Lebanon

Lebanon
Map of Vulnerable Population Groups
Lebanon being one of the countries affected by the Syrian Crisis is embarking on its 5th round of regional response planning. Although the refugee population has multitude of vulnerabilities that need immediate response for basic lifesaving interventions, the effects of the crisis is also spreading much deeper into the fragile social fabric
of the Lebanese population. Pre-crisis Lebanon had almost 30 percent of its population living on less than 4 USD per person per day, counting for almost 1.2 million people if projected on today’s population (ca. 4.2 Million). The refugee population is mostly concentrated in the northern and eastern peripheries of the country, though latest
UNHCR registration figures also show that the population
is widely scattered over the entire country and in almost every municipality/village. For the purposes of having a much more focused approach in targeting the 5th response plan, a priority list of localities would be needed capturing the different vulnerabilities: the Lebanese population and the Syrian refugees. To operationalize this plan,
different data sets were utilized to identify and map the different populations’ distributions on the locality level.
LEVEL - 3 (Medium)
LEVEL - 1 (Worst )
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Tall Aabbas Ech-Charqi
Cheikh Mohammad
Jebrayel
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Machta Hammoud
Mazraet-El-Nahrieh
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Beino
Baghdadi
Khirbet Char
Tal Abbas El-gharbié
Al-Khraibé
Halba
Deir-Daloum
Kobbet Bchamra
El-Biré
El-Kouachra
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Ouadi Khaled
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Ilat
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El-Tleil
Cheir Homeirine
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Majdel Akkar
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Dibbabiyé
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Tall Hmayra
Tall Biré
Kneisset Aakkar
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Dayret Nahr El-Kébir
Sindianet Zeidane
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Noura Et-Tahta
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Kharnoubet Aakkar
Dahr Laissine
Hayzouq
Aamaret El-Baykat
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Khirbet Daoud Aakkar
Aaiyat
Aain Yaaqoub
Daouret Aakkar
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Chaqdouf
Deir Jannine
Ouadi El-Haour
Balde WaMazraatBaldé
Rihaniyet Aakkar
Darine
Saadine
LEVEL - 2 (High)
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LEVEL - 4 & 5 (Low)
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Tannourine Et-Tahta
Douma
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Tannourine El-Faouqa
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Tanaïl
Al-Marje
Haouche-el-Harimé
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El-Jdeidé
Lala
Rachaiya
Ghazzé
Mansoura
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Kamed-el-Lauze
Kherbet Rouha
Jib Jénine
Dahr El-Ahmar
El-RafidE
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Delhamié
Maallaka (Terres)
Al-Sawiré
Ankoune
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Kfar Remmane
Habbouche
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El Nabatieh
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Douair
Harouf
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Rachaya El-Wadi
Rachaya El-Wadi
Hasbaiya
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Chabaaa
Nabatiyé El-Tahta
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Jobchite
Machghara
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Hasbaiya
Hebbariyé
Abbassyat
Mâaraké
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EL-Khiam
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Tibnine
Bent Jbayl
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Haris
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Yater
Borj qalaouiyé
Marjaayoun
Jouaya
Aïn Baal
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Bent Jbayl
Borge El-Chémali
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Sour
Sour (Tyr)
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Mansouri Sour
Aarab Salim
Kfar Tibnit
Marjaayoun
Kfar Kila
Nabatiyeh El-Faouka
Deir Ez-Zahrani
Taybet Matjaayoun
Zibdine En-Nabatiyeh
Mayfadoun
Qaaqaaiyet Ej-Jisr
Qsaibet En-Nabatiyeh
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Baakline
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El-Zrariyé
Rayak
Ablah
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Daraya
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Sohmor
Yohmor BG
Mejdel-Anjar
West Bekaa
Jezzine
Saida
Babliyé
Adloun
Al-Ali-Nahri
Tamnine El-Tahta
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Ansariyé
Al-Nabi Chite
Haouche el-Rafika
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Saksakiat
Kafraiya BG
Aaqabet Rachaya
Baaloul BG
Bar-Elias
Kfar Zabed
Aaley
Djezzine
Sour
