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          Exposure Pathways Between Climate and Health 2022
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        <producer abbr="DK" affiliation="IMHDSS" role="Technical assistance in data collection and processing">
          <![CDATA[Dan  Kajungu]]>
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        <producer abbr="AN" affiliation="APHRC" role="Documentation of Study and Review of the metadata">
          Agnes Kiragga
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      <titlStmt>
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          Exposure Pathways Between Climate and Health 2022
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        <IDNo>
          LACUNA.2024.V1.0
        </IDNo>
      </titlStmt>
      <rspStmt>
        <AuthEnty affiliation="APHRC">
          Agnes Kiragga
        </AuthEnty>
        <AuthEnty affiliation="LSHTM">
          Jim Todd
        </AuthEnty>
        <AuthEnty affiliation="IMHDSS">
          Dan Kajungu
        </AuthEnty>
        <AuthEnty affiliation="APHRC">
          Marylene Wamukoya
        </AuthEnty>
        <AuthEnty affiliation="LSHTM">
          Mia Cramplin
        </AuthEnty>
        <AuthEnty affiliation="NIMR">
          Mark Urassa
        </AuthEnty>
        <othId role="Providing Data" affiliation="IMHDSS">
          <p>
            Iganga Mayuge Data Team
          </p>
        </othId>
        <othId role="Providing IT Infrastucture for Data Processing" affiliation="INSPIRE">
          <p>
            INSPIRE-Network
          </p>
        </othId>
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        <producer abbr="DA" affiliation="LSHTM" role="DDI author">
          David Amadi
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        <producer abbr="MN" affiliation="APHRC" role="Technical Assistance">
          Maureen Ngetich
        </producer>
        <producer abbr="FO" affiliation="APHRC" role="Technical Assistance">
          Flavian Otieno
        </producer>
        <producer abbr="Ak" affiliation="APHRC" role="Technical Assistance">
          Agnes Karigga
        </producer>
        <copyright>
          This dataset documentation is licensed under a Creative Commons Attribution-Non Commercial 4.0 International License. The dataset is shared in terms of the data-use agreement accepted at the time of data download.
        </copyright>
        <software version="4.0.10" date="2018-05-02">
          Nesstar Publisher
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        <fundAg abbr="LF" role="Current Funder">
          Lacuna Fund
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      <subject>
        <topcClas vocab="CIEL" vocabURI="https://openconceptlab.org/">
          Verbal autopsy
        </topcClas>
        <topcClas vocab="MeSH" vocabURI="https://www.ncbi.nlm.nih.gov/">
          Cause of Death
        </topcClas>
        <topcClas vocab="MeSH" vocabURI="https://www.ncbi.nlm.nih.gov/">
          ICD-10
        </topcClas>
        <topcClas vocab="MeSH" vocabURI="https://www.ncbi.nlm.nih.gov/">
          Climate
        </topcClas>
      </subject>
      <abstract>
        <![CDATA[Understanding climate change and the associated impacts on human health and wellbeing is one of the major intractable challenges facing planning departments, policy makers and health researchers in the coming decades. Novel approaches such as data science techniques which use routine and big data sources will be critical in supporting this area of enquiry to evaluate the effect of climate change in communities.
Through our Implementation Network for Sharing Population Information from Research Entities (INSPIRE), we have access to African population health data from 11 Health Demographic and Surveillance Sites (HDSS). These data contain demographic vital registration outcomes such as births, Death and mortality  collected over 10 years in rural and urban African communities. As part of the INSPIRE data standardization and governance, all HDSS data are transformed into the INSPIRE OMOP Common Data Model (CDM) to allow systematic analyses using common terminologies, vocabularies and coding schemes.
We plan to secure daily ground and remote sensor climate data from the respective national meteorological offices. Climate data will cover the areas/countries in which the HDSS sites are located and transformed into the INSPIRE CDM and used to investigate the effect of climate change on mortality and morbidity outcomes. The linked and labelled datasets will be made FAIR using standard platforms
including schema.org and governed through the INSPIRE secretariat. Project findings and outputs will be shared with national and sub-national policy-makers and researchers to inform effective data-driven decision making on mitigating the effects of climate change on health outcomes in Africa.]]>
      </abstract>
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        <geogCover>
          The Iganga-Mayuge HDSS is located in the Iganga and Mayuge districts in Eastern Uganda. The demographic surveillance area consists of 65 villages spread over a 155 km square area with a population of 94,568 at the end of 2017. The average household size is five individuals, and the area is predominantly rural, with some peri-urban areas. Subsistence agriculture is the main occupation.
