app/services/__pycache__/llm_parser.cpython-312.pyc

Ë
²'åhƒ•ãóÔ—ddlZddlZddlZddlmZddlZddlmZddl	m
Z
mZmZm
Z
mZmZmZddlmZddlmZddlmZmZddlmZGd	„d
e«ZGd„de«ZGd
„d«Zy)éN)ÚOptional)Úget_db_session)Ú
CompanyMemberÚCompanyTableÚ	FundTableÚInvestmentStageTableÚInvestorMemberÚ
InvestorTableÚSectorTable)Ú
ChatOpenAI)Ú	BaseModel)ÚCompanyDataÚInvestorData)ÚSessioncó<—eZdZUdZdZeed<dZeed<dZ	eed<y)	ÚCurrencyConversionz,Schema for LLM currency conversion responsesrÚ
amount_usdÚhighÚ
confidenceÚÚnotesN)
Ú__name__Ú
__module__Ú__qualname__Ú__doc__rÚintÚ__annotations__rÚstrr©óúN/home/oluwasanmi/Documents/Work/MKD/anton_wireframe/app/services/llm_parser.pyrrs"…Ù6à€J�ÓØ€J�ÓØ€Eˆ3„Or rcóJ—eZdZUdZdZeed<dZeed<dZe	ed<dZ
e	ed<y	)
ÚCheckSizeRangezFSchema for LLM check size range parsing from estimated investment sizerÚlower_bound_usdÚupper_bound_usdrrrrN)rrrrr$rrr%rrrrr r!r#r#s,…ÙPà€O�SÓØ€O�SÓØ€J�ÓØ€Eˆ3„Or r#có¼—eZdZd„Zdedeefd„Zdedeeeeeffd„Z	dedee
fd„Zd	ed
ededee
fd„Z	d$d	ed
edededee
f
d„Z
dede
deefd„Zdede
deefd„Zdededefd„Zdededefd„Zdededefd„Z	d%dedededefd„Z	d&dej:dededeeezfd„Zd&d ej>d!efd"„Z d&d ej>d!efd#„Z!y
)'ÚInvestorProcessorcór—ttjd«ddd¬«|_|jj	t
«|_|jj	t«|_|jj	t«|_
|jj	t«|_y)NÚOPENROUTER_API_KEYzhttps://openrouter.ai/api/v1zopenai/gpt-4o-minir)Úapi_keyÚbase_urlÚmodelÚtemperature)
rÚosÚgetenvÚllmÚwith_structured_outputrÚcurrency_converter_llmr#Úcheck_size_parser_llmrÚinvestor_structured_llmrÚcompany_structured_llm)Úselfs r!Ú__init__zInvestorProcessor.__init__)s‰€ÜÜ—I‘IÐ2Ó3Ø3Ø&Øô	
ˆŒð'+§h¡h×&EÑ&EÜó'
ˆÔ#ð&*§X¡X×%DÑ%DÄ^Ó%TˆÔ"ð(,§x¡x×'FÑ'FÄ|Ó'TˆÔ$Ø&*§h¡h×&EÑ&EÄkÓ&RˆÕ#r Ú
amount_strÚreturncƒóK—|r
|dk(s|dk(ry	d|›d�}|jj|«ƒd{–—†}|jdkDr|jSdS7Œ!#t$r}t	d|›d|›�«Yd}~yd}~wwxYww)	zØ
        Use LLM to convert currency amounts to USD integers.
        Handles formats like:
        - "EUR 850,000,000"
        - "$5M"
        - "GBP 10-20 million"
        - "Approximately EUR 100 million"
        ú
Not AvailableÚ0NzáConvert this amount to USD as an integer (whole number, no decimals).
If it's a range, use the midpoint. If already in USD, just extract the number.
Remove all commas and convert millions/billions to actual numbers.

Amount: a


Examples:
- "EUR 850,000,000" -> 935000000 (assuming EUR to USD rate ~1.10)
- "$5M" -> 5000000
- "GBP 10-20 million" -> 18000000 (midpoint 15M * 1.20 rate)
- "Approximately EUR 100 million" -> 110000000

Return only the USD integer amount with current exchange rates.rzError converting currency 'ú': )r2ÚainvokerÚ	ExceptionÚprint)r6r8ÚpromptÚresultÚes     r!Úconvert_to_usdz InvestorProcessor.convert_to_usd;s¢èø€ñ˜Z¨?Ò:¸jÈCÒ>OØð	ð	ð
ˆð@ð	CˆFð ×6Ñ6×>Ñ>¸vÓF×FˆFØ(.×(9Ñ(9¸AÒ(=�6×$Ñ$ÐGÀ4ÐGðGùäò	ÜÐ/°
¨|¸3¸q¸cÐBÔCÜûð	üsJ‚B‘$AµA¶AÁBÁAÁBÁAÁ	A=Á"A8Á3BÁ8A=Á=BÚestimated_investment_strcƒóFK—|r
|dk(s|dk(ry	d|›d�}|jj|«ƒd{–—†}|jdkDr|jnd}|jdkDr|jnd}||fS7ŒB#t$r}td|›d	|›�«Yd}~yd}~wwxYww)
aF
        Use LLM to parse check size range from estimated investment size string.
        Returns tuple of (lower_bound_usd, upper_bound_usd).

        Handles formats like:
        - "EUR 1,000 to 2,000"
        - "$100K-$500K"
        - "Between $1M and $5M"
        - "Up to EUR 10 million"
        - "$2M typical"
        r;r<)NNz_Parse this check size/investment range into lower and upper bounds in USD as integers.

Input: a«

Instructions:
- If it's a range (e.g., "EUR 1M to 5M"), extract both bounds
- If it's a single amount (e.g., "$2M typical"), use it as both lower and upper
- If it says "up to X", use 0 as lower and X as upper
- Convert all currencies to USD using current exchange rates
- Return integers (whole numbers, no decimals)

Examples:
- "EUR 1,000 to 2,000" -> lower: 1100, upper: 2200
- "$100K-$500K" -> lower: 100000, upper: 500000
- "Between $1M and $5M" -> lower: 1000000, upper: 5000000
- "Up to EUR 10 million" -> lower: 0, upper: 11000000
- "$2M typical" -> lower: 2000000, upper: 2000000
- "GBP 500K-2M" -> lower: 600000, upper: 2400000

