diff --git a/docs/examples/data/email/ark-trading-jan-12-2024.eml b/docs/examples/data/email/ark-trading-jan-12-2024.eml
new file mode 100644
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@@ -0,0 +1,1329 @@
+Delivered-To: llamaindex.test1@gmail.com
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+ RPYA==
+ARC-Authentication-Results: i=1; mx.google.com;
+ dkim=pass header.i=@mail.arkinvest.com header.s=hs1 header.b=oNIyxWxW;
+ dkim=pass header.i=@arkfunds.com header.s=hs1-533155 header.b=jsx6kPbq;
+ spf=pass (google.com: domain of 1axbt7xi5zlqk3ldkxx0x4h4mnszek8jos8iwx-llamaindex+2etest1=gmail.com@mail.arkinvest.com designates 158.247.25.159 as permitted sender) smtp.mailfrom="1axbt7xi5zlqk3ldkxx0x4h4mnszek8jos8iwx-llamaindex+2Etest1=gmail.com@mail.arkinvest.com";
+ dmarc=pass (p=NONE sp=NONE dis=NONE) header.from=arkfunds.com
+Return-Path: <1axbt7xi5zlqk3ldkxx0x4h4mnszek8jos8iwx-llamaindex+2Etest1=gmail.com@mail.arkinvest.com>
+Received: from bid4725.mail.arkinvest.com (bid4725.mail.arkinvest.com. [158.247.25.159])
+ by mx.google.com with ESMTPS id x12-20020a05620a258c00b007815767172esi4285119qko.36.2024.01.12.17.01.48
+ for <llamaindex.test1@gmail.com>
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+ dmarc=pass (p=NONE sp=NONE dis=NONE) header.from=arkfunds.com
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+DKIM-Signature: v=1; s=hs1; d=mail.arkinvest.com;
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+Return-Path: <1axbt7xi5zlqk3ldkxx0x4h4mnszek8jos8iwx-llamaindex+2Etest1=gmail.com@mail.arkinvest.com>
+X-HS-Cid: 1axe07aw94n2xm5p2ff4nuhp5cwbok0dn4foox
+List-Unsubscribe: <mailto:1axc3dost9lgek7mrjk1cckymjeivfo5y6n1b1-llamaindex+2Etest1=gmail.com@mail.arkinvest.com?subject=unsubscribe>
+Date: Fri, 12 Jan 2024 20:01:40 -0500
+From: ARK Trading Desk <tradingdesk@arkfunds.com>
+Reply-To: info@ark-funds.com
+To: llamaindex.test1@gmail.com
+Message-ID: <1705107700566.b6ec745e-8f8d-4596-ae9b-8622e34b2626@mail.arkinvest.com>
+Subject: =?utf-8?Q?ARK_Investment_Management_LLC_=E2=80=93_Actively?=
+ =?utf-8?Q?_Managed_ETFs_-_Daily_Trade_Information*?=
+MIME-Version: 1.0
+Content-Type: multipart/alternative;
+ boundary="----=_Part_1130209_1756618583.1705107700667"
+Form-Sub: v=1; ip=none
+Precedence: bulk
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+ https://policy.hubspot.com/abuse-complaints)
+Feedback-ID: aelpn5:aie2t8yu:aib1s:HubSpot
+
+------=_Part_1130209_1756618583.1705107700667
+Content-Type: text/plain; charset=utf-8
+Content-Transfer-Encoding: quoted-printable
+
+Ark Invest Logo
+
+Trade Notification for 1/12/2024 Note: This email is updated for demonstration.
+
+
+
+ARK Details.
+
+ARKK view fund page (https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04=
+/VWNfd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq5j3prCCW6N1vHY6lZ3lcN4rlbLdVV2-=
+KVXns395P_dlYW7jcvvM6-hXsPW1bHhHS93-rqgW95zTwW7h8t95W2-x6Ry7d7C8QW61p_sC4QH=
+_Z3W4g2gk15RYJxrW6Qngfk89_KR4VcCmd-7qx-8lW8l0psJ1Jc47jW5gL9cL8G0ZFVW6MLt_k1=
+TDC51W42LHSj69_rD7N2Y3-3bzcQ3GW1djSbc7WdxMLW48C3FR46nFMcW3nvv5W4F5TvzW5W9wj=
+Y3PD2qdW19kKDF11kcjzW1V3DKx5896sGW6Btws21RPPx6f1Xm2PH04 )
+1/12/2024
+
+Direction
+Ticker
+Company Name
+Shares Traded | % of Total ETF
+
+Buy
+TSLA
+TESLA INC
+93,654 |
+
+0.2453
+
+Buy
+TXG
+10X GENOMICS INC
+159,506 |
+
+0.0907
+
+Buy
+CRSP
+CRISPR THERAPEUTICS AG
+86,268 |
+
+0.0669
+
+Buy
+RXRX
+RECURSION PHARMACEUTICALS
+289,619 |
+
+0.0391
+
+Sell
+HOOD
+ROBINHOOD MARKETS INC
+927 |
+
+1.0E-4
+
+Sell
+EXAS
+EXACT SCIENCES CORP
+100,766 |
+
+0.0829
+
+Sell
+TWLO
+TWILIO INC
+108,523 |
+
+0.0957
+
+Sell
+PD
+PAGERDUTY INC
+302,096 |
+
+0.0958
+
+Sell
+PATH
+UIPATH INC
+553,172 |
+
+0.1476
+
+ARKW view fund page (https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04=
+/VWNfd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq5j3prCCW6N1vHY6lZ3ljW5TjKVK5j0k=
+3cW6wyqls5LyhygN3GNZQvzpTX2VM1CGp1zD87HW4NlkH-7Tn4_6W9l3h8H10gKgLN4-GjT1GSW=
+FnW4JngL91VJ9C5W1nx7R_99QQ-SN3fKz6WTsDzDW1G39vF6lHMMLW3vVY5c5C1zXTN9cvL4wfC=
+4lvW393cCC5l9s9jW4l9Thy7JXLGQW6jdj5v3ThxrBW8FCwCK86cc3hW56wpKs4Y56YLW6Pgr2h=
+7FG395W7rywMS4BnCBTW6fQTW07zZ8tMVW1yjB9f9Lqvf6Y4Bsn04 )
+1/12/2024
+
+Direction
+Ticker
+Company Name
+Shares Traded | % of Total ETF
+
+Buy
+TSLA
+TESLA INC
+18,148 |
+
+0.2454
+
+Sell
+HOOD
+ROBINHOOD MARKETS INC
+49 |
+
+0.0000
+
+Sell
+PD
+PAGERDUTY INC
+9,756 |
+
+0.0160
+
+Sell
+TWLO
+TWILIO INC
+21,849 |
+
+0.0994
+
+Sell
+PATH
+UIPATH INC
+105,944 |
+
+0.1459
+
+ARKG view fund page (https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04=
+/VWNfd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq5j3prCCW6N1vHY6lZ3mtW4SBzX26t4P=
+ZCW7kbW188PQs_dW22q5c72T9130W6J7Bcz6lVjcXW8CdH1K38LJLGW7qRdv43LlWzYW4J_XZC1=
+ggksVW4dBMzj8M4XRpVjHty32H91KLW8Y-zm81FHll6W4bD_-T51r3msW53pY907WKKS7W7VDQX=
+986ZFzLW85ld1W5mGWsPW1y92ts6J3PRtW1xlTW195YkQ-W5tB5Df8ndhPfW537N5L3PGvfNW14=
+BGtj74D6V3W37BQ2J1Rzdn_W7khcdP1NZY-xN6bZPr_R3ZxYf5K4G8404 )
+1/12/2024
+
+Direction
+Ticker
+Company Name
+Shares Traded | % of Total ETF
+
+Buy
+TXG
+10X GENOMICS INC
+38,042 |
+
+0.0864
+
+Buy
+CRSP
+CRISPR THERAPEUTICS AG
+21,197 |
+
+0.0656
+
+Buy
+RXRX
+RECURSION PHARMACEUTICALS
+67,422 |
+
+0.0363
+
+Buy
+RPTX
+REPARE THERAPEUTICS INC
+15,410 |
+
+0.0049
+
+Sell
+EXAS
+EXACT SCIENCES CORP
+32,057 |
+
+0.1052
+
+Download today's trades in Excel format
+
+*DISCLOSURES: This email is updated for demonstration.
