ddi-zaf-datafirst-vpuu-2012-v1 DataFirst 2020-04-29 NADA Version 2 Violence Prevention through Urban Upgrading 2012 VPUU 2012 zaf-vpuu-vpuu-2012-v1.1 Violence Prevention through Urban Upgrading Project Cape Town City Council Western Cape Government Sustainable Urban Neighbourhood Development (c) VPUU NADA DataFirst Helpdesk Household Survey [hh] Violence Prevention for Urban Upgrading Project. Violence Prevention for Urban Upgrading 2012 [dataset]. Version 1.1. Cape Town: VPUU [producer], 2013. Cape Town: DataFirst [distributor], 2014. DOI: https://doi.org/10.25828/xcjn-8x69 V1.1: Edited, anonymised dataset for licensed distribution Version 1 of the dataset was received by DataFirst from the VPUU project team in 2013. Version 1.1 is this dataset cleaned and recoded, with data quality notes. Education Infrastructure Poverty Social Development Urban Development In March 2012 a decision was taken in a joint meeting between the City of Cape Town (CoCT) and the Western Cape Government (WCG) on Economic Growth in geographic target areas to use Violence Prevention through Urban Upgrading (VPUU) as the vehicle to implement a comprehensive area based intervention in the Nyanga-Gugulethu area. The aim of the approach was to improve social, cultural, economic, spatial, institutional and safety factors which will result in improving the quality of life of residents of these areas. A baseline survey was undertaken in November 2012 to provide a quick overview of living conditions in the area. Along with community profile workshop organised by local leadership, the survey provides data on households in the communities examined. South Africa The survey covered Nyanga and Gugulethu, two adjacent former black townships located about 20 kilometers from Cape Town city centre along the N2 close to the Cape Town International Airport. During the survey, fieldworkers in a number of areas encountered serious safety issues related to gang violence, which made access difficult. In consultation with local councillors, it was agreed that six areas would not be surveyed. These included namely Hlazo Village, Lusaka, Mpetha Square, New Crossroads, Mau-Mau in Nyanga, and Section 1 in Gugulethu. It was decided that interviews which could not be conducted in high-risk areas should be redistributed to other areas. Lotus Park was intentionally left out of the survey as a Baseline Survey had been conducted in the area in July 2011 and a full enumeration survey is planned for 2013. Households and individuals The survey covered all adults (18+) in households in Nyanga and Gugulethu Sample survey data The survey elicits data on five main themes identified by the community: youth development, education, job opportunities and local development, access to public services & amenities, operation and maintenance of public infrastructure, and safety and security. Violence Prevention through Urban Upgrading Project A representative random 5% sample of households was drawn based on census figures. Based on the 2001 population census it was estimated that in 2008 there were about 36 135 households and 151 248 residents within the boundaries of the Nyanga-Gugulethu Safety Node Area (SND). The baseline survey consisted of 2000 interviews (5%) evenly and randomly selected across the Safety Node Area and its sub-areas. The SNA was divided into 26 sub-areas - 14 in Nyanga and 12 in Gugulethu - and each one of these sub-areas was allocated a specific number of interviews. The number of interviews attributed to each area reflected the distribution of the population across the SNA and the percentage of the population residing in each sub-area. The sub-areas were defined as locally-known social areas. Face-to-face [f2f] The following data quality issues were raised by DataFirst on receipt of the dataset. These are being addressed by the VPUU Team. 1. The Dateofinterview variable includes interviews in 2020. 