Marjaayoun
Aadayssé Marjaayoun
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Srifa
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Bint Jbail
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Tairzibna
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Deir Ntar
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Jbal El-Botm
Bazouriat
Kana
Aïtite
Saddikine
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Rmadiyé
Deir Kanoun Ras El Aïn
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Aayta Ech-Chaab
El-Kleilé
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Yarine
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Chaaitiyé
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Soultaniyet Bent Jbayl
Rmaich
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Yaroun
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Majdel Selm
Touline
Aaintaroun
Chaqra
Aaynata Bent Jbayl
Baraachit
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Qabrikha
Saouanet Marjayoun
Merouahine
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Blida
Beit Lif
Biret Rachaiya
Kfar Denis
Terbol
Zahleh
El-Karaoun
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Bent Jbayl
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Brital
Fourzol
Hamara
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Hasbaiya
Kfar Sir
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Meiss Ej-Jabal
Tayr Harfa
Sarafend
Soultan Yaacoub Faouqa
El-Kharayeb
Deir Aames
Borj En-Naqoura Aalma Ech-Chaab
Bissariat
Yanta
Aabba
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Yohmor En-Nabatiyeh
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Zaoutar Ech-Charqiyé
Houla
Baabda
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Toul
Ansar
Jditah
Maksé
Kab Elias
Kherbet Kanafar
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El Nabatieh
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Markaba
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Metn
Chouf
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Loubié
Ghassaniyé
Sir El-Gharbiyé
Deir Qanoun En-Nahr
Aain Abou Abdallah
Toura
Mheilib
Maaroub
Barich
Bafliyé
Khirbet Selm
Batoulay
Hanaouay
Bednayel
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Kfar Chouba
Bnaafoul
Kfar Melki Saida
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Qlaiaa
Selaa Sour
Debaal SourDeir Kifa
Majdelzoun Zebqine
Abra
Helaliat
Haret Saïda
Miemié
Darbessim
Maghdouché
Ghazyat
Yanta
Jezzine
Saida
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Dibbine
Ibl Es-Saqi
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Hmairi SourChehour
Sour
Raouda (Istabel)
Aanout
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Braiqeaa
Mazraat Mechref
Mdoukha
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Hasbaiya
Marjaayoun
Henniyé
Zahlé Er-Rassiyé
Ksara
Rachaiya
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Talabaya
Anjar
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Saghbine
Gharifé
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Aain Aata
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Halloussiyé
Merouaniyé
Zefta
Loubié
Houmine El-Faouqa
El Nabatieh
Arzai
Bedias
Chehime
El Jiyeh
Barja
Katermaya
Sebline
Beit Chama
Rmeileh
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Aadoussiyé
Choukine
Bent Jbayl
Serraaine Et-Tahta
Aayta El-Foukhar
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Aayha
Bakkifac Rachaya
Saïd Neil
Zahlé (Terres)
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Saida Ed-Dekermane
Qraiyet Saida
Kfar Hatta Saida
Qennarit
Najjariyé
Rachaiya
Kaoutariyet Es-Siyad Nmairiyé
Charqiyé Kfour En-Nabatieh
Aadchit Ech-Chqif
Haouch En-Nabi
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Marjaayoun
Khodr Baalbek
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Erkay
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Semqaniyé
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Saida
Qaaqaiyet Es-Snaoubar Teffahta
Haour Taala
Damour
Temnine El-Faouqa
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Lebaa
Jbaa En-Nabatiyeh
Kfarfila
Jezzine
Aain Qana
Mazraat 'Mseileh Aaqtanit
Maamriyé Erkay
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Aalmane Ech-Chouf
Saida El-Oustani
Joun
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mazboud
Mghairiyé Ech-Chouf
Tanbourit
Hasbaiya
West Bekaa
Chouf
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Hasrout
Bsaba Ech-Chouf
Zaarouriyé
AammatourBater
Majdel Balhis
El Nabatieh
Qsarnaba
Zahlé Haouch El-Oumara
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West Bekaa
Khiara
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Kaoukaba Bou Arab
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Bqosta
Salhiyet Saida
Batloun
Barouk
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Ouardaniyé
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Nabi Ayla
Aana
Chouf
Mrayjat Zahlé
Saoufar
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Aain Kfar Zabad
Aammiq BG
Aain Ouzain
Rachaiya
Saida
Keyfoun