+
+Unsubscribe
+------=_Part_1130209_1756618583.1705107700667
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+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+=20
+=20
+<table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" styl=
+e=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lspac=
+e:0pt; mso-table-rspace:0pt; width:100%">
+<tbody><tr>
+<td style=3D"border-collapse:collapse; mso-line-height-rule:exactly; font-f=
+amily:Arial, sans-serif; font-size:12px; color:#ffffff; word-break:break-wo=
+rd">
+ <br>
+<table class=3D"wrapper" border=3D"0" cellpadding=3D"0" cellspacing=3D"0" w=
+idth=3D"100%" style=3D"border-spacing:0 !important;
+border-collapse:collapse;
+mso-table-lspace:0pt; mso-table-rspace:0pt; table-layout:fixed"> =20
+ <tbody><tr>
+ <td style=3D"border-collapse:collapse; mso-line-height-rule:exactly;
+ sans-serif; color:#ffffff; word-break:break-word; font-siz=
+e:6px; padding:30px 0px 10px 0px" height=3D"auto" align=3D"center">
+ <a href=3D"https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04/VWN=
+fd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq5j3qgyTW6N1vHY6lZ3pbW8yRlqT7MfnGHVs=
+y-Kz5LLlnxW2y_QkY5tDbkHW7j2VGQ7DYrslW5pjxRq3cLN7ZW40dmvW2FH8QNW2LFgJ92pHG0W=
+W5dxhxg20g3R9W1fdWlV3t1zsQW45R9y82HXjJ4W2YYKrK8wF7MBW6zl7ky45skvGW8cVSF75k7=
+m3NMYXPLHrM20HW98flL65W8xFzVq-lK_2kJ0wKW36-9Rp46wZy6W789gn92rrcQNW3P8drp6Qn=
+5ttN1xQrlmJcJNBW8C8XY08b5rPkW322Vgw7RBmzXf9fnjBK04" style=3D"color:#00a4bd;=
+ mso-line-height-rule:exactly" data-hs-link-id=3D"0" target=3D"_blank">
+ <img border=3D"0" style=3D"outline:none; -ms-interpolation-mode:bic=
+ubic; border:none; display:block; vertical-align:top; color:#000000; text-d=
+ecoration:none; font-family:arial; font-size:12px" width=3D"200" hspace=3D"=
+0" vspace=3D"0" alt=3D"Ark Invest Logo" src=3D"https://research.ark-invest.=
+com/hs-fs/hubfs/idt/img/ark_invest_logo_200x76.png?noresize&width=3D400=
+&upscale=3Dtrue&name=3Dark_invest_logo_200x76.png">
+ </a>
+ </td>
+ </tr>
+</tbody></table>
+<p style=3D"mso-line-height-rule:exactly; line-height:200%"> </p>
+<p style=3D"mso-line-height-rule:exactly; line-height:150%; text-align:cent=
+er" align=3D"center"><span style=3D"font-size: 16px;">
+Trade Notification for <b>1/12/2024</b></span></p>
+
+<p style=3D"mso-line-height-rule:exactly; line-height:200%"> </p>
+<p style=3D"mso-line-height-rule:exactly; line-height:200%">
+<b>Note: This email is updated for demonstration purpose</b></p>
+<p style=3D"mso-line-height-rule:exactly; line-height:200%"> </p>
+
+<p style=3D"mso-line-height-rule:exactly; line-height:154%; text-align:just=
+ify; margin-bottom:5px" align=3D"justify"><span style=3D"font-size: 12px;">=
+ARK offers fully transparent Exchange Traded Funds ("ETFs") and provides in=
+vestors with trade information for all actively managed ETFs. This email on=
+ly reflects portfolio adjustments made by the ARK investment team. Files of=
+ trades are not comprehensive lists of a day's trades for the ARK ETFs and =
+exclude ETF Creation/Redemption Unit activity. Complete holding files are p=
+osted daily on <a href=3D"https://research.ark-invest.com/e3t/Ctc/I1+113/c3=
+nSf04/VWNfd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq5j3qgyTW6N1vHY6lZ3nHW4fL4Y=
+G7LmcJCW2V0c0g2JRQCnW8l9Ynk6qZTHqW6gLMJ38ZsBbfW73Qr3P5zJRfZW94bdTx47g98nW3J=
+Xtqr4LWLGMW8qjgW51TzFFPW4yl-Ch2mlsMLVc7-2T3K976VW3spGtf5KsCR8W6G5jK73DHb_VW=
+6xhH3_9217VNW3qr3z-6P9cyYW5qlZ2T4BYd98W16cDwt2kTMQrW2rp6d045v-_DW2nHbg4795t=
+gJW84l1n73ZcRj2W7-3JvM2Q8KzNW7dVyz76_C8ZSN96SfDrxnMx1f1v90DY04" style=3D"co=
+lor:#00a4bd; mso-line-height-rule:exactly" data-hs-link-id=3D"1" target=3D"=
+_blank"><span style=3D"font-family: arial, helvetica, sans-serif; color:#82=
+64FF;"><u>ark-funds.com</u></span></a>.</span></p>
+<p style=3D"mso-line-height-rule:exactly; line-height:150%"> </p>
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; width:100%">
+ <tbody><tr style=3D"background-color:#1A1B3F;">
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:20px; line-height:24px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:left; border-collapse:collapse; border-bottom:1px s=
+olid #FFFFFF" align=3D"left">ARKK <a style=3D"mso-line-height-rule:exactly;=
+ font-family:Arial; font-size:12px; line-height:14px; color:#8264FF" href=
+=3D"https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04/VWNfd03sB5C9W5wj=
+DMF1gS9svW1n-N7358c9ChN37Jq5j3qgyTW6N1vHY6lZ3ngW92pTR723VXyBW1Rxlr73SdN6fW5=
+4ZWgb5p7kYFVRsB1n9bbLKTW6KlKkj5td1-qN8c63bt-zTdpW6J547B60tFCFW693sMF5YQn53W=
+11Pr2F3gTGsJW32GxJx4SHvt1W4YPk_88dgRBWW1FTVwV66S2ZHW3yPBkf6_Rf1bW5JnYwg1Yqc=
+6hW28Tw1110bHcwW8RCk0C64LCYFW3J3WMM69x8hCW42xY-63-Cw8XN96HF6DkQYP5W92dCxV8c=
+K-rRW1JtF5D1kMjfHW1y38Jk32rJMHf8-4JfT04" data-hs-link-id=3D"0" target=3D"_b=
+lank">view fund page</a></td>
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:14px; line-height:16px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:right; vertical-align:bottom; border-collapse:colla=
+pse; border-bottom:1px solid #FFFFFF" align=3D"right">1/12/2024
+ </td>
+ </tr>
+ </tbody></table>
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; line-height:18px; width:1=
+00%">
+ <tbody>
+ <tr bgcolor=3D"#1A1B3F" style=3D"color:#ffffff; background-color:#1A1=
+B3F;">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:68px; color:#747887; pa=
+dding:6px 0px 6px 6px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"68">Directio=
+n</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:50px; color:#747887; pa=
+dding:6px 0px 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"50">Ticker</=
+td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">Company Name</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" align=3D"right" valign=3D"top">Shares Traded | %=
+ of Total ETF</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TSLA</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TESLA INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">93,654 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.2453
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">
+Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TXG</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">10X GENOMICS INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">159,506 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0907
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">CRSP</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">CRISPR THERAPEUTICS AG</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">86,268 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0669
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">RXRX</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">RECURSION PHARMACEUTICALS</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">289,619 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0391
+</td>
+ </tr>
+ =20
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">HOOD</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">ROBINHOOD MARKETS INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">927 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+1.0E-4
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">EXAS</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">EXACT SCIENCES CORP</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">100,766 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0829
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TWLO</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TWILIO INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">108,523 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0957
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PD</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PAGERDUTY INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">302,096 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0958
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PATH</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">UIPATH INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">553,172 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.1476
+</td>
+ </tr>
+ =20
+ </tbody></table>
+<br><br>
+ =20
+ =20
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; width:100%">
+ <tbody><tr style=3D"background-color:#1A1B3F;">
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:20px; line-height:24px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:left; border-collapse:collapse; border-bottom:1px s=
+olid #FFFFFF" align=3D"left">ARKW <a style=3D"mso-line-height-rule:exactly;=
+ font-family:Arial; font-size:12px; line-height:14px; color:#8264FF" href=
+=3D"https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04/VWNfd03sB5C9W5wj=
+DMF1gS9svW1n-N7358c9ChN37Jq5j3qgyTW6N1vHY6lZ3nrW2rFDc_1LClzQW8ddGZs1q_hhFVR=
+WrRh6xG8F-W5fNMK36jMld6W3LPbBF8_RDbcW39nwFs4FZC8FW5nknD14Tg2qTW87v8c62R9XQW=
+N2CwwVyhgqLBW45JQ5667r3jSW2_x0S91SrClZW4WPr8y52hTKTW7BzW--1kS9ddW7rN4T3714f=
+pyW7NlHSK82zhq_W6z7nKK7RGYw3VbycWJ3dWlx2W4TtwtW6dmmykW2FWBTr4pS4bFW69n0F953=
+f_y-W5CSwsS2xsX1lN6yd4XxR6-vHf25jbz-04" data-hs-link-id=3D"0" target=3D"_bl=
+ank">view fund page</a></td>
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:14px; line-height:16px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:right; vertical-align:bottom; border-collapse:colla=
+pse; border-bottom:1px solid #FFFFFF" align=3D"right">1/12/2024
+ </td>
+ </tr>
+ </tbody></table>
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; line-height:18px; width:1=
+00%">
+ <tbody>
+ <tr bgcolor=3D"#1A1B3F" style=3D"color:#ffffff; background-color:#1A1=
+B3F;">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:68px; color:#747887; pa=
+dding:6px 0px 6px 6px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"68">Directio=
+n</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:50px; color:#747887; pa=
+dding:6px 0px 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"50">Ticker</=
+td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">Company Name</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" align=3D"right" valign=3D"top">Shares Traded | %=
+ of Total ETF</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TSLA</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TESLA INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">18,148 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.2454
+</td>
+ </tr>
+ =20
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">HOOD</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">ROBINHOOD MARKETS INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">49 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0000
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PD</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PAGERDUTY INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">9,756 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0160
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TWLO</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TWILIO INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">21,849 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0994
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">PATH</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">UIPATH INC </td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">105,944 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.1459
+</td>
+ </tr>
+ =20
+ </tbody></table>
+<br><br>
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; width:100%">
+ <tbody><tr style=3D"background-color:#1A1B3F;">
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:20px; line-height:24px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:left; border-collapse:collapse; border-bottom:1px s=
+olid #FFFFFF" align=3D"left">ARKG <a style=3D"mso-line-height-rule:exactly;=
+ font-family:Arial; font-size:12px; line-height:14px; color:#8264FF" href=
+=3D"https://research.ark-invest.com/e3t/Ctc/I1+113/c3nSf04/VWNfd03sB5C9W5wj=
+DMF1gS9svW1n-N7358c9ChN37Jq5j3qgyTW6N1vHY6lZ3l2W7MDG0c5cjDZxW2NsL4S94YxYdW7=
+f3yMT9dw-k6W6X3zsr4xcsHzVFjjBl6RbvDjW880CSg3ThLpvVdTJSN2SVZrXW5GG2R1997RbkW=
+7B2Z6x95HqbbN1Sn2dLmPscCN1TT8wTJp56TW50xKLk9j5wTqW5rTj6y7lKS2YW3xx4ML6bC0JG=
+W5m5Yvh6rwD8pW8Dc5YG3kNRtJN3syrjs8brszW2x5mmZ3GhCVVW3bcTRG3zCtT8W7znbx95SNK=