Return the lower and upper bounds in USD.Nrz Error parsing check size range 'r=)r3r>r$r%r?r@)r6rErArBÚlowerÚupperrCs       r!Úparse_check_size_rangez(InvestorProcessor.parse_check_size_range\sÇèø€ñ)Ø'¨?Ò:Ø'¨3Ò.àð	ðà Ð!ð"*ð-ˆFð* ×5Ñ5×=Ñ=¸fÓE×EˆFØ.4×.DÑ.DÀqÒ.H�F×*Ò*ÈdˆEØ.4×.DÑ.DÀqÒ.H�F×*Ò*ÈdˆEØ˜%�<ÐðFùôò	ÜÐ4Ð5MÐ4NÈcÐRSÐQTÐUÔVÜûð	üs?‚B!‘$A:µA8¶AA:Á7B!Á8A:Á:	BÂBÂB!ÂBÂB!Újson_strcó¾—|rtj|«ry	tj|«}|S#tj$r}td|›�«Yd}~yd}~wwxYw)z„
        Manually parse the JSON profile from the CSV.
        Returns a cleaned dictionary with the investor profile data.
        NzError parsing JSON: )ÚpdÚisnaÚjsonÚloadsÚJSONDecodeErrorr@)r6rJÚprofilerCs    r!Úparse_json_profilez$InvestorProcessor.parse_json_profile�sV€ñ
œ2Ÿ7™7 8Ô,Øð	ä—j‘j Ó*ˆGØˆNøÜ×#Ñ#ò	ÜÐ(¨¨Ð,Ô-Üûð	úsš1±AÁAÁAÚnameÚwebsiteÚprofile_jsoncƒóØK—|j|«}|sy	|r|j«nd|r|j«nd|jd«|jd«ddd|jdg«|jdg«|jdg«|jd«|jdg«|jd	i«ggd
œ}|jdi«}|rnt|t«r^|jd«}|rK|d
k7rF|j|«ƒd{–—†}||d<|jd«|d<|jd«|d<|jdg«}	|	D]{}
t|
t«sŒ|
jd«sŒ&|dj
|
jd«|
jd«|
jd«d|
jd«dœ«Œ}|jdg«}|D�]C}t|t«sŒ|jd«d|jd«dd|jd«|jd«d|jdg«|jdg«dœ
}
|jdg«}|r$t|t«rd j|«|
d!<|jd"«}|r%|d
k7r |j|«ƒd{–—†}|r||
d#<|jd$«}|r/|d
k7r*|j|«ƒd{–—†\}}|�||
d%<|�||
d&<|dj
|
«�ŒF|S7�Œ!7Œi7Œ3#t$r}td'|›d(|›�«Yd}~yd}~wwxYww))z…
        Process investor profile from CSV data.
        Manually extracts fields and uses LLM only for currency conversion.
        NÚheadquartersÚinvestorDescriptionÚinvestmentThesisFocusÚportfolioHighlightsÚlinkedDocumentsÚresearcherNotesÚmissingImportantFieldsÚsources)rSrTrWÚdescriptionÚaumÚaum_as_of_dateÚaum_source_urlÚinvestment_thesisÚportfolio_highlightsÚlinked_documentsÚresearcher_notesÚmissing_important_fieldsr^Úteam_membersÚfundsÚoverallAssetsUnderManagementÚ	aumAmountr;r`ÚasOfDateraÚ	sourceUrlrbÚseniorLeadershiprSrhÚtitle)rSroÚroleÚemailÚ
source_urlriÚfundNameÚfundSizeSourceUrlÚsourceProviderÚinvestmentStageFocusÚsectorFocus)
Ú	fund_nameÚ	fund_sizeÚfund_size_source_urlÚcheck_size_lowerÚcheck_size_upperrrÚsource_providerÚgeographic_focusÚinvestment_stage_namesÚsector_namesÚgeographicFocusú, r~ÚfundSizeryÚestimatedInvestmentSizer{r|z&Error processing investor profile for ú: )rRÚstripÚgetÚ
isinstanceÚdictrDÚappendÚlistÚjoinrIr?r@)r6rSrTrUrQÚ
investor_dataÚaum_dataÚ
aum_amountÚaum_usdÚsenior_leadershipÚmemberriÚfundÚ	fund_dataÚ	geo_focusÚ
fund_size_strÚ
fund_size_usdÚest_size_strÚcheck_lowerÚcheck_upperrCs                     r!Úprocess_investor_profilez*InvestorProcessor.process_investor_profileŸsyèø€ð×)Ñ)¨,Ó7ˆÙØð[	ñ)-˜Ÿ
™
œ°$Ù.5˜7Ÿ=™=œ?¸4Ø '§¡¨NÓ ;Ø&Ÿ{™{Ð+@ÓAØØ"&Ø"&Ø%,§[¡[Ð1HÈ"Ó%MØ(/¯©Ð4IÈ2Ó(NØ$+§K¡KÐ0AÀ2Ó$FØ$+§K¡KÐ0AÓ$BØ,3¯K©KÐ8PÐRTÓ,UØ"Ÿ;™; y°"Ó5Ø "ØñˆMð&—{‘{Ð#AÀ2ÓFˆHÙœJ x´Ô6Ø%Ÿ\™\¨+Ó6�
Ù *°Ò"?à$(×$7Ñ$7¸
Ó$C×C�GØ+2�M %Ñ(Ø6>·l±lÀ:Ó6N�MÐ"2Ñ3Ø6>·l±lÀ;Ó6O�MÐ"2Ñ3ð!(§¡Ð,>ÀÓ CÐØ+ò

�Ü˜f¤dÕ+°·
±
¸6Õ0BØ! .Ñ1×8Ñ8à$*§J¡J¨vÓ$6Ø%+§Z¡Z°Ó%8Ø$*§J¡J¨wÓ$7Ø%)Ø*0¯*©*°[Ó*Añõð

