add political insight analysis using llms

AI4Forensics/CKIM2024/HillaryEmails/archive/Aliases.csv

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+Id,Alias,PersonId
+1,111th congress,1
+2,agna usemb kabul afghanistan,2
+3,ap,3
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+5,alec,5
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+7,american beverage association,7
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+9,shapiro andrew j,9
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+12,slaughter anne marie,10
+13,slaughter annemarie,10
+14,slaughtera@state.gov,10
+15,lake anthony,11
+16,valenzuela arturo a,12
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+18,kimoon ban,13
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+22,mikulski bam,15
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+25,mikulskibam (mikulski),15
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+71,butzgy christopher h,34
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+73,eap/j:green christopher,36
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+96,axelrod_d,50
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+264,luzzatto,129
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+268,williamsbarrett,133
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+511,monica.hanle
+512,hanle mr@state.gov
+513,ha nleym r@state.gov

AI4Forensics/CKIM2024/HillaryEmails/archive/hashes.txt

@@ -0,0 +1,9 @@
+Current git commit:
+b7bbe29f3fb9e6c300824308b3139afa433e96a5
+
+Current ouput md5 hashes:
+MD5 (output/Aliases.csv) = f8a57f482023e54865a5ffb95921c2c7
+MD5 (output/EmailReceivers.csv) = 349e5a27ec2ea974451a3fff1bdd1bc9
+MD5 (output/Emails.csv) = e91226f2d61c72d92d4a0a303b8f7a1c
+MD5 (output/Persons.csv) = e058a8acf53b74630225878270b5393b
+MD5 (output/database.sqlite) = d62448386bc43dde3f8df46936a26713