+xCW7D_R0p8nMgfqW4PhySj2MpTtvddgrlM04" data-hs-link-id=3D"0" target=3D"_blan=
+k">view fund page</a></td>
+ <td colspan=3D"2" width=3D"50%" height=3D"100%" valign=3D"bottom" sty=
+le=3D"mso-line-height-rule:exactly; word-break:break-word; font-family:Aria=
+l; font-size:14px; line-height:16px; padding:6px 6px 6px 6px; width:50%; co=
+lor:#ffffff; text-align:right; vertical-align:bottom; border-collapse:colla=
+pse; border-bottom:1px solid #FFFFFF" align=3D"right">1/12/2024
+ </td>
+ </tr>
+ </tbody></table>
+ <table border=3D"0" cellpadding=3D"0" cellspacing=3D"0" width=3D"100%" st=
+yle=3D"border-spacing:0 !important; border-collapse:collapse; mso-table-lsp=
+ace:0pt; mso-table-rspace:0pt; font-family:Arial; line-height:18px; width:1=
+00%">
+ <tbody>
+ <tr bgcolor=3D"#1A1B3F" style=3D"color:#ffffff; background-color:#1A1=
+B3F;">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:68px; color:#747887; pa=
+dding:6px 0px 6px 6px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"68">Directio=
+n</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; width:50px; color:#747887; pa=
+dding:6px 0px 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:col=
+lapse; line-height:18px" height=3D"18" valign=3D"top" width=3D"50">Ticker</=
+td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">Company Name</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#747887; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" align=3D"right" valign=3D"top">Shares Traded | %=
+ of Total ETF</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">TXG</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">10X GENOMICS INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">38,042 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0864
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">CRSP</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">CRISPR THERAPEUTICS AG</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">21,197 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0656
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">RXRX</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">RECURSION PHARMACEUTICALS</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">67,422 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0363
+</td>
+ </tr>
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#38D996; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top"> Buy</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">RPTX</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">REPARE THERAPEUTICS INC</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">15,410 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.0049
+</td>
+ </tr>
+ =20
+ =20
+ <tr style=3D"background-color:#0B0A23">
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#F74870; padding:6px 6p=
+x 6px 6px; border-bottom:1px solid #5A4F9D; border-left:1px solid #5A4F9D; =
+border-collapse:collapse; line-height:18px" height=3D"18" valign=3D"top">Se=
+ll</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 0p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">EXAS</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px" height=3D"18" valign=3D"top">EXACT SCIENCES CORP</td>
+ <td style=3D"mso-line-height-rule:exactly; font-family:Arial, sans-=
+serif; font-size:12px; word-break:break-word; color:#FFFFFF; padding:6px 6p=
+x 6px 0px; border-bottom:1px solid #5A4F9D; border-collapse:collapse; line-=
+height:18px; border-right:1px solid #5A4F9D" align=3D"right" height=3D"18" =
+valign=3D"top">32,057 |=20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+ =20
+0.1052
+</td>
+ </tr>
+ =20
+ </tbody></table>
+<br><br>
+<a style=3D"mso-line-height-rule:exactly; font-family:Arial; font-size:12px=
+; line-height:14px; color:#8264FF" href=3D"https://research.ark-invest.com/=
+e3t/Ctc/I1+113/c3nSf04/VWNfd03sB5C9W5wjDMF1gS9svW1n-N7358c9ChN37Jq4q5nR32W5=
+0kH_H6lZ3m1N93DGgJWtKJbW4DSHkQ3BqY82W7T92Gz4Qjq7tW5jT6kg7GsTMZVD5gLM39c2-HM=
+Yg4kpnR_-FMD2J0LYFz3YVTXSGK93G3FKW99yM9T2rr8hCW8r9Hrs8WQ6P9W2yWchx6Kt-7RW8_=
+-vHF2YKBC_W2Nl-LX5849DFW2W0jyQ5C_-ltW4XLt9b4q1j1xW45G4vv6xxv4RW8pB-yj1B-DwN=
+V_1sYP3NfgLvN7jwjtbY2yfvVMYX-L8rcMm0VCGGdT3L_GVFW1N66qb5zkjDJW9cj2q8736gFqW=
+4F1wjy2dlQ7bW7C-RBN3RQ8wpW2k4Znt4QsxMGN2J65zGLPW1gW6z3VlX76R2XSW1-r0D18KfGH=
+-VYgb6m11DhrQVNrp3r7j5nGGW6bPdz37zm6Z-f2r_vdM04" data-hs-link-id=3D"0" targ=
+et=3D"_blank">Download today's trades in Excel format</a>
+<br><br>
+<p style=3D"mso-line-height-rule:exactly; line-height:154%; text-align:left=
+; color:#8264FF" align=3D"left"><a href=3D"https://research.ark-invest.com/=
+hs/manage-preferences/unsubscribe-all?languagePreference=3Den&d=3DVndxF=
+L7bY-ZmW3C64QG3ZskFpW3_R5YW3P3Q7wW3ZsjYm3_fR8YN7jF8F3mWFdKW7tShXn7bt3x2V25s=
+jZ6G487DN5NHsNQX0BksN4P5HtHXk_7QVbw8j52MpkDjW2BssCm4c0tpWw19fqxfpgq2&v=
+=3D3&utm_campaign=3DIDT%20-%20Nightly%20Trade%20Notifications&utm_s=
+ource=3Dhs_automation&utm_medium=3Demail&utm_content=3D289825364&am=
+p;_hsenc=3Dp2ANqtz-8yDIl8XKeqBfQxjxGh4kpkCbwP2bL-z7QJrce79F8VixRxeMjjgfz2t0=
+YkpsdnxCAAUMHWkzUKkRXC6RqKSYPR3ZTnKA&_hsmi=3D289825364" data-unsubscrib=
+e=3D"true" style=3D"color:#00a4bd; mso-line-height-rule:exactly" data-hs-li=
+nk-id=3D"0" target=3D"_blank"><span style=3D"font-family: arial, helvetica,=
+ sans-serif; color:#8264FF;"><u>Unsubscribe</u></span></a> <a hr=
+ef=3D"https://research.ark-invest.com/hs/manage-preferences/unsubscribe?lan=
+guagePreference=3Den&d=3DVndxFL7bY-ZmW3C64QG3ZskFpW3_R5YW3P3Q7wW3ZsjYm3=
+_fR8YN7jF8F3mWFdKW7tShXn7bt3x2V25sjZ6G487DN5NHsNQX0BksN4P5HtHXk_7QVbw8j52Mp=
+kDjW2BssCm4c0tpWw19fqxfpgq2&v=3D3&utm_campaign=3DIDT%20-%20Nightly%=
+20Trade%20Notifications&utm_source=3Dhs_automation&utm_medium=3Dema=
+il&utm_content=3D289825364&_hsenc=3Dp2ANqtz-8yDIl8XKeqBfQxjxGh4kpkC=
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+hsmi=3D289825364" data-unsubscribe=3D"true" style=3D"color:#00a4bd; mso-lin=
+e-height-rule:exactly" data-hs-link-id=3D"0" target=3D"_blank"><span style=
+=3D"font-family: arial, helvetica, sans-serif; color:#8264FF;"><u>Manage
+Preferences</u></span></a></p>=20
+ =20
+<p style=3D"mso-line-height-rule:exactly; line-height:150%"> </p>
+ =20
+</td>
+</tr>