2. A variable that looks like it could be other wall material in the original dataset is unnamed in the original dataset. This has been treated as other wall material. 3. The distinction between an after school activity and a post school activity is not clear from the data. "Post school" may be post graduation. 4. Breadwinnerwork seems to cover both businesses and areas/suburbs 5. A variable called "otherspecify" is recorded straight after the mode of transport question and is always coded 1 6. Minutes to get there variables are in different formats (some as large as weeks, some in hours) 7. The "Specifyname" variable has no non-missing values 8. The alcohol purchase location variable, "ifathomewherepurchased", had some answers that fited more than one category. A newcode was therefore created to reflect this. Other answers included string inputs describing the other place. These have therefore also been coded. 9. The use_1 through use_3 variables have been encoded 10. In the questions that deal with level of acceptable safety the in-between scores were left open to the interpretation of interviewee/interviewer . The undefined numbers have now been assigned generic codes. 11. For the adult_risk_gender variable "B" was unexplained, and has been assumed to mean "Both". Manager, DataFirst Violence Prevention for Urban Upgrading Project. Violence Prevention for Urban Upgrading 2012 [dataset]. Version 1.1. Cape Town: VPUU [producer], 2013. Cape Town: DataFirst [distributor], 2014. DOI: https://doi.org/10.25828/xcjn-8x69 Licensed use files, available for non-commercial use only vpuu-2012-v1.1 0 173 # # # # # Date Interview Date Interview Date Interview Date Interview Date Interview Start Time Start Time Start Time Start Time Start Time Gender Gender Gender Gender Gender 1 Male 2 Female 3 Both Electrical supply Electrical supply Electrical supply Electrical supply Electrical supply 1 Formal 2 Informal 3 No Supply Floor Level Floor Level Floor Level Floor Level Floor Level 1 Above Outside 2 Level Outside 3 Below Outside Garden Garden Garden Garden Garden No 1 Yes Wall Material Wall Material Wall Material Wall Material Wall Material 1 Bricks 2 Blocks 3 Wood 4 Corrugated Iron 5 Other 6 Steel 7 Vibracrete 8 Wendy House 9 Zinc Column1 Column1 Column1 Column1 Column1 1 Bricks 2 Blocks 3 Wood 4 Corrugated Iron 5 Other 6 Steel 7 Vibracrete 8 Wendy House 9 Zinc Age Age Age Age Age 1 18 to 25 2 26 to 35 3 36 to 55 4 56 and above How Many Members How Many Members How Many Members How Many Members How Many Members Adults Adults Adults Adults Adults Children 6-18 Children 6-18 Children 6-18 Children 6-18 Children 6-18 Children < 6 Children < 6 Children < 6 Children < 6 Children < 6 Post Matric Post Matric Post Matric Post Matric Post Matric Matric Matric Matric Matric Matric GR 8-10 GR 8-10 GR 8-10 GR 8-10 GR 8-10 Attend Pre-School Attend Pre-School Attend Pre-School Attend Pre-School Attend Pre-School After School Activities After School Activities After School Activities After School Activities After School Activities Access to Post-School Access to Post-School Access to Post-School Access to Post-School Access to Post-School Contribute to Household Contribute to Household Contribute to Household Contribute to Household Contribute to Household Formal Employment Formal Employment Formal Employment Formal Employment Formal Employment Informal Employment Informal Employment Informal Employment Informal Employment Informal Employment Grants Grants Grants Grants Grants Pensions Pensions Pensions Pensions Pensions Other Other Other Other Other Explain other Explain other Explain other Explain other Explain other Breadwinner Work Breadwinner Work Breadwinner Work Breadwinner Work Breadwinner Work Mode of Transport Mode of Transport Mode of Transport Mode of