i UdZddlZddlZddlZddlZddlZddlmZmZm Z ddl Z ddl m Z ddlmZddlmZddlmZmZ ddlmZdd lmZmZmZmZd Zd d dddddZeeefe d<dhZ!dedeefdZ"dedeefdZ#deedefdZ$d&deede%defdZ&d'dede ede efd Z'd(d!ed"e%deefd#Z(d)d$Z)e*d%k(re)yy#e$rd ZYwxYw)*u?GA4 검색어 TF-IDF + K-Means 자동 클러스터링. 사용: python3 keyword_cluster.py --input queries.csv --clusters 5 --output report.json python3 keyword_cluster.py --keywords "보험료 계산,보험 종류" --clusters 3 python3 keyword_cluster.py --ga4 --property-id 123456 --date-range 30d --clusters 5 N)DictListOptional)KMeans)TfidfVectorizer)silhouette_score)INSURANCE_CLUSTER_PRESETSis_ga4_configured)BetaAnalyticsDataClient) DateRange DimensionMetricRunReportRequestTFu#InsuWiki 보험료 완전 가이드uInsuWiki 보험 가이드u'InsuWiki 보험 가입 절차 가이드u*InsuWiki 보험사 비교 추천 가이드u+InsuWiki 연금·투자형 보험 가이드u InsuWiki 보험 종합 가이드)COSTLEARNINGPROCESSTRUST INVESTMENTUNKNOWN_PILLARu보험textreturncv|r|jsgS|jDcgc]}|s| c}Scc}w)u.공백 기반 토크나이저 (konlpy 폴백).)stripsplit)rts T/home/jay/workspace/.worktrees/task-2116-dev1/tools/geo-analytics/keyword_cluster.pytokenize_koreanr/s. tzz| zz| )!qA )) )s66 file_pathc tjj|std|t |dd5}|j j ddd sgShd}t fd|D}g}t |dd5}|rtj|}|jxsgDcic]}|j|c} t fdd Dd}|r|Dcgc]C}|j|dj s$|j|dj E}}nJtj|Dcgc],}|s|d j s|d j .}}dddt} g} |D])} | | vs| j!| | j#| +| S#1swYoxYwcc}wcc}wcc}w#1swYaxYw) uXCSV에서 검색어를 읽어 중복 제거 후 반환. 미존재 시 FileNotFoundError.u#파일을 찾을 수 없습니다: utf-8)newlineencodingN>querykeyword searchterm 검색어c3dK|]'}|jdjv)yw)rN) splitlineslower).0hcontents r z)load_keywords_from_csv..As-QaQ',,.q17799Qs-0c32K|]}|vs|ywN)r,r-fls rr/z)load_keywords_from_csv..Hsb!Z[_aZa1bs  )r%r'r&r(r)ospathexistsFileNotFoundErroropenreadranycsv DictReader fieldnamesr+nextgetreadersetaddappend)rf known_headers has_headerkeywordsr@kcolrowseenuniquekwr.r3s @@rload_keywords_from_csvrN6s 77>>) $"Ei[ QRR ig 6#!&&(.."#  CMQ=QQJH ig 6[! ^^A&F)/):):)@bB1!'')Q,BBb'VbdhiC@Fc#''RUWYJZJ`J`JbCGGC,224cc25**Q-Z333q6<<>A ZHZ[DF T> HHRL MM"  M3##CdZ[[sSG *G&;GG&1%G"G9G&G!G!/G!G& GG&&G/rGc &|sy|Dchc]}t|D] }|tvs |c}}tjDcic]\}}|t fd|Dc}}t fd}|dkDr|SdScc}}wcc}}w)uZ프리셋 키워드 토큰 매칭으로 클러스터 라벨 할당. 미매칭 시 UNKNOWN.rc3^K|]$}t|D]}|tvs |vsd&yw)N)r _STOPWORDS)r,pkwr input_wordss rr/z'assign_cluster_label..^s3uOC4HuqAU_L_deitdt1u1us -- -c|Sr1r2)lscoress rz&assign_cluster_label..as VAY)keyr)rrRr itemssummax)rGrMrlabel preset_kwsbestrTrWs @@rassign_cluster_labelraWs '\1D\AQ[H[1\1\K";!@!@!B E: su uuuF v. /D$.s@ .1#BVBVWXBYB_B_gxBxC  # ) ) s AA) r RuntimeError_GA4_AVAILABLEr rr rr run_reportlistdictfromkeysrows)rrclientreqresps rfetch_ga4_keywordsrs  mnn _`` $ &F {m,<01Z()TF'*:WMN  C   S !D   59YY   rYctjd}|jd}|jdd|jdd |jd d |jd td|jdd|jdd|jdd|j }|j rt|j }n|jrH|jjdDcgc]#}|js|j%}}n|jxs tjjdd}|s0tdt j"t!j$dt'|t |j(j+d}|s0tdt j"t!j$dt-||j.}t1||j2|j2rtd|j2ytt5j6|d d!"ycc}w)#Nu.GA4 검색어 TF-IDF + K-Means 클러스터링) descriptionT)requiredz--inputFILE)metavarz --keywordsKWz--ga4 store_true)actionz --clusters)typedefaultz--outputz --property-idIDz --date-range30d)r,GA4_PROPERTY_IDr!u@오류: --property-id 또는 GA4_PROPERTY_ID 환경변수 필요)filerQdu)오류: 입력 키워드가 없습니다.)rbu보고서 저장: Frr)argparseArgumentParseradd_mutually_exclusive_group add_argumentr} parse_argsinputrNrGrrrr4environr?printsysstderrexitr date_rangerstriprrsroutputrdumps)psrcargskwsrHpidresults rmainrs,\]A ( ($ ( 7CY/\40W\2NN5N1 <<>D zz$TZZ0 "&--"5"5c":HQaggiqwwyHHG"**..1BB"G T[^[e[e f HHQK c$//*@*@*E&FG  9 K  cdmm ?#Is I-$I-__main__)rr1))rN)+__doc__rr;rr4rtypingrrrnumpyrsklearn.clusterrsklearn.feature_extraction.textrsklearn.metricsrconfigr r google.analytics.data_v1betar "google.analytics.data_v1beta.typesr r rrr ImportErrorrstr__annotations__rRrrNrar}rrrr__name__r2rYrrsX ''";,? DN 2+8 9?1 c3hZ *#*$s)*cd3iB 349 3 3.^tCy.^c.^$.^bHSMXVZ^CsDI, @F zFoNsC CC