+</tbody></table></div>
+</div>
+<!--[if gte mso 9]></table><![endif]-->
+<!--[if (mso)|(IE)]></td><![endif]-->
+ <!--[if (mso)|(IE)]></tr></table><![endif]-->
+ </div>
+ =20
+ </div></div>
+ </td>
+ </tr>
+ </tbody></table>
+ </div>
+ =20
+<img src=3D"https://research.ark-invest.com/e3t/Cto/I1+113/c3nSf04/VWNfd03s=
+B5C9W5wjDMF1gS9svW1n-N7358c9ChW37JpTn3CDK0j103" alt=3D"" width=3D"1" height=
+=3D"1" border=3D"0" style=3D"display:none!important;min-height:1px!importan=
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+ng-top:0!important;padding-bottom:0!important;padding-right:0!important;pad=
+ding-left:0!important"></body></html>
+------=_Part_1130209_1756618583.1705107700667--
diff --git a/docs/examples/data/email/ark-trading-jan-12-2024.msg b/docs/examples/data/email/ark-trading-jan-12-2024.msg
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@@ -0,0 +1,657 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "fa753135",
+ "metadata": {},
+ "source": [
+ "<a href=\"https://colab.research.google.com/github/run-llama/llama_index/blob/main/docs/examples/usecases/email_data_extraction.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
+ ]
+ },
+ {
+ "attachments": {},
+ "cell_type": "markdown",
+ "id": "e45f9b60-cd6b-4c15-958f-1feca5438128",
+ "metadata": {},
+ "source": [
+ "# Email Data Extraction\n",
+ "OpenAI functions can be used to extract data from Email. This is another example of getting structured data from unstructured conent using LLamaIndex. \n",
+ "\n",
+ "The primary objective of this example is to transform raw email content into an easily interpretable JSON format, exemplifying a practical application of language models in data extraction. Extracted structued JSON data can then be used in any downstream application. \n",
+ "\n",
+ "We will use a sample email as shown in below image. This email mimics a typical daily communication sent by ARK Investment to its subscribers. This sample email includes detailed information about trades under their Exchange-Traded Funds (ETFs). By using this specific example, we aim to showcase how we can effectively extract and structure complex financial data from a real-world email scenario, transforming it into a comprehensible JSON format \n",
+ "\n",
+ "![Ark Daily Trades](../data/images/ark_email_sample.PNG \"Sample Email of ARK Investment Daily trading\")\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c9ba47e",
+ "metadata": {},
+ "source": [
+ "### Add required packages \n",
+ "\n",
+ "You will need following libraries along with LlamaIndex 🦙.\n",
+ "\n",
+ "- `unstructured[msg]`: A package for handling unstructured data, required to get content from `.eml` and `.msg` format.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "485b8f71",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# LlamaIndex\n",
+ "!pip install llama-index\n",
+ "\n",
+ "# To get text conents from .eml and .msg file\n",
+ "!pip install \"unstructured[msg]\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "75a5d1da",
+ "metadata": {},
+ "source": [
+ "### Enable Logging and Set up OpenAI API Key\n",
+ "\n",
+ "In this step, we set up logging to monitor the program's execution and debug if needed. We also configure the OpenAI API key, essential for utilizing OpenAI services. Replace \"YOUR_KEY_HERE\" with your actual OpenAI API key.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "119eb42b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import logging\n",
+ "import sys, json\n",
+ "\n",
+ "logging.basicConfig(stream=sys.stdout, level=logging.INFO)\n",
+ "logging.getLogger().addHandler(logging.StreamHandler(stream=sys.stdout))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "7aa21e46",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import openai\n",
+ "\n",
+ "# os.environ[\"OPENAI_API_KEY\"] = \"YOUR_KEY_HERE\"\n",
+ "openai.api_key = os.environ[\"OPENAI_API_KEY\"]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "e7ce83ba",
+ "metadata": {},
+ "source": [
+ "### Set Up Expected JSON Output Definition (JSON Schema)\n",
+ "\n",
+ "Here we define a Python class named `EmailData` using the Pydantic library. This class models the structure of the data we expect to extract from emails, including sender, receiver, the date and time of the email, etfs having list of shares traded under that ETF.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9ad049f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pydantic import BaseModel, Field\n",
+ "from typing import List\n",
+ "\n",
+ "\n",
+ "class Instrument(BaseModel):\n",
+ " \"\"\"Datamodel for ticker trading details.\"\"\"\n",
+ "\n",
+ " direction: str = Field(description=\"ticker trading - Buy, Sell, Hold etc\")\n",
+ " ticker: str = Field(\n",
+ " description=\"Stock Ticker. 1-4 character code. Example: AAPL, TSLS, MSFT, VZ\"\n",
+ " )\n",
+ " company_name: str = Field(\n",
+ " description=\"Company name corresponding to ticker\"\n",
+ " )\n",
+ " shares_traded: float = Field(description=\"Number of shares traded\")\n",
+ " percent_of_etf: float = Field(description=\"Percentage of ETF\")\n",
+ "\n",
+ "\n",
+ "class Etf(BaseModel):\n",
+ " \"\"\"ETF trading data model\"\"\"\n",
+ "\n",
+ " etf_ticker: str = Field(\n",
+ " description=\"ETF Ticker code. Example: ARKK, FSPTX\"\n",
+ " )\n",
+ " trade_date: str = Field(description=\"Date of trading\")\n",
+ " stocks: List[Instrument] = Field(\n",
+ " description=\"List of instruments or shares traded under this etf\"\n",
+ " )\n",
+ "\n",
+ "\n",
+ "class EmailData(BaseModel):\n",
+ " \"\"\"Data model for email extracted information.\"\"\"\n",
+ "\n",
+ " etfs: List[Etf] = Field(\n",
+ " description=\"List of ETFs described in email having list of shares traded under it\"\n",
+ " )\n",
+ " trade_notification_date: str = Field(\n",
+ " description=\"Date of trade notification\"\n",
+ " )\n",
+ " sender_email_id: str = Field(description=\"Email Id of the email sender.\")\n",
+ " email_date_time: str = Field(description=\"Date and time of email\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c401e011",
+ "metadata": {},
+ "source": [
+ "### Load content from .eml / .msg file\n",