Transport Mode of Transport 1 Car 2 Train 3 Bus 4 Taxi 5 Bicycle 6 Walk 7 Other Other(Specify) Other(Specify) Other(Specify) Other(Specify) Other(Specify) Grow Fruit/Vegs Grow Fruit/Vegs Grow Fruit/Vegs Grow Fruit/Vegs Grow Fruit/Vegs No 1 Yes Car Car Car Car Car No 1 Yes TV Set TV Set TV Set TV Set TV Set No 1 Yes Fridge Fridge Fridge Fridge Fridge No 1 Yes Radio/CD Radio/CD Radio/CD Radio/CD Radio/CD No 1 Yes Kitchen Kitchen Kitchen Kitchen Kitchen No 1 Yes Bedroom Bedroom Bedroom Bedroom Bedroom No 1 Yes Lounge Lounge Lounge Lounge Lounge No 1 Yes Bathroom/Toilet Bathroom/Toilet Bathroom/Toilet Bathroom/Toilet Bathroom/Toilet No 1 Yes How Many Dwellings How Many Dwellings How Many Dwellings How Many Dwellings How Many Dwellings 99 Unknown Evicted? Evicted? Evicted? Evicted? Evicted? No 1 Yes Live here in 5 Yrs Live here in 5 Yrs Live here in 5 Yrs Live here in 5 Yrs Live here in 5 Yrs No 1 Yes If No,Why If No,Why If No,Why If No,Why If No,Why 1 Closer to Work 2 Family Reasons 3 Move to House 4 No Choice 5 Other Other Reason? Other Reason? Other Reason? Other Reason? Other Reason? Consume Alcohol Consume Alcohol Consume Alcohol Consume Alcohol Consume Alcohol No 1 Yes If Yes, Where Consumed If Yes, Where Consumed If Yes, Where Consumed If Yes, Where Consumed If Yes, Where Consumed 1 Home 2 Shebeen 3 Tavern 4 Street Bash 5 Other SPECIFY NAME SPECIFY NAME SPECIFY NAME SPECIFY NAME SPECIFY NAME If at home, Where Purchased If at home, Where Purchased If at home, Where Purchased If at home, Where Purchased If at home, Where Purchased 1 Shebeen 2 Tavern 3 Supermarket 4 Other 5 Shebeen or Tavern 6 Anywhere 7 Fast Food Restaurant SPECIFY NAME2 SPECIFY NAME2 SPECIFY NAME2 SPECIFY NAME2 SPECIFY NAME2 Roads or Pathways Roads or Pathways Roads or Pathways Roads or Pathways Roads or Pathways 1 Yes 2 No 3 Don't Know 4 There Are None Storm water drainage Storm water drainage Storm water drainage Storm water drainage Storm water drainage 1 Yes 2 No 3 Don't Know 4 There Are None Street lights Street lights Street lights Street lights Street lights 1 Yes 2 No 3 Don't Know 4 There Are None Highmast Lights Highmast Lights Highmast Lights Highmast Lights Highmast Lights 1 Yes 2 No 3 Don't Know 4 There Are None Electrical supply3 Electrical supply3 Electrical supply3 Electrical supply3 Electrical supply3 1 Yes 2 No 3 Don't Know 4 There Are None Water Taps Water Taps Water Taps Water Taps Water Taps 1 Yes 2 No 3 Don't Know 4 There Are None Toilets Toilets Toilets Toilets Toilets 1 Yes 2 No 3 Don't Know 4 There Are None Refuse removal Refuse removal Refuse removal Refuse removal Refuse removal 1 Yes 2 No 3 Don't Know 4 There Are None Bushes Bushes Bushes Bushes Bushes 1 Yes 2 No 3 Don't Know 4 There Are None Open/Public Spaces Open/Public Spaces Open/Public Spaces Open/Public Spaces Open/Public Spaces 1 Yes 2 No 3 Don't Know 4 There Are None Sport & Rec Sport & Rec Sport & Rec Sport & Rec Sport & Rec 1 Yes 2 No 3 Don't Know 4 There Are None Rain Pools Rain Pools Rain Pools Rain Pools Rain Pools No 1 Yes W_Minutes to get there W_Minutes to get there W_Minutes to get there W_Minutes to get there W_Minutes to get there W_Is it working? W_Is it working? W_Is it working? W_Is it working? W_Is it working? 1 Yes 2 No 3 No Answer W_Been broken in pas t12 months? W_Been broken in pas t12 months? W_Been broken in pas t12 months? W_Been broken in pas t12 months? W_Been broken in pas t12 months? 1 Yes 2 No 3 No Answer W_How long to repair? W_How long to repair? W_How long to repair? W_How long to repair? W_How long to repair? T_Minutes to get there T_Minutes to get there T_Minutes to get there T_Minutes to get there T_Minutes to get there T_Is it working? T_Is it working? T_Is it working? T_Is it working? T_Is it working? 1 Yes 2 No 3 No Answer T_Been broken in pas t12 months? T_Been broken in pas t12 months? T_Been broken in pas t12 months? T_Been broken in pas t12 months? T_Been broken in pas t12 months? 