Bayssour Aaley
Aabey
Rimhala
Deir El-Qamar
Kfar Him
Dibbiyé
Baassir
Dibbiyé
Jadra
Dalhoun
Aaley
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Chanay
Brih
Kfar Nabrakh
Zahleh
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Qmatiyé
Bhamdoun Ed-Dayaa
Douress
Chemistar
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Qoussaya
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Jezzine
Choueifat El-Oumara
Baabda
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Zahleh
Bouarej
Maaraboun
Mansouriyet El-Matn
Baalbek
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Raait
Himlaya
Beirut
Zqaq el-Blat foncière
Haouch Hala
Baalchmay
Bhamdoun El-Mhatta
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Kfar Faqoud
Bourjein
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Nabi Ayla
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Mechref
Aain el-Mraisse foncière
Khreibet Baalbek
Falougha
Chbaniyé
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Kfar Matta
West Bekaa
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Hazerta
Kahhalé
Aadous
Qaa Er-Rim Niha Zahlé
Baabda Qornayel
Ras El Matn
Aaraiya Aabadiyé
Aaley
Talia
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Metn
Baabdat
Beit Meri
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Kfar Matta
Baaouerta
Bteghrine
Kesrouane
Fanar
Baouchariat
Borge Hammoud
Senn el Fil
Achrafieh
Ras Beyrouth
Moussaytbeh
Mazraa
Beirut
Chiah
Baabda
Borge el Baragenat
Hadace
Chouaifat Amroussyat
Kfarchima
Chouaifat Qobbat
Aley
Bchamoune
Aramoun
Naamat
Metn
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Deir Qoubel
Aaytat
Nabay
Beit Chabab
Bikfaya
Taraiya
Kfar Dibiane
Djounié Ghadir
Zouk Mousbeh
Hadath Baalbek
Majdaloun
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Ouadi Chahrour El Aaoulia
Faraya
Kesrouane
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Boutchay
Aaley
Hrajel
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Louayzé Baabda
Mazraat Yachouaa
Dbayé
Antelias
Broummana El-Matn
Hammana
Yât
Nahlé baalbek
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Baskinta
! Dair El-Ahmar
Bouday
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Aajaltoun
Baalbek
Chlifa
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Zahleh
Hizzine
Aain Bourday
Taibet Baalbek
Jbayl
Youmine
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Aachqout
Roumié
Aain Saadé
Beirut
Balloune
Jounié Sarba
Zouk Mkayel
Saaidé
Kfar Dane
Arsale
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Byaqout
Ghazir
Jounie Haret Sakhr
Kesrouane
Baalbek
Halate
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Mdaouar foncière
Baabda
Btedaai
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Beirut
Blat Jbeil
Jbail
Jbayl
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Qartaba
Nabi Osmane
Chaat
Yammouné
Baalbek
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Metn
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Al-Labouat
Aamchit
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Shaylé Kesrouane
Jaaita
Beit Ech-Chaar
Mtayleb
Qornet Chehouane Naqqach
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Nabha Ed-Damdoum
Aaynata Baalbek
Batroun
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Sahel Aalma
Qleiaat Kesrouane
Al-Aïne
Batroun
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Kesrouane
Al-Fakiat
Bcharreh
Bcharreh
Batroun
Maqné
Bouar
Safra Kesrouane
Bkaa Safrine
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Nahr Ibrahim
Bcharré
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Bcharreh
Assia
Jbayl
Baalbek
Izal
Zgharta
Kfar Obeida
Morh Kfarsghab
Hasroun
Bechouat
Jbayl
Kfar Habou
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Koura
Batroune
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AAbdelli
! Sir
Kfar Akka
Kousba
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Batroun
Hermel
! Assoun
Amioune
Hadchit
Boqsmaiya
Chibtine
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Beit El-Faqs
tarane
Bqarsouna
Hermel
! Bakhoune
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Bijdarfil
Kour
Zané
Bcharreh
Sour
Kahf El-Malloul
Miniyeh-Danniyeh
Trablous
Trablous
Bziza
Koubba
Chouf
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Zgharta
Enfeh
Chekka
Hermel
Fneidek
El-Karkaf Harare
Michmiche
Ardé
Btermaz
Aazqai
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Qarsaita
Mimrine
Miziara
Kfar Kahel
Bsarma
Ras Baalbek El-Sahl
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Koura
Akkar El-Atika
Tikrite
Rahbé
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Hamat
Aabrine
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Karm Saddé Ayto
Koura
Sfiré
Miniyeh-Danniyeh
Zgharta
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Zgharta
Koura
Déddé
Al-Kalmoune
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Kfar Hazir
Heri
Miniyeh-Danniyeh
Aarjis
Bterram
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Zighrine
Machha
Minyara
Akroum
Aakar
Arka
! Berkayel
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Kfarzaina
El-Koubayet!