        </geogCover>
        <anlyUnit>
          Individual, household interviews and climate data
        </anlyUnit>
        <universe>
          This data file includes information on deaths that occurred among residents within the Health and Demographic Surveillance System (HDSS) study area from January 1, 2007, to December 31, 2022. Causes of death were classified using the Inter-VA classification algorithm
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          All residents mortalities in the IMHDSS are included in the dataset
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        <collMode>
          Verbal autopsy procedures (Interviewing surviving relatives or caregivers of the deceased to gather information about the circumstances surrounding the death)
        </collMode>
        <sources/>
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        <citReq>
          D. Kajungu et al., "Cohort Profile: The Iganga-Mayuge Health and Demographic Surveillance Site, Uganda (IMHDSS, Uganda)," Int. J. Epidemiol., vol. 49, no. 4, pp. 1082-1082g, Aug. 2020, doi: 10.1093/ije/dyaa064.
        </citReq>
        <disclaimer>
          The user of the data acknowledges that the original collector of the data and the relevant funding agencies bear no responsibility for the data's use or interpretation or inferences based upon it.
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        <catStat type="freq">
          156
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          36
        </catValu>
        <labl>
          Neonatal Pneumonia
        </labl>
        <catStat type="freq">
          3
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          37
        </catValu>
        <labl>
          Obstetrical tetanus
        </labl>
        <catStat type="freq">
          32
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          38
        </catValu>
        <labl>
          Obstructed labour due to face presentation
        </labl>
        <catStat type="freq">
          2
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          39
        </catValu>
        <labl>
          Other abortion, complete or unspecified, complicated by delayed or excessive haemorrhage
        </labl>
        <catStat type="freq">
          8
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          40
        </catValu>
        <labl>
          Other and unspecified abdominal pain
        </labl>
        <catStat type="freq">
          125
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          41
        </catValu>
        <labl>
          Other and unspecified cirrhosis of liver
        </labl>
        <catStat type="freq">
          98
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          42
        </catValu>
        <labl>
          Other and unspecified communicable diseases
        </labl>
        <catStat type="freq">
          41
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          43
        </catValu>
        <labl>
          Other and unspecified external causes of death
        </labl>
        <catStat type="freq">
          7
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          44
        </catValu>
        <labl>
          Other and unspecified maternal causes
        </labl>
        <catStat type="freq">
          14
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          45
        </catValu>
        <labl>
          Other and unspecified noncommunicable diseases
        </labl>
        <catStat type="freq">
          40
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          46
        </catValu>
        <labl>
          Other congenital malformations of cardiac chambers and connections
        </labl>
        <catStat type="freq">
          258
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          47
        </catValu>
        <labl>
          Other forms of acute ischaemic heart disease
        </labl>
        <catStat type="freq">
          16
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          48
        </catValu>
        <labl>
          Other parasitologically confirmed malaria, not elsewhere classified
        </labl>
        <catStat type="freq">
          858
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          49
        </catValu>
        <labl>
          Other sepsis
        </labl>
        <catStat type="freq">
          13
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          50
        </catValu>
        <labl>
          Other specified disorders of central nervous system
        </labl>
        <catStat type="freq">
          27
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          51
        </catValu>
        <labl>
          Other specified neoplasms of uncertain or unknown behaviour of lymphoid, haematopoietic and related tissue
        </labl>
        <catStat type="freq">
          34
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          52
        </catValu>
        <labl>
          Other specified pulmonary heart diseases