1 Yes 2 No 3 No Answer T_How long to repair? T_How long to repair? T_How long to repair? T_How long to repair? T_How long to repair? HL_Minutes to get there HL_Minutes to get there HL_Minutes to get there HL_Minutes to get there HL_Minutes to get there HL_Is it working? HL_Is it working? HL_Is it working? HL_Is it working? HL_Is it working? 1 Yes 2 No 3 No Answer HL_Been broken in pas t12 months? HL_Been broken in pas t12 months? HL_Been broken in pas t12 months? HL_Been broken in pas t12 months? HL_Been broken in pas t12 months? 1 Yes 2 No 3 No Answer HL_How long to repair? HL_How long to repair? HL_How long to repair? HL_How long to repair? HL_How long to repair? SL_Minutes to get there SL_Minutes to get there SL_Minutes to get there SL_Minutes to get there SL_Minutes to get there SL_Is it working? SL_Is it working? SL_Is it working? SL_Is it working? SL_Is it working? 1 Yes 2 No 3 No Answer SL_Been broken in pas t12 months? SL_Been broken in pas t12 months? SL_Been broken in pas t12 months? SL_Been broken in pas t12 months? SL_Been broken in pas t12 months? 1 Yes 2 No 3 No Answer SL_How long to repair? SL_How long to repair? SL_How long to repair? SL_How long to repair? SL_How long to repair? Waste collection point Waste collection point Waste collection point Waste collection point Waste collection point Sport & Rec Facilities Sport & Rec Facilities Sport & Rec Facilities Sport & Rec Facilities Sport & Rec Facilities Name Site Name Site Name Site Name Site Name Site Any Improvements Any Improvements Any Improvements Any Improvements Any Improvements No 1 Yes Details: Details: Details: Details: Details: 3.1 3.1 3.1 3.1 3.1 1 Not a Problem 2 Slight Problem 3 Acceptable 4 Large Problem 5 Intolerable Problem 3.2 3.2 3.2 3.2 3.2 1 Better 2 Slighty Better 3 Unchanged 4 Slightly Worse 5 Worse 3.3 3.3 3.3 3.3 3.3 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.4 3.4 3.4 3.4 3.4 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.5 3.5 3.5 3.5 3.5 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.6 3.6 3.6 3.6 3.6 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.7 3.7 3.7 3.7 3.7 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.8 3.8 3.8 3.8 3.8 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.9 3.9 3.9 3.9 3.9 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.10 3.10 3.10 3.10 3.10 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe 3.11 3.11 3.11 3.11 3.11 1 Intolerably Unsafe 2 Unsafe 3 Acceptable 4 Quite Safe 5 Completely Safe ROBBERY_Affected ROBBERY_Affected ROBBERY_Affected ROBBERY_Affected ROBBERY_Affected No 1 Yes ROBBERY_Alcohol ROBBERY_Alcohol ROBBERY_Alcohol ROBBERY_Alcohol ROBBERY_Alcohol No 1 Yes HOUSEBREAKING_Affect HOUSEBREAKING_Affect HOUSEBREAKING_Affect HOUSEBREAKING_Affect HOUSEBREAKING_Affect No 1 Yes HOUSEBREAKING_Alcohol HOUSEBREAKING_Alcohol HOUSEBREAKING_Alcohol HOUSEBREAKING_Alcohol HOUSEBREAKING_Alcohol No 1 Yes MURDER_Affect MURDER_Affect MURDER_Affect MURDER_Affect MURDER_Affect No 1 Yes MURDER_Alcohol MURDER_Alcohol MURDER_Alcohol MURDER_Alcohol MURDER_Alcohol No 1 Yes STABBINGS_Affect STABBINGS_Affect STABBINGS_Affect STABBINGS_Affect STABBINGS_Affect No 1 Yes STABBINGS_Alcohol STABBINGS_Alcohol STABBINGS_Alcohol STABBINGS_Alcohol STABBINGS_Alcohol No 1 Yes DOMESTIC VIOL_Affect DOMESTIC VIOL_Affect DOMESTIC VIOL_Affect DOMESTIC VIOL_Affect DOMESTIC VIOL_Affect No 1 Yes DOMESTIC VIOL_Alcohol DOMESTIC VIOL_Alcohol DOMESTIC VIOL_Alcohol DOMESTIC VIOL_Alcohol DOMESTIC VIOL_Alcohol No 1 Yes RAPE_Affect RAPE_Affect RAPE_Affect RAPE_Affect RAPE_Affect No 1 Yes RAPE_Alcohol RAPE_Alcohol RAPE_Alcohol RAPE_Alcohol RAPE_Alcohol No 1 Yes YOUTH & GANG_Affect YOUTH & GANG_Affect YOUTH & GANG_Affect YOUTH & GANG_Affect YOUTH & GANG_Affect No 1 Yes YOUTH & GANG_Alcohol