ð—K‘K ¨Ó,ˆEØó&
=�Ü˜d¤DÕ)à%)§X¡X¨jÓ%9Ø%)Ø04·±Ð9LÓ0MØ,0Ø,0Ø&*§h¡h¨{Ó&;Ø+/¯8©8Ð4DÓ+EØ,0Ø26·(±(Ð;QÐSUÓ2VØ(,¯©°ÀÓ(Cñ!�Ið!%§¡Ð):¸BÓ ?�IÙ ¤Z°	¼4Ô%@Ø8<¿	¹	À)Ó8L˜	Ð"4Ñ5ð%)§H¡H¨ZÓ$8�MÙ$¨¸/Ò)IØ.2×.AÑ.AÀ-Ó.P×(P˜
Ù(Ø5B˜I kÑ2ð$(§8¡8Ð,EÓ#F�LÙ#¨¸Ò(GØ9=×9TÑ9TØ(ó:÷4Ñ0˜ [ð'Ð2Ø<G˜IÐ&8Ñ9Ø&Ð2Ø<G˜IÐ&8Ñ9à! 'Ñ*×1Ñ1°)Ö<ðM&
=ðP!Ð ð{DùðX)Qøð4ùôò	ÜÐ:¸4¸&ÀÀ1À#ÐFÔGÜûð	üsz‚M*˜DMÄL<ÄAMÅ5MÆBMÈC
MËL?Ë7MÌ
MÌ-MÌ;M*Ì<MÌ?MÍMÍ	M'ÍM"ÍM*Í"M'Í'M*NÚinvestor_namescƒóK—|j|«}|sy	|r|j«nd|r|j«nd|jd«|jd«|jd«dg|jdg«|jd«|jdg«|jd«|jd	g«|jd
i«gdœ}|r`tj|«rKt|«j
d«D�cgc]}|j«‘Œ}}|D�cgc]}|sŒ|‘Œ	c}|d
<|jdg«}	|	s|jdg«}	|	D]j}
t|
t«sŒ|
jd«sŒ&|dj|
jd«|
jd«|
jd«dœ«Œl|jdd«}|rdgd¢}|D][}
tj|
|tj«}|sŒ+	t|jd««}d|cxkrdkrnn||d<|SŒ]|Scc}wcc}w#t$rYŒuwxYw#t$r}t!d|›d|›�«Yd}~yd}~wwxYww)zl
        Process company profile from CSV data.
        Manually extracts fields without using LLM.
        NÚcompanyDescriptionr�ÚsectorDescriptionÚclientCategoriesÚproductDescriptionr[r\r]r^)rSrTr_ÚlocationÚindustryÚfounded_yearÚkey_executivesÚclient_categoriesÚproduct_descriptionrerfrgr^rœú,rœÚ
keyExecutivesrnrSr¥rorm)rSrorrr_r)zfounded in (\d{4})zfounded (\d{4})uGegrÃ¼ndet (\d{4})zestablished in (\d{4})z
since (\d{4})z\((\d{4})\)éiliér¤z%Error processing company profile for r…)rRr†r‡rLÚnotnarÚsplitrˆr‰rŠÚreÚsearchÚ
IGNORECASErÚgroupr?r@)r6rSrTrUrœrQÚcompany_dataÚinvÚ	investorsr¥Úexec_memberr_Ú
year_patternsÚpatternÚmatchÚyearrCs                 r!Úprocess_company_profilez)InvestorProcessor.process_company_profileswèø€ð×)Ñ)¨,Ó7ˆÙØðD	ñ)-˜Ÿ
™
œ°$Ù.5˜7Ÿ=™=œ?¸4Ø&Ÿ{™{Ð+?Ó@Ø#ŸK™KÐ(9Ó:Ø#ŸK™KÐ(;Ó<Ø $Ø"$Ø%,§[¡[Ð1CÀRÓ%HØ'.§{¡{Ð3GÓ'HØ$+§K¡KÐ0AÀ2Ó$FØ$+§K¡KÐ0AÓ$BØ,3¯K©KÐ8PÐRTÓ,UØ"Ÿ;™; y°"Ó5Ø"$ñˆLñ$¤"§(¡(¨>Ô":ä47¸Ó4G×4MÑ4MÈcÓ4RÖS¨S˜SŸY™Y�[ÐS�	ÐSØAJÖ1R¸#Êc²#Ò1R�Ð-Ñ.ð%Ÿ[™[¨¸"Ó=ˆNÙ!à!(§¡Ð-?ÀÓ!D�à-ò
�Ü˜k¬4Õ0°[·_±_ÀVÕ5LØ Ð!1Ñ2×9Ñ9à$/§O¡O°FÓ$;Ø%0§_¡_°WÓ%=Ø*5¯/©/¸+Ó*Fñõð
ð'×*Ñ*¨=¸"Ó=ˆKÙò!�
ð -ò	%�GÜŸI™I g¨{¼B¿M¹MÓJ�EÚð%Ü#& u§{¡{°1£~Ó#6˜DØ# tÔ3¨tÕ3Ø?C ¨^Ñ <Ø %ð Ðøð	%ð ÐùòUTùÚ1RøôL )ò%Ù$ð%ûô
ò	ÜÐ9¸$¸¸rÀ!ÀÐEÔFÜûð	üs‘‚J	˜C3I"ÄI	Ä"I"Ä(IÄ0IÄ4AI"Å6I"ÆBI"È-IÉI"ÉJ	ÉI"ÉJ	É	
I"É	IÉI"ÉIÉI"É"	JÉ+JÉ<J	ÊJÊJ	Údbr±c
ó —	|jt«j|d¬«j«}|r®|}|j	d«xs|j
|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_|j	d«r‹|d|_	n€t|d|j	d«|j	d«|j	d«|j	d«|j	d«¬«}|j|«|j«|r=|jt«j|j¬	«j«|j	d
g«D]Y}t|j	d«|j	d«|j	d«|j¬
«}|j|«Œ[|j	dg«D]p}|jt«j|j!«¬«j«}|sŒG||j"vsŒV|j"j%|«Œr|S#t&$r(}	t)d|	›�«|j+«Yd}	~	yd}	~	wwxYw)z-Save manually parsed company data to databaserS©rSrTr¢r_r£r¤)rSrTr¢r_r£r¤)Ú
company_idr¥rorr)rSrpÚlinkedinr½rœz"Error saving company to database: N)ÚqueryrÚ	filter_byÚfirstr‡rTr¢r_r£r¤ÚaddÚflushrÚidÚdeleter
r†Úportfolio_companiesrŠr?r@Úrollback)
r6rºr±Úexisting_companyÚcompanyÚ	exec_datar’Ú
investor_nameÚinvestorrCs
          r!Ú_save_parsed_company_to_dbz,InvestorProcessor._save_parsed_company_to_dbXs€€ð@	ð—‘œÓ&×0Ñ0°lÀ6Ñ6JÐ0ÓK×QÑQÓSð
ñ à*�Ø".×"2Ñ"2°9Ó"=Ò"PÀÇÁ�”Ø#/×#3Ñ#3°JÓ#?Ò#SÀ7×CSÑCS�Ô à ×$Ñ$ ]Ó3ÒJ°w×7JÑ7JðÔ#ð$0×#3Ñ#3°JÓ#?Ò#SÀ7×CSÑCS�Ô Ø×#Ñ# NÔ3Ø+7¸Ñ+G�GÕ(ô'Ø% fÑ-Ø(×,Ñ,¨YÓ7Ø)×-Ñ-¨jÓ9Ø ,× 0Ñ 0°Ó ?Ø)×-Ñ-¨jÓ9Ø!-×!1Ñ!1°.Ó!Aô
�ð—‘�w”Ø—‘”
ñ Ø—‘œÓ'×1Ñ1¸W¿Z¹ZÐ1ÓH×OÑOÔQà)×-Ñ-Ð.>ÀÓCò	
�	Ü&Ø"Ÿ™ vÓ.Ø"Ÿ™ wÓ/Ø&Ÿ]™]Ø$óð 'Ÿz™zô
�ð—‘�v•ð	
ð".×!1Ñ!1Ð2BÀBÓ!Gò

