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digital-forensics-lab/AI4Forensics/CKIM2024/HillaryEmails/dataprocessing_csv.ipynb
Frank Xu 26d441a726 add political insight analysis using llms
2024-05-31 10:58:39 -04:00

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{
"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",
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"Hanley, Monica R <HanleyMR@state.gov>\n",
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"B6\n",
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"Schwerin, Daniel B <SchwerinDB@state.gov>\n",
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"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",
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"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
}
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