AI4Forensics/CKIM2024/HillaryEmails/dataprocessing_csv.ipynb

@@ -0,0 +1,613 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fields in the emails.csv file:\n",
+      "Id\n",
+      "DocNumber\n",
+      "MetadataSubject\n",
+      "MetadataTo\n",
+      "MetadataFrom\n",
+      "SenderPersonId\n",
+      "MetadataDateSent\n",
+      "MetadataDateReleased\n",
+      "MetadataPdfLink\n",
+      "MetadataCaseNumber\n",
+      "MetadataDocumentClass\n",
+      "ExtractedSubject\n",
+      "ExtractedTo\n",
+      "ExtractedFrom\n",
+      "ExtractedCc\n",
+      "ExtractedDateSent\n",
+      "ExtractedCaseNumber\n",
+      "ExtractedDocNumber\n",
+      "ExtractedDateReleased\n",
+      "ExtractedReleaseInPartOrFull\n",
+      "ExtractedBodyText\n",
+      "RawText\n"
+     ]
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "# Read the CSV file\n",
+    "df = pd.read_csv(\"archive\\emails.csv\", encoding=\"utf-8\")\n",
+    "\n",
+    "# List all the fields (columns)\n",
+    "fields = df.columns.tolist()\n",
+    "\n",
+    "# Print the fields\n",
+    "print(\"Fields in the emails.csv file:\")\n",
+    "for field in fields:\n",
+    "    print(field)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Unique sender's email addresses:\n",
+      "Sullivan, Jacob J <Sullivan11@state.gov>\n",
+      "nan\n",
+      "Mills, Cheryl D <MillsCD@state.gov>\n",
+      "Sullivan, Jacob J <Sullivanli@stategov>\n",
+      "Sullivan, Jacob 1 <Sullivan)) state.gov>\n",
+      "Sullivan, Jacob J <SullivanJJ@state.gov>\n",
+      "Mills, Cheryl 0 <MillsCD@state.gov›\n",
+      "Koh, Harold Hongju <KohliFf@state.gov>\n",
+      "Sherman, Wendy R <ShermanWR@state.gov>\n",
+      "Sullivan, Jacobi <Sullivanii@state.gov>\n",
+      "H <hrod17©clintonemaiLcom>\n",
+      "H <hrod17@clintonemail.com>\n",
+      "Sullivan, Jacob .1 ‹Sullivann@state.gov>\n",
+      "Sullivan, Jacob I <Sullivanit@state,gov›\n",
+      "Mills, Cheryl 0 <MillsCD@stategov>\n",
+      "Burns Strider\n",
+      "Abedin, Huma <AbedinH@state.goy>\n",
+      "McDonough, Denis R. (mailto: B6\n",
+      "Mills, Cheryl 0 <MillsCD@state.gov>\n",
+      "Sullivan, Jacob .1 <Sullivarill@state.gov>\n",
+      "Russo, Robert V <RussoRV©state.gov>\n",
+      "Abeclin, Huma <AbedinH@state.gov>\n",
+      "Sullivan, Jacobi <SullivanJJOstate.goy>\n",
+      "Mills, Cheryl D\n",
+      "H < hrod17@clintonemail.com>-\n",
+      "H <hrod17@dintonemailcom>\n",
+      "Milts, Cheryl 0 <MillsCD@state.gov>\n",
+      "Sullivan, Jacobi <Sullivaniiestate.gov>\n",
+      "Sidney Blumenthal\n",
+      "H < hrod17@clintonemail.com>\n",
+      "Marshall, Capricia P <MarshalICP@state.gov>\n",
+      "Anne-Marie Slaughter\n",
+      "Burns, William J <BurnsW.1@state.gov>\n",
+      "H <hrod17@clintonernail.com>\n",
+      "Barton, Rick (CSO)\n",
+      "Sullivan, Jacob J <Sullivann@state.gov>\n",
+      "Sullivan, Jacob J <SullivanDostate.gov>\n",
+      "Mills, Cheryl ID <MillsCD@state.gov>\n",
+      "H <hrod17@clintonemailcom>\n",
+      "Sullivan, Jacob J <Sullivanii@stategov>\n",
+      "Sullivan, Jacobi <SullivanJJ state.gov>\n",
+      "H <hrodl7@clintonemaii.com›\n",
+      "Hanley, Monica R <HanleyMR@state.gov>\n",
+      "H <hrod17©clintonemailcom>\n",
+      "Sullivan, Jacob <Sullivanil@state.gov›\n",
+      "H <hrod17©clintonemail.com>\n",
+      "B6\n",
+      "Mills, Cheryl D <MillsCD@state.gov›\n",
+      "Schwerin, Daniel B <SchwerinDB@state.gov>\n",
+      "Sullivan, Jacob 3 <Sullivanii@state.gov>\n",
+      "Abedin, Huma <AbedinH@state.gov>\n",
+      "Sullivan, Jacobi <Suilivanll@state.gov>\n",
+      "Abedin, Hume <AbeclinH@stategov›\n",
+      "Hanky, Monica R <HanleyMR@stategov>\n",
+      "Reines, Philippe I < reinesp@state.gove\n",
+      "Abedin, Hume <AbedinH©state_gov>\n",
+      "H ehrod17@clintonemailcom>\n",
+      "Schwerin, Daniel B <SchwerinDB@state.gov›\n",
+      "Abedin, Hume <AbedinH state.gov>\n",
+      "Sullivan, Jacobi <Sullivan.11@state.gov>\n",
+      "lvlills, Cheryl D <MilisCD@state.gov>\n",
+      "Tomlinson, Christina B3 CIA PERS/ORG\n",
+      "H ‹hrod17@clintonernail.com>\n",
+      "Hanley, Monica R <HanleyMR©state.gov>\n",
+      "H <hroc117©clintonemailcom>\n",
+      "Sullivan, Jacob J <Sullivann@stategov>\n",
+      "Hanley, Monica R .<HarileyMR@state.gov>\n",
+      "H <hrod17@clintonemall.com›\n",
+      "Sullivan, Jacob.) <Sullivaralestate.gov>\n",
+      "Hemmen, Chris\n",
+      "Sullivan, Jacob J <Sullivanil@state.gov>\n",
+      "Mills, Cheryl D <MillsCD©state.gova\n",
+      "Sullivan, Jacob .‹Suilivan1J©st.ate.gov>\n",
+      "H <hrod17@clintortemail.com›\n",
+      "Mills, Cheryl D <MillsCDebstategov>\n",
+      "Sullivan, Jacob J <SullivanJJ@state,gov>\n",
+      "Mills, Chey 0 <MilisCD@state.gov>\n",
+      "Mills, Cheryl D <IVIillsCD@state.gov>\n",
+      "H <hrodi 7@clintonemail.com>\n",
+      "Sidney Blumenthal B6\n",
+      "Mills, Cheryl D <MilLsCD@state.gov›\n",
+      "Sullivan, Jacob J <Sullivanll@stategov>\n",
+      "Verveer, Melanne S <VerveerMS@state.gov>\n",
+      "H <hrod17@clintonernail.corn>\n",
+      "Coleman, Claire L <ColemanCL@state.gov>\n",
+      "H <hrodl7@ci into nemailcom >\n",
+      "Mills, Cheryl D <MillsCD@state.goy>\n",
+      "Mills, Cheryl 0 <MillsCDOstate.gov>\n",
+      "PIR\n",
+      "H <hrod17@clintonemail.corn>\n",
+      "H <hrod17@dintonemaii.com>\n",
+      "H <brod17@clintonernail.com>\n",
+      "Huma Abedin <Hurna@clintonemail.com>\n",
+      "Mills, Cheryl D <MilisCD@state.gov>.\n",
+      "Mills, Cheryl ID <MillsCD@state.gov›\n",
+      "H <hrod17@ciintonernailcom>\n",
+      "H 1\n",
+      "Mills. Cheryl 0 <ivtillsCD@stategov›\n",
+      "H <hrod17@clintoriemail.com>\n",
+      "Reines, Philippe I <reinesp@state.gov>\n",
+      "H < hrod17@clintonemaii.com>\n",
+      "H <hroc117@clintonemail.com>\n",
+      "Mills, Cheryl 0 <MillsC0@state.gov›\n",
+      "Sullivan, Jacob J <Sullivardi@state.gov>\n",
+      "Sullivan, Jacob J <Sullivarill@state.gov>\n",
+      "Sullivan, Jacob J eSullivanii@state,gov>\n",
+      "Sullivan, Jacob I <Stillivaral@state.gov›\n",
+      "Mills, Cheryl D -:MilisCD@stategov>\n",
+      "Mills, Cheryl D [mailto:MillsCD@stategovi\n",
+      "Sullivan, Jacob .1 <Sullivan.1.1@state.gov>\n",
+      "Mills, Cheryl D <MillsCD@stategov>\n",
+      "Sullivan, Jacob J <Sulliyantl@state.gov>\n",
+      "Mills, Cheryl D [mailto:MillsCD©state.gov]\n",
+      "Valmoro, Lona J ‹ValmoroU c stategov>\n",
+      "Valnnoro, Lona J <Valmoroti@stategov>\n",
+      "H <hrod17@c1intonemai1.com>\n",
+      "Coleman, Claire L <ColemanCL@state.gov›\n",
+      "Mills, Cheryl 0eMillsCD@state.gov>\n",
+      "Cheryl Mills < _\n",
+      "Cheryl Mills <\n",
+      "Mills, Cheryl D <MillsCD©state.gov>\n",
+      "Bums, William J <BurnsWi@state.gov>\n",
+      "Nides, Thomas R <NidesTR@state.gov>\n",
+      "H ‹hrod17@clintonemailcom>\n",
+      "H <hrod17@dintonemail.com>\n",
+      "Sullivan, Jacob J <Sullivanii@state.gov>\n",
+      "Reines, Philippe) <reinesp@state.gov>\n",
+      "Sullivan, Jacob I <Sullivanii@state.gov>\n",
+      "Sullivan, JacobJ <Sullivann@state.gov>\n",
+      "Sullivan, Jacob I <SullivanJJ@state.gov>\n",
+      "Jake Sullivan _\n",
+      "Sullivan, Jacob I <Sullivanli@state.gove\n",
+      "Sullivan, Jacob J <Sullivanll@state,gov›\n",
+      "Sullivan, Jacob .1 <SulliyanJJ©state.gov>\n",
+      "Stevens, John C\n",
+      "H <hrod17©clintonemail.com›\n",
+      "Hanley, Monica R <HanleyMROstate.gov>\n",
+      "H <hrod17@clintoneniail.com>\n",
+      "Nuland, Victoria 3 <nulandvi@state.gov>\n",
+      "Otero, Maria <OteroM2@state.gov>\n",
+      "Coleman, Claire L <Colernana@stategovs\n",
+      "H <hrod17@clintOnemail.com>\n",
+      "H <hrod17@clintonemail.com >\n",
+      "Alec\n",
+      "H <hrod17@clintonemail corn>\n",
+      "H\"<hrod17@clintonemail.com>\n",
+      "H <HDR22@clintonemail.com>\n",
+      "H <hrod17@clintonemail.com;\n",
+      "• H <hrod17@clintonemail.com>\n",
+      "Cherie Blair\n",
+      ". H <hrod17@clintonemail.com >\n",
+      "1-1'<hrod17@clintonemail.com>\n",
+      "H\n",
+      "Andy Manatos\n",
+      "Sid\n",
+      "H <hrod17@clintonemail.com> ,\n",
+      "H <hrod17@clintonemail.coni>\n",
+      "Reines, Philippe I (PACE) <ReinesPI@state.gov>\n",
+      "jake.sullivan\n",
+      "Valmoro, Lona J <ValmoroU@state.gov>\n",
+      "Jiloty, Lauren C <JilotyLC@state.gov>\n",
+      "Valmoro, Lona J <ValmoroLJ@state.gov>\n",
+      "Mills,.Cheryl D <MillsCD@state.gov>\n",
+      "Mills, Cheryl D <MillsCD©state.gov> •\n",
+      "cheryl.mills\n",
+      "Steinberg, James B <SteinbergJB@state.gov>\n",
+      "newmyer on behalf of Jackie Newmyer <newmyer\n",
+      "Cheryl Mills[\n",
+      "Jiloty, Lauren C <JilotyLC©state.goy>\n",
+      "newmyer\n",
+      "Abed in, Huma <AbedinH@state.gov>\n",
+      "Cheryl Mills\n",
+      "Cheryl Mills <cheryl.milk\n",
+      "jake.sullivar,\n",
+      "Mikulski, BAM (Mikulski) <BAM@Mikulski.senate.gov>\n",
+      "wburns66\n",
+      "Jake Sullivan <jake.sullivar\n",
+      "' Mills, Cheryl D <MillsCD@state.gov>\n",
+      "Abedin, Huma <AbedinH©state.gov>\n",
+      "newmyer on behalf of Jackie Newmyer\n",
+      "Abed in, Huma <AbedinH@state.goy>\n",
+      "H.<hrod17@clintonemail.com>\n",
+      "Huma Abedin <Huma B6\n",
+      "Valmoro, Lona J <VaImoroU@state.gov>\n",
+      "Jake Sullivan <jake.sullivan\n",
+      "Cheryl Mills <cheryl.mill!\n",
+      "Huma Abedin <Huma@clintonemail.com>\n",
+      "H [mailto:HDR22@clintonemail.com]\n",
+      "Ben Kobren\n",
+      "Lissa Muscatine\n",
+      "Abedin, Huma <AIDedinH@state.gov>\n",
+      "Cheryl Mills <cheryl.mills\n",
+      "Jackie Newmyer < B61\n",
+      "Jake Sullivan <_\n",
+      "Jake Sullivan\n",
+      "Jake Sullivan <\n",
+      "Mills, Cheryl D <MilIsCD@state.gov>\n",
+      "Sullivan, Jacob J <SullivanJJ©state.gov>\n",
+      "PIR <preine5\n",
+      "Neera Tanden <ntanden\n",
+      "Jackie Newmyer\n",
+      "pverveer B6\n",
+      "sbwhoeop\n",
+      "Long Term Strategy Group\n",
+      "Abedin, Huma <AbedinH©state,gov>\n",
+      "Neera Tanden\n",
+      "Jiloty, Lauren C <JilotyLC©state.gov>\n",
+      "Sullivan, Jacob 1 <SullivanJJ@state.gov>\n",
+      "Jiloty, Lauren C <JilotyLC4state.gov>\n",
+      "Lee Feinstein\n",
+      "cheryl.mills B6\n",
+      "Strobe Talbott\n",
+      "Berger, Samuel R.\n",
+      "• Abedin, Hurna <AbedinH@state.gov>\n",
+      "Abed in, Hu ma <AbedinH@state.gov>\n",
+      "Sullivan, JacobJ <SullivanJJ@state.gov>\n",
+      "Jeffrey L Farrow\n",
+      "PVervee _\n",
+      "cheryl.mills _\n",
+      "PIR <preines\n",
+      "Abedin, Hume <AbedinH@state.gov>\n",
+      "Balderston, Kris M <BalderstonKM@state.gov>\n",
+      "Verma, Richard R <VermaRR@state.gov>\n",
+      "postmaster@state.gov\n",
+      "Colin Powell\n",
+      "Jeffrey Farrow\n",
+      "Eizenstat, Stuart\n",
+      "Valmoro, Lona J WalmoroU@state.goy>\n",
+      "Russo, Robert V <RussoRV@state.gov>\n",
+      "Abedin, Hurna <AbedinH@state.gov>\n",
+      "Abedin, Hu ma <AbedinH@state.gov>\n",
+      "sbwhoeor\n",
+      "Strobe Talbott B6\n",
+      "Valmoro, Lona 1 <ValmoroU@state.gov>\n",
+      "Axelrod, David M.\n",
+      "John Podesta\n",
+      "Mikulski, BAM (Mikulski) <BAM@Mikulski.senate.gov>.\n",
+      "Adler, Caroline E <AdlerCE@state.gov>\n",
+      "Sullivan, Jacob J<SullivanJJ@state.gov>\n",