YOUTH & GANG_Alcohol YOUTH & GANG_Alcohol YOUTH & GANG_Alcohol YOUTH & GANG_Alcohol No 1 Yes PEDESTRIAN_Affect PEDESTRIAN_Affect PEDESTRIAN_Affect PEDESTRIAN_Affect PEDESTRIAN_Affect No 1 Yes PEDESTRIAN_Alcohol PEDESTRIAN_Alcohol PEDESTRIAN_Alcohol PEDESTRIAN_Alcohol PEDESTRIAN_Alcohol No 1 Yes CAR HIJACKING_Affect CAR HIJACKING_Affect CAR HIJACKING_Affect CAR HIJACKING_Affect CAR HIJACKING_Affect No 1 Yes CAR HIJACKING_Alcohol CAR HIJACKING_Alcohol CAR HIJACKING_Alcohol CAR HIJACKING_Alcohol CAR HIJACKING_Alcohol No 1 Yes ARSON_Affect ARSON_Affect ARSON_Affect ARSON_Affect ARSON_Affect No 1 Yes ARSON_Alcohol ARSON_Alcohol ARSON_Alcohol ARSON_Alcohol ARSON_Alcohol No 1 Yes HATE CRIME_Affect HATE CRIME_Affect HATE CRIME_Affect HATE CRIME_Affect HATE CRIME_Affect No 1 Yes HATE CRIME_Alcohol HATE CRIME_Alcohol HATE CRIME_Alcohol HATE CRIME_Alcohol HATE CRIME_Alcohol No 1 Yes DRUG TRAFFICKING_Affect DRUG TRAFFICKING_Affect DRUG TRAFFICKING_Affect DRUG TRAFFICKING_Affect DRUG TRAFFICKING_Affect No 1 Yes DRUG TRAFFICKING_Alcohol DRUG TRAFFICKING_Alcohol DRUG TRAFFICKING_Alcohol DRUG TRAFFICKING_Alcohol DRUG TRAFFICKING_Alcohol No 1 Yes Follow-up Crime Follow-up Crime Follow-up Crime Follow-up Crime Follow-up Crime No 1 Yes Adult_Risk_Gender Adult_Risk_Gender Adult_Risk_Gender Adult_Risk_Gender Adult_Risk_Gender 1 Male 2 Female 3 Both Adult_Risk_Age Adult_Risk_Age Adult_Risk_Age Adult_Risk_Age Adult_Risk_Age 1 18 to 25 2 26 to 35 3 36 to 55 4 56 and above Adult_Risk_Time Adult_Risk_Time Adult_Risk_Time Adult_Risk_Time Adult_Risk_Time 1 00:00 - 06:00 2 06:00 - 12:00 3 12:00 - 18:00 4 18:00 - 24:00 Adult_Risk_Day Adult_Risk_Day Adult_Risk_Day Adult_Risk_Day Adult_Risk_Day Adult_Risk_Day_2 Adult_Risk_Day_2 Adult_Risk_Day_2 Adult_Risk_Day_2 Adult_Risk_Day_2 Child_Risk_G Child_Risk_G Child_Risk_G Child_Risk_G Child_Risk_G 1 Male 2 Female 3 Both Child_Risk_Age Child_Risk_Age Child_Risk_Age Child_Risk_Age Child_Risk_Age 1 18 to 25 2 26 to 35 3 36 to 55 4 56 and above Child_Risk_Time Child_Risk_Time Child_Risk_Time Child_Risk_Time Child_Risk_Time 1 00:00 - 06:00 2 06:00 - 12:00 3 12:00 - 18:00 4 18:00 - 24:00 Child_Risk_Day Child_Risk_Day Child_Risk_Day Child_Risk_Day Child_Risk_Day Child_Risk_Day_2 Child_Risk_Day_2 Child_Risk_Day_2 Child_Risk_Day_2 Child_Risk_Day_2 Pedestrian Walkways_Safer Pedestrian Walkways_Safer Pedestrian Walkways_Safer Pedestrian Walkways_Safer Pedestrian Walkways_Safer Pedestrian Walkways_Safer_CATEGORIES Pedestrian Walkways_Safer_CATEGORIES Pedestrian Walkways_Safer_CATEGORIES Pedestrian Walkways_Safer_CATEGORIES Pedestrian Walkways_Safer_CATEGORIES Roads_Safer Roads_Safer Roads_Safer Roads_Safer Roads_Safer Roads_Safer_CATEGORIES Roads_Safer_CATEGORIES Roads_Safer_CATEGORIES Roads_Safer_CATEGORIES Roads_Safer_CATEGORIES Open Spaces_Safer Open Spaces_Safer Open Spaces_Safer Open Spaces_Safer Open Spaces_Safer Open Spaces_Safer_CATEGORIES Open Spaces_Safer_CATEGORIES Open Spaces_Safer_CATEGORIES Open Spaces_Safer_CATEGORIES Open Spaces_Safer_CATEGORIES Homes_Safer Homes_Safer Homes_Safer Homes_Safer Homes_Safer Homes_Safer_CATEGORIES Homes_Safer_CATEGORIES Homes_Safer_CATEGORIES Homes_Safer_CATEGORIES Homes_Safer_CATEGORIES Toilets_Safer Toilets_Safer Toilets_Safer Toilets_Safer Toilets_Safer Toilets_Safer_CATEGORIES Toilets_Safer_CATEGORIES Toilets_Safer_CATEGORIES Toilets_Safer_CATEGORIES Toilets_Safer_CATEGORIES Standpipes_Safer Standpipes_Safer Standpipes_Safer Standpipes_Safer Standpipes_Safer Standpipes_Safer_CATEGORIES Standpipes_Safer_CATEGORIES Standpipes_Safer_CATEGORIES Standpipes_Safer_CATEGORIES Standpipes_Safer_CATEGORIES Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Shebbens_Safer Crime Prevention Crime Prevention Crime Prevention Crime Prevention Crime Prevention No 1 Yes Reduce Violent Reduce Violent Reduce Violent Reduce Violent Reduce Violent No 1 Yes