        </labl>
        <catStat type="freq">
          3
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          53
        </catValu>
        <labl>
          Person injured in collision between other specified motor vehicles (traffic)
        </labl>
        <catStat type="freq">
          149
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          54
        </catValu>
        <labl>
          Pneumonia due to other specified infectious organisms
        </labl>
        <catStat type="freq">
          117
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          55
        </catValu>
        <labl>
          Poisoning by and exposure to other and unspecified chemicals and noxious substances, undetermined intent, home
        </labl>
        <catStat type="freq">
          32
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          56
        </catValu>
        <labl>
          Puerperal sepsis
        </labl>
        <catStat type="freq">
          5
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          57
        </catValu>
        <labl>
          Severe birth asphyxia
        </labl>
        <catStat type="freq">
          208
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          58
        </catValu>
        <labl>
          Sickle-cell anaemia with crisis
        </labl>
        <catStat type="freq">
          5
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          59
        </catValu>
        <labl>
          Stroke, not specified as haemorrhage or infarction
        </labl>
        <catStat type="freq">
          48
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          60
        </catValu>
        <labl>
          Tetanus neonatorum
        </labl>
        <catStat type="freq">
          17
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          61
        </catValu>
        <labl>
          Tuberculosis of lung, confirmed by sputum microscopy with or without culture
        </labl>
        <catStat type="freq">
          50
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          62
        </catValu>
        <labl>
          Tuberculosis of other specified organs
        </labl>
        <catStat type="freq">
          5
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          63
        </catValu>
        <labl>
          Whooping cough due to Bordetella pertussis
        </labl>
        <catStat type="freq">
          3
        </catStat>
      </catgry>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V29" name="ICD10codes" files="F3" dcml="0" intrvl="discrete">
      <location width="12"/>
      <labl>
        ICD-10 code for the cause of death
      </labl>
      <valrng>
        <range min="1" max="63"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <catgry>
        <catValu>
          1
        </catValu>
        <labl>
          A150
        </labl>
      </catgry>
      <catgry>
        <catValu>
          2
        </catValu>
        <labl>
          A17-A19; A20-A38;A42-A89; B00-B19; B25-B49; B55-B99
        </labl>
      </catgry>
      <catgry>
        <catValu>
          3
        </catValu>
        <labl>
          A188
        </labl>
      </catgry>
      <catgry>
        <catValu>
          4
        </catValu>
        <labl>
          A33
        </labl>
      </catgry>
      <catgry>
        <catValu>
          5
        </catValu>
        <labl>
          A34
        </labl>
      </catgry>
      <catgry>
        <catValu>
          6
        </catValu>
        <labl>
          A370
        </labl>
      </catgry>
      <catgry>
        <catValu>
          7
        </catValu>
        <labl>
          A41
        </labl>
      </catgry>
      <catgry>
        <catValu>
          8
        </catValu>
        <labl>
          A90
        </labl>
      </catgry>
      <catgry>
        <catValu>
          9
        </catValu>
        <labl>
          B059
        </labl>
      </catgry>
      <catgry>
        <catValu>
          10
        </catValu>
        <labl>
          B206
        </labl>
      </catgry>
      <catgry>
        <catValu>
          11
        </catValu>
        <labl>
          B227
        </labl>
      </catgry>
      <catgry>
        <catValu>
          12
        </catValu>
        <labl>
          B538
        </labl>
      </catgry>
      <catgry>
        <catValu>
          13
        </catValu>
        <labl>
          C221
        </labl>
      </catgry>
      <catgry>
        <catValu>
          14
        </catValu>
        <labl>
          D059
        </labl>
      </catgry>
      <catgry>
        <catValu>
          15
        </catValu>
        <labl>
          D477
        </labl>
      </catgry>
      <catgry>
        <catValu>
          16
        </catValu>
        <labl>
          D500
        </labl>
      </catgry>
      <catgry>
        <catValu>
          17
        </catValu>
        <labl>
          D55-D89; E00-E07; E15-E35; E50-E90; F00-F99; G06-G09; G10-G37; G50-G99; H00-H95; J30-J39; J47-J99; K00-K31; K35-K38; K40-K93; L00-L99; M00-M99; N00-N16; N20-N99; R00-R09; R11-R94