+      "Lissa Muscatine B6\n",
+      "Minyon Moore .\n",
+      "Sullivan, Jacob .1 <Sullivan11@state.gov>\n",
+      "Muscatine, Lissa <MuscatineL@state.gov>\n",
+      "Muscatine, Lissa <Muscatinel@state.gov>\n",
+      "Valmoro, Lona J WalmoroU@state.gov>\n",
+      "Wendy Sherman\n",
+      "Sullivan, Jacobi <SullivanJJ@state.gov>\n",
+      "Muscatine Lissa\n",
+      "Huma Abedin\n",
+      "Sullivan, Jacob J <SuIlivan1J@state.gov>\n",
+      "Sullivan, Jacob J <Sullivan.11@state.gov>\n",
+      "Mikulski, BAM (Mikulski)\n",
+      "jake.sullivan(\n",
+      "Shapiro, Andrew J <ShapiroA@state.gov>\n",
+      "ChoIlet, Derek H <CholletDH@state.gov>\n",
+      "Philippe Reines\n",
+      "Axelrod, David M. B6\n",
+      "Wendy Sherman <\n",
+      "wburns66 B6 I\n",
+      "Donilon, Thomas E.\n",
+      "Jacob Lew <\n",
+      "Strobe Talbott <\n",
+      "PIR <preines B6\n",
+      "CdeBaca, Luis\n",
+      "Lou de Baca, G/TIP\n",
+      "* Abedin, Huma <AbedinH@state.gov>\n",
+      "Rubiner, Laurie\n",
+      "Ilic, Werner X\n",
+      "Muscatine Lissa <\n",
+      "Crowley, Philip J <CrowleyPJ@state.gov>\n",
+      "Feltman, Jeffrey D <FeltmanJD@state.gov>\n",
+      "PVervee\n",
+      "pverveer\n",
+      "Mitchell, George\n",
+      "Valmoro, Lona1 <ValmoroU@state.gov>\n",
+      "Sullivan, Jacob J <SulliyanJJ@state.gov>\n",
+      "PIR <\n",
+      "Campbell, Kurt M <CampbellKM@state.gov>\n",
+      "0 Mills, Cheryl D <MillsCD@state.gov>\n",
+      "capriciamarshall\n",
+      "Fuchs, Michael H <FuchsMH@state.gov>\n",
+      "PVerveer\n",
+      "pvervee\n",
+      "Mills, Cheryl D <MillsCD@state.gov> BEST COPY\n",
+      "Abedin, Huma <AbedinH@state.goV>\n",
+      "Lew, Jacob J <LewJJ@state.gov>\n",
+      "Koh, Harold Hongju\n",
+      "Berger, Samuel R. B6\n",
+      "Mills, Cheryl D <MiIIsCD©state.gov>\n",
+      "Koh, Harold Hongju <KohHH@state.gov>\n",
+      "Abedin, Huma <AbedinH@state.gov> .\n",
+      "sbwhoeopc\n",
+      "sbwhoeop B6\n",
+      "Crowley, Philip J <CrowleyPJ©state.gov>\n",
+      "Verveer, Melanne S WerveerMS@state.gov>\n",
+      "Slaughter, Anne-Marie <SlaughterA@state.gov>\n",
+      "Shannon, Thomas A <ShannonTA@state.gov>\n",
+      "Jones, Paul W <JonesPW2@state.gov>\n",
+      "cheryl.millsc\n",
+      "Rodriguez, Miguel E <RodriguezME@state.gov>\n",
+      "Hill, Christopher R (Baghdad) <HilICR@state.gov>\n",
+      "M.K Albright <\n",
+      "Dewan, Linda L <DewanLL@state.gov>\n",
+      "Tauscher, Ellen 0 <TauscherE0@state.gov>\n",
+      "PIR <preines(\n",
+      "Valmoro, Lona J <ValmoroU©state.gov>\n",
+      "Jake Sullivar\n",
+      "Gina Glantz B6\n",
+      "Voda ebeling\n",
+      "Abedin, Huma eAbedinH@state.gov>\n",
+      "Sullivan, Jacob I <Sullivann@state.gov>\n",
+      "Lew, Jacob 1 <Lewil@state.gov>\n",
+      "Abedin, Huma <AbedinH©state.goy>\n",
+      "sbwhoeop B61\n",
+      "Gordon, Philip H <GordonPH©state.gov>\n",
+      "Koh, Harold Hongju <KohHH©state.gov>\n",
+      "Valmoro, Lona J <ValmoroU@state.goy>\n",
+      "info@mailva.evite.com\n",
+      "Daniel Baer\n",
+      "Reta Jo Lewis, Special Representative, Global Intergovernmental Affairs\n",
+      "Sullivan, 'Jacob J <SullivanJJ@state.gov>\n",
+      "Carson, Johnnie <CarsonJ@state.gov>\n",
+      "Daniel Baer •\n",
+      "Daniel Baer <\n",
+      "Huma Abedin <\n",
+      "Sullivan, Jacobi <Sullivarill@state.gov>\n",
+      "Baer, Daniel B <BaerDB@state.gov>\n",
+      "Verma, Richard R <VermaRR©state.gov>\n",
+      "Marshall, Capricia P <MarshalICP©state.goy>\n",
+      "Cherie Blair <\n",
+      "Toiv, Nora F <ToivNF@state.gov>\n",
+      "KPK\n",
+      "Merten, Kenneth H\n",
+      "PIR <preine\n",
+      "Burns, William J <BurnsWJ@state.gov>\n",
+      "McHale, Judith A <McHaleJA@state.gov>\n",
+      "Stern, Todd D (S/SECC) <SternTD@state.gov>\n",
+      "Verveer, Melanne S <VerveerMS©state.gov>\n",
+      "Slaughter, Anne-Marie <SlaughterA©state.gov>\n",
+      "Sullivan, Jacob 1 <SullivanJ1@state.gov>\n",
+      "Valmoro, Lona 1 <ValmoroU©state.gov>\n",
+      "Mills, Cheryl D <MillsCD©state.goy>\n",
+      "cheryl.mill\n",
+      "Shah, Rajiv (AID/A)\n",
+      "sbwhoeor.,\n",
+      "Hormats, Robert D <HormatsRD@state.gov>\n",
+      "Tillemann, Tomicah S\n",
+      "Sullivan, Jacob 1 <Sullivanii@state.gov>\n",
+      "McHale, Judith A <McHaleJA©state.gov>\n",
+      "sbwhoecip\n",
+      "Feltman, Jeffrey D <FeltmanJD©state.gov>\n",
+      "Jiloty, Lauren C <JilotyLC@state.goy>\n",
+      ". Sullivan, Jacobi <Sullivanil@state.gov>\n",
+      "Sullivan, Jacob J <Sullivaral@state.gov>\n",
+      "Sullivan, Jacob 1 <Sullivann@state.gov>\n",
+      "betsyebelin\n",
+      "Shannon, Thomas A\n",
+      "Capricia Marshall\n",
+      "sbwhoeor B6\n",
+      "Recos\n",
+      "Kelly, Craig A <KellyC@state.gov>\n",
+      "Daniel Meron\n",
+      "Butzgy, Christopher H <ButzgyCH2@state.gov>\n",
+      "Fuchs, Michael H <FuchsMH©state.gov>\n",
+      "Sullivan, Jacob i <Sullivanil@state.gov>\n",
+      "Mills; Cheryl D <MillsCD@state.gov>\n",
+      "Colby Cooper\n",
+      "Burns, William J <BurnsWi@state.gov>\n",
+      "Brimmer, Esther D <BrimmerE@state.gov>\n",
+      "Sullivan, Jacobi <Sullivan11@state.gov>\n",
+      "Cheryl Mills B6\n",
+      "Lew, Jacob J <Lew1J@state.gov>\n",
+      "Rooney, Megan <RooneyM@state.gov>\n",
+      "Ebeling, Betsy\n",
+      "sbwhoeor.\n",
+      "Sullivan, Jacob J <Sullivan1.1@state.gov>\n",
+      "Beale, Courtney A Kramer <BealeCA@state.gov>\n",
+      "Fareed Zein\n",
+      "Balderston, Kris M <BalderstonKM©state.gov>\n",
+      "Tillemann, Tomicah S <TillemannTS@state.gov>\n",
+      "Verveer, Melanne S <VerveerM5@state.gov>\n",
+      "Sullivan, JacobJ <SullivanJJ©state.gov>\n",
+      "Sullivan, Jacob i <Sullivanii@state.gov>\n",
+      "Sullivan, Jacobi <Sullivanil@state.gov>\n",
+      "Huma Abedin <Huma@clintonemail.com >\n",
+      "Blake, Robert 0 <BlakeR2@state.gov>\n",
+      "Valenzuela, Arturo A <ValenzuelaAA@state.gov>\n",
+      "Sullivan, Jacob J <SullivanJ1@state.gov>\n",
+      "Reines, Philippe I <reinesp@state.goy>\n",
+      "Crowley, Philip J <CrowleyP1@state.gov>\n",
+      "Crowley, Philip 1 <Crowley13.1@state.gov>\n",
+      "Crowley, Philip1 <CrowleyR1@state.gov>\n",
+      "Tillemann, Tomicah S <TillemannTS©state.gov>\n",
+      "Sullivan, Jacob J <Sullivarth@state.gov>\n",
+      "Sullivan, Jacobi <Sullivann@state.gov>\n",
+      "sbvvhoeop\n",
+      "Muscatine, Lissa <MuscatineL©state.gov>\n",
+      "H <HDR22@ciintonemail.com>\n",
+      "C — Cheryl Mills\n",
+      "PIR <preines >\n",
+      "Sullivan, Jacob <SullivanJJ@state.gov>\n",
+      "Rice, Susan E (USUN) <RiceSE@state.gov>\n",
+      "Ebeling, Betsy <\n",
+      "Sullivan, Jacobi <SullivanJJ©state.gov>\n",
+      "Abedin,,Huma <AbedinH@state.goy>\n",
+      "Philippe Reines < B6\n",
+      "Philippe Reines <\n",
+      "Sullivan, Jacob.) <SullivanJJ@state.gov>\n",
+      "Strobe Talbott < >\n",
+      "Hanley, Monica R <HanleyMR@state.goy>\n",
+      "Cherie Blair < >\n",
+      "Valmoro, Lona J <ValmoroU©state.goy>\n",
+      "Lew, Jacob J <LewJJ©state.gov>\n",
+      "Holbrooke, Richard\n",
+      "Slaughter, Anne-Marie\n",
+      "P1R <preines\n",
+      "McHale, Judith A <McHaleJA©state.goy>\n",
+      "Rooney, Megan <RooneyM©state.gov>\n",
+      "Sullivan, Jacob 1 <SullivanJJ©state.gov>\n",
+      "betsyebeling\n",
+      "Zachary Iscol\n",
+      "Sullivan, Jacob .1 <SullivanJJ@state.gov>\n",
+      "PIR <prein0\n",
+      "Jiloty, Lauren C dilotyLC@state.gov>\n",
+      "Mitchell, George <\n",
+      "Sullivan, Jacobi <Sullivantl@state.gov>\n",
+      "Verma, Richard R <VermaRR©state.goy>\n",
+      "Marshall, Capricia P <MarshalICP@state.gdy>\n",
+      "Samuel Berger\n",
+      "PIR <preines(i _\n",
+      "PVerveeL\n",
+      "Valmoro, Lona .1 <ValmoroU@state.gov>\n",
+      "Lauren Jiloty\n",
+      "Huma Abedin <Humat\n",
+      "Lew, Jacob J <Lewil@state.gov>\n",
+      "Sullivan, Jacob J <Sullivan.1.1@state.gov>\n",
+      "Jiloty, Lauren C <filotyLC@state.gov>\n",
+      "Valmoro, Lona1 <ValmoroLJ@state.gov>\n",
+      "Sandy\n",
+      "Crowley, Philip J <CrowleyR1@state.gov>\n",
+      "Sullivan, Jacob 1 <Sullivan11@state.gov>\n",
+      "Lauren Jiloty <laurenjiloty\n",
+      "Lauren Jiloty <laurenjiloty B6\n",
+      "Jake Sullivan B6\n",
+      "Jeffrey L Farrow <\n",
+      "Mills, Cheryl D <MillsCDOstate.gov>\n",
+      "Slaughter, Anne-Marie <SlaughterA@state.gov> I\n",
+      "Campbell, Kurt M <CampbelIKM@state.gov>\n",
+      "Abed in, Huma <AbedinH©state.gov>\n",
+      "Mills, Cheryl D <MillsCD@state.gov> _\n",
+      "Gordon, Philip H <GordonPH@state.gov>\n",
+      "Lew, Jacob J <Lewn@state.gov>\n",
+      "Jake Sullivan < >\n",
+      "Lissa Muscatine <\n",
+      "Samuel Berger <\n",
+      "Sullivan, Jacob 1 <SullivarW@state.gov>\n",
+      "Laszczych, Joanne <Laszczychi@state.gov>\n",
+      "Laszczych, Joanne <LaszczychJ@state.gov>\n",
+      "Woodard, Eric W <WoodardEW@state.gov>\n",
+      "Sullivan, Jacob) <Sullivann@state.gov>\n",
+      "Lissa Muscatine < >\n",
+      "Lauren Jiloty < >\n",
+      "Abedin, Hume <AbedinH©state.gov>\n",
+      "Lissa Muscatine < > Bi6\n",
+      "Verma, Richard R <VermaRR@state.gov?\n",
+      "Sullivan, Jacob J <Sullivard1@state.gov>\n",
+      "jake.sullivar\n",
+      "Sullivan, Jacob I <Sullivanil@state.gov>\n",
+      "Mills, Cheryl D <MiilsCD@state.gov>\n",
+      "- Abedin, Huma <AbedinH@state.gov>\n",
+      "Daniel, Joshua J <DanieW@state.gov>\n",
+      "Daniel, Joshua J <Danielil@state.gov>\n",
+      "Megan Rooney\n",
+      "Mikulski, BAM (Mikulski) <BAM@Mikuiski.senate.gov>\n",
+      "H < hrod17@clintonemail.com >\n",
+      "jake.sullivan B6\n",
+      "Jiloty, Lauren C <JilotylC@state.gov>\n",
+      "H <hrodl7@clintonemail.com>\n",
+      "Steven.EVERTS\n",
+      "Sullivan, JacobJ <Sullivanil@state.gov>\n",
+      "H <hrod176clintonemail.com>\n",
+      "H <hrod17@clintonemaiLcom>\n",
+      "Smith, James E <SmithJE©state.gov>\n",
+      "Campbell, Piper <CampbellP@state.gov>\n",
+      "Hyde, Dana <HydeD@state.gov>\n",
+      "H <hrod17@clintonernail.com >\n",
+      "aclb\n",
+      "aclb <\n",
+      "Huma Abedin < >\n",
+      "Sullivan, Jacob 1 <Sullivanil@state.gov>\n",
+      "Rodriguez, Miguel E <RodriguezME©state.gov>\n",
+      "Sullivan, Jacob1 <SullivanJJ@state.gov>\n",
+      "•H <hrod17@clintonemail.com>\n",
+      "Rina Amiri\n",
+      "H <hrod17@clintonemail.com> I\n",
+      "H hrod17@clintonemail.com>\n",
+      "H <hrod17@clintonemail.com>.\n",
+      "Burns Strider B6\n",
+      "aclb B6\n",
+      "Sullivan, Jacob.' <SullivanJ1@state.gov>\n",
+      "Scott Gration\n",
+      "David Brock\n",
+      "Strobe Talbott <STALBOTT\n",
+      "Lanny J. Davis\n",
+      "Sullivan, Jacob I <Sullivan11@state.gov>\n",
+      "PIR <preine;\n",
+      "Sullivan, Jacob., <Sullivan.1.1@state.gov>\n",
+      "Jake Sullivan •\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Extract unique sender's email addresses from the MetadataFrom column\n",
+    "unique_senders = df[\"ExtractedFrom\"].unique()\n",
+    "\n",
+    "# Print the unique sender's email addresses\n",
+    "print(\"Unique sender's email addresses:\")\n",
+    "for sender in unique_senders:\n",
+    "    print(sender)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