Community projects Community projects Community projects Community projects Community projects No 1 Yes If Yes, Which Area If Yes, Which Area If Yes, Which Area If Yes, Which Area If Yes, Which Area Other4 Other4 Other4 Other4 Other4 How is project called How is project called How is project called How is project called How is project called SDF projects SDF projects SDF projects SDF projects SDF projects No 1 Yes Comments Comments Comments Comments Comments Comments_Categories Comments_Categories Comments_Categories Comments_Categories Comments_Categories Comments_Categories_2 Comments_Categories_2 Comments_Categories_2 Comments_Categories_2 Comments_Categories_2 End Time End Time End Time End Time End Time Area of Residence Area of Residence Area of Residence Area of Residence Area of Residence 1 BLACK CITY 2 FREEDOM SQUARE 3 GREEN VILLAGE 4 HLAZO VILLAGE 5 KTC 6 KWAKHI-KHI 7 LUSAKA 8 MALUNGA PARK 9 MKHONTO 10 MPINGA 11 NEW CROSSROADS 12 PHOLA PARK 13 SAKHUMZI 14 SECTION 1 15 SECTION 2 16 SECTION 3 17 SECTION 4 18 STATION PARK 19 SUPER NKATHAZO 20 THAMBO SQUARE 21 THAMBO VILLAGE 22 WHITE CITY 23 ZWELITSHA DwellingType DwellingType DwellingType DwellingType DwellingType 1 Single formal 2 Hostel 3 Informal backyard 4 Informal settlement 5 Unknown DwellingType(Other) DwellingType(Other) DwellingType(Other) DwellingType(Other) DwellingType(Other) 1 FLAT 2 MEAT MARKET AfterSchoolActivity_1 AfterSchoolActivity_1 AfterSchoolActivity_1 AfterSchoolActivity_1 AfterSchoolActivity_1 1 AFTERNOON CLASSES 2 ARTS 3 ATHLETICS 4 BASKETBALL 5 CHOIR 6 COMPUTER 7 CRICKET 8 DANCING 9 DEBATE 10 DRAMA 11 EDUCATION PROGRAMME 12 FINANCIAL MANAGEMENT 13 GUILD GUIDE 14 GYM 15 HANDBALL 16 HOCKEY 17 KARATE 18 LIFE ORIENTATION PROGRAMME 19 LIFE SKILLS 20 MENTORING HIV/AIDS 21 MUSIC 22 NEEDLEWORK 23 NETBALL 24 OFFICE WORK 25 PEER EDUCATION 26 RUGBY 27 SCOUTS 28 SIGN LANGUAGE 29 SINGING 30 SKILLS DEVELOPMENT 31 SOCCER 32 SPORT 33 SWIMMING 34 BASEBALL 35 BEAUTY CONTEST 36 MODELLING 37 TENNIS 38 VOLLEYBALL AfterSchoolActivity_2 AfterSchoolActivity_2 AfterSchoolActivity_2 AfterSchoolActivity_2 AfterSchoolActivity_2 1 AFTERNOON CLASSES 2 ARTS 3 ATHLETICS 4 BASKETBALL 5 CHOIR 6 COMPUTER 7 CRICKET 8 DANCING 9 DEBATE 10 DRAMA 11 EDUCATION PROGRAMME 12 FINANCIAL MANAGEMENT 13 GUILD GUIDE 14 GYM 15 HANDBALL 16 HOCKEY 17 KARATE 18 LIFE ORIENTATION PROGRAMME 19 LIFE SKILLS 20 MENTORING HIV/AIDS 21 MUSIC 22 NEEDLEWORK 23 NETBALL 24 OFFICE WORK 25 PEER EDUCATION 26 RUGBY 27 SCOUTS 28 SIGN LANGUAGE 29 SINGING 30 SKILLS DEVELOPMENT 31 SOCCER 32 SPORT 33 SWIMMING 34 BASEBALL 35 BEAUTY CONTEST 36 MODELLING 37 TENNIS 38 VOLLEYBALL PostSchoolActivity_1 PostSchoolActivity_1 PostSchoolActivity_1 PostSchoolActivity_1 PostSchoolActivity_1 1 ACCOUNTING 2 AGRICULTURAL MANAGEMENT 3 ART 4 ART & DESIGN 5 ART & PUBLIC RELATIONS 6 ARTS 7 AUDITING 8 BA COMMUNICATION SCIENCE 9 BA EDUCATION 10 BCom (Finance) 11 BEAUTY THERAPY 12 BOILERMAKER 13 BUSINESS MANAGEMENT 14 CALL CENTER COURSE 15 CHEF COURSE 16 CHEMICAL ENGINEERING 17 CHEMISTRY 18 CLOTHING MANAGEMENT 19 COLLEGE 20 COMESTICS 21 COMMUNITY DEVELOPMENT 22 COMPUTER SKILLS 23 DENTAL ASSISTANT 24 DOCTORS MATHS 25 EDUCATION AND PSYCHOLOGY 26 ELECTRICAL ENGINEERING 27 ELECTRICAL,PLUMBING & WOODWORK 28 ENGINEERING 29 ENGINEERING COURSE 30 ENTREPENEUR 31 FALSE BAY COLLEGE 32 FINANCIAL MANAGEMENT 33 FIRE FIGHTER 34 FIRST AID 35 HOSPITALITY STUDIES 36 HUGENOOT COLLEGE 37 HUMAN RESSOURCES 38 IT COURSE AGRICULTURAL MANAGEM 39 IT INFORMATION TECHNOLOGY 40 JEWELLERY COURSE 41 JOURNALISM 42 LAW 43 LEARNERSHIP 44 MANAGEMENT 45 MANAGEMENT & MECHANICAL 46 MARKETING 47 MARKETING & COMPUTER SCIENCE 48 MARKETING IT B/COM 49 MARKETING MANAGEMENT 50 MATHS SCIENCE 51 MECHANICAL ENGINEERING 52 MECHANICAL LAW 53 MODELING 54 MOTOR MACHINE 55 N3 COURSE 56 NATURAL RESOURCES 57 NURSING 58 NURSING MANAGEMENT ASSISTANT 59 OFFICE