        </labl>
      </catgry>
      <catgry>
        <catValu>
          18
        </catValu>
        <labl>
          D57
        </labl>
      </catgry>
      <catgry>
        <catValu>
          19
        </catValu>
        <labl>
          E109
        </labl>
      </catgry>
      <catgry>
        <catValu>
          20
        </catValu>
        <labl>
          E440
        </labl>
      </catgry>
      <catgry>
        <catValu>
          21
        </catValu>
        <labl>
          F681
        </labl>
      </catgry>
      <catgry>
        <catValu>
          22
        </catValu>
        <labl>
          G031
        </labl>
      </catgry>
      <catgry>
        <catValu>
          23
        </catValu>
        <labl>
          G409
        </labl>
      </catgry>
      <catgry>
        <catValu>
          24
        </catValu>
        <labl>
          G968
        </labl>
      </catgry>
      <catgry>
        <catValu>
          25
        </catValu>
        <labl>
          I110
        </labl>
      </catgry>
      <catgry>
        <catValu>
          26
        </catValu>
        <labl>
          I248
        </labl>
      </catgry>
      <catgry>
        <catValu>
          27
        </catValu>
        <labl>
          I278
        </labl>
      </catgry>
      <catgry>
        <catValu>
          28
        </catValu>
        <labl>
          I516
        </labl>
      </catgry>
      <catgry>
        <catValu>
          29
        </catValu>
        <labl>
          I64
        </labl>
      </catgry>
      <catgry>
        <catValu>
          30
        </catValu>
        <labl>
          I679
        </labl>
      </catgry>
      <catgry>
        <catValu>
          31
        </catValu>
        <labl>
          J069
        </labl>
      </catgry>
      <catgry>
        <catValu>
          32
        </catValu>
        <labl>
          J168
        </labl>
      </catgry>
      <catgry>
        <catValu>
          33
        </catValu>
        <labl>
          K591
        </labl>
      </catgry>
      <catgry>
        <catValu>
          34
        </catValu>
        <labl>
          K746
        </labl>
      </catgry>
      <catgry>
        <catValu>
          35
        </catValu>
        <labl>
          M613
        </labl>
      </catgry>
      <catgry>
        <catValu>
          36
        </catValu>
        <labl>
          N179
        </labl>
      </catgry>
      <catgry>
        <catValu>
          37
        </catValu>
        <labl>
          N879
        </labl>
      </catgry>
      <catgry>
        <catValu>
          38
        </catValu>
        <labl>
          O01-O02; O20-O45; O47-O62; O68-O70; O73-O84; O86-O99
        </labl>
      </catgry>
      <catgry>
        <catValu>
          39
        </catValu>
        <labl>
          O056
        </labl>
      </catgry>
      <catgry>
        <catValu>
          40
        </catValu>
        <labl>
          O140
        </labl>
      </catgry>
      <catgry>
        <catValu>
          41
        </catValu>
        <labl>
          O642
        </labl>
      </catgry>
      <catgry>
        <catValu>
          42
        </catValu>
        <labl>
          O722
        </labl>
      </catgry>
      <catgry>
        <catValu>
          43
        </catValu>
        <labl>
          O85
        </labl>
      </catgry>
      <catgry>
        <catValu>
          44
        </catValu>
        <labl>
          P070
        </labl>
      </catgry>
      <catgry>
        <catValu>
          45
        </catValu>
        <labl>
          P210
        </labl>
      </catgry>
      <catgry>
        <catValu>
          46
        </catValu>
        <labl>
          P23-P25
        </labl>
      </catgry>
      <catgry>
        <catValu>
          47
        </catValu>
        <labl>
          P369
        </labl>
      </catgry>
      <catgry>
        <catValu>
          48
        </catValu>
        <labl>
          P95
        </labl>
      </catgry>
      <catgry>
        <catValu>
          49
        </catValu>
        <labl>
          Q049
        </labl>
      </catgry>
      <catgry>
        <catValu>
          50
        </catValu>
        <labl>
          Q208
        </labl>
      </catgry>
      <catgry>
        <catValu>
          51
        </catValu>
        <labl>
          Q336
        </labl>
      </catgry>
      <catgry>
        <catValu>
          52
        </catValu>
        <labl>
          R00-R99
        </labl>
      </catgry>
      <catgry>
        <catValu>
          53
        </catValu>
        <labl>
          R104
        </labl>
      </catgry>
      <catgry>
        <catValu>
          54
        </catValu>
        <labl>
          R560
        </labl>
      </catgry>
      <catgry>
        <catValu>
          55
        </catValu>
        <labl>
          S00-T99; W20-W64; W75-W99; X50-X59; Y10-Y98
        </labl>
      </catgry>
      <catgry>
        <catValu>
          56
        </catValu>