AI4Forensics/CKIM2024/HillaryEmails/email_analysis_political_insight.ipynb

@@ -0,0 +1,192 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pip -q install google-generativeai==0.3.0\n",
+    "# pip -q install google-ai-generativelanguage==0.4.0\n",
+    "# pip install python-dotenv\n",
+    "# pip install --upgrade langchain\n",
+    "# pip -q install langchain_experimental langchain_core\n",
+    "# pip -q install langchain-google-genai\n",
+    "# pip show langchain langchain-core\n",
+    "# pip install python-pptxy\n",
+    "\n",
+    "\n",
+    "import numpy as np\n",
+    "import os\n",
+    "import re\n",
+    "import datetime\n",
+    "import time\n",
+    "import tenacity\n",
+    "import argparse\n",
+    "import configparser\n",
+    "import json\n",
+    "import tiktoken\n",
+    "import jieba\n",
+    "from collections import namedtuple\n",
+    "\n",
+    "# setup\n",
+    "import google.generativeai as genai\n",
+    "\n",
+    "from IPython.display import display\n",
+    "from IPython.display import Markdown\n",
+    "\n",
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "\n",
+    "# Load environment variables from the .env file\n",
+    "load_dotenv(\"my_config.env\")\n",
+    "\n",
+    "# Access the environment variables\n",
+    "GOOGLE_AI_STUDIO = os.getenv(\"GOOGLE_AI_STUDIO2\")\n",
+    "genai.configure(api_key=GOOGLE_AI_STUDIO )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set up the model\n",
+    "generation_config = {\n",
+    "  \"temperature\": 0.0,\n",
+    "  \"top_p\": 1,\n",
+    "  \"top_k\": 32,\n",
+    "  \"max_output_tokens\": 4096,\n",
+    "}\n",
+    "\n",
+    "safety_settings = [\n",
+    "    {\"category\": \"HARM_CATEGORY_HARASSMENT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_HATE_SPEECH\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# read a paper\n",
+    "from langchain_google_genai import ChatGoogleGenerativeAI\n",
+    "from langchain.prompts import ChatPromptTemplate\n",
+    "from langchain_core.output_parsers import StrOutputParser\n",
+    "\n",
+    "model = ChatGoogleGenerativeAI(\n",
+    "    model=\"gemini-pro\",\n",
+    "    generation_config=generation_config,\n",
+    "    safety_settings=safety_settings,\n",
+    "    google_api_key=GOOGLE_AI_STUDIO,\n",
+    ")\n",
+    "\n",
+    "\n",
+    "template = \"\"\" \n",
+    "{role}\\\n",
+    "{provided_data}\\\n",
+    "{start} \n",
+    "\"\"\"\n",
+    "prompt = ChatPromptTemplate.from_template(template)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 16.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 32.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 60.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 60.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_parser = StrOutputParser()\n",
+    "chain = prompt | model | output_parser\n",
+    "\n",
+    "with open(r\".\\role.txt\", \"r\") as file:\n",
+    "    role = file.read()\n",
+    "\n",
+    "with open(r\".\\email_israel.txt\", \"r\") as file:\n",
+    "    provided_data = file.read()\n",
+    "\n",
+    "with open(r\".\\start.txt\", \"r\") as file:\n",
+    "    start = file.read()\n",
+    "\n",
+    "\n",
+    "result = chain.invoke(\n",
+    "    {\n",
+    "        \"role\": role,\n",
+    "        \"provided_data\": provided_data,\n",
+    "        \"start\": start,\n",
+    "    }\n",
+    ")\n",
+    "Markdown(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "File saved successfully.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Open a file for writing ('w' mode) and create it if it doesn't exist\n",
+    "with open(r\".\\result.txt\", \"w\") as file:\n",
+    "    # Write content to the file\n",
+    "    file.write(result)\n",
+    "\n",
+    "print(\"File saved successfully.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