E�
ð—H‘Hœ]Ó+ß‘Y M×$7Ñ$7Ó$9�YÓ:ß‘U“Wðò
à h×&BÑ&BÒBØ ×4Ñ4×;Ñ;¸GÕDð

EðˆNøäò	ÜÐ6°q°cÐ:Ô;Ø�K‰KŒMÜûð	ús$‚I+JÉ.JÉ=JÊ	K
Ê%KËK
r�cóð
—	|jt«j|d¬«j«}|�r³|}|j	d«xs|j
|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_	|j	d«xs|j|_
|j	d	«xs|j|_|j	d
«xs|j|_|j	d«xs|j|_
|j	d«xs|j|_|j	d
«xs|j|_|j	d«xs|j |_nðt|d|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d	«|j	d
«|j	d«|j	d«|j	d
«|j	d«¬«
}|j#|«|j%«|r=|jt&«j|j(¬«j+«|j	dg«D]y}t'|j	d«|j	d«|j	d«|j	d«|j	d«|j(¬«}|j#|«Œ{|r=|jt,«j|j(¬«j+«|j	dg«D�]B}t-|j(|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«¬«	}|j#|«|j%«|j	d g«D]/}	|j/||	«}
|j0j3|
«Œ1|j	d!g«D]/}|j5||«}|j6j3|«Œ1�ŒE|S#t8$r(}
t;d"|
›�«|j=«Yd#}
~
y#d#}
~
wwxYw)$z.Save manually parsed investor data to databaserSr¼rTrWr_r`rarbrcrdrerfrgr^)
rSrTrWr_r`rarbrcrdrerfrgr^)Úinvestor_idrhrprorqrr)rSrprorqrrrÏrirxryrzr{r|r}r~)	rÏrxryrzr{r|rrr}r~rr€z#Error saving investor to database: N)r¿r
rÀrÁr‡rTrWr_r`rarbrcrdrerfrgr^rÂrÃr	rÄrÅrÚ_get_or_create_investment_stageÚinvestment_stagesrŠÚ_get_or_create_sectorÚsectorsr?r@rÇ)r6rºr�Úexisting_investorrÌÚmember_datar’r”r“Ú
stage_nameÚstageÚsector_nameÚsectorrCs              r!Ú_save_parsed_investor_to_dbz-InvestorProcessor._save_parsed_investor_to_dbžsê€ðr	ð—‘œÓ'×1Ñ1°}ÀVÑ7LÐ1ÓM×SÑSÓUð
ò!à,�Ø#0×#4Ñ#4°YÓ#?Ò#SÀ8×CSÑCS�Ô à!×%Ñ% nÓ5ÒN¸×9NÑ9NðÔ%ð"×%Ñ% mÓ4ÒL¸×8LÑ8LðÔ$ð -×0Ñ0°Ó7ÒG¸8¿<¹<�”à!×%Ñ%Ð&6Ó7ÒR¸8×;RÑ;RðÔ'ð"×%Ñ%Ð&6Ó7ÒR¸8×;RÑ;RðÔ'ð"×%Ñ%Ð&9Ó:ÒX¸h×>XÑ>XðÔ*ð"×%Ñ%Ð&<Ó=ò5Ø×4Ñ4ðÔ-ð
"×%Ñ%Ð&8Ó9ÒV¸X×=VÑ=VðÔ)ð"×%Ñ%Ð&8Ó9ÒV¸X×=VÑ=VðÔ)ð"×%Ñ%Ð&@ÓAò9Ø×8Ñ8ðÔ1ð$1×#4Ñ#4°YÓ#?Ò#SÀ8×CSÑCS�Õ ô)Ø& vÑ.Ø)×-Ñ-¨iÓ8Ø!.×!2Ñ!2°>Ó!BØ -× 1Ñ 1°-Ó @Ø%×)Ñ)¨%Ó0Ø#0×#4Ñ#4Ð5EÓ#FØ#0×#4Ñ#4Ð5EÓ#FØ&3×&7Ñ&7Ð8KÓ&LØ)6×):Ñ):Ð;QÓ)RØ%2×%6Ñ%6Ð7IÓ%JØ%2×%6Ñ%6Ð7IÓ%JØ-:×->Ñ->Ø2ó.ð*×-Ñ-¨iÓ8ô�ð"—‘�xÔ Ø—‘”
ñ!Ø—‘œÓ(×2Ñ2¸x¿{¹{Ð2ÓK×RÑRÔTà,×0Ñ0°ÀÓDò	
�Ü'Ø$Ÿ™¨Ó0Ø$Ÿ™¨Ó0Ø%Ÿ/™/¨'Ó2Ø%Ÿ/™/¨'Ó2Ø*Ÿ™¨|Ó<Ø (§¡ô
�ð—‘�v•ð	
ñ!Ø—‘œÓ#×-Ñ-¸(¿+¹+Ð-ÓF×MÑMÔOà*×.Ñ.¨w¸Ó;ó
0�	Ü Ø (§¡Ø'Ÿm™m¨KÓ8Ø'Ÿm™m¨KÓ8Ø)2¯©Ð7MÓ)NØ%.§]¡]Ð3EÓ%FØ%.§]¡]Ð3EÓ%FØ(Ÿ}™}¨\Ó:Ø$-§M¡MÐ2CÓ$DØ%.§]¡]Ð3EÓ%Fô
�ð—‘�t”Ø—‘”
ð#,§-¡-Ð0HÈ"Ó"Mò9�JØ ×@Ñ@ÀÀZÓP�EØ×*Ñ*×1Ñ1°%Õ8ð9ð
$-§=¡=°ÀÓ#Dò0�KØ!×7Ñ7¸¸KÓH�FØ—L‘L×'Ñ'¨Õ/ò0ð+
0ð2ˆOøäò	ÜÐ7¸°sÐ;Ô<Ø�K‰KŒMÜûð	ús‚UUÕ	U5Õ
U0Õ0U5rÖcóà—ddlm}|j|«j|j|k(«j«}|s*||¬«}|j
|«|j«|S)z/Get existing investment stage or create new oner)rr¼)Ú	db.modelsrr¿ÚfilterrSrÁrÂrÃ)r6rºrÖrr×s     r!rÐz1InvestorProcessor._get_or_create_investment_stages`€õ	3ð
�H‰HÐ)Ó*ß
‰VÐ(×-Ñ-°Ñ;Ó
<ß
‰U‹Wð	ñ
Ù(¨jÔ9ˆEØ�F‰F�5ŒMØ�H‰HŒJØˆr rØcóê—|jt«jtj|k(«j	«}|s-t|¬«}|j|«|j
«|S)z%Get existing sector or create new oner¼)r¿rrÝrSrÁrÂrÃ)r6rºrØrÙs    r!rÒz'InvestorProcessor._get_or_create_sector'sU€à—‘œ+Ó&×-Ñ-¬k×.>Ñ.>À+Ñ.MÓN×TÑTÓVˆÙÜ  kÔ2ˆFØ�F‰F�6ŒNØ�H‰HŒJØˆ
r c	ód—t|jj|jj|jj|jj
|jj|jj|jj¬«}|j|«|j«|jD]J}t|j|j|j|j¬«}|j|«ŒL|j D]9}|j#||j«}|j j%|«Œ;|j&D]@}t)|ggg¬«}	|j+||	d¬«}
|j&j%|
«ŒB|S)zSave investor data to database)rSr_r`r{r|r~Únumber_of_investments)rSrprqrÏ)rÉrÓÚmembersr³T)Úskip_investors)r
rÌrSr_r`r{r|r~ràrÂrÃrhr	rprqrÄrÓrÒrŠrÆrÚ_save_company_to_db)r6rºr�rÌrÕr’Úsector_datarÙÚcompany_schemar±rÉs           r!Ú_save_investor_to_dbz&InvestorProcessor._save_investor_to_db0sƒ€ô
!Ø×'Ñ'×,Ñ,Ø%×.Ñ.×:Ñ:Ø×&Ñ&×*Ñ*Ø*×3Ñ3×DÑDØ*×3Ñ3×DÑDØ*×3Ñ3×DÑDØ"/×"8Ñ"8×"NÑ"Nô
ˆð	�‰ˆxÔØ
�‰Œ
ð)×5Ñ5ò	ˆKÜ#Ø ×%Ñ%Ø ×%Ñ%Ø!×'Ñ'Ø$ŸK™Kô	ˆFð
�F‰F�6�Nð	ð)×0Ñ0ò	,ˆKØ×/Ñ/°°K×4DÑ4DÓEˆFØ×Ñ×#Ñ# FÕ+ð	,ð
,×?Ñ?ò		9ˆNä&Ø&ØØØô	ˆLð×.Ñ.¨r°<ÐPTÐ.ÓUˆGØ×(Ñ(×/Ñ/°Õ8ð		9ðˆr râcóh—|jt«jtj|jjk(«j«}|r|St|jj|jj|jj|jj|jj|jj¬«}|j|«|j«|jD]W}|jsŒt|j|j|j |j"¬«}|j|«ŒY|j$D]9}|j'||j«}	|j$j)|	«Œ;|s||j*D]m}
|jt,«jt,j|
-											Implement investor processing and querying functionality
										
										
											2025-08-29 18:42:55 +01:00
+								Ë
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								²'åhƒ•ãóÔ—ddlZddlZddlZddlmZddlZddlmZddl	m
-											Remove deprecated stage_focus column and update database path for consistency; add schema verification script and document schema mismatch fixes
										