+ "\n",
+ "In this step, we will use the `UnstructuredReader` from the `llama-hub` to load the content of an .eml email file or .msg Outlook file. This file's contents are then stored in a variable for further processing.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "107396a9-4aa7-49b3-9f0f-a755726c19ba",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get donload_loader\n",
+ "from llama_index import download_loader"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1e9b8a31",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Create a download loader\n",
+ "UnstructuredReader = download_loader(\"UnstructuredReader\")\n",
+ "\n",
+ "# Initialize the UnstructuredReader\n",
+ "loader = UnstructuredReader()\n",
+ "\n",
+ "# For eml file\n",
+ "eml_documents = loader.load_data(\"../data/email/ark-trading-jan-12-2024.eml\")\n",
+ "email_content = eml_documents[0].text\n",
+ "print(\"\\n\\n Email contents\")\n",
+ "print(email_content)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8b8c578a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# For Outlook msg\n",
+ "msg_documents = loader.load_data(\"../data/email/ark-trading-jan-12-2024.msg\")\n",
+ "msg_content = msg_documents[0].text\n",
+ "print(\"\\n\\n Outlook contents\")\n",
+ "print(msg_content)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3de1abae",
+ "metadata": {},
+ "source": [
+ "### Use LLM function to extract content in JSON format\n",
+ "\n",
+ "In the final step, we utilize the `llama_index` package to create a prompt template for extracting insights from the loaded email. An instance of the `OpenAI` model is used to interpret the email content and extract the relevant information based on our predefined `EmailData` schema. The output is then converted to a dictionary format for easy viewing and processing.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f4316f42",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from llama_index.program import OpenAIPydanticProgram\n",
+ "from llama_index.prompts import ChatPromptTemplate, ChatMessage\n",
+ "from llama_index.llms import OpenAI"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "451836bc-b073-4838-8ab8-3def7d2c4d9d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "prompt = ChatPromptTemplate(\n",
+ " message_templates=[\n",
+ " ChatMessage(\n",
+ " role=\"system\",\n",
+ " content=(\n",
+ " \"You are an expert assitant for extracting insights from email in JSON format. \\n\"\n",
+ " \"You extract data and returns it in JSON format, according to provided JSON schema, from given email message. \\n\"\n",
+ " \"REMEMBER to return extracted data only from provided email message.\"\n",
+ " ),\n",
+ " ),\n",
+ " ChatMessage(\n",
+ " role=\"user\",\n",
+ " content=(\n",
+ " \"Email Message: \\n\" \"------\\n\" \"{email_msg_content}\\n\" \"------\"\n",
+ " ),\n",
+ " ),\n",
+ " ]\n",
+ ")\n",
+ "\n",
+ "llm = OpenAI(model=\"gpt-3.5-turbo-1106\")\n",
+ "\n",
+ "program = OpenAIPydanticProgram.from_defaults(\n",
+ " output_cls=EmailData,\n",
+ " llm=llm,\n",
+ " prompt=prompt,\n",
+ " verbose=True,\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "8778f729",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+ "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+ "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+ "Function call: EmailData with args: {\"etfs\":[{\"etf_ticker\":\"ARKK\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TSLA\",\"company_name\":\"TESLA INC\",\"shares_traded\":93654,\"percent_of_etf\":0.2453},{\"direction\":\"Buy\",\"ticker\":\"TXG\",\"company_name\":\"10X GENOMICS INC\",\"shares_traded\":159506,\"percent_of_etf\":0.0907},{\"direction\":\"Buy\",\"ticker\":\"CRSP\",\"company_name\":\"CRISPR THERAPEUTICS AG\",\"shares_traded\":86268,\"percent_of_etf\":0.0669},{\"direction\":\"Buy\",\"ticker\":\"RXRX\",\"company_name\":\"RECURSION PHARMACEUTICALS\",\"shares_traded\":289619,\"percent_of_etf\":0.0391},{\"direction\":\"Sell\",\"ticker\":\"HOOD\",\"company_name\":\"ROBINHOOD MARKETS INC\",\"shares_traded\":927,\"percent_of_etf\":0.0001},{\"direction\":\"Sell\",\"ticker\":\"EXAS\",\"company_name\":\"EXACT SCIENCES CORP\",\"shares_traded\":100766,\"percent_of_etf\":0.0829},{\"direction\":\"Sell\",\"ticker\":\"TWLO\",\"company_name\":\"TWILIO INC\",\"shares_traded\":108523,\"percent_of_etf\":0.0957},{\"direction\":\"Sell\",\"ticker\":\"PD\",\"company_name\":\"PAGERDUTY INC\",\"shares_traded\":302096,\"percent_of_etf\":0.0958},{\"direction\":\"Sell\",\"ticker\":\"PATH\",\"company_name\":\"UIPATH INC\",\"shares_traded\":553172,\"percent_of_etf\":0.1476}],\"trade_date\":\"1/12/2024\"},{\"etf_ticker\":\"ARKW\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TSLA\",\"company_name\":\"TESLA INC\",\"shares_traded\":18148,\"percent_of_etf\":0.2454},{\"direction\":\"Sell\",\"ticker\":\"HOOD\",\"company_name\":\"ROBINHOOD MARKETS INC\",\"shares_traded\":49,\"percent_of_etf\":0.0000},{\"direction\":\"Sell\",\"ticker\":\"PD\",\"company_name\":\"PAGERDUTY INC\",\"shares_traded\":9756,\"percent_of_etf\":0.016},{\"direction\":\"Sell\",\"ticker\":\"TWLO\",\"company_name\":\"TWILIO INC\",\"shares_traded\":21849,\"percent_of_etf\":0.0994},{\"direction\":\"Sell\",\"ticker\":\"PATH\",\"company_name\":\"UIPATH INC\",\"shares_traded\":105944,\"percent_of_etf\":0.1459}],\"trade_date\":\"1/12/2024\"},{\"etf_ticker\":\"ARKG\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TXG\",\"company_name\":\"10X GENOMICS INC\",\"shares_traded\":38042,\"percent_of_etf\":0.0864},{\"direction\":\"Buy\",\"ticker\":\"CRSP\",\"company_name\":\"CRISPR THERAPEUTICS AG\",\"shares_traded\":21197,\"percent_of_etf\":0.0656},{\"direction\":\"Buy\",\"ticker\":\"RXRX\",\"company_name\":\"RECURSION PHARMACEUTICALS\",\"shares_traded\":67422,\"percent_of_etf\":0.0363},{\"direction\":\"Buy\",\"ticker\":\"RPTX\",\"company_name\":\"REPARE THERAPEUTICS INC\",\"shares_traded\":15410,\"percent_of_etf\":0.0049},{\"direction\":\"Sell\",\"ticker\":\"EXAS\",\"company_name\":\"EXACT SCIENCES CORP\",\"shares_traded\":32057,\"percent_of_etf\":0.1052}],\"trade_date\":\"1/12/2024\"}],\"trade_notification_date\":\"1/12/2024\",\"sender_email_id\":\"ark@ark-funds.com\",\"email_date_time\":\"1/12/2024\"}\n",