        <labl>
          V877
        </labl>
      </catgry>
      <catgry>
        <catValu>
          57
        </catValu>
        <labl>
          X279
        </labl>
      </catgry>
      <catgry>
        <catValu>
          58
        </catValu>
        <labl>
          X443
        </labl>
      </catgry>
      <catgry>
        <catValu>
          59
        </catValu>
        <labl>
          X830
        </labl>
      </catgry>
      <catgry>
        <catValu>
          60
        </catValu>
        <labl>
          Y080
        </labl>
      </catgry>
      <catgry>
        <catValu>
          61
        </catValu>
        <labl>
          Y190
        </labl>
      </catgry>
      <catgry>
        <catValu>
          62
        </catValu>
        <labl>
          Y210
        </labl>
      </catgry>
      <catgry>
        <catValu>
          63
        </catValu>
        <labl>
          Y300
        </labl>
      </catgry>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V30" name="GeneralCoD" files="F3" dcml="0" intrvl="discrete">
      <location width="12"/>
      <labl>
        cause of death category
      </labl>
      <valrng>
        <range min="1" max="7"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <catgry>
        <catValu>
          1
        </catValu>
        <labl>
          Anaemia
        </labl>
        <catStat type="freq">
          150
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          2
        </catValu>
        <labl>
          Communicable diseases, Perinatal and nutritional causes
        </labl>
        <catStat type="freq">
          2870
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          3
        </catValu>
        <labl>
          direct maternal causes
        </labl>
        <catStat type="freq">
          124
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          4
        </catValu>
        <labl>
          External causes
        </labl>
        <catStat type="freq">
          386
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          5
        </catValu>
        <labl>
          Neonatal death
        </labl>
        <catStat type="freq">
          138
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          6
        </catValu>
        <labl>
          non communicable diseases
        </labl>
        <catStat type="freq">
          1368
        </catStat>
      </catgry>
      <catgry>
        <catValu>
          7
        </catValu>
        <labl>
          Still birth
        </labl>
        <catStat type="freq">
          18
        </catStat>
      </catgry>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V31" name="causeofdeath" files="F3" dcml="0" intrvl="discrete">
      <location width="12"/>
      <labl>
        cause of death
      </labl>
      <valrng>
        <range min="1" max="103"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <catgry>
        <catValu>
          1
        </catValu>
        <labl>
          Accid drowning and submersion
        </labl>
      </catgry>
      <catgry>
        <catValu>
          2
        </catValu>
        <labl>
          Accid expos to smoke fire &amp; flame
        </labl>
      </catgry>
      <catgry>
        <catValu>
          3
        </catValu>
        <labl>
          Accid fall
        </labl>
      </catgry>
      <catgry>
        <catValu>
          4
        </catValu>
        <labl>
          Accid poisoning &amp; noxious subs
        </labl>
      </catgry>
      <catgry>
        <catValu>
          5
        </catValu>
        <labl>
          Accidental poisoning
        </labl>
      </catgry>
      <catgry>
        <catValu>
          6
        </catValu>
        <labl>
          Acute abdomen
        </labl>
      </catgry>
      <catgry>
        <catValu>
          7
        </catValu>
        <labl>
          Acute abdominal conditions
        </labl>
      </catgry>
      <catgry>
        <catValu>
          8
        </catValu>
        <labl>
          Acute cardiac disease
        </labl>
      </catgry>
      <catgry>
        <catValu>
          9
        </catValu>
        <labl>
          Acute resp infect incl pneumonia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          10
        </catValu>
        <labl>
          AIDS
        </labl>
      </catgry>
      <catgry>
        <catValu>
          11
        </catValu>
        <labl>
          AIDS and Pulmonary tuberculosis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          12
        </catValu>
        <labl>
          All other forms of tuberculosis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          13
        </catValu>
        <labl>
          All other perinatal causes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          14
        </catValu>
        <labl>
          All other specified acute abdominal conditions
        </labl>
      </catgry>
      <catgry>
        <catValu>
          15
        </catValu>
        <labl>
          All other specified acute febrile illness
        </labl>