AI4Forensics/CKIM2024/HillaryEmails/email_analysis_summarization.ipynb

@@ -0,0 +1,525 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# pip -q install google-generativeai==0.3.0\n",
+    "# pip -q install google-ai-generativelanguage==0.4.0\n",
+    "# pip install python-dotenv\n",
+    "# pip install --upgrade langchain\n",
+    "# pip -q install langchain_experimental langchain_core\n",
+    "# pip -q install langchain-google-genai\n",
+    "# pip show langchain langchain-core\n",
+    "# pip install python-pptxy\n",
+    "\n",
+    "\n",
+    "import numpy as np\n",
+    "import os\n",
+    "import re\n",
+    "import datetime\n",
+    "import time\n",
+    "import tenacity\n",
+    "import argparse\n",
+    "import configparser\n",
+    "import json\n",
+    "import tiktoken\n",
+    "import jieba\n",
+    "from collections import namedtuple\n",
+    "\n",
+    "# setup\n",
+    "import google.generativeai as genai\n",
+    "\n",
+    "from IPython.display import display\n",
+    "from IPython.display import Markdown\n",
+    "\n",
+    "import os\n",
+    "from dotenv import load_dotenv\n",
+    "\n",
+    "# Load environment variables from the .env file\n",
+    "load_dotenv(\"my_config.env\")\n",
+    "\n",
+    "# Access the environment variables\n",
+    "GOOGLE_AI_STUDIO = os.getenv(\"GOOGLE_AI_STUDIO2\")\n",
+    "genai.configure(api_key=GOOGLE_AI_STUDIO )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Set up the model\n",
+    "generation_config = {\n",
+    "  \"temperature\": 0.0,\n",
+    "  \"top_p\": 1,\n",
+    "  \"top_k\": 32,\n",
+    "  \"max_output_tokens\": 4096,\n",
+    "}\n",
+    "\n",
+    "safety_settings = [\n",
+    "    {\"category\": \"HARM_CATEGORY_HARASSMENT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_HATE_SPEECH\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_SEXUALLY_EXPLICIT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "    {\"category\": \"HARM_CATEGORY_DANGEROUS_CONTENT\", \"threshold\": \"BLOCK_NONE\"},\n",
+    "]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# read a paper\n",
+    "from langchain_google_genai import ChatGoogleGenerativeAI\n",
+    "from langchain.prompts import ChatPromptTemplate\n",
+    "from langchain_core.output_parsers import StrOutputParser\n",
+    "\n",
+    "model = ChatGoogleGenerativeAI(\n",
+    "    model=\"gemini-pro\",\n",
+    "    safety_settings=safety_settings,\n",
+    "    generation_config=generation_config,\n",
+    "    google_api_key=GOOGLE_AI_STUDIO,\n",
+    ")\n",
+    "\n",
+    "\n",
+    "template = \"\"\" \n",
+    "{role}\\\n",
+    "{provided_data}\\\n",
+    "{start} \n",
+    "\"\"\"\n",
+    "prompt = ChatPromptTemplate.from_template(template)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "No information about Israel or Israeli related issues was found in the provided email.\n",
+      "12:30 Israeli PM Netanyahu\n",
+      "- Dennis Ross sent materials to the recipient in advance of relevant meetings, as he was recently in Israel.\n",
+      "The provided text does not contain any emails for analysis. Please provide the email(s) for me to summarize.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "No Israel-related content found in the provided email.\n",
+      "9:00 am BILAT w/ISRAELI PRESIDENT SHIMON PERES\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "There is no mention of Israel or Israeli in the provided email, so I cannot extract the requested information.\n",
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "This email discusses possible ways to present the proposed settlement arrangement with Israel. It suggests two options: describing it as an agreement, which may raise concerns and trigger criticism, or presenting it as progress with remaining differences, allowing for the resumption of peace talks and Arab steps towards Israel.\n",
+      "- The Israelis strongly believe that the President of the United States (POTUS) and Secretary Clinton need to speak out now.\n",
+      "- If there is a vote in the UN General Assembly, the peace process will end.\n",
+      "- Mitchell has been asked to contact Rahm Emanuel and Dan Shapiro to report the Israelis' concerns and ensure that POTUS is aware of the situation before making any public statements.\n",
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "2:15pm PHONE CALL w/ISRAELI FM AVIGDOR LIEBERMAN\n",
+      "No information related to Israel or Israeli is found in the provided email.\n",
+      "No information related to Israel is found in the provided email content.\n",
+      "This email does not mention Israel.\n",
+      "The provided email does not contain any information related to Israel, so I cannot generate a summary.\n",
+      "Error processing line: (\"Per the plan, a statement is being released in your name. This is the same statement you saw in the memo package\\nfrom Mitchell:\\nToday's announcement by the Government of Israel helps move forward toward resolving the Israeli-Palestinian\\nconflict. We believe that through good-faith negotiations the parties can mutually agree on an outcome which ends the\\nconflict and reconciles the Palestinian goal of an independent and viable state based on the 1967 lines, with agreed\\nswaps, and the Israeli goal of a Jewish state with secure and recognized borders that reflect subsequent developments\\nand meet Israeli security requirements. Let me say to all the people of the region and world: our commitment to\\nachieving a solution with two states living side by side in peace and security is unwavering.\",)\n",
+      "finish_reason: RECITATION\n",
+      "index: 0\n",
+      "\n",
+      "The provided email does not contain any specific information related to Israel.\n",
+      "I cannot generate a summary as there is no information related to Israel or Israelis present in the provided text.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "- 2:00pm SECURE CALL w/ISRAELI PM BINYAMIN NETANYAHU\n",
+      "- 2:30pm PHONE CALL w/ISRAELI DEFENSE MINISTER EHUD BARAK\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 16.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not pertain to Israel.\n",
+      "This email is not related to Israel or Israelis.\n",
+      "This document does not mention Israel.\n",
+      "No information about Israel was found in the provided email.\n",
+      "**Summary on Israel:**\n",
+      "\n",
+      "- In 2009, Palau and Israel were the only two UN General Assembly members to vote with the US against a resolution calling for an end to the US embargo of Cuba.\n",
+      "On Friday, Deputy Secretary of State Jim Steinberg reportedly reprimanded Israeli Ambassador to the U.S. Michael Oren about Israel's actions during Vice President Biden's visit.\n",
+      "This email does not contain any information related to Israel.\n",
+      "This email is not related to Israel or Israeli.\n",
+      "No information about Israel or Israeli was found in the provided email.\n",
+      "FYI. Israelis spinning up a storm, starting with a plane briefing on the way over.\n",
+      "The email you provided does not contain any information related to Israel.\n",
+      "No mention of Israel in the email provided.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "No information about Israel is included in the provided email.\n",
+      "This email does not contain any information related to Israel or Israeli and, therefore, cannot be summarized.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This context does not mention anything about Israel, so I cannot extract the requested data from the provided context.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The Quartet statement reaffirms that the current situation in Gaza is unsustainable and unacceptable. It reiterates the call for a solution that addresses Israel's security concerns, including an end to weapons smuggling into Gaza; promotes Palestinian unity; and ensures the unimpeded flow of humanitarian aid, commercial goods and persons to and from Gaza. The Quartet welcomes the new policy towards Gaza announced by the Government of Israel and calls for its full and effective implementation. The Quartet also calls for an end to the deplorable detention of Gilad Shalit and reiterates its support for proximity talks toward the resumption of direct bilateral negotiations that resolve all final status issues.\n",
+      "This email you provided does not contain any information related to Israel.\n",
+      "The provided email does not contain any information related to Israel or Israeli.\n",
+      "This email is not related to Israel or any Israeli matters.\n",
+      "The provided text does not contain an email from Hillary Clinton's private email server; therefore, I cannot summarize the content as requested.\n",
+      "**Key Points:**\n",
+      "\n",
+      "* Leak reveals 56% of Americans believe there is a humanitarian crisis in Gaza.\n",
+      "* 43% believe people in Gaza are starving.\n",
+      "* 34% support Israel's operation against the Flotilla.\n",
+      "* 20% felt support for Israel after easing of Gaza closure.\n",
+      "Error processing line: ('SECURITY COUNCIL PRESIDENTIAL STATEMENT ON THE RECENT INCIDENT IN THE EASTERN MEDITERRANEAN\\nThe Security Council deeply regrets the loss of life and injuries resulting from the use of force during the Israeli military\\noperation in international waters against the convoy sailing to Gaza. The Council, in this context, condemns those acts\\nwhich resulted in the loss of at least ten civilians and many wounded, and expresses its condolences to their\\nfamilies. The Security Council requests the immediate release of the ships as well as the civilians held by Israel. The\\nCouncil urges Israel to permit full consular access, to allow the countries concerned to retrieve their deceased and\\nwounded immediately, and to ensure the delivery of humanitarian assistance from the convoy to its destination. The\\nSecurity Council takes note of the statement of the UN Secretary—General on the need to have a full investigation into\\nthe matter and it calls for a prompt, impartial, credible and transparent investigation conforming to international\\nstandards. The Security Council stresses that the situation in Gaza is not sustainable. The Council re-emphasizes the\\nimportance of the full implementation of Resolutions 1850 and 1860. In that context, it reiterates its grave concern at\\nthe humanitarian situation in Gaza and stresses the need for sustained and regular flow of goods and people to Gaza as\\nwell as unimpeded provision and distribution of humanitarian assistance throughout Gaza. The Security Council\\nunderscores that the only viable solution to Israeli-Palestinian conflict is an agreement negotiated between the parties\\nand re-emphasizes that only a two-State solution, with an independent and viable Palestinian State living side by side in\\npeace and security with Israel and its other neighbours, could bring peace to the region. The Security Council expresses\\nsupport for the proximity talks and voices concern that this incident took place while the proximity talks are underway\\nand urges the parties to act with restraint, avoiding any unilateral and provocative actions, and all international partners\\nto promote an atmosphere of cooperation between the parties and throughout the region.',)\n",
+      "finish_reason: RECITATION\n",
+      "index: 0\n",
+      "\n",
+      "No information about Israel or Israeli is provided in the given email.\n",
+      "I cannot find any mention of Israel or Israeli in the provided email.\n",
+      "Israel disputes the Obama administration's claim that it warned Israeli officials to exercise caution and restraint in intercepting the flotilla. Ambassador Oren has not been contacted by anyone in the administration about this and is seeking clarification.\n",
+      "This email is not related to Israel or Israeli.\n",
+      "I cannot find any information related to Israel or Israeli in the provided email.\n",
+      "This email is not related to Israel.\n",
+      "The provided email does not contain any information related to Israel or Israeli affairs.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not contain any information or requests related to Israel.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 16.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not contain any information about Israel or Israeli.\n",
+      "This email does not contain any information related to Israel.\n",
+      "This email does not mention Israel or any Israeli-related topics.\n",
+      "This email discusses the establishment of a UN Panel to review the May 31 Flotilla Incident report. The panel includes representatives from Israel and Turkey and is chaired by former Prime Minister of New Zealand, Geoffrey Palmer, and Vice-Chaired by former President of Colombia, Alvaro Uribe.\n",
+      "Special Envoy Mitchell completed the first round of proximity talks with Israeli and Palestinian leaders. The talks will continue next week with indirect negotiations.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "The email provided does not contain any information related to Israel.\n",
+      "The provided email does not contain any information or requests related to Israel or Israeli matters.\n",
+      "The provided email does not contain any information or requests related to Israel.\n",