+ "Output JSON From .eml File: \n",
+ "{\n",
+ " \"etfs\": [\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKK\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TSLA\",\n",
+ " \"company_name\": \"TESLA INC\",\n",
+ " \"shares_traded\": 93654.0,\n",
+ " \"percent_of_etf\": 0.2453\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TXG\",\n",
+ " \"company_name\": \"10X GENOMICS INC\",\n",
+ " \"shares_traded\": 159506.0,\n",
+ " \"percent_of_etf\": 0.0907\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"CRSP\",\n",
+ " \"company_name\": \"CRISPR THERAPEUTICS AG\",\n",
+ " \"shares_traded\": 86268.0,\n",
+ " \"percent_of_etf\": 0.0669\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RXRX\",\n",
+ " \"company_name\": \"RECURSION PHARMACEUTICALS\",\n",
+ " \"shares_traded\": 289619.0,\n",
+ " \"percent_of_etf\": 0.0391\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"HOOD\",\n",
+ " \"company_name\": \"ROBINHOOD MARKETS INC\",\n",
+ " \"shares_traded\": 927.0,\n",
+ " \"percent_of_etf\": 0.0001\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"EXAS\",\n",
+ " \"company_name\": \"EXACT SCIENCES CORP\",\n",
+ " \"shares_traded\": 100766.0,\n",
+ " \"percent_of_etf\": 0.0829\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"TWLO\",\n",
+ " \"company_name\": \"TWILIO INC\",\n",
+ " \"shares_traded\": 108523.0,\n",
+ " \"percent_of_etf\": 0.0957\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PD\",\n",
+ " \"company_name\": \"PAGERDUTY INC\",\n",
+ " \"shares_traded\": 302096.0,\n",
+ " \"percent_of_etf\": 0.0958\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PATH\",\n",
+ " \"company_name\": \"UIPATH INC\",\n",
+ " \"shares_traded\": 553172.0,\n",
+ " \"percent_of_etf\": 0.1476\n",
+ " }\n",
+ " ]\n",
+ " },\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKW\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TSLA\",\n",
+ " \"company_name\": \"TESLA INC\",\n",
+ " \"shares_traded\": 18148.0,\n",
+ " \"percent_of_etf\": 0.2454\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"HOOD\",\n",
+ " \"company_name\": \"ROBINHOOD MARKETS INC\",\n",
+ " \"shares_traded\": 49.0,\n",
+ " \"percent_of_etf\": 0.0\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PD\",\n",
+ " \"company_name\": \"PAGERDUTY INC\",\n",
+ " \"shares_traded\": 9756.0,\n",
+ " \"percent_of_etf\": 0.016\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"TWLO\",\n",
+ " \"company_name\": \"TWILIO INC\",\n",
+ " \"shares_traded\": 21849.0,\n",
+ " \"percent_of_etf\": 0.0994\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PATH\",\n",
+ " \"company_name\": \"UIPATH INC\",\n",
+ " \"shares_traded\": 105944.0,\n",
+ " \"percent_of_etf\": 0.1459\n",
+ " }\n",
+ " ]\n",
+ " },\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKG\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TXG\",\n",
+ " \"company_name\": \"10X GENOMICS INC\",\n",
+ " \"shares_traded\": 38042.0,\n",
+ " \"percent_of_etf\": 0.0864\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"CRSP\",\n",
+ " \"company_name\": \"CRISPR THERAPEUTICS AG\",\n",
+ " \"shares_traded\": 21197.0,\n",
+ " \"percent_of_etf\": 0.0656\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RXRX\",\n",
+ " \"company_name\": \"RECURSION PHARMACEUTICALS\",\n",
+ " \"shares_traded\": 67422.0,\n",
+ " \"percent_of_etf\": 0.0363\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RPTX\",\n",
+ " \"company_name\": \"REPARE THERAPEUTICS INC\",\n",
+ " \"shares_traded\": 15410.0,\n",
+ " \"percent_of_etf\": 0.0049\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"EXAS\",\n",
+ " \"company_name\": \"EXACT SCIENCES CORP\",\n",
+ " \"shares_traded\": 32057.0,\n",
+ " \"percent_of_etf\": 0.1052\n",
+ " }\n",
+ " ]\n",
+ " }\n",
+ " ],\n",
+ " \"trade_notification_date\": \"1/12/2024\",\n",
+ " \"sender_email_id\": \"ark@ark-funds.com\",\n",
+ " \"email_date_time\": \"1/12/2024\"\n",
+ "}\n"
+ ]
+ }
+ ],
+ "source": [
+ "output = program(email_msg_content=email_content)\n",
+ "print(\"Output JSON From .eml File: \")\n",
+ "print(json.dumps(output.dict(), indent=2))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a788f128",
+ "metadata": {},
+ "source": [
+ "### For outlook message "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a2a4069f",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "INFO:httpx:HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+ "HTTP Request: POST https://api.openai.com/v1/chat/completions \"HTTP/1.1 200 OK\"\n",
+ "Function call: EmailData with args: {\"etfs\":[{\"etf_ticker\":\"ARKK\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TSLA\",\"company_name\":\"TESLA INC\",\"shares_traded\":93654,\"percent_of_etf\":0.2453},{\"direction\":\"Buy\",\"ticker\":\"TXG\",\"company_name\":\"10X GENOMICS INC\",\"shares_traded\":159506,\"percent_of_etf\":0.0907},{\"direction\":\"Buy\",\"ticker\":\"CRSP\",\"company_name\":\"CRISPR THERAPEUTICS AG\",\"shares_traded\":86268,\"percent_of_etf\":0.0669},{\"direction\":\"Buy\",\"ticker\":\"RXRX\",\"company_name\":\"RECURSION PHARMACEUTICALS\",\"shares_traded\":289619,\"percent_of_etf\":0.0391},{\"direction\":\"Sell\",\"ticker\":\"HOOD\",\"company_name\":\"ROBINHOOD MARKETS INC\",\"shares_traded\":927,\"percent_of_etf\":0.0001},{\"direction\":\"Sell\",\"ticker\":\"EXAS\",\"company_name\":\"EXACT SCIENCES CORP\",\"shares_traded\":100766,\"percent_of_etf\":0.0829},{\"direction\":\"Sell\",\"ticker\":\"TWLO\",\"company_name\":\"TWILIO INC\",\"shares_traded\":108523,\"percent_of_etf\":0.0957},{\"direction\":\"Sell\",\"ticker\":\"PD\",\"company_name\":\"PAGERDUTY INC\",\"shares_traded\":302096,\"percent_of_etf\":0.0958},{\"direction\":\"Sell\",\"ticker\":\"PATH\",\"company_name\":\"UIPATH INC\",\"shares_traded\":553172,\"percent_of_etf\":0.1476}]},{\"etf_ticker\":\"ARKW\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TSLA\",\"company_name\":\"TESLA INC\",\"shares_traded\":18148,\"percent_of_etf\":0.2454},{\"direction\":\"Sell\",\"ticker\":\"HOOD\",\"company_name\":\"ROBINHOOD MARKETS