ADMINISTRATION 60 PANEL BEATING 61 PRESENTER 62 PROGRAMMING SYSTEM 63 PROJECT MANAGEMENT 64 PUBLIC ADMINISTRATION & MANAGEMENT 65 PUBLIC FINANCE 66 PUBLIC RELATIONS MANAGEMENT 67 RECEPTIONIST 68 RETRAIL MANAGER / SPORT MANAGE 69 RUNNER/SPORTS 70 SECRETERIAL COURSE 71 SECURITY COURSE 72 SERVICE COURSE 73 SOCIAL WORKER 74 SPORTS MANAGEMENT 75 TEACHING 76 TOURISM 77 TRAINING & COLLEGE 78 TRAINING WITH ESKOM 79 TRAVEL & TOURISM 80 HIV COUNSELLING 81 HOME BASED CARE PostSchoolActivity_2 PostSchoolActivity_2 PostSchoolActivity_2 PostSchoolActivity_2 PostSchoolActivity_2 1 ACCOUNTING 2 AGRICULTURAL MANAGEMENT 3 ART 4 ART & DESIGN 5 ART & PUBLIC RELATIONS 6 ARTS 7 AUDITING 8 BA COMMUNICATION SCIENCE 9 BA EDUCATION 10 BCom (Finance) 11 BEAUTY THERAPY 12 BOILERMAKER 13 BUSINESS MANAGEMENT 14 CALL CENTER COURSE 15 CHEF COURSE 16 CHEMICAL ENGINEERING 17 CHEMISTRY 18 CLOTHING MANAGEMENT 19 COLLEGE 20 COMESTICS 21 COMMUNITY DEVELOPMENT 22 COMPUTER SKILLS 23 DENTAL ASSISTANT 24 DOCTORS MATHS 25 EDUCATION AND PSYCHOLOGY 26 ELECTRICAL ENGINEERING 27 ELECTRICAL,PLUMBING & WOODWORK 28 ENGINEERING 29 ENGINEERING COURSE 30 ENTREPENEUR 31 FALSE BAY COLLEGE 32 FINANCIAL MANAGEMENT 33 FIRE FIGHTER 34 FIRST AID 35 HOSPITALITY STUDIES 36 HUGENOOT COLLEGE 37 HUMAN RESSOURCES 38 IT COURSE AGRICULTURAL MANAGEM 39 IT INFORMATION TECHNOLOGY 40 JEWELLERY COURSE 41 JOURNALISM 42 LAW 43 LEARNERSHIP 44 MANAGEMENT 45 MANAGEMENT & MECHANICAL 46 MARKETING 47 MARKETING & COMPUTER SCIENCE 48 MARKETING IT B/COM 49 MARKETING MANAGEMENT 50 MATHS SCIENCE 51 MECHANICAL ENGINEERING 52 MECHANICAL LAW 53 MODELING 54 MOTOR MACHINE 55 N3 COURSE 56 NATURAL RESOURCES 57 NURSING 58 NURSING MANAGEMENT ASSISTANT 59 OFFICE ADMINISTRATION 60 PANEL BEATING 61 PRESENTER 62 PROGRAMMING SYSTEM 63 PROJECT MANAGEMENT 64 PUBLIC ADMINISTRATION & MANAGEMENT 65 PUBLIC FINANCE 66 PUBLIC RELATIONS MANAGEMENT 67 RECEPTIONIST 68 RETRAIL MANAGER / SPORT MANAGE 69 RUNNER/SPORTS 70 SECRETERIAL COURSE 71 SECURITY COURSE 72 SERVICE COURSE 73 SOCIAL WORKER 74 SPORTS MANAGEMENT 75 TEACHING 76 TOURISM 77 TRAINING & COLLEGE 78 TRAINING WITH ESKOM 79 TRAVEL & TOURISM 80 HIV COUNSELLING 81 HOME BASED CARE Extractive Extractive Extractive Extractive Extractive 1 ANIMAL REARING 2 GARDENING 3 MINING Manufacturing Manufacturing Manufacturing Manufacturing Manufacturing 1 BUILDING MATERIAL 2 BUILDING MATERIALS 3 CARPENTRY/FURNITURE 4 CLOTHING MAKING 5 CONSTRUCTION 6 CRAFTS 7 ELECTRICAL REPAIRS Services Services Services Services Services 1 CAR/TAXI WASH 2 CATERING 3 CLOTHING SALES 4 CRECHE/PRESCHOOL 5 DESIGNER 6 ELECTRICAL REPAIRS 7 HAIR SALON 8 MEAT SELLING 9 MECHANICAL REPAIRS 10 RETAIL SALES 11 SELL ALCOHOL 12 SEWING 13 SHEBEEN 14 SHOES REPAIRS 15 SPAZA 16 TAKE AWAY FOODS 17 TAVERN 18 TRANSPORT 19 VEGETABLES/FRUIT/HERBS 20 VEGETABLES/FRUITS/HERBS 21 WHOLESALE If not Sure If not Sure If not Sure If not Sure If not Sure 1 BUY AND SELL CLOTHING 2 BUY AND SELL HAIR PIECES 3 CATERING 4 CHICKEN FEET 5 DESIGNER 6 DISTRIBUTION 7 DRINK BOMPIE CHICKEN LEG 8 FAST FOOD 9 FISH 10 HERB SALES 11 HOME GINGER 12 ONLY PARAFFIN 13 OTHER 14 PILLOW CASES 15 SANDING FLOORS 16 SAUSAGE & CHICKEN 17 SELL AIRTIME 18 SELL AIRTIME & ELECTRICITY 19 SELL CIGARETTES 20 SELL ICE CUBES 21 SELL MEAT 22 SELL SCHICKENS 23 SELL SWEETS & CHIPS 24 SELL TINS AND BOTTLES 25 SELLI TAPPAWARE 26 SELLING DRINKS 27 SELLING GINGER BEER 28 SELLING ICE & BOMPIES 29 SELLING MEAT 30 SELLING SOUR MILK 31 SELLING VETKOEK 32 SEWING 33 SHEBEEN 34 SHOP 35 SPRAY PAINTING 36 SUPPLIER SMALL BUSINESS 37 TABACCO 38 TABLE CHAMP USE_1 USE_1 USE_1 USE_1 USE_1 1 ACTING 2 AFTER SCHOOL CLASSES 3 BASKETBALL 4 CANT USE THE HALL 5 CHURCH 6 CLOTHING SALES 7 COMMUNITY 8 COMMUNITY CENTRE 9 COMMUNITY EVENTS 10 COMMUNITY GATHERINGS 11 COMMUNITY HALL 12 CONCERTS 13 CRECHE 14 CULTURAL EVENTS 15 DANCING 16 DON'T KNOW 17 ENJOY THEMSELVES 18 FUNCTIONS 