      </catgry>
      <catgry>
        <catValu>
          16
        </catValu>
        <labl>
          All other specified Acute Respiratory Infections
        </labl>
      </catgry>
      <catgry>
        <catValu>
          17
        </catValu>
        <labl>
          All other specified cardiovascular disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          18
        </catValu>
        <labl>
          All other specified CNS disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          19
        </catValu>
        <labl>
          All other specified communicable diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          20
        </catValu>
        <labl>
          All other specified diarrhoeal diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          21
        </catValu>
        <labl>
          All other specified liver diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          22
        </catValu>
        <labl>
          All other specified neoplasms
        </labl>
      </catgry>
      <catgry>
        <catValu>
          23
        </catValu>
        <labl>
          All other specified noncommunicable diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          24
        </catValu>
        <labl>
          All other specified symptoms, signs and syndromes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          25
        </catValu>
        <labl>
          Anaemia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          26
        </catValu>
        <labl>
          Animal Bite or Attack
        </labl>
      </catgry>
      <catgry>
        <catValu>
          27
        </catValu>
        <labl>
          Ante or postpartum haemorrhage
        </labl>
      </catgry>
      <catgry>
        <catValu>
          28
        </catValu>
        <labl>
          Assault
        </labl>
      </catgry>
      <catgry>
        <catValu>
          29
        </catValu>
        <labl>
          Asthma
        </labl>
      </catgry>
      <catgry>
        <catValu>
          30
        </catValu>
        <labl>
          Birth asphyxia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          31
        </catValu>
        <labl>
          Birth injury and or asphyxia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          32
        </catValu>
        <labl>
          Burns
        </labl>
      </catgry>
      <catgry>
        <catValu>
          33
        </catValu>
        <labl>
          Carcinoma breast
        </labl>
      </catgry>
      <catgry>
        <catValu>
          34
        </catValu>
        <labl>
          Carcinoma cervix or uterus
        </labl>
      </catgry>
      <catgry>
        <catValu>
          35
        </catValu>
        <labl>
          Carcinoma of gastrointestinal tract
        </labl>
      </catgry>
      <catgry>
        <catValu>
          36
        </catValu>
        <labl>
          Carcinoma of the lung
        </labl>
      </catgry>
      <catgry>
        <catValu>
          37
        </catValu>
        <labl>
          Central nervous system disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          38
        </catValu>
        <labl>
          Cerebrovascular disease
        </labl>
      </catgry>
      <catgry>
        <catValu>
          39
        </catValu>
        <labl>
          Chronic obstructive pulmonary disease
        </labl>
      </catgry>
      <catgry>
        <catValu>
          40
        </catValu>
        <labl>
          Congenital abnormalities
        </labl>
      </catgry>
      <catgry>
        <catValu>
          41
        </catValu>
        <labl>
          Congenital malformation
        </labl>
      </catgry>
      <catgry>
        <catValu>
          42
        </catValu>
        <labl>
          Congestive cardiac failure
        </labl>
      </catgry>
      <catgry>
        <catValu>
          43
        </catValu>
        <labl>
          Contact with venomous plant/animal
        </labl>
      </catgry>
      <catgry>
        <catValu>
          44
        </catValu>
        <labl>
          Dengue fever
        </labl>
      </catgry>
      <catgry>
        <catValu>
          45
        </catValu>
        <labl>
          Diabetes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          46
        </catValu>
        <labl>
          Diabetes mellitus
        </labl>
      </catgry>
      <catgry>
        <catValu>
          47
        </catValu>
        <labl>
          Diarrhoeal diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          48
        </catValu>
        <labl>
          Drowning
        </labl>
      </catgry>
      <catgry>
        <catValu>
          49
        </catValu>
        <labl>
          Eclampsia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          50
        </catValu>
        <labl>
          Epilepsy
        </labl>
      </catgry>
      <catgry>
        <catValu>
          51
        </catValu>
        <labl>
          Falls
        </labl>
      </catgry>