+      "This context does not mention anything about Israel, so I cannot extract the requested data from the provided context.\n",
+      "Noam Chomsky, an American linguist and political thinker, was denied entry into the West Bank by Israeli immigration officials when he tried to cross into the Palestinian territory from Jordan to deliver a lecture. This incident has been reported in the European press and has created a PR disaster for Israel and the US, as Chomsky is a prominent US citizen. Chomsky has been critical of Israel's policies, including the occupation of Palestinian territory and the recent offensive in Gaza. He was interrogated for several hours before being told that he would not be allowed to cross into the occupied Palestinian territory. Israel's Interior Ministry later said there had been a misunderstanding and officials were trying to get clearance from the Israeli military to allow Chomsky to enter. Chomsky was invited to speak at Bir Zeit University in the West Bank on American foreign and domestic policy.\n",
+      "No information related to Israel or Israelis is present in the provided text.\n",
+      "Gordon and Feltman are monitoring the situation in Israel. The sender of the email was contacted by an individual who wishes to discuss the situation in Israel and the cancellation of a trip. No formal talking points have been created yet.\n",
+      "No information related to Israel has been found in the provided email.\n",
+      "The provided email does not contain information related to Israel or Israelis.\n",
+      "This email does not contain any content related to Israel.\n",
+      "There is no mention of Israel or Israeli in the provided email.\n",
+      "This email does not contain any information related to Israel or Israeli.\n",
+      "This email does not contain any information related to Israel.\n",
+      "This email does not contain any information related to Israel.\n",
+      "This email does not mention Israel or any related topics.\n",
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "**10:00 am TRILATERAL w/ISRAELI PM BINYAMIN NETANYAHU AND\n",
+      "(t) 10:30 am PALESTINIAN NATIONAL AUTHORITY PRESIDENT MAHMOUD\n",
+      "ABBAS Benjamin Franklin Room, 8`h Floor**\n",
+      "\n",
+      "**10:30 am (t) TRILAT w/ISFtAELI PM BINYAMIN NETANYAHU, PALESTINIAN\n",
+      "(t) 11:30 am NAT'L AUTHORITY PRES. MAHMOUD ABBAS, & SPECIAL\n",
+      "ENVOY GEORGE MITCHELL Secretary's Outer Office, 7th Floor**\n",
+      "\n",
+      "**11:30 am (t) BILATERAL w/ ISRAELI PM BINYAMIN NETANYAHU AND\n",
+      "(t) 12:30 pm PALESTINIAN NATIONAL AUTHORITY PRESIDENT MAHMOUD\n",
+      "ABBAS Secretary's Outer Office, 7th Floor**\n",
+      "There is no mention of Israel or Israeli in the provided email.\n",
+      "**Summary:**\n",
+      "\n",
+      "Tomorrow's joint interview with Israeli media outlet Channel 2 and Palestinian interviewers is under threat of cancellation due to undisclosed reasons. There is high anticipation for the interview, and cancellation could have negative consequences, including:\n",
+      "\n",
+      "* Disappointment for the Israeli and Palestinian interviewers who have made significant sacrifices to stay for the interview.\n",
+      "* Negative media attention, as both Israeli and Palestinian outlets have already widely publicized the interview.\n",
+      "* Damage to the intended positive symbolism of the interview, especially if cancellation is perceived as a slight against Channel 2.\n",
+      "\n",
+      "The email strongly objects to cancellation, citing the potential risks and recommending alternative arrangements with Channel 2 in Jerusalem in two weeks to compensate for any cancellation.\n",
+      "There is no mention of Israel in the email provided.\n",
+      "9:15 am Secretary's Conference Room\n",
+      "9:15 am JOINT TAPED INTERVIEW w/UDI SEGAL, ISRAELI CHANNEL 2; & AMIRAH\n",
+      "HANANIA RISHMAWI, PALESTINIAN TV Thomas Jefferson Room, 8.Floor\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The provided email does not contain any information or requests related to Israel or Israelis.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 16.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The provided text does not contain any emails.\n",
+      "This email does not contain any information about Israel or Israelis.\n",
+      "There is no mention of Israel in the provided email.\n",
+      "This email does not contain any information related to Israel or Israeli affairs.\n",
+      "This email does not contain any information related to Israel or Israelis.\n",
+      "No relevant information regarding Israel in the provided context.\n",
+      "The email discusses potential topics for a psychology dinner, but there is no mention of Israel or Israeli-related topics.\n",
+      "No relevant content about Israel in the provided email.\n",
+      "The provided email does not contain any information related to Israel or Israelis.\n",
+      "This email contains an unsolicited opinion piece written by three American foreign policy analysts, Chester A. Crocker, Scott B. Lasensky, and Samuel W. Lewis. The op-ed advocates for a more proactive American role in the Middle East peace process by publicly declaring a set of principles for a negotiated settlement. While the op-ed focuses on the broader Middle East peace process, it does mention the importance of engaging with sponsors of the Arab Peace Initiative and reasserting the significance of a regional support structure for bilateral negotiations, which could potentially include Israel.\n",
+      "This email does not contain any information related to Israel.\n",
+      "This email does not contain any information related to Israel.\n",
+      "I cannot find any information related to Israel in the provided email.\n",
+      "**Summary:**\n",
+      "\n",
+      "The email recommends that the recipient conduct two TV interviews before leaving Washington, D.C.: one with Channel 2 (Israel) and one with Al Jazeera. The possibility of a simultaneous interview with both outlets is mentioned as a creative option.\n",
+      "This email does not contain any information related to Israel or Israeli.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "No information related to Israel or Israelis was found in the provided email.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not contain any information related to Israel.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "I am unable to complete the requested summary, as the provided email does not contain any information related to Israel or Israeli. The article provides an overview of the Tea Party movement in the United States during the first 20 months of Barack Obama's presidency.\n",
+      "The provided message does not contain any information related to Israel; therefore, I cannot extract the requested summary.\n",
+      "I cannot locate any mention of Israel in the provided email and therefore have no summary to provide.\n",
+      "The provided email does not contain any information related to Israel or Israeli.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 2.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "This email does not contain any information related to Israel or Israeli individuals.\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 4.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 8.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n",
+      "Retrying langchain_google_genai.chat_models._chat_with_retry.<locals>._chat_with_retry in 16.0 seconds as it raised ResourceExhausted: 429 Resource has been exhausted (e.g. check quota)..\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The provided email does not contain any information related to Israel or Israelis.\n",
+      "I cannot find any information related to Israel in the provided email.\n",
+      "The provided email does not contain any information related to Israel.\n",
+      "There is no mention of Israel or Israeli in the provided email.\n",
+      "**Key Points and Analysis:**\n",
+      "\n",
+      "* **Netanyahu's Position:** Netanyahu is politically stable with a strong ruling coalition, allowing him to garner support for extending the settlement freeze without causing his government to fall.\n",
+      "\n",
+      "* **Lieberman's Influence:** Lieberman is Netanyahu's main concern within the government. Netanyahu fears Lieberman will join forces with right-wing elements to oppose peacemaking.\n",
+      "\n",
+      "* **Kadima's Willingness:** Tzipi Livni states that her party, Kadima, is willing to join the government and negotiate peace, without demanding rotation in leadership.\n",
+      "\n",
+      "* **Time Constraints:** The longer Netanyahu delays a peace deal with Abu Mazen, the less leverage he has over Lieberman and the more likely Lieberman will oppose him in future elections.\n",
+      "\n",
+      "* **Netanyahu's Negotiating Tactics:** Netanyahu's inflated demands and belief in his negotiating skills are seen as counterproductive. He raises expectations and humiliates negotiating partners, making it difficult to find common ground.\n",
+      "\n",
+      "* **Creative Ideas:** Netanyahu's introduction of \"creative ideas\" is believed to delay negotiations by expanding the parameters beyond what is necessary.\n",
+      "\n",
+      "* **Palestinian Motivation:** Yuval Diskin warns that if Netanyahu does not demonstrate seriousness to Abu Mazen, Palestinian security services may lose their motivation to prevent terror due to disillusionment with state-building prospects.\n",
+      "\n",
+      "* **Consequences of Netanyahu's Tactics:** Diskin suggests that continued delay may force Abu Mazen and Salam Fayyad to resign, leading to an uncertain future of Palestinian leadership.\n",
+      "\n",
+      "* **Recommendations for U.S. Action:**\n",
+      "\n",
+      "    * **Engage with Netanyahu:** Work with him to nudge him forward but challenge his political fears and inflated demands.\n",
+      "    * **Emphasize Counterproductive Tactics:** Explain how Netanyahu's negotiating tactics undermine his own goals.\n",
+      "    * **Highlight Strategic Consequences:** Outline the potential consequences of Netanyahu's actions on the Palestinian leadership and stability.\n",
+      "    * **Avoid Recriminations:** In case of failure, avoid blaming others and reiterate commitment to a negotiated solution.\n",
+      "    * **Keep the Door Open:** Despite challenges, keep diplomatic channels open as all parties involved will eventually return to the table.\n",
+      "Your request does not contain any email content to analyze. Please provide the email content so I can distill the key points and information related to Israel.\n",
+      "This email does not contain any specific information or requests related to Israel.\n",
+      "No information about Israel is present in the provided email.\n",
+      "**Summary:**\n",
+      "\n",
+      "Israel's national rescue service reports approximately 40 fatalities resulting from a significant forest fire in northern Israel. The fire, which has ravaged around 1,600 acres, remains uncontrolled.\n",
+      "No mention of Israel or Israeli-related content found in the provided email.\n",
+      "9:00 am MEETING w/ISRAELI CHIEF NEGOTIATOR YITZHAK MOLHO\n",
+      "Results have been saved to results_email_summary.txt\n"
+     ]
+    }
+   ],
+   "source": [
+    "output_parser = StrOutputParser()\n",
+    "chain = prompt | model | output_parser\n",
+    "\n",
+    "with open(r\".\\role_email_summarization.txt\", \"r\") as file:\n",
+    "    role = file.read()\n",
+    "\n",
+    "# Open the email_israel.txt file and read each line\n",
+    "with open(r\".\\email_israel.txt\", \"r\") as file:\n",
+    "    provided_data_lines = file.readlines()\n",
+    "\n",
+    "# Open the start.txt file and read its content\n",
+    "with open(r\".\\start_email_summarization.txt\", \"r\") as file:\n",
+    "    start = file.read()\n",
+    "\n",
+    "# Initialize a list to store the results\n",
+    "results = []\n",
+    "\n",
+    "# Process each line from the email_israel.txt file\n",
+    "# Open a new file to save the results\n",
+    "with open(r\".\\results_email_summary.txt\", \"w\") as result_file:\n",
+    "    # Process each line from the email_israel.txt file\n",
+    "    for line in provided_data_lines:\n",
+    "        try:\n",
+    "            result = chain.invoke(\n",
+    "                {\n",
+    "                    \"role\": role,\n",
+    "                    \"provided_data\": line.strip(),\n",
+    "                    \"start\": start,\n",
+    "                }\n",
+    "            )\n",
+    "            print(result)\n",
+    "            # Write the result to the results file\n",
+    "            if \"not contain any\" not in result:\n",
+    "                result_file.write(result + \"\\n\")\n",
+    "        except Exception as e:\n",
+    "            # Print the error message and continue with the next line\n",
+    "            print(f\"Error processing line: {line.strip()}\\n{e}\")\n",
+    "            continue\n",
+    "\n",
+    "\n",
+    "print(\"Results have been saved to results_email_summary.txt\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.18"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}