										
											2025-10-07 11:31:16 +01:00
+								Z
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								mZmZm
 								Z
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								mZmZmZddlmZddlmZddlmZmZddlmZGd	„d
 								e«ZGd„de«ZGd
 								„d«Zy)éN)ÚOptional)Úget_db_session)Ú
 								CompanyMemberÚCompanyTableÚ	FundTableÚInvestmentStageTableÚInvestorMemberÚ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								InvestorTableÚSectorTable)Ú
 								ChatOpenAI)Ú	BaseModel)ÚCompanyDataÚInvestorData)ÚSessioncó<—eZdZUdZdZeed<dZeed<dZ	eed<y)	ÚCurrencyConversionz,Schema for LLM currency conversion responsesrÚ
 								amount_usdÚhighÚ
 								confidenceÚÚnotesN)
 								Ú__name__Ú
 								__module__Ú__qualname__Ú__doc__rÚintÚ__annotations__rÚstrr©óúN/home/oluwasanmi/Documents/Work/MKD/anton_wireframe/app/services/llm_parser.pyrrs"…Ù6à€J�ÓØ€J�ÓØ€Eˆ3„Or rcóJ—eZdZUdZdZeed<dZeed<dZe	ed<dZ
 								e	ed<y	)
 								ÚCheckSizeRangezFSchema for LLM check size range parsing from estimated investment sizerÚlower_bound_usdÚupper_bound_usdrrrrN)rrrrr$rrr%rrrrr r!r#r#s,…ÙPà€O�SÓØ€O�SÓØ€J�ÓØ€Eˆ3„Or r#có¼—eZdZd„Zdedeefd„Zdedeeeeeffd„Z	dedee
 								fd„Zd	ed
 								ededee
 								fd„Z	d$d	ed
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								edededee
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								f
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								d„Z
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								dede
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								deefd„Zdede
 								deefd„Zdededefd„Zdededefd„Zdededefd„Z	d%dedededefd„Z	d&dej:dededeeezfd„Zd&d ej>d!efd"„Z d&d ej>d!efd#„Z!y
 								)'ÚInvestorProcessorcór—ttjd«ddd¬«|_|jj	t
 								«|_|jj	t«|_|jj	t«|_
 								|jj	t«|_y)NÚOPENROUTER_API_KEYzhttps://openrouter.ai/api/v1zopenai/gpt-4o-minir)Úapi_keyÚbase_urlÚmodelÚtemperature)
 								rÚosÚgetenvÚllmÚwith_structured_outputrÚcurrency_converter_llmr#Úcheck_size_parser_llmrÚinvestor_structured_llmrÚcompany_structured_llm)Úselfs r!Ú__init__zInvestorProcessor.__init__)s‰€ÜÜ—I‘IÐ2Ó3Ø3Ø&Øô
 								ˆŒð'+§h¡h×&EÑ&EÜó'
 								ˆÔ#ð&*§X¡X×%DÑ%DÄ^Ó%TˆÔ"ð(,§x¡x×'FÑ'FÄ|Ó'TˆÔ$Ø&*§h¡h×&EÑ&EÄkÓ&RˆÕ#r Ú
 								amount_strÚreturncƒóK—|r
 								|dk(s|dk(ry	d|›d�}|jj|«ƒd{–—†}|jdkDr|jSdS7Œ!#t$r}t	d|›d|›�«Yd}~yd}~wwxYww)	zØ
 								        Use LLM to convert currency amounts to USD integers.
 								        Handles formats like:
 								        - "EUR 850,000,000"
 								        - "$5M"
 								        - "GBP 10-20 million"
 								        - "Approximately EUR 100 million"
 								        ú
 								Not AvailableÚ0NzáConvert this amount to USD as an integer (whole number, no decimals).
 								If it's a range, use the midpoint. If already in USD, just extract the number.
 								Remove all commas and convert millions/billions to actual numbers.
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								Amount: a
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
 								Examples:
 								- "EUR 850,000,000" -> 935000000 (assuming EUR to USD rate ~1.10)
 								- "$5M" -> 5000000
 								- "GBP 10-20 million" -> 18000000 (midpoint 15M * 1.20 rate)
 								- "Approximately EUR 100 million" -> 110000000
 								Return only the USD integer amount with current exchange rates.rzError converting currency 'ú': )r2ÚainvokerÚ	ExceptionÚprint)r6r8ÚpromptÚresultÚes     r!Úconvert_to_usdz InvestorProcessor.convert_to_usd;s¢èø€ñ˜Z¨?Ò:¸jÈCÒ>OØð	ð	ð
 								ˆð@ð	CˆFð ×6Ñ6×>Ñ>¸vÓF×FˆFØ(.×(9Ñ(9¸AÒ(=�6×$Ñ$ÐGÀ4ÐGðGùäò	ÜÐ/°
 								¨|¸3¸q¸cÐBÔCÜûð	üsJ‚B‘$AµA¶AÁBÁAÁBÁAÁ	A=Á"A8Á3BÁ8A=Á=BÚestimated_investment_strcƒóFK—|r
 								|dk(s|dk(ry	d|›d�}|jj|«ƒd{–—†}|jdkDr|jnd}|jdkDr|jnd}||fS7ŒB#t$r}td|›d	|›�«Yd}~yd}~wwxYww)
 								aF
 								        Use LLM to parse check size range from estimated investment size string.
 								        Returns tuple of (lower_bound_usd, upper_bound_usd).
 								        Handles formats like:
 								        - "EUR 1,000 to 2,000"
 								        - "$100K-$500K"
 								        - "Between $1M and $5M"
 								        - "Up to EUR 10 million"
 								        - "$2M typical"
 								        r;r<)NNz_Parse this check size/investment range into lower and upper bounds in USD as integers.
 								Input: a«
 								Instructions:
 								- If it's a range (e.g., "EUR 1M to 5M"), extract both bounds
 								- If it's a single amount (e.g., "$2M typical"), use it as both lower and upper
 								- If it says "up to X", use 0 as lower and X as upper
 								- Convert all currencies to USD using current exchange rates
 								- Return integers (whole numbers, no decimals)
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
 								Examples:
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								- "EUR 1,000 to 2,000" -> lower: 1100, upper: 2200
 								- "$100K-$500K" -> lower: 100000, upper: 500000
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								- "Between $1M and $5M" -> lower: 1000000, upper: 5000000