19 FUNERALS 20 MEETINGS 21 MEMORIAL SERVICES 22 NONE 23 NOTHING 24 OLD AGE CENTRE 25 OLD AGE GATHERING 26 PAY POINT 27 PLAY GAMES 28 PRIMARY SCHOOL 29 SANCO MEETINGS 30 SCHOOL 31 SCHOOL CHOIRS 32 SCHOOL EVENTS 33 SCHOOLING 34 SEWING PROJECT 35 SOUP KITCHEN 36 SPORTS 37 SWIMMING 38 TRAINING 39 UNDERTAKER & HOME 40 WEDDINGS 41 YOUTH ACTIVITIES 42 AEROBICS 43 CHILDREN EVENTS 44 CHOIR 45 CULTURAL 46 GRANTS 47 GYM 48 MODELLING 49 MUSIC 50 PARTIES 51 PAYPOINT 52 SCHOOL ACTIVITIES 53 SHOWS 54 WORKSHOP 55 DRAMA USE_2 USE_2 USE_2 USE_2 USE_2 1 ACTING 2 AFTER SCHOOL CLASSES 3 BASKETBALL 4 CANT USE THE HALL 5 CHURCH 6 CLOTHING SALES 7 COMMUNITY 8 COMMUNITY CENTRE 9 COMMUNITY EVENTS 10 COMMUNITY GATHERINGS 11 COMMUNITY HALL 12 CONCERTS 13 CRECHE 14 CULTURAL EVENTS 15 DANCING 16 DON'T KNOW 17 ENJOY THEMSELVES 18 FUNCTIONS 19 FUNERALS 20 MEETINGS 21 MEMORIAL SERVICES 22 NONE 23 NOTHING 24 OLD AGE CENTRE 25 OLD AGE GATHERING 26 PAY POINT 27 PLAY GAMES 28 PRIMARY SCHOOL 29 SANCO MEETINGS 30 SCHOOL 31 SCHOOL CHOIRS 32 SCHOOL EVENTS 33 SCHOOLING 34 SEWING PROJECT 35 SOUP KITCHEN 36 SPORTS 37 SWIMMING 38 TRAINING 39 UNDERTAKER & HOME 40 WEDDINGS 41 YOUTH ACTIVITIES 42 AEROBICS 43 CHILDREN EVENTS 44 CHOIR 45 CULTURAL 46 GRANTS 47 GYM 48 MODELLING 49 MUSIC 50 PARTIES 51 PAYPOINT 52 SCHOOL ACTIVITIES 53 SHOWS 54 WORKSHOP 55 DRAMA USE_3 USE_3 USE_3 USE_3 USE_3 1 ACTING 2 AFTER SCHOOL CLASSES 3 BASKETBALL 4 CANT USE THE HALL 5 CHURCH 6 CLOTHING SALES 7 COMMUNITY 8 COMMUNITY CENTRE 9 COMMUNITY EVENTS 10 COMMUNITY GATHERINGS 11 COMMUNITY HALL 12 CONCERTS 13 CRECHE 14 CULTURAL EVENTS 15 DANCING 16 DON'T KNOW 17 ENJOY THEMSELVES 18 FUNCTIONS 19 FUNERALS 20 MEETINGS 21 MEMORIAL SERVICES 22 NONE 23 NOTHING 24 OLD AGE CENTRE 25 OLD AGE GATHERING 26 PAY POINT 27 PLAY GAMES 28 PRIMARY SCHOOL 29 SANCO MEETINGS 30 SCHOOL 31 SCHOOL CHOIRS 32 SCHOOL EVENTS 33 SCHOOLING 34 SEWING PROJECT 35 SOUP KITCHEN 36 SPORTS 37 SWIMMING 38 TRAINING 39 UNDERTAKER & HOME 40 WEDDINGS 41 YOUTH ACTIVITIES 42 AEROBICS 43 CHILDREN EVENTS 44 CHOIR 45 CULTURAL 46 GRANTS 47 GYM 48 MODELLING 49 MUSIC 50 PARTIES 51 PAYPOINT 52 SCHOOL ACTIVITIES 53 SHOWS 54 WORKSHOP 55 DRAMA Priority 1 Priority 1 Priority 1 Priority 1 Priority 1 1 ARSON 2 CAR HIJACKING 3 DOMESTIC VIOLENCE 4 DRUG TRAFFICKING 5 HATE CRIME 6 HOUSEBREAKING 7 MURDER 8 PEDESTRIAN ACCIDENTS 9 RAPE 10 ROBBERY 11 STABBINGS 12 YOUTH & GANG CRIME Priority 2 Priority 2 Priority 2 Priority 2 Priority 2 1 ARSON 2 CAR HIJACKING 3 DOMESTIC VIOLENCE 4 DRUG TRAFFICKING 5 HATE CRIME 6 HOUSEBREAKING 7 MURDER 8 PEDESTRIAN ACCIDENTS 9 RAPE 10 ROBBERY 11 STABBINGS 12 YOUTH & GANG CRIME Priority 3 Priority 3 Priority 3 Priority 3 Priority 3 1 ARSON 2 CAR HIJACKING 3 DOMESTIC VIOLENCE 4 DRUG TRAFFICKING 5 HATE CRIME 6 HOUSEBREAKING 7 MURDER 8 PEDESTRIAN ACCIDENTS 9 RAPE 10 ROBBERY 11 STABBINGS 12 YOUTH & GANG CRIME Top Priority Crime_Adults Top Priority Crime_Adults Top Priority Crime_Adults Top Priority Crime_Adults Top Priority Crime_Adults 1 ARSON 2 CAR HIJACKING 3 DISRESPECT 4 DOMESTIC VIOLENCE 5 DRUG TRAFFICKING 6 FEMALES 7 GANG CRIME 8 HATE CRIME 9 HOUSE BREAKING 10 KEEP THEM AT CENTRE 11 MURDER 12 PEDESTRIAN ACCIDENTS 13 RAPE 14 ROBBERY 15 SAFE PLACE 16 SHOOTING 17 STABBINGS 18 YOUTH OR GANG CRIME 19 CHILD ABUSE & NEGLECT 20 GIRLS 21 HOUSEBREAKING 22 KIDNAPPING 23 N/A 24 NONE 25 PRE-SCHOOL 26 VIOLENCE Top Priority Crime_Children Top Priority Crime_Children Top Priority Crime_Children Top Priority Crime_Children Top Priority Crime_Children 1 ARSON 2 CAR HIJACKING 3 DISRESPECT 4 DOMESTIC VIOLENCE 5 DRUG TRAFFICKING 6 FEMALES 7 GANG CRIME 8 HATE CRIME 9 HOUSE BREAKING 10 KEEP THEM AT CENTRE 11 MURDER 12 PEDESTRIAN ACCIDENTS 13 RAPE 14 ROBBERY 15 SAFE PLACE 16 SHOOTING 17 STABBINGS 18 YOUTH OR GANG CRIME 19 CHILD ABUSE & NEGLECT 20 GIRLS 21 HOUSEBREAKING 22 KIDNAPPING 23 N/A 24 NONE 25 PRE-SCHOOL 26 VIOLENCE