%U%Z%Z\jlx[y%z { 2CN. /""%N"O"T"TVdfrUs"tuN/=N+ ,#2&P#Q#V#VXfhtWu#vwO0?N, -%),\)])b)bdruAdB*C%D !6KN2 3 KKUVbUcd e! !  LLPQ]P^^`adefag`hi j sFF G$F;;Gc id||jdr#|jddjdnd|jdr^t|jddjdkDr2dj|jddjddnd|jdd|jdd|jd d|jd r!d j|jd gnd|jd r|jd dnd|jd |jd|jdgdd|jdd|jdddd|jddd|jd ddgdgdgdgdgd|jdd|jd dd|jdddd|d|jddddgd gd!gd"gd#gd$gd|jddd|jd d}|jd%rt |d%t r|d%D]}t |t s||jd&dxs|jd'd|jd(d|jd)|jd*|jd+dxs|jd,d|jd-gd.}|dj||jd/rt |d/t r|d/D]}t |t s||jd0d|jd1d|jd2d|jd)|jd*|jd3|jd4d5}|dj||jd6rt |d6t r|d6D]}t |t s||jddxs|jd7d|jd8dxs|jd9d|jd:|jd;|jd<|jd=d>} |dj| |jd?rt |d?t r|d?D]} t | t s|| jd7dxs| jdd| jd9dxs| jd(d| jd,d| jd=d| jd)| jd*| jd@gdA} |dj| tjdB||S#t$r^} tjdC|dDt| igggggggggg|jdd|jd ddE cYd} ~ Sd} ~ wwxYw)Fa  Format parsed data to match the expected storage structure Args: parsed_data: The parsed resume data jobseeker_id: The jobseeker ID Returns: Formatted candidate data dictionary rbr~rbrr rNrirrjrr date_of_birth nationalityr rr)r[rr full_namerirrrrYrZr r)rrrrjrlrmrnrorprzParsed Resume - Unknownr@zuploads/parsed/z /resume.pdf)rirjr?rOrPrrrrrrrzrdr{ start_dateend_daterfrhresponsibilities)r[r}r~r]r^rfr_r,rrfield_of_studycompletion_yeargrade)r[rinstitute_namer`r]r^rarbrrcissuer organization issue_date expiry_date credential_idurl)r[certificate_namercrfrgrhrir  technologies)r[ project_titleorganization_nameproject_description project_urlr]r^rkz1Successfully formatted parsed data for jobseeker z+Error formatting parsed data for jobseeker rB) rbrlrmrnrorprrrrrrirj) rGrr:r1rrrr8r1rCr0r+r2) rr1r[formatted_candidate_dataexp formatted_expr formatted_educertformatted_certprojformatted_projr4s rr6z2JobMatchingService._format_parsed_data_for_storages~ )($0LWOO\bLc+//&""="C"C"Ea"HikVaVeVeflVmruwBwFwFGMOQwRwXwXwZs[^_s_+//&"*E*K*K*Mab*Q!Reg!,!<(__Wb9(__Wb9MX__]eMf#((;??8R+H"IlnQ\Q`Q`arQs{7H"'My{%0___%E#.??=#A!,b!A"#"-//,"C"-//,"C")($"5%)(& "!=')((%b))(*$R+)(,(-)(.!"/)(0"21)(2"(__Wb9%0__Wb%A%5koofi6X5YY]#^+:<. )T'2|R'H $3)(B"2C)(D#BE)(F G)(H$RI)(J$RK)(L'M)(N"5O)(P "!=Q)( $X|,K +Y#''*VXBY,/GGIr,B*-'',*?(+ (;/2ww7H"/M/kQTQXQXYfhjQk038JB0O) 11EFMMm\ ]{+ ;{;SUY0Z&{3 \C!#t,,8&)ggh&;.1ggmR.H.1gg6F.K*-'',*?(+ (;/2ww7H/I%(WWW%5 ) 11DELL][ \/0Z L\@]_c5d'(89 aD!$-,8040D0]QXZ\H].2hhx.D.dQ_acHd*.((<*@+/88M+B-1XXo-F#'88E?*11HIPPQ_` az*z+j:QSW/X' 3 [D!$-,8-1XXgr-B-ZdhhvWYFZ15."1M1hQUQYQYZcegQh3788M23N+/88E2+>*.((<*@(,(<,0HH^R,H *11BCJJ>Z [ KKKL>Z [+ +  LLF|nTVWZ[\W]V^_ `!#&(%')+"$#%$&!#%'%'(*$"5!,"!=  s;JW'C"W'+C W'5C W'CW'' Y0AY Y Yr)ry)NN)%__name__ __module__ __qualname____doc__rr2rrr5rrrr;r.r9rrDrrrEr5rrrFrXr[rr]rHrLrVrYrr<r8r7r5r6rrrrrsU& S T#s(^ D"C"PTUXPY"^bcfhkck^l"H.`3.``Fo3FoW[\_W`FoPk3k8DcN3KkZ6T#s(^6dhildm6y}CDGILDLMzN6p6DcN6cghkcl6x|~BCFHKCK~LyM6pdd38ndd3PS8nAUdLK+cK+SK+SK+Z!%tCH~!%#!%Ff4:fW[f`deijmorjres`tfP+S#X+SWX[]`X`Sa+fnostwy|t|o}f~+ZBBc3h8PBHy4S>ySWX[]`X`Sayuyz}@C{CvDyILyv XX%XTXY\^aYaTbXtY#Y$sCx.Y\`adfiai\jYy}BDGGzHYv%c%d%NX3X4PSUXPX>XeijmorjresXCGHKMPHPCQXtcdSWX[]`X`SaNbBOcOQTOcghkmphpcqOCFOOSTWY\T\O]ObAACA[_`ceh`h[iAz}APTUXZ]U]P^Atxy|~AyAtBAF2tCH~2_cdgildl_m2z~@CEH@H{I2NVW[\_ad\dWeNf2hDSDTRUWZRZ^DLI4S>IY\IaefiknfnaoIrr)asyncior,typingrrrrloggingrrpymongodotenvrbson.codec_optionsr r rr rr embeddingsrrrr basicConfigINFO getLoggerrxr1rrrrrsm,, ?*1 (! ',,'   8 $|$|$r