 								- "Up to EUR 10 million" -> lower: 0, upper: 11000000
 								- "$2M typical" -> lower: 2000000, upper: 2000000
 								- "GBP 500K-2M" -> lower: 600000, upper: 2400000
 								Return the lower and upper bounds in USD.Nrz Error parsing check size range 'r=)r3r>r$r%r?r@)r6rErArBÚlowerÚupperrCs       r!Úparse_check_size_rangez(InvestorProcessor.parse_check_size_range\sÇèø€ñ)Ø'¨?Ò:Ø'¨3Ò.àð	ðà Ð!ð"*ð-ˆFð* ×5Ñ5×=Ñ=¸fÓE×EˆFØ.4×.DÑ.DÀqÒ.H�F×*Ò*ÈdˆEØ.4×.DÑ.DÀqÒ.H�F×*Ò*ÈdˆEØ˜%�<ÐðFùôò	ÜÐ4Ð5MÐ4NÈcÐRSÐQTÐUÔVÜûð	üs?‚B!‘$A:µA8¶AA:Á7B!Á8A:Á:	BÂBÂB!ÂBÂB!Újson_strcó¾—|rtj|«ry	tj|«}|S#tj$r}td|›�«Yd}~yd}~wwxYw)z„
 								        Manually parse the JSON profile from the CSV.
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								        Returns a cleaned dictionary with the investor profile data.
 								        NzError parsing JSON: )ÚpdÚisnaÚjsonÚloadsÚJSONDecodeErrorr@)r6rJÚprofilerCs    r!Úparse_json_profilez$InvestorProcessor.parse_json_profile�sV€ñ
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								œ2Ÿ7™7 8Ô,Øð	ä—j‘j Ó*ˆGØˆNøÜ×#Ñ#ò	ÜÐ(¨¨Ð,Ô-Üûð	úsš1±AÁAÁAÚnameÚwebsiteÚprofile_jsoncƒóØK—|j|«}|sy	|r|j«nd|r|j«nd|jd«|jd«ddd|jdg«|jdg«|jdg«|jd«|jdg«|jd	i«ggd
 								œ}|jdi«}|rnt|t«r^|jd«}|rK|d
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								k7rF|j|«ƒd{–—†}||d<|jd«|d<|jd«|d<|jdg«}	|	D]{}
 								t|
 								t«sŒ|
 								jd«sŒ&|dj
 								|
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								jd«|
 								jd«|
 								jd«d|
 								jd«dœ«Œ}|jdg«}|D�]C}t|t«sŒ|jd«d|jd«dd|jd«|jd«d|jdg«|jdg«dœ
 								}
 								|jdg«}|r$t|t«rd j|«|
 								d!<|jd"«}|r%|d
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								k7r |j|«ƒd{–—†}|r||
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								d#<|jd$«}|r/|d
 								k7r*|j|«ƒd{–—†\}}|�||
 								d%<|�||
 								d&<|dj
 								|
 								«�ŒF|S7�Œ!7Œi7Œ3#t$r}td'|›d(|›�«Yd}~yd}~wwxYww))z…
 								        Process investor profile from CSV data.
 								        Manually extracts fields and uses LLM only for currency conversion.
 								        NÚheadquartersÚinvestorDescriptionÚinvestmentThesisFocusÚportfolioHighlightsÚlinkedDocumentsÚresearcherNotesÚmissingImportantFieldsÚsources)rSrTrWÚdescriptionÚaumÚaum_as_of_dateÚaum_source_urlÚinvestment_thesisÚportfolio_highlightsÚlinked_documentsÚresearcher_notesÚmissing_important_fieldsr^Úteam_membersÚfundsÚoverallAssetsUnderManagementÚ	aumAmountr;r`ÚasOfDateraÚ	sourceUrlrbÚseniorLeadershiprSrhÚtitle)rSroÚroleÚemailÚ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								source_urlriÚfundNameÚfundSizeSourceUrlÚsourceProviderÚinvestmentStageFocusÚsectorFocus)
 								Ú	fund_nameÚ	fund_sizeÚfund_size_source_urlÚcheck_size_lowerÚcheck_size_upperrrÚsource_providerÚgeographic_focusÚinvestment_stage_namesÚsector_namesÚgeographicFocusú, r~ÚfundSizeryÚestimatedInvestmentSizer{r|z&Error processing investor profile for ú: )rRÚstripÚgetÚ
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								isinstanceÚdictrDÚappendÚlistÚjoinrIr?r@)r6rSrTrUrQÚ
 								investor_dataÚaum_dataÚ
 								aum_amountÚaum_usdÚsenior_leadershipÚmemberriÚfundÚ	fund_dataÚ	geo_focusÚ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								fund_size_strÚ
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								fund_size_usdÚest_size_strÚcheck_lowerÚcheck_upperrCs                     r!Úprocess_investor_profilez*InvestorProcessor.process_investor_profileŸsyèø€ð×)Ñ)¨,Ó7ˆÙØð[	ñ)-˜Ÿ
 								™
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								œ°$Ù.5˜7Ÿ=™=œ?¸4Ø '§¡¨NÓ ;Ø&Ÿ{™{Ð+@ÓAØØ"&Ø"&Ø%,§[¡[Ð1HÈ"Ó%MØ(/¯©Ð4IÈ2Ó(NØ$+§K¡KÐ0AÀ2Ó$FØ$+§K¡KÐ0AÓ$BØ,3¯K©KÐ8PÐRTÓ,UØ"Ÿ;™; y°"Ó5Ø "ØñˆMð&—{‘{Ð#AÀ2ÓFˆHÙœJ x´Ô6Ø%Ÿ\™\¨+Ó6�
 								Ù *°Ò"?à$(×$7Ñ$7¸
 								Ó$C×C�GØ+2�M %Ñ(Ø6>·l±lÀ:Ó6N�MÐ"2Ñ3Ø6>·l±lÀ;Ó6O�MÐ"2Ñ3ð!(§¡Ð,>ÀÓ CÐØ+ò
 								�Ü˜f¤dÕ+°·
 								±
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								¸6Õ0BØ! .Ñ1×8Ñ8à$*§J¡J¨vÓ$6Ø%+§Z¡Z°Ó%8Ø$*§J¡J¨wÓ$7Ø%)Ø*0¯*©*°[Ó*Añõð
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								ð—K‘K ¨Ó,ˆEØó&
 								=�Ü˜d¤DÕ)à%)§X¡X¨jÓ%9Ø%)Ø04·±Ð9LÓ0MØ,0Ø,0Ø&*§h¡h¨{Ó&;Ø+/¯8©8Ð4DÓ+EØ,0Ø26·(±(Ð;QÐSUÓ2VØ(,¯©°ÀÓ(Cñ!�Ið!%§¡Ð):¸BÓ ?�IÙ ¤Z°	¼4Ô%@Ø8<¿	¹	À)Ó8L˜	Ð"4Ñ5ð%)§H¡H¨ZÓ$8�MÙ$¨¸/Ò)IØ.2×.AÑ.AÀ-Ó.P×(P˜
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								Ù(Ø5B˜I kÑ2ð$(§8¡8Ð,EÓ#F�LÙ#¨¸Ò(GØ9=×9TÑ9TØ(ó:÷4Ñ0˜ [ð'Ð2Ø<G˜IÐ&8Ñ9Ø&Ð2Ø<G˜IÐ&8Ñ9à! 'Ñ*×1Ñ1°)Ö<ðM&
 								=ðP!Ð ð{DùðX)Qøð4ùôò	ÜÐ:¸4¸&ÀÀ1À#ÐFÔGÜûð	üsz‚M*˜DMÄL<ÄAMÅ5MÆBMÈC
 								MËL?Ë7MÌ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								MÌ-MÌ;M*Ì<MÌ?MÍMÍ	M'ÍM"ÍM*Í"M'Í'M*NÚinvestor_namescƒóK—|j|«}|sy	|r|j«nd|r|j«nd|jd«|jd«|jd«dg|jdg«|jd«|jdg«|jd«|jd	g«|jd
 								i«gdœ}|r`tj|«rKt|«j
 								d«D�cgc]}|j«‘Œ}}|D�cgc]}|sŒ|‘Œ	c}|d
 								<|jdg«}	|	s|jdg«}	|	D]j}
 								t|
-											Remove deprecated stage_focus column and update database path for consistency; add schema verification script and document schema mismatch fixes
										