      <catgry>
        <catValu>
          52
        </catValu>
        <labl>
          Fresh stillbirth
        </labl>
      </catgry>
      <catgry>
        <catValu>
          53
        </catValu>
        <labl>
          HIV/AIDS related death
        </labl>
      </catgry>
      <catgry>
        <catValu>
          54
        </catValu>
        <labl>
          Homicidal injuries
        </labl>
      </catgry>
      <catgry>
        <catValu>
          55
        </catValu>
        <labl>
          Hypertension
        </labl>
      </catgry>
      <catgry>
        <catValu>
          56
        </catValu>
        <labl>
          Intentional injuries
        </labl>
      </catgry>
      <catgry>
        <catValu>
          57
        </catValu>
        <labl>
          Ischaemic heart disease
        </labl>
      </catgry>
      <catgry>
        <catValu>
          58
        </catValu>
        <labl>
          Liver cirrhosis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          59
        </catValu>
        <labl>
          Macerated stillbirth
        </labl>
      </catgry>
      <catgry>
        <catValu>
          60
        </catValu>
        <labl>
          Malaria
        </labl>
      </catgry>
      <catgry>
        <catValu>
          61
        </catValu>
        <labl>
          Malnutrition
        </labl>
      </catgry>
      <catgry>
        <catValu>
          62
        </catValu>
        <labl>
          Measles
        </labl>
      </catgry>
      <catgry>
        <catValu>
          63
        </catValu>
        <labl>
          Meningitis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          64
        </catValu>
        <labl>
          Meningitis and encephalitis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          65
        </catValu>
        <labl>
          Neonatal pneumonia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          66
        </catValu>
        <labl>
          Neonatal sepsis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          67
        </catValu>
        <labl>
          Neonatal tetanus
        </labl>
      </catgry>
      <catgry>
        <catValu>
          68
        </catValu>
        <labl>
          Obstructed labour
        </labl>
      </catgry>
      <catgry>
        <catValu>
          69
        </catValu>
        <labl>
          Other and unspecified cardiac dis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          70
        </catValu>
        <labl>
          Other and unspecified external CoD
        </labl>
      </catgry>
      <catgry>
        <catValu>
          71
        </catValu>
        <labl>
          Other and unspecified infect dis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          72
        </catValu>
        <labl>
          Other specified direct maternal causes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          73
        </catValu>
        <labl>
          Other specified unintentional injuries
        </labl>
      </catgry>
      <catgry>
        <catValu>
          74
        </catValu>
        <labl>
          Other transport accident
        </labl>
      </catgry>
      <catgry>
        <catValu>
          75
        </catValu>
        <labl>
          Pertussis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          76
        </catValu>
        <labl>
          Pneumonia
        </labl>
      </catgry>
      <catgry>
        <catValu>
          77
        </catValu>
        <labl>
          Pregnancy-related sepsis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          78
        </catValu>
        <labl>
          Prematurity
        </labl>
      </catgry>
      <catgry>
        <catValu>
          79
        </catValu>
        <labl>
          Prematurity and or low birth weight
        </labl>
      </catgry>
      <catgry>
        <catValu>
          80
        </catValu>
        <labl>
          Puerperal sepsis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          81
        </catValu>
        <labl>
          Pulmonary tuberculosis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          82
        </catValu>
        <labl>
          Renal disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          83
        </catValu>
        <labl>
          Renal failure
        </labl>
      </catgry>
      <catgry>
        <catValu>
          84
        </catValu>
        <labl>
          Road traffic accident
        </labl>
      </catgry>
      <catgry>
        <catValu>
          85
        </catValu>
        <labl>
          Sepsis (non-obstetric)
        </labl>
      </catgry>
      <catgry>
        <catValu>
          86
        </catValu>
        <labl>
          Severe malnutrition
        </labl>
      </catgry>
      <catgry>
        <catValu>
          87
        </catValu>
        <labl>
          Sickle cell with crisis
        </labl>
      </catgry>
      <catgry>
        <catValu>
          88
        </catValu>
        <labl>
          Specified abortion