AI4Forensics/CKIM2024/HillaryEmails/my_config.env

@@ -0,0 +1 @@
+GOOGLE_AI_STUDIO2=yourapikeyhere

AI4Forensics/CKIM2024/HillaryEmails/readme.txt

@@ -0,0 +1,2 @@
+https://github.com/benhamner/hillary-clinton-emails?tab=readme-ov-file
+https://www.kaggle.com/datasets/kaggle/hillary-clinton-emails/discussion?group=bookmarked

AI4Forensics/CKIM2024/HillaryEmails/result.txt

@@ -0,0 +1,13 @@
+The leaked email summaries provide valuable insights into the political dynamics between the United States and Israel during Hillary Clinton's tenure as Secretary of State. Here are some key political insights based on these emails:
+
+**1. Complex Relationship between the US and Israel:** The emails reveal the complex and multifaceted nature of the relationship between the US and Israel. While the two countries share a strong bond, there are also areas of disagreement and tension. For example, the emails show that the US was concerned about Israel's settlement construction in the West Bank and its military actions against the Gaza Flotilla.
+
+**2. US Pressure on Israel:** The emails indicate that the US exerted pressure on Israel to make concessions in order to advance peace negotiations with the Palestinians. For example, the US pressed Israel to extend the settlement freeze in the West Bank and to ease the blockade of Gaza.
+
+**3. Israeli Concerns:** The emails also shed light on Israeli concerns and priorities. For example, Israel was concerned about the potential consequences of a UN vote on the peace process and the implications of a two-state solution.
+
+**4. Domestic Politics in Israel:** The emails provide glimpses into the domestic political dynamics in Israel. For example, they show that Prime Minister Netanyahu was under pressure from right-wing parties in his coalition government to block the renewal of the settlement freeze.
+
+**5. US-Israel Coordination:** The emails demonstrate the close coordination between the US and Israel on various issues, including security cooperation and diplomatic efforts. For example, the US and Israel consulted closely on how to respond to the Gaza Flotilla incident.
+
+Overall, these leaked email summaries offer valuable insights into the political relationship between the US and Israel during Hillary Clinton's time as Secretary of State. They highlight the complexities of this relationship, the challenges involved in advancing peace negotiations, and the domestic political considerations that shape both US and Israeli policies.

AI4Forensics/CKIM2024/HillaryEmails/result_political.txt

@@ -0,0 +1,9 @@
+**Sure, here are some political insights based on the leaked email summaries obtained from Hillary Clinton's private email server that are related to Israel:**
+
+* **Israel's settlement policy is a major obstacle to peace.** This is evident from the fact that the Obama administration repeatedly urged Israel to freeze settlement construction, but Israel refused. Netanyahu was under pressure from right-wing parties in his coalition government to block the renewal of the settlement freeze policy, and he ultimately chose not to extend it. This decision was seen as a major setback to US peacemaking efforts.
+* **Netanyahu's negotiating tactics are self-defeating.** Netanyahu's approach to negotiations with the Palestinians has been criticized by many, including former Shin Bet chief Yuval Diskin. Diskin warned that Netanyahu's tactics were contributing to distrust on the Palestinian side and making it more difficult to reach a peace agreement.
+* **The Israeli public is ready for a peace deal.** This is evident from the fact that Kadima leader Tzipi Livni was willing to bring her party into the government without demanding rotation if Netanyahu was serious about negotiating peace. However, Netanyahu's failure to make a serious move towards peace could further delegitimize Israel internationally.
+* **The US-Israel relationship is strong, but it is also complex.** The emails show that the US and Israel have a close relationship, but they also have disagreements on a number of issues, including the settlement issue. The US has been critical of Israel's settlement policy, and it has also urged Israel to take steps to improve the humanitarian situation in Gaza.
+* **The US is committed to a two-state solution.** This is evident from the fact that the US has repeatedly called for a two-state solution to the Israeli-Palestinian conflict. The US believes that a two-state solution is the only way to achieve a lasting peace in the region.
+
+These are just a few of the political insights that can be gleaned from the leaked email summaries. These emails provide a valuable glimpse into the US-Israel relationship and the challenges to peace in the Middle East.

AI4Forensics/CKIM2024/HillaryEmails/results_email_summary.txt

@@ -0,0 +1,138 @@
+No information related to Israel or Israeli affairs was found in the provided email.
+12:30 Israeli PM Netanyahu
+- Dennis Ross recently visited Israel and will share information with the recipient before upcoming meetings.
+There is no mention of Israel or Israeli in the email provided.
+**Subject:** The Vice President's Residence
+
+**Date:** N/A
+
+**Summary:**
+
+- 9:00 am: Bilateral meeting with Israeli President Shimon Peres at the Omni Shoreham Hotel.
+This email does not mention Israel or Israeli-related topics.
+No information related to Israel or Israeli is present in the provided email.
+In a discussion about arrangements on settlements with Israel, two options are presented:
+
+1. Describe it as an agreement, which would raise concerns about legitimizing Israeli activity in the West Bank and triggering complaints from Arabs and Palestinians.
+
+2. The administration could acknowledge progress made, express differences with the Israeli government on their intention to complete housing units, and stress that substantial progress warrants the resumption of peace talks and Arab steps toward Israel for a two-state solution. This option maintains credibility and allows for forward movement.
+- Israel strongly expressed to the US their concern about a potential UNGA vote on the peace process.
+- George Mitchell, the US Special Envoy for Middle East Peace, reported this concern to Hillary Clinton and President Obama.
+- Mitchell planned to inform Rahm Emanuel, White House Chief of Staff, and Dan Shapiro, US Ambassador to Israel, about Israel's position.
+Sure, here is a concise summary of the email you provided, focusing on Israel-related information:
+
+**Email Summary**
+
+**From:** Hillary Clinton
+**To:** N/A
+**Date:** N/A
+**Subject:** N/A
+**Israel-Related Information:**
+
+- Phone call with Israeli Foreign Minister Avigdor Lieberman scheduled for 2:15pm.
+I cannot find any information about Israel in the provided email.
+There is no mention of Israel or Israeli in the provided text.
+**Summary:**
+
+* Statement regarding Israel-Palestinian conflict to be released in sender's name.
+* Statement supports good-faith negotiations for a two-state solution.
+* Palestinian goal: Independent state based on 1967 lines with agreed swaps.
+* Israeli goal: Jewish state with secure borders reflecting subsequent developments and meeting security requirements.
+* Commitment to achieving a two-state solution with peace and security is unwavering.
+- 2:00pm SECURE CALL w/ISRAELI PM BINYAMIN NETANYAHU
+- 2:30pm PHONE CALL w/ISRAELI DEFENSE MINISTER EHUD BARAK
+The provided email doesn't contain any information related to Israel or Israeli.
+No information related to Israel found in the provided email content.
+**Summary:**
+
+On October 28, 2009, Palau and Israel joined the United States in voting against a UN resolution calling for an end to the US embargo on Cuba.
+On Friday, Steinberg reportedly reprimanded Israeli Ambassador to the US Michael Oren over the country's conduct during Vice President Biden's visit.
+This email does not pertain to Israel.
+No relevant information about Israel was included in the provided email.
+FYI. Israelis spinning up a storm, starting with plane briefing on the way over.
+No information related to Israel or Israelis was found in the provided email.
+This email discusses Israel's settlement freeze and construction in the West Bank. Key points include:
+
+- Ongoing construction in Israeli settlement of Har Homa exposes Netanyahu's settlement freeze as an illusion.
+- Right-wing parties in Israel's coalition government are pressuring Netanyahu to block the renewal of the settlement freeze policy, which is set to expire on September 26.
+- Israeli Minister of Public Affairs and the Diaspora Yuli Edelstein stated that the settlement freeze should be lifted and construction resumed, as "It's our land anyway!"
+- Construction of new settlement units in Har Homa, just days after Netanyahu announced the freeze in November 2009, shows that Netanyahu authorized the building of new settlement units.
+This email discusses a leaked poll regarding American perceptions of the Israeli operation against the Gaza Flotilla. The poll found that:
+- 56% of Americans agree there is a humanitarian crisis in Gaza.
+- 43% of Americans agree that people in Gaza are starving.
+- 34% of Americans support the Israeli operation against the Flotilla.
+- 20% of Americans felt support for Israel following the announcement of easing the Gaza closure.
+**Email Summary Related to Israel:**
+
+**Subject:** SECURITY COUNCIL PRESIDENTIAL STATEMENT ON THE RECENT INCIDENT IN THE EASTERN MEDITERRANEAN
+
+**Summary:**
+
+* The Security Council condemns Israel's military actions against the Gaza-bound convoy.
+* The Council demands immediate release of the ships and civilians detained by Israel.
+* The Council urges Israel to allow consular access, repatriation of casualties, and delivery of humanitarian aid.
+* The Council calls for a prompt and impartial investigation into the incident.
+* The Council stresses the need to alleviate the humanitarian crisis in Gaza and facilitate regular movement of goods and people.
+* The Council emphasizes the importance of a two-state solution to the Israeli-Palestinian conflict.
+* The Council urges restraint and cooperation between the parties and international partners.
+- Israel disputes the Obama administration's claim that the US warned Israeli officials to exercise caution and restraint while intercepting the flotilla.
+- Israel's Ambassador to the US, Michael B. Oren, has denied receiving any such contact from the US administration and is seeking clarification.
+There is no mention of Israel or Israeli in the email you provided.
+I'm sorry but this email does not contain information related to Israel.
+The provided email does not mention anything related to Israel and therefore I cannot extract the requested information.
+This email contains no information related to Israel.
+This email does not mention anything about Israel or Israeli, so I cannot extract the requested information.
+No information related to Israel or Israelis was found in the provided email.
+There is no mention of Israel or Israeli affairs in the provided email.
+There is no mention of Israel in the provided text.
+- Request to discuss the situation in Israel and trip cancellation;
+- Sender is flexible with timing;
+- Phil Gordon and Jeff Feltman are monitoring the situation;
+- No formal talking points available at the time of the email.
+No information related to Israel was found in this email.
+There is no mention of Israel or Israeli affairs in the provided email.
+**Date:** Not specified
+
+**Subject:** Not specified
+
+**Summary:** This email contains details of a scheduled trilateral meeting between Secretary Clinton, Israeli Prime Minister Binyamin Netanyahu, and Palestinian National Authority President Mahmoud Abbas at 10:00 am, followed by a bilateral meeting at 11:30 am.
+This email does not mention Israel or Israeli and is therefore not relevant to your query.
+**Summary:**
+
+The email discusses the cancellation of a joint interview with Israeli and Palestinian media outlets. The sender objects to the cancellation, citing the following concerns:
+
+* High expectations for the interview, and cancellation would be perceived negatively.
+* Cancellation would contribute to a negative narrative in Israeli media.
+* Potential for negative symbolism by canceling on the Israeli media outlet, Channel 2.
+
+The sender suggests offering Channel 2 an exclusive interview in Jerusalem in two weeks as a way to mitigate the consequences of cancellation.
+The context provided does not mention anything about Israel, so I cannot extract the requested information.
+- 9:15 am: Joint taped interview with Udi Segal, Israeli Channel 2
+No mention of Israel or Israeli in the provided email.
+There is no information about Israel in the provided email.
+There is no mention of Israel or Israeli in the provided email content.
+- Anne-Marie Slaughter has attached a paper by Louise Diamond, an expert on psychology and negotiations who has done a lot of work between Israel and the Palestinians.
+- Slaughter recommends watching a video produced by a Rand study called The Arc, which proposes a high-speed road/rail project connecting the key cities in the West Bank and Gaza.
+There is no mention of Israel in the provided email.
+No information related to Israel is present in this email.
+I am unable to provide a summary since the email you sent does not mention Israel.
+No information related to Israel or Israeli was found in the provided email.
+This email does not relate to Israel.
+There is no mention of Israel in the provided email.
+This email is not related to Israel or Israeli.
+No information relevant to Israel or Israeli is found in this email.
+**Summary:**
+
+* Israel Prime Minister Netanyahu is in a strong political position with a stable ruling coalition.
+* Netanyahu could have extended the settlement freeze before its expiry to support US peacemaking efforts, but chose not to.
+* Netanyahu is concerned about keeping Lieberman in the government to prevent him from garnering support from the right-wing.
+* Kadima leader Tzipi Livni is willing to bring her party into the government without demanding rotation if Netanyahu is serious about negotiating peace.
+* Netanyahu's negotiating tactics are self-defeating and contribute to distrust on the Palestinian side.
+* Israeli public is ready for a peace deal; failure to make a serious move will further delegitimize Israel internationally.
+* Yuval Diskin, former head of Shin Bet, warns that Palestinian security motivation may disappear if Netanyahu does not quickly demonstrate seriousness to Abu Mazen.
+The email does not mention Israel or any Israeli figures.
+- Jake suggests a condolence call to Netanyahu and offering assistance.
+- About forty people died due to a forest fire in northern Israel.
+No information related to Israel is present in the provided email.
+9:00 am Secretary's Conference Room
+MEETING w/ISRAELI CHIEF NEGOTIATOR YITZHAK MOLHO