										
											2025-10-07 11:31:16 +01:00
+								t«sŒ|
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								jd«sŒ&|dj|
 								jd«|
 								jd«|
 								jd«dœ«Œl|jdd«}|rdgd¢}|D][}
 								tj|
-											Remove deprecated stage_focus column and update database path for consistency; add schema verification script and document schema mismatch fixes
										
										
											2025-10-07 11:31:16 +01:00
+								|tj«}|sŒ+	t|jd««}d|cxkrdkrnn||d<|SŒ]|Scc}wcc}w#t$rYŒuwxYw#t$r}t!d|›d|›�«Yd}~yd}~wwxYww)zl
 								        Process company profile from CSV data.
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								        Manually extracts fields without using LLM.
 								        NÚcompanyDescriptionr�ÚsectorDescriptionÚclientCategoriesÚproductDescriptionr[r\r]r^)rSrTr_ÚlocationÚindustryÚfounded_yearÚkey_executivesÚclient_categoriesÚproduct_descriptionrerfrgr^rœú,rœÚ
-											Remove deprecated stage_focus column and update database path for consistency; add schema verification script and document schema mismatch fixes
										
										
											2025-10-07 11:31:16 +01:00
+								keyExecutivesrnrSr¥rorm)rSrorrr_r)zfounded in (\d{4})zfounded (\d{4})uGegrÃ¼ndet (\d{4})zestablished in (\d{4})z
 								since (\d{4})z\((\d{4})\)éiliér¤z%Error processing company profile for r…)rRr†r‡rLÚnotnarÚsplitrˆr‰rŠÚreÚsearchÚ
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								IGNORECASErÚgroupr?r@)r6rSrTrUrœrQÚcompany_dataÚinvÚ	investorsr¥Úexec_memberr_Ú
 								year_patternsÚpatternÚmatchÚyearrCs                 r!Úprocess_company_profilez)InvestorProcessor.process_company_profileswèø€ð×)Ñ)¨,Ó7ˆÙØðD	ñ)-˜Ÿ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								™
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								œ°$Ù.5˜7Ÿ=™=œ?¸4Ø&Ÿ{™{Ð+?Ó@Ø#ŸK™KÐ(9Ó:Ø#ŸK™KÐ(;Ó<Ø $Ø"$Ø%,§[¡[Ð1CÀRÓ%HØ'.§{¡{Ð3GÓ'HØ$+§K¡KÐ0AÀ2Ó$FØ$+§K¡KÐ0AÓ$BØ,3¯K©KÐ8PÐRTÓ,UØ"Ÿ;™; y°"Ó5Ø"$ñˆLñ$¤"§(¡(¨>Ô":ä47¸Ó4G×4MÑ4MÈcÓ4RÖS¨S˜SŸY™Y�[ÐS�	ÐSØAJÖ1R¸#Êc²#Ò1R�Ð-Ñ.ð%Ÿ[™[¨¸"Ó=ˆNÙ!à!(§¡Ð-?ÀÓ!D�à-ò
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								�Ü˜k¬4Õ0°[·_±_ÀVÕ5LØ Ð!1Ñ2×9Ñ9à$/§O¡O°FÓ$;Ø%0§_¡_°WÓ%=Ø*5¯/©/¸+Ó*Fñõð
 								ð'×*Ñ*¨=¸"Ó=ˆKÙò!�
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								ð -ò	%�GÜŸI™I g¨{¼B¿M¹MÓJ�EÚð%Ü#& u§{¡{°1£~Ó#6˜DØ# tÔ3¨tÕ3Ø?C ¨^Ñ <Ø %ð Ðøð	%ð ÐùòUTùÚ1RøôL )ò%Ù$ð%ûô
 								ò	ÜÐ9¸$¸¸rÀ!ÀÐEÔFÜûð	üs‘‚J	˜C3I"ÄI	Ä"I"Ä(IÄ0IÄ4AI"Å6I"ÆBI"È-IÉI"ÉJ	ÉI"ÉJ	É
 								I"É	IÉI"ÉIÉI"É"	JÉ+JÉ<J	ÊJÊJ	Údbr±c
 								ó —	|jt«j|d¬«j«}|r®|}|j	d«xs|j
 								|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_|j	d«r‹|d|_	n€t|d|j	d«|j	d«|j	d«|j	d«|j	d«¬«}|j|«|j«|r=|jt«j|j¬	«j«|j	d
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								g«D]Y}t|j	d«|j	d«|j	d«|j¬
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								«}|j|«Œ[|j	dg«D]p}|jt«j|j!«¬«j«}|sŒG||j"vsŒV|j"j%|«Œr|S#t&$r(}	t)d|	›�«|j+«Yd}	~	yd}	~	wwxYw)z-Save manually parsed company data to databaserS©rSrTr¢r_r£r¤)rSrTr¢r_r£r¤)Ú
 								company_idr¥rorr)rSrpÚlinkedinr½rœz"Error saving company to database: N)ÚqueryrÚ	filter_byÚfirstr‡rTr¢r_r£r¤ÚaddÚflushrÚidÚdeleter
 								r†Úportfolio_companiesrŠr?r@Úrollback)
 								r6rºr±Úexisting_companyÚcompanyÚ	exec_datar’Ú
 								investor_nameÚinvestorrCs
 								          r!Ú_save_parsed_company_to_dbz,InvestorProcessor._save_parsed_company_to_dbXs€€ð@	ð—‘œÓ&×0Ñ0°lÀ6Ñ6JÐ0ÓK×QÑQÓSð
 								ñ à*�Ø".×"2Ñ"2°9Ó"=Ò"PÀÇÁ�”Ø#/×#3Ñ#3°JÓ#?Ò#SÀ7×CSÑCS�Ô à ×$Ñ$ ]Ó3ÒJ°w×7JÑ7JðÔ#ð$0×#3Ñ#3°JÓ#?Ò#SÀ7×CSÑCS�Ô Ø×#Ñ# NÔ3Ø+7¸Ñ+G�GÕ(ô'Ø% fÑ-Ø(×,Ñ,¨YÓ7Ø)×-Ñ-¨jÓ9Ø ,× 0Ñ 0°Ó ?Ø)×-Ñ-¨jÓ9Ø!-×!1Ñ!1°.Ó!Aô
 								�ð—‘�w”Ø—‘”
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								ñ Ø—‘œÓ'×1Ñ1¸W¿Z¹ZÐ1ÓH×OÑOÔQà)×-Ñ-Ð.>ÀÓCò
 								�	Ü&Ø"Ÿ™ vÓ.Ø"Ÿ™ wÓ/Ø&Ÿ]™]Ø$óð 'Ÿz™zô
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								�ð—‘�v•ð
 								ð".×!1Ñ!1Ð2BÀBÓ!Gò
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								E�
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								ð—H‘Hœ]Ó+ß‘Y M×$7Ñ$7Ó$9�YÓ:ß‘U“Wðò
 								à h×&BÑ&BÒBØ ×4Ñ4×;Ñ;¸GÕDð
 								EðˆNøäò	ÜÐ6°q°cÐ:Ô;Ø�K‰KŒMÜûð	ús$‚I+JÉ.JÉ=JÊ	K
 								Ê%KËK
 								r�cóð
 								—	|jt«j|d¬«j«}|�r³|}|j	d«xs|j
 								|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_|j	d«xs|j|_	|j	d«xs|j|_
 								|j	d	«xs|j|_|j	d
 								«xs|j|_|j	d«xs|j|_
 								|j	d«xs|j|_|j	d
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								«xs|j|_|j	d«xs|j |_nðt|d|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d	«|j	d
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								«|j	d«|j	d«|j	d
 								«|j	d«¬«
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								}|j#|«|j%«|r=|jt&«j|j(¬«j+«|j	dg«D]y}t'|j	d«|j	d«|j	d«|j	d«|j	d«|j(¬«}|j#|«Œ{|r=|jt,«j|j(¬«j+«|j	dg«D�]B}t-|j(|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«|j	d«¬«	}|j#|«|j%«|j	d g«D]/}	|j/||	«}
 								|j0j3|
 								«Œ1|j	d!g«D]/}|j5||«}|j6j3|«Œ1�ŒE|S#t8$r(}
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								t;d"|
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								›�«|j=«Yd#}
 								~
-											Remove deprecated stage_focus column and update database path for consistency; add schema verification script and document schema mismatch fixes
										