Al-Qa El-Benjakie
Ras Maska
Bzal
Qabaait
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Miniyeh-Danniyeh
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Barsa
Btouratij
Bechmizzine Nakhlé
Kfar Hilda
Dar Baaechtar
Andeket
Bazbina
Bqerzla
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Hermel
Charbine El-Hermel
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Trablous
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Hermel
Fiaa
Aakar
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Ouadi El-Jamous
Bebnine
Al-Mehamra
Zouk Bhanine
Al-Minieh
Mériata
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Trablous
Kneisset Hnaider
Hnaider
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Aaba
Qalhat
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Majdala
Jdeidet El-Qaitaa
Mrah Es-Srayj
Merkebta
Aalma
Nabi Youcheaa
Rachaaine
Trablous En-Nouri
Kfardlaqous
! Haql el Aazimé
Qattiné-Miniyé
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Aafsdiq
Kfar Saroun El-Koura
Kfar Hata El-Koura
Kafraya El-Koura
Deir Omar
Al-Beddaoui
Zghorta
Mejdlaya
Tripoli Zeitoun
Tripoli Jardins
Al-Mina Jardins
Al-Mina No3
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Aardat
Kfarhata Zgharta
Bkeftine
Kfarhoura
Batroumine
Kfaryachit
Ras Kifa
Aakar
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Karm El-Mohr
Deir Nbouh
Qleiaat Aakkar
Hayssa
Qaabrine
Mar Touma
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Chane
! Habchit
! Qornet Aakkar
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Zouq El Hosniyé
Dinbou
Sfaynet El-Qaitaa
Raouda-Aadoua
Hailan
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Aakar
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Kfar Melki Aakkar
Idbil
Cheikh Taba
Cheikh Zennad
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Sammaqiyé
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Hokr Etti
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Jmaijmé
Safad Al-Battikh
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Kfar Dounine
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The data Sets
To be able to eventually map all the data on locality level, a base Shapefile was utilized as the point of aggregation for all the other variables.
1. The shapefile is available online on (https://gistdata.itos.uga.edu/node/27338) which includes the 3rd admin level population distribution as well.
The source of the shapefile is the CDR (Council for Development and reconstruction) (see full reference below).
2. The 28.55% of the Lebanese population is estimated to be living under 4USD/capita/day based on the UNDP study of 2008 where the data was
collected in 2004. The poverty estimates from this study gives break down on “combined Caza” level (admin level 2), the same proportions are
assumed at the locality level (UNDP, 2008).
3. The refugee population distribution is attained from the UNHCR registration database, it is matched on the above locality Shapefile.
The boundaries, names, and designations used on this map do not imply official endorsement of the United Nations or
UNHCR. All data used were the best available at the time of map production.
GIS and Mapping by: UNHCR
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Haddatha
Aain Ibl
Calculation steps: This part should be read in tandem with the excel workbook
Reference Excel Sheet (locality_level_vulnerability_mapping).
After matching all the different datasets on the municipal level all were collated in a single spreadsheet (Master_data). The columns A to O refer to the geographical variables from coordinates, village name, Caza/district and governorate (except column D which is a previous registered refugee population).
Column P and Q: The number of dwellings and population estimate (source the CDR shapefile)
Column R to T: Column Q is the estimate proportion of the population within that locality/village living under 4 USD/capita/day, based on the 2008 poverty study. The following column is the population count within each locality/village and the third column (column Y) is the standardized over the maximum.
Column U and V: This is the refugee population (April 30) and the standardized over the maximum.
Column W and X: the count of individuals benefiting from the NPTP programme followed by the standardization over the maximum (this is not used in the final Index calculation).
Column Y, Z and AA: these columns are the column percentages of the count of population living under 4 USD, refugee and NPTP, respectively. These columns would help to display the villages on a map.
Column AB: is the square root of the product of column T*V. This the index, that will be used to priority rank the localities.
Column AC: Is the rank of each locality (Descending order of priority)
Column AD: Is the geometric mean of the column T and V
Column AE: Are the quintiles; the localities are divided into 5 parts based on the values of the Index. Values of 1 means they are in the worst quintile, whereas values of 5 mean they are in the least vulnerable quintile. This column should be used for mapping purposes. To note, the quintile ranking is based on localities where the
Index value is not indeterminate.
Column AF: The count of tented settlements in the localities, (based in the Master list of tented settlements)
Column AG: The number of schools in the localities, this is based on the primary list of schools agreed with MEHE
Column AH: The PHC’s in the localities.
Column AI: The SDC’s in the localities
Column AJ: Community centers which are in the localities, these are not SDC’s rather NGO or civil society actors mapped by partners.
Column AK: The 12 official UNRWA camps
Column AP: This is the entire list of schools around 1400, matched on Locality level.