INC\",\"shares_traded\":49,\"percent_of_etf\":0.0000},{\"direction\":\"Sell\",\"ticker\":\"PD\",\"company_name\":\"PAGERDUTY INC\",\"shares_traded\":9756,\"percent_of_etf\":0.0160},{\"direction\":\"Sell\",\"ticker\":\"TWLO\",\"company_name\":\"TWILIO INC\",\"shares_traded\":21849,\"percent_of_etf\":0.0994},{\"direction\":\"Sell\",\"ticker\":\"PATH\",\"company_name\":\"UIPATH INC\",\"shares_traded\":105944,\"percent_of_etf\":0.1459}]},{\"etf_ticker\":\"ARKG\",\"trade_date\":\"1/12/2024\",\"stocks\":[{\"direction\":\"Buy\",\"ticker\":\"TXG\",\"company_name\":\"10X GENOMICS INC\",\"shares_traded\":38042,\"percent_of_etf\":0.0864},{\"direction\":\"Buy\",\"ticker\":\"CRSP\",\"company_name\":\"CRISPR THERAPEUTICS AG\",\"shares_traded\":21197,\"percent_of_etf\":0.0656},{\"direction\":\"Buy\",\"ticker\":\"RXRX\",\"company_name\":\"RECURSION PHARMACEUTICALS\",\"shares_traded\":67422,\"percent_of_etf\":0.0363},{\"direction\":\"Buy\",\"ticker\":\"RPTX\",\"company_name\":\"REPARE THERAPEUTICS INC\",\"shares_traded\":15410,\"percent_of_etf\":0.0049},{\"direction\":\"Sell\",\"ticker\":\"EXAS\",\"company_name\":\"EXACT SCIENCES CORP\",\"shares_traded\":32057,\"percent_of_etf\":0.1052}]}],\"trade_notification_date\":\"1/12/2024\",\"sender_email_id\":\"ark-invest.com\",\"email_date_time\":\"1/12/2024\"}\n",
+ "Output JSON : \n",
+ "{\n",
+ " \"etfs\": [\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKK\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TSLA\",\n",
+ " \"company_name\": \"TESLA INC\",\n",
+ " \"shares_traded\": 93654.0,\n",
+ " \"percent_of_etf\": 0.2453\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TXG\",\n",
+ " \"company_name\": \"10X GENOMICS INC\",\n",
+ " \"shares_traded\": 159506.0,\n",
+ " \"percent_of_etf\": 0.0907\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"CRSP\",\n",
+ " \"company_name\": \"CRISPR THERAPEUTICS AG\",\n",
+ " \"shares_traded\": 86268.0,\n",
+ " \"percent_of_etf\": 0.0669\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RXRX\",\n",
+ " \"company_name\": \"RECURSION PHARMACEUTICALS\",\n",
+ " \"shares_traded\": 289619.0,\n",
+ " \"percent_of_etf\": 0.0391\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"HOOD\",\n",
+ " \"company_name\": \"ROBINHOOD MARKETS INC\",\n",
+ " \"shares_traded\": 927.0,\n",
+ " \"percent_of_etf\": 0.0001\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"EXAS\",\n",
+ " \"company_name\": \"EXACT SCIENCES CORP\",\n",
+ " \"shares_traded\": 100766.0,\n",
+ " \"percent_of_etf\": 0.0829\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"TWLO\",\n",
+ " \"company_name\": \"TWILIO INC\",\n",
+ " \"shares_traded\": 108523.0,\n",
+ " \"percent_of_etf\": 0.0957\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PD\",\n",
+ " \"company_name\": \"PAGERDUTY INC\",\n",
+ " \"shares_traded\": 302096.0,\n",
+ " \"percent_of_etf\": 0.0958\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PATH\",\n",
+ " \"company_name\": \"UIPATH INC\",\n",
+ " \"shares_traded\": 553172.0,\n",
+ " \"percent_of_etf\": 0.1476\n",
+ " }\n",
+ " ]\n",
+ " },\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKW\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TSLA\",\n",
+ " \"company_name\": \"TESLA INC\",\n",
+ " \"shares_traded\": 18148.0,\n",
+ " \"percent_of_etf\": 0.2454\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"HOOD\",\n",
+ " \"company_name\": \"ROBINHOOD MARKETS INC\",\n",
+ " \"shares_traded\": 49.0,\n",
+ " \"percent_of_etf\": 0.0\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PD\",\n",
+ " \"company_name\": \"PAGERDUTY INC\",\n",
+ " \"shares_traded\": 9756.0,\n",
+ " \"percent_of_etf\": 0.016\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"TWLO\",\n",
+ " \"company_name\": \"TWILIO INC\",\n",
+ " \"shares_traded\": 21849.0,\n",
+ " \"percent_of_etf\": 0.0994\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"PATH\",\n",
+ " \"company_name\": \"UIPATH INC\",\n",
+ " \"shares_traded\": 105944.0,\n",
+ " \"percent_of_etf\": 0.1459\n",
+ " }\n",
+ " ]\n",
+ " },\n",
+ " {\n",
+ " \"etf_ticker\": \"ARKG\",\n",
+ " \"trade_date\": \"1/12/2024\",\n",
+ " \"stocks\": [\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"TXG\",\n",
+ " \"company_name\": \"10X GENOMICS INC\",\n",
+ " \"shares_traded\": 38042.0,\n",
+ " \"percent_of_etf\": 0.0864\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"CRSP\",\n",
+ " \"company_name\": \"CRISPR THERAPEUTICS AG\",\n",
+ " \"shares_traded\": 21197.0,\n",
+ " \"percent_of_etf\": 0.0656\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RXRX\",\n",
+ " \"company_name\": \"RECURSION PHARMACEUTICALS\",\n",
+ " \"shares_traded\": 67422.0,\n",
+ " \"percent_of_etf\": 0.0363\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Buy\",\n",
+ " \"ticker\": \"RPTX\",\n",
+ " \"company_name\": \"REPARE THERAPEUTICS INC\",\n",
+ " \"shares_traded\": 15410.0,\n",
+ " \"percent_of_etf\": 0.0049\n",
+ " },\n",
+ " {\n",
+ " \"direction\": \"Sell\",\n",
+ " \"ticker\": \"EXAS\",\n",
+ " \"company_name\": \"EXACT SCIENCES CORP\",\n",
+ " \"shares_traded\": 32057.0,\n",
+ " \"percent_of_etf\": 0.1052\n",
+ " }\n",
+ " ]\n",
+ " }\n",
+ " ],\n",
+ " \"trade_notification_date\": \"1/12/2024\",\n",
+ " \"sender_email_id\": \"ark-invest.com\",\n",
+ " \"email_date_time\": \"1/12/2024\"\n",
+ "}\n"
+ ]
+ }
+ ],
+ "source": [
+ "output = program(email_msg_content=msg_content)\n",
+ "\n",
+ "print(\"Output JSON from .msg file: \")\n",
+ "print(json.dumps(output.dict(), indent=2))"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": ".venv",
+ "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"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/use_cases/extraction.md b/docs/use_cases/extraction.md
index 880e6631074335663f7535dd59771e61fad9fb95..86205e1e1a46f4a2a02044a17e8e84ce4a156f22 100644
--- a/docs/use_cases/extraction.md
+++ b/docs/use_cases/extraction.md
@@ -32,4 +32,5 @@ maxdepth: 1
---
Extracting names and locations from descriptions of people </examples/output_parsing/df_program.ipynb>
Extracting album data from music reviews </examples/llm/llama_api.ipynb>
+Extracting information from emails </examples/usecases/email_data_extraction.ipynb>
```