										
											2025-10-07 11:31:16 +01:00
+								y#d#}
 								~
 								wwxYw)$z.Save manually parsed investor data to databaserSr¼rTrWr_r`rarbrcrdrerfrgr^)
 								rSrTrWr_r`rarbrcrdrerfrgr^)Úinvestor_idrhrprorqrr)rSrprorqrrrÏrirxryrzr{r|r}r~)	rÏrxryrzr{r|rrr}r~rr€z#Error saving investor to database: N)r¿r
 								rÀrÁr‡rTrWr_r`rarbrcrdrerfrgr^rÂrÃr	rÄrÅrÚ_get_or_create_investment_stageÚinvestment_stagesrŠÚ_get_or_create_sectorÚsectorsr?r@rÇ)r6rºr�Úexisting_investorrÌÚmember_datar’r”r“Ú
 								stage_nameÚstageÚsector_nameÚsectorrCs              r!Ú_save_parsed_investor_to_dbz-InvestorProcessor._save_parsed_investor_to_dbžsê€ðr	ð—‘œÓ'×1Ñ1°}ÀVÑ7LÐ1ÓM×SÑSÓUð
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								ò!à,�Ø#0×#4Ñ#4°YÓ#?Ò#SÀ8×CSÑCS�Ô à!×%Ñ% nÓ5ÒN¸×9NÑ9NðÔ%ð"×%Ñ% mÓ4ÒL¸×8LÑ8LðÔ$ð -×0Ñ0°Ó7ÒG¸8¿<¹<�”à!×%Ñ%Ð&6Ó7ÒR¸8×;RÑ;RðÔ'ð"×%Ñ%Ð&6Ó7ÒR¸8×;RÑ;RðÔ'ð"×%Ñ%Ð&9Ó:ÒX¸h×>XÑ>XðÔ*ð"×%Ñ%Ð&<Ó=ò5Ø×4Ñ4ðÔ-ð
-											Add test script for manual JSON parser with LLM currency conversion
										
										
											2025-10-06 14:07:28 +01:00
+								"×%Ñ%Ð&8Ó9ÒV¸X×=VÑ=VðÔ)ð"×%Ñ%Ð&8Ó9ÒV¸X×=VÑ=VðÔ)ð"×%Ñ%Ð&@ÓAò9Ø×8Ñ8ðÔ1ð$1×#4Ñ#4°YÓ#?Ò#SÀ8×CSÑCS�Õ ô)Ø& vÑ.Ø)×-Ñ-¨iÓ8Ø!.×!2Ñ!2°>Ó!BØ -× 1Ñ 1°-Ó @Ø%×)Ñ)¨%Ó0Ø#0×#4Ñ#4Ð5EÓ#FØ#0×#4Ñ#4Ð5EÓ#FØ&3×&7Ñ&7Ð8KÓ&LØ)6×):Ñ):Ð;QÓ)RØ%2×%6Ñ%6Ð7IÓ%JØ%2×%6Ñ%6Ð7IÓ%JØ-:×->Ñ->Ø2ó.ð*×-Ñ-¨iÓ8ô�ð"—‘�xÔ Ø—‘”
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								ñ!Ø—‘œÓ(×2Ñ2¸x¿{¹{Ð2ÓK×RÑRÔTà,×0Ñ0°ÀÓDò
 								�Ü'Ø$Ÿ™¨Ó0Ø$Ÿ™¨Ó0Ø%Ÿ/™/¨'Ó2Ø%Ÿ/™/¨'Ó2Ø*Ÿ™¨|Ó<Ø (§¡ô
 								�ð—‘�v•ð
 								ñ!Ø—‘œÓ#×-Ñ-¸(¿+¹+Ð-ÓF×MÑMÔOà*×.Ñ.¨w¸Ó;ó
 �	Ü Ø (§¡Ø'Ÿm™m¨KÓ8Ø'Ÿm™m¨KÓ8Ø)2¯©Ð7MÓ)NØ%.§]¡]Ð3EÓ%FØ%.§]¡]Ð3EÓ%FØ(Ÿ}™}¨\Ó:Ø$-§M¡MÐ2CÓ$DØ%.§]¡]Ð3EÓ%Fô
 								�ð—‘�t”Ø—‘”
 								ð#,§-¡-Ð0HÈ"Ó"Mò9�JØ ×@Ñ@ÀÀZÓP�EØ×*Ñ*×1Ñ1°%Õ8ð9ð
 								$-§=¡=°ÀÓ#Dò0�KØ!×7Ñ7¸¸KÓH�FØ—L‘L×'Ñ'¨Õ/ò0ð+
 ð2ˆOøäò	ÜÐ7¸°sÐ;Ô<Ø�K‰KŒMÜûð	ús‚UUÕ	U5Õ
 								U0Õ0U5rÖcóà—ddlm}|j|«j|j|k(«j«}|s*||¬«}|j
 								|«|j«|S)z/Get existing investment stage or create new oner)rr¼)Ú	db.modelsrr¿ÚfilterrSrÁrÂrÃ)r6rºrÖrr×s     r!rÐz1InvestorProcessor._get_or_create_investment_stages`€õ	3ð
 								�H‰HÐ)Ó*ß
 								‰VÐ(×-Ñ-°Ñ;Ó
 								<ß
 								‰U‹Wð	ñ
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								Ù(¨jÔ9ˆEØ�F‰F�5ŒMØ�H‰HŒJØˆr rØcóê—|jt«jtj|k(«j	«}|s-t|¬«}|j|«|j
 								«|S)z%Get existing sector or create new oner¼)r¿rrÝrSrÁrÂrÃ)r6rºrØrÙs    r!rÒz'InvestorProcessor._get_or_create_sector'sU€à—‘œ+Ó&×-Ñ-¬k×.>Ñ.>À+Ñ.MÓN×TÑTÓVˆÙÜ  kÔ2ˆFØ�F‰F�6ŒNØ�H‰HŒJØˆ
 								r c	ód—t|jj|jj|jj|jj
-											Implement manual JSON parsing for company profiles; enhance data extraction and processing efficiency; add comprehensive test script for validation
										
										
											2025-10-07 12:07:43 +01:00
+								|jj|jj|jj¬«}|j|«|j«|jD]J}t|j|j|j|j¬«}|j|«ŒL|j D]9}|j#||j«}|j j%|«Œ;|j&D]@}t)|ggg¬«}	|j+||	d¬«}
 								|j&j%|
 								«ŒB|S)zSave investor data to database)rSr_r`r{r|r~Únumber_of_investments)rSrprqrÏ)rÉrÓÚmembersr³T)Úskip_investors)r
 								rÌrSr_r`r{r|r~ràrÂrÃrhr	rprqrÄrÓrÒrŠrÆrÚ_save_company_to_db)r6rºr�rÌrÕr’Úsector_datarÙÚcompany_schemar±rÉs           r!Ú_save_investor_to_dbz&InvestorProcessor._save_investor_to_db0sƒ€ô
 								!Ø×'Ñ'×,Ñ,Ø%×.Ñ.×:Ñ:Ø×&Ñ&×*Ñ*Ø*×3Ñ3×DÑDØ*×3Ñ3×DÑDØ*×3Ñ3×DÑDØ"/×"8Ñ"8×"NÑ"Nô
 								ˆð	�‰ˆxÔØ
 								�‰Œ
-											made version 2
										
										
											2025-09-25 17:00:38 +01:00
+								ð)×5Ñ5ò	ˆKÜ#Ø ×%Ñ%Ø ×%Ñ%Ø!×'Ñ'Ø$ŸK™Kô	ˆFð
-											feat: Implement database ingestion for investors and companies
										
										
											2025-10-07 20:01:19 +01:00
+								�F‰F�6�Nð	ð)×0Ñ0ò	,ˆKØ×/Ñ/°°K×4DÑ4DÓEˆFØ×Ñ×#Ñ# FÕ+ð	,ð
 								,×?Ñ?ò		9ˆNä&Ø&ØØØô	ˆLð×.Ñ.¨r°<ÐPTÐ.ÓUˆGØ×(Ñ(×/Ñ/°Õ8ð		9ðˆr râcóh—|jt«jtj|jjk(«j«}|r|St|jj|jj|jj|jj|jj|jj¬«}|j|«|j«|jD]W}|jsŒt|j|j|j |j"¬«}|j|«ŒY|j$D]9}|j'||j«}	|j$j)|	«Œ;|s||j*D]m}
 								|jt,«jt,j|