AI4Forensics/CKIM2024/HillaryEmails/role_email_summarization.txt

@@ -0,0 +1 @@
+I want you to act as a content analyst specialized in summarizing emails. I will provide you with the content of various emails, and your task is to distill the key points, requests, or information contained within them into a concise summary. Your summaries should capture the essence of the email only related to Israel, including any specific actions requested, deadlines mentioned, or important details that the recipient needs to be aware of. Remember, your responses should focus on providing clear and succinct summaries without altering the original intent or omitting critical information. Do not add interpretations or additional information not present in the original email.

AI4Forensics/CKIM2024/HillaryEmails/role_political_analyst.txt

@@ -0,0 +1 @@
+I want you to act as a political analyst specializing in Israel. I will present you with various political scenarios, historical events, or current affairs related to Israel, and your task is to analyze them from a political, social, and economic perspective. Provide insights into the implications of these scenarios, how they reflect on Israel's domestic and foreign policy, and what potential outcomes or future developments could arise from them. Remember, your responses should be based on factual analysis, taking into account Israel's political landscape, its relationships with neighboring countries, and the broader geopolitical context. Do not provide personal opinions or speculative predictions that cannot be supported by current facts or historical precedent.

AI4Forensics/CKIM2024/HillaryEmails/start_email_summarization.txt

@@ -0,0 +1 @@
+The first email is from Hillary Clinton's private email server. If the email is not related to Israel or Israeli, don't output anything. 

AI4Forensics/CKIM2024/HillaryEmails/start_political_analyst.txt

@@ -0,0 +1 @@
+My first scenario involves analyzing a collection of leaked email summaries obtained from Hillary Clinton's private email server. These emails are specifically related to Israel. Describe political insights based on these emails.

AI4Forensics/CKIM2024/HillaryEmails/viewpoint_on_Israel.md

@@ -0,0 +1,25 @@
+Hillary Clinton, former U.S. Secretary of State, Senator, and First Lady, has been a prominent political figure with well-documented views on various issues, including her stance on Israel. Here are some key points regarding her political viewpoint on Israel:
+
+### Strong Support for Israel
+
+1. **Strategic Ally**: Clinton has consistently emphasized the importance of Israel as a key strategic ally of the United States in the Middle East. She has often highlighted the shared democratic values and security interests that bind the two nations.
+2. **Security and Defense**: During her tenure as Secretary of State and as a presidential candidate, Clinton advocated for strong U.S. support for Israel’s security. This includes military aid, defense cooperation, and support for Israel's right to defend itself against terrorism and regional threats.
+
+### Peace Process and Two-State Solution
+
+1. **Two-State Solution**: Clinton has been a proponent of a two-state solution as the best way to achieve lasting peace between Israelis and Palestinians. She has supported negotiations that would lead to the establishment of a Palestinian state alongside a secure Israel.
+2. **Diplomatic Efforts**: As Secretary of State, Clinton was involved in diplomatic efforts to revive Israeli-Palestinian peace talks. She has emphasized the need for direct negotiations between the parties and has criticized unilateral actions by either side that could undermine the peace process.
+
+### Criticism and Conditional Support
+
+1. **Settlements**: Clinton has expressed concerns about Israeli settlement activities in the West Bank, viewing them as obstacles to peace. She has called for a halt to settlement expansion, particularly in areas that could complicate the creation of a contiguous Palestinian state.
+2. **Human Rights**: While supportive of Israel, Clinton has also raised issues related to human rights and the humanitarian situation in the Palestinian territories. She has advocated for measures to improve living conditions for Palestinians and to ensure their rights are respected.
+
+### Relationship with U.S. Jewish Community
+
+1. **Engagement**: Clinton has maintained strong ties with the U.S. Jewish community and has often engaged with Jewish organizations to discuss her views on Israel and broader Middle East policy.
+2. **Political Support**: Throughout her political career, Clinton has received substantial support from pro-Israel groups and has been recognized for her commitment to strengthening the U.S.-Israel relationship.
+
+### Summary
+
+Overall, Hillary Clinton's political viewpoint on Israel is characterized by strong support for Israel’s security and defense, advocacy for a two-state solution, and a balanced approach that also considers Palestinian rights and aspirations. She supports diplomatic efforts to achieve peace while maintaining a robust partnership between the United States and Israel.

README.md

@@ -83,6 +83,8 @@ or in BibTeX
   - [Illegal Possession of Images](/STIX_for_digital_forensics/Illegal_Possession_Images)
 - AI for Forensics
   - [Identifying IP Addresses using a Fine-tuned AI Model](/AI4Forensics/IP_Identifier_Fine_Tuning/IP_Identifer_Fine_Tuning.pptx)
+  - [Profiling Suspects Leveraging LLMs (Browser History)](/AI4Forensics/CKIM2024/Takeout/browser_analysis.ipynb)
+  - [Political Insight Analysis Leveraging LLMs (Email)](#political-insight-analysis-leveraging-llms)
 
 ## Tool Installation
 
@@ -329,7 +331,7 @@ The image is created by Joshua Hickman and hosted by [digitalcorpora](https://di
 
 ### Investigating Drone DJI
 
-The dataset includes logical files extracted from a DJI controller (mobile device) and a SD card image used by the device. The Drone dataset is created by [VTO Labs](https://www.vtolabs.com/drone-forensics). The lab covers GPS investigation and cached image retrieval. Note that it is a draft. We will improve the lab later.
+The dataset includes logical files extracted from a DJI controller (mobile device) and an SD card image used by the device. The Drone dataset is created by [VTO Labs](https://www.vtolabs.com/drone-forensics). The lab covers GPS investigation and cached image retrieval. Note that it is a draft. We will improve the lab later.
 
 | Labs  | Topics Covered                                                                                  | Size of PPTs |
 | ----- | ----------------------------------------------------------------------------------------------- | ------------ |
@@ -339,6 +341,22 @@ The dataset includes logical files extracted from a DJI controller (mobile devic
 
 ---
 
+### Political Insight Analysis Leveraging LLMs
+
+The case study demonstrates how to Leverage Large Language Models to gain political insight based on an email dataset. The dataset we have used in the case study is a set of leaked [emails](https://github.com/benhamner/hillary-clinton-emails?tab=readme-ov-file) obtained from Hillary Clinton's private email server.
+
+The background of the leaked emails is a significant chapter in recent U.S. political history, involving questions of transparency, security, and the handling of sensitive information. During Hillary's tenure as U.S. Secretary of State from 2009 to 2013, Hillary Clinton used a private email server for her official communications instead of the official State Department email system. She stated that this was done for convenience, allowing her to use a single device for both personal and official emails.
+
+The leaked email dataset from Hillary Clinton's private email server is a comprehensive collection of communications covering her entire tenure as Secretary of State from 2009 to 2013. It includes approximately 30,000 emails with a wide range of topics from official diplomatic communications to personal correspondences. The release and subsequent analysis of these emails have played a crucial role in political debates, legal inquiries, and public discussions about transparency and security in government communications.
+
+Our dataset: [a set of email summaries](/AI4Forensics/CKIM2024/HillaryEmails/results_email_summary.txt). Each email summary is a summarization of an email generated by Gemini from an original email in the original leaked email dataset [emails](https://github.com/benhamner/hillary-clinton-emails?tab=readme-ov-file). We are only interested in emails containing the keyword "israel".
+
+Our results: [Code in Jupyter Notebook](/AI4Forensics/CKIM2024/HillaryEmails/email_analysis_political_insight.ipynb).
+
+Screenshot: <img src="/AI4Forensics/CKIM2024/HillaryEmails/political_insight_2024-05-31_10-29-52.jpg" width="150">
+
+---
+
 ### Tools
 
 | Name                    | Command           | Repository                                                      | Installation Method |