        </labl>
      </catgry>
      <catgry>
        <catValu>
          89
        </catValu>
        <labl>
          Specified ante or postpartum haemorrhage
        </labl>
      </catgry>
      <catgry>
        <catValu>
          90
        </catValu>
        <labl>
          Specified renal disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          91
        </catValu>
        <labl>
          Still birth
        </labl>
      </catgry>
      <catgry>
        <catValu>
          92
        </catValu>
        <labl>
          Stroke
        </labl>
      </catgry>
      <catgry>
        <catValu>
          93
        </catValu>
        <labl>
          Suicidal injuries
        </labl>
      </catgry>
      <catgry>
        <catValu>
          94
        </catValu>
        <labl>
          Tetanus
        </labl>
      </catgry>
      <catgry>
        <catValu>
          95
        </catValu>
        <labl>
          Unspecified Acute febrile illness
        </labl>
      </catgry>
      <catgry>
        <catValu>
          96
        </catValu>
        <labl>
          Unspecified Acute Respiratory Infections
        </labl>
      </catgry>
      <catgry>
        <catValu>
          97
        </catValu>
        <labl>
          Unspecified cardiovascular disorders
        </labl>
      </catgry>
      <catgry>
        <catValu>
          98
        </catValu>
        <labl>
          Unspecified communicable diseases
        </labl>
      </catgry>
      <catgry>
        <catValu>
          99
        </catValu>
        <labl>
          Unspecified direct maternal causes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          100
        </catValu>
        <labl>
          Unspecified liver disease
        </labl>
      </catgry>
      <catgry>
        <catValu>
          101
        </catValu>
        <labl>
          Unspecified neoplasms
        </labl>
      </catgry>
      <catgry>
        <catValu>
          102
        </catValu>
        <labl>
          Unspecified noncommunicable causes
        </labl>
      </catgry>
      <catgry>
        <catValu>
          103
        </catValu>
        <labl>
          Unspecified TB AIDS
        </labl>
      </catgry>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V32" name="climate_record_date" files="F3" intrvl="discrete">
      <location width="11"/>
      <labl>
        date of climate Data observation
      </labl>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="min">
        2007-06-10
      </sumStat>
      <sumStat type="max">
        2022-12-13
      </sumStat>
      <varFormat type="character" formatname="Nesstar.date" schema="other" category="date"/>
    </var>
    <var ID="V33" name="avg_temperature" files="F3" dcml="0" intrvl="contin">
      <location width="10"/>
      <labl>
        average temperature
      </labl>
      <valrng>
        <range UNITS="REAL" min="18.8528033" max="27.0191687"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <sumStat type="min">
        18.853
      </sumStat>
      <sumStat type="max">
        27.019
      </sumStat>
      <sumStat type="mean">
        22.063
      </sumStat>
      <sumStat type="stdev">
        1.097
      </sumStat>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V34" name="max_temperature" files="F3" dcml="0" intrvl="contin">
      <location width="10"/>
      <labl>
        maximum temperature
      </labl>
      <valrng>
        <range UNITS="REAL" min="20.7142769" max="34.1927867"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <sumStat type="min">
        20.714
      </sumStat>
      <sumStat type="max">
        34.193
      </sumStat>
      <sumStat type="mean">
        26.195
      </sumStat>
      <sumStat type="stdev">
        1.688
      </sumStat>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V35" name="min_temperature" files="F3" dcml="0" intrvl="contin">
      <location width="10"/>
      <labl>
        minimum temperature
      </labl>
      <valrng>
        <range UNITS="REAL" min="15.0187781" max="21.849602"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <sumStat type="min">
        15.019
      </sumStat>
      <sumStat type="max">
        21.85
      </sumStat>
      <sumStat type="mean">
        18.515
      </sumStat>
      <sumStat type="stdev">
        0.882
      </sumStat>
      <varFormat type="numeric" schema="other"/>
    </var>
    <var ID="V36" name="precipitation" files="F3" dcml="0" intrvl="contin">
      <location width="10"/>
      <labl>
        precipitation
      </labl>
      <valrng>
        <range UNITS="REAL" min="0" max="16.606523"/>
      </valrng>
      <sumStat type="vald">
        5054
      </sumStat>
      <sumStat type="invd">
        0
      </sumStat>
      <sumStat type="min">
        0
      </sumStat>
      <sumStat type="max">
        16.607
      </sumStat>
      <sumStat type="mean">
        1.542
      </sumStat>
      <sumStat type="stdev">
        1.673
      </sumStat>
      <varFormat type="numeric" schema="other"/>
    </var>
  </